id	sid	tid	token	lemma	pos
easat-9142	1	1	edelweiss	edelweiss	PROPN
easat-9142	1	2	applied	apply	VERB
easat-9142	1	3	science	science	NOUN
easat-9142	1	4	and	and	CCONJ
easat-9142	1	5	technology	technology	NOUN
easat-9142	1	6	issn	issn	PROPN
easat-9142	1	7	:	:	PUNCT
easat-9142	1	8	2576	2576	NUM
easat-9142	1	9	-	-	SYM
easat-9142	1	10	8484	8484	NUM
easat-9142	1	11	vol	vol	NOUN
easat-9142	1	12	.	.	PROPN
easat-9142	2	1	9	9	NUM
easat-9142	2	2	,	,	PUNCT
easat-9142	2	3	no	no	INTJ
easat-9142	2	4	.	.	NOUN
easat-9142	2	5	7	7	NUM
easat-9142	2	6	,	,	PUNCT
easat-9142	2	7	2222	2222	NUM
easat-9142	2	8	-	-	SYM
easat-9142	2	9	2245	2245	NUM
easat-9142	2	10	2025	2025	NUM
easat-9142	2	11	publisher	publisher	NOUN
easat-9142	2	12	:	:	PUNCT
easat-9142	2	13	learning	learn	VERB
easat-9142	2	14	gate	gate	NOUN
easat-9142	2	15	doi	doi	PROPN
easat-9142	2	16	:	:	PUNCT
easat-9142	2	17	10.55214/2576	10.55214/2576	NUM
easat-9142	2	18	-	-	PUNCT
easat-9142	2	19	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	3	1	©	©	PROPN
easat-9142	3	2	2025	2025	NUM
easat-9142	3	3	by	by	ADP
easat-9142	3	4	the	the	DET
easat-9142	3	5	authors	author	NOUN
easat-9142	3	6	;	;	PUNCT
easat-9142	3	7	licensee	licensee	PROPN
easat-9142	3	8	learning	learning	NOUN
easat-9142	3	9	gate	gate	NOUN
easat-9142	3	10	©	©	PROPN
easat-9142	3	11	2025	2025	NUM
easat-9142	3	12	by	by	ADP
easat-9142	3	13	the	the	DET
easat-9142	3	14	authors	author	NOUN
easat-9142	3	15	;	;	PUNCT
easat-9142	3	16	licensee	licensee	PROPN
easat-9142	3	17	learning	learning	NOUN
easat-9142	3	18	gate	gate	NOUN
easat-9142	3	19	history	history	NOUN
easat-9142	3	20	:	:	PUNCT
easat-9142	3	21	received	receive	VERB
easat-9142	3	22	:	:	PUNCT
easat-9142	3	23	13	13	NUM
easat-9142	3	24	may	may	PROPN
easat-9142	3	25	2025	2025	NUM
easat-9142	3	26	;	;	PUNCT
easat-9142	3	27	revised	revise	VERB
easat-9142	3	28	:	:	PUNCT
easat-9142	3	29	18	18	NUM
easat-9142	3	30	june	june	PROPN
easat-9142	3	31	2025	2025	NUM
easat-9142	3	32	;	;	PUNCT
easat-9142	3	33	accepted	accept	VERB
easat-9142	3	34	:	:	PUNCT
easat-9142	3	35	23	23	NUM
easat-9142	3	36	june	june	PROPN
easat-9142	3	37	2025	2025	NUM
easat-9142	3	38	;	;	PUNCT
easat-9142	3	39	published	publish	VERB
easat-9142	3	40	:	:	PUNCT
easat-9142	3	41	28	28	NUM
easat-9142	3	42	july	july	PROPN
easat-9142	3	43	2025	2025	NUM
easat-9142	3	44	*	*	PUNCT
easat-9142	3	45	correspondence	correspondence	NOUN
easat-9142	3	46	:	:	PUNCT
easat-9142	4	1	lisamoni00@gmail.com	lisamoni00@gmail.com	X
easat-9142	4	2	enhancing	enhance	VERB
easat-9142	4	3	financial	financial	ADJ
easat-9142	4	4	information	information	NOUN
easat-9142	4	5	security	security	NOUN
easat-9142	4	6	through	through	ADP
easat-9142	4	7	advanced	advanced	ADJ
easat-9142	4	8	predictive	predictive	ADJ
easat-9142	4	9	analytics	analytic	NOUN
easat-9142	4	10	:	:	PUNCT
easat-9142	4	11	a	a	DET
easat-9142	4	12	prisma	prisma	NOUN
easat-9142	4	13	based	base	VERB
easat-9142	4	14	systematic	systematic	PROPN
easat-9142	4	15	review	review	NOUN
easat-9142	4	16	md	md	PROPN
easat-9142	4	17	nazmul	nazmul	PROPN
easat-9142	4	18	hasan1	hasan1	PROPN
easat-9142	4	19	,	,	PUNCT
easat-9142	4	20	md	md	PROPN
easat-9142	4	21	saidul	saidul	PROPN
easat-9142	4	22	islam	islam	PROPN
easat-9142	4	23	papel2	papel2	PROPN
easat-9142	4	24	,	,	PUNCT
easat-9142	4	25	imran	imran	PROPN
easat-9142	4	26	hossain	hossain	PROPN
easat-9142	4	27	rasel3	rasel3	PROPN
easat-9142	4	28	,	,	PUNCT
easat-9142	4	29	sadia	sadia	PROPN
easat-9142	4	30	akter4	akter4	PROPN
easat-9142	4	31	,	,	PUNCT
easat-9142	4	32	mst	mst	PROPN
easat-9142	4	33	khadiza	khadiza	PROPN
easat-9142	4	34	aktar5	aktar5	PROPN
easat-9142	4	35	,	,	PUNCT
easat-9142	4	36	md	md	PROPN
easat-9142	4	37	zainal	zainal	PROPN
easat-9142	4	38	abedin6	abedin6	PROPN
easat-9142	4	39	,	,	PUNCT
easat-9142	4	40	lisa	lisa	PROPN
easat-9142	4	41	mani7	mani7	PROPN
easat-9142	4	42	*	*	PROPN
easat-9142	4	43	1ms	1ms	NOUN
easat-9142	4	44	in	in	ADP
easat-9142	4	45	business	business	NOUN
easat-9142	4	46	analytics	analytic	NOUN
easat-9142	4	47	,	,	PUNCT
easat-9142	4	48	university	university	NOUN
easat-9142	4	49	of	of	ADP
easat-9142	4	50	new	new	PROPN
easat-9142	4	51	haven	haven	NOUN
easat-9142	4	52	,	,	PUNCT
easat-9142	4	53	west	west	PROPN
easat-9142	4	54	haven	haven	PROPN
easat-9142	4	55	,	,	PUNCT
easat-9142	4	56	connecticut	connecticut	PROPN
easat-9142	4	57	,	,	PUNCT
easat-9142	4	58	united	united	PROPN
easat-9142	4	59	states	states	PROPN
easat-9142	4	60	;	;	PUNCT
easat-9142	4	61	mhasa9@unh.newhaven.edu	mhasa9@unh.newhaven.edu	PROPN
easat-9142	4	62	(	(	PUNCT
easat-9142	4	63	m.n.h	m.n.h	ADJ
easat-9142	4	64	.	.	PUNCT
easat-9142	4	65	)	)	PUNCT
easat-9142	5	1	2mba	2mba	NUM
easat-9142	5	2	-	-	PUNCT
easat-9142	5	3	mis	mis	PROPN
easat-9142	5	4	,	,	PUNCT
easat-9142	5	5	international	international	ADJ
easat-9142	5	6	american	american	PROPN
easat-9142	5	7	university	university	PROPN
easat-9142	5	8	(	(	PUNCT
easat-9142	5	9	iau	iau	PROPN
easat-9142	5	10	)	)	PUNCT
easat-9142	5	11	,	,	PUNCT
easat-9142	5	12	3440	3440	NUM
easat-9142	5	13	wilshire	wilshire	PROPN
easat-9142	5	14	blvd	blvd	PROPN
easat-9142	5	15	ste	ste	PROPN
easat-9142	5	16	1000	1000	NUM
easat-9142	5	17	,	,	PUNCT
easat-9142	5	18	los	los	PROPN
easat-9142	5	19	angeles	angeles	PROPN
easat-9142	5	20	,	,	PUNCT
easat-9142	5	21	ca	ca	PROPN
easat-9142	5	22	90010	90010	NUM
easat-9142	5	23	,	,	PUNCT
easat-9142	5	24	united	united	PROPN
easat-9142	5	25	states	states	PROPN
easat-9142	5	26	;	;	PUNCT
easat-9142	5	27	mdpapeldu@gmail.com	mdpapeldu@gmail.com	PROPN
easat-9142	5	28	(	(	PUNCT
easat-9142	5	29	m.s.i.p	m.s.i.p	PROPN
easat-9142	5	30	.	.	PUNCT
easat-9142	5	31	)	)	PUNCT
easat-9142	6	1	3ms	3ms	ADV
easat-9142	6	2	in	in	ADP
easat-9142	6	3	business	business	NOUN
easat-9142	6	4	analytics	analytic	NOUN
easat-9142	6	5	,	,	PUNCT
easat-9142	6	6	university	university	NOUN
easat-9142	6	7	of	of	ADP
easat-9142	6	8	new	new	PROPN
easat-9142	6	9	haven	haven	PROPN
easat-9142	6	10	,	,	PUNCT
easat-9142	6	11	connecticut	connecticut	PROPN
easat-9142	6	12	,	,	PUNCT
easat-9142	6	13	united	united	PROPN
easat-9142	6	14	states	states	PROPN
easat-9142	6	15	;	;	PUNCT
easat-9142	6	16	irase1@unh.newhaven.edu	irase1@unh.newhaven.edu	PROPN
easat-9142	6	17	(	(	PUNCT
easat-9142	6	18	i.h.r	i.h.r	NOUN
easat-9142	6	19	.	.	PUNCT
easat-9142	6	20	)	)	PUNCT
easat-9142	7	1	4masters	4master	NOUN
easat-9142	7	2	of	of	ADP
easat-9142	7	3	business	business	NOUN
easat-9142	7	4	administration	administration	NOUN
easat-9142	7	5	in	in	ADP
easat-9142	7	6	management	management	NOUN
easat-9142	7	7	information	information	NOUN
easat-9142	7	8	systems	system	NOUN
easat-9142	7	9	,	,	PUNCT
easat-9142	7	10	international	international	ADJ
easat-9142	7	11	american	american	PROPN
easat-9142	7	12	university	university	PROPN
easat-9142	7	13	,	,	PUNCT
easat-9142	7	14	los	los	PROPN
easat-9142	7	15	angeles	angeles	PROPN
easat-9142	7	16	,	,	PUNCT
easat-9142	7	17	california	california	PROPN
easat-9142	7	18	united	united	PROPN
easat-9142	7	19	states	states	PROPN
easat-9142	7	20	;	;	PUNCT
easat-9142	7	21	sadia03.akter@gmail.com	sadia03.akter@gmail.com	X
easat-9142	7	22	(	(	PUNCT
easat-9142	7	23	s.a	s.a	PROPN
easat-9142	7	24	.	.	PROPN
easat-9142	7	25	)	)	PUNCT
easat-9142	8	1	5department	5department	NUM
easat-9142	8	2	of	of	ADP
easat-9142	8	3	business	business	NOUN
easat-9142	8	4	administration	administration	NOUN
easat-9142	8	5	(	(	PUNCT
easat-9142	8	6	major	major	ADJ
easat-9142	8	7	in	in	ADP
easat-9142	8	8	accounting	accounting	NOUN
easat-9142	8	9	and	and	CCONJ
easat-9142	8	10	information	information	NOUN
easat-9142	8	11	systems	system	NOUN
easat-9142	8	12	)	)	PUNCT
easat-9142	8	13	,	,	PUNCT
easat-9142	8	14	shahjalal	shahjalal	PROPN
easat-9142	8	15	university	university	PROPN
easat-9142	8	16	of	of	ADP
easat-9142	8	17	science	science	PROPN
easat-9142	8	18	&	&	CCONJ
easat-9142	8	19	technology	technology	PROPN
easat-9142	8	20	,	,	PUNCT
easat-9142	8	21	sylhet-3114	sylhet-3114	NOUN
easat-9142	8	22	,	,	PUNCT
easat-9142	8	23	sylhet	sylhet	NOUN
easat-9142	8	24	,	,	PUNCT
easat-9142	8	25	bangladesh	bangladesh	NOUN
easat-9142	8	26	;	;	PUNCT
easat-9142	8	27	khadiza.lucky.bus@gmail.com	khadiza.lucky.bus@gmail.com	PROPN
easat-9142	8	28	(	(	PUNCT
easat-9142	8	29	m.k.a	m.k.a	PROPN
easat-9142	8	30	.	.	PUNCT
easat-9142	8	31	)	)	PUNCT
easat-9142	8	32	.	.	PUNCT
easat-9142	9	1	6department	6department	NUM
easat-9142	9	2	of	of	ADP
easat-9142	9	3	business	business	NOUN
easat-9142	9	4	administration	administration	NOUN
easat-9142	9	5	,	,	PUNCT
easat-9142	9	6	z.h	z.h	PROPN
easat-9142	9	7	sikder	sikder	PROPN
easat-9142	9	8	university	university	PROPN
easat-9142	9	9	of	of	ADP
easat-9142	9	10	science	science	NOUN
easat-9142	9	11	and	and	CCONJ
easat-9142	9	12	technology	technology	NOUN
easat-9142	9	13	,	,	PUNCT
easat-9142	9	14	shariatpur	shariatpur	NOUN
easat-9142	9	15	,	,	PUNCT
easat-9142	9	16	bangladesh	bangladesh	NOUN
easat-9142	9	17	;	;	PUNCT
easat-9142	9	18	mabed099@uottawa.ca	mabed099@uottawa.ca	PROPN
easat-9142	9	19	(	(	PUNCT
easat-9142	9	20	m.z.a	m.z.a	NOUN
easat-9142	9	21	.	.	PUNCT
easat-9142	9	22	)	)	PUNCT
easat-9142	9	23	.	.	PUNCT
easat-9142	10	1	7department	7department	NUM
easat-9142	10	2	of	of	ADP
easat-9142	10	3	business	business	NOUN
easat-9142	10	4	administration	administration	NOUN
easat-9142	10	5	,	,	PUNCT
easat-9142	10	6	finance	finance	NOUN
easat-9142	10	7	and	and	CCONJ
easat-9142	10	8	banking	banking	NOUN
easat-9142	10	9	,	,	PUNCT
easat-9142	10	10	shahjalal	shahjalal	PROPN
easat-9142	10	11	university	university	PROPN
easat-9142	10	12	of	of	ADP
easat-9142	10	13	science	science	NOUN
easat-9142	10	14	and	and	CCONJ
easat-9142	10	15	technology	technology	NOUN
easat-9142	10	16	,	,	PUNCT
easat-9142	10	17	sylhet	sylhet	NOUN
easat-9142	10	18	3114	3114	NUM
easat-9142	10	19	,	,	PUNCT
easat-9142	10	20	sylhet	sylhet	NOUN
easat-9142	10	21	,	,	PUNCT
easat-9142	10	22	bangladesh	bangladesh	NOUN
easat-9142	10	23	;	;	PUNCT
easat-9142	10	24	lisamoni00@gmail.com	lisamoni00@gmail.com	X
easat-9142	10	25	(	(	PUNCT
easat-9142	10	26	l.m	l.m	PROPN
easat-9142	10	27	.	.	PROPN
easat-9142	10	28	)	)	PUNCT
easat-9142	10	29	.	.	PUNCT
easat-9142	11	1	abstract	abstract	ADV
easat-9142	11	2	:	:	PUNCT
easat-9142	11	3	the	the	DET
easat-9142	11	4	rapid	rapid	ADJ
easat-9142	11	5	digital	digital	ADJ
easat-9142	11	6	transformation	transformation	NOUN
easat-9142	11	7	of	of	ADP
easat-9142	11	8	the	the	DET
easat-9142	11	9	financial	financial	ADJ
easat-9142	11	10	sector	sector	NOUN
easat-9142	11	11	has	have	AUX
easat-9142	11	12	escalated	escalate	VERB
easat-9142	11	13	cybersecurity	cybersecurity	NOUN
easat-9142	11	14	challenges	challenge	NOUN
easat-9142	11	15	,	,	PUNCT
easat-9142	11	16	necessitating	necessitate	VERB
easat-9142	11	17	advanced	advanced	ADJ
easat-9142	11	18	solutions	solution	NOUN
easat-9142	11	19	to	to	PART
easat-9142	11	20	protect	protect	VERB
easat-9142	11	21	sensitive	sensitive	ADJ
easat-9142	11	22	data	datum	NOUN
easat-9142	11	23	and	and	CCONJ
easat-9142	11	24	mitigate	mitigate	VERB
easat-9142	11	25	cyber	cyber	NOUN
easat-9142	11	26	threats	threat	NOUN
easat-9142	11	27	.	.	PUNCT
easat-9142	12	1	this	this	DET
easat-9142	12	2	study	study	NOUN
easat-9142	12	3	systematically	systematically	ADV
easat-9142	12	4	reviews	review	VERB
easat-9142	12	5	the	the	DET
easat-9142	12	6	application	application	NOUN
easat-9142	12	7	of	of	ADP
easat-9142	12	8	advanced	advanced	ADJ
easat-9142	12	9	predictive	predictive	ADJ
easat-9142	12	10	analytics	analytic	NOUN
easat-9142	12	11	,	,	PUNCT
easat-9142	12	12	powered	power	VERB
easat-9142	12	13	by	by	ADP
easat-9142	12	14	artificial	artificial	ADJ
easat-9142	12	15	intelligence	intelligence	NOUN
easat-9142	12	16	(	(	PUNCT
easat-9142	12	17	ai	ai	NOUN
easat-9142	12	18	)	)	PUNCT
easat-9142	12	19	and	and	CCONJ
easat-9142	12	20	machine	machine	NOUN
easat-9142	12	21	learning	learning	NOUN
easat-9142	12	22	(	(	PUNCT
easat-9142	12	23	ml	ml	NOUN
easat-9142	12	24	)	)	PUNCT
easat-9142	12	25	,	,	PUNCT
easat-9142	12	26	in	in	ADP
easat-9142	12	27	enhancing	enhance	VERB
easat-9142	12	28	financial	financial	ADJ
easat-9142	12	29	information	information	NOUN
easat-9142	12	30	security	security	NOUN
easat-9142	12	31	.	.	PUNCT
easat-9142	13	1	predictive	predictive	ADJ
easat-9142	13	2	analytics	analytic	NOUN
easat-9142	13	3	enables	enable	VERB
easat-9142	13	4	financial	financial	ADJ
easat-9142	13	5	institutions	institution	NOUN
easat-9142	13	6	to	to	PART
easat-9142	13	7	proactively	proactively	ADV
easat-9142	13	8	detect	detect	VERB
easat-9142	13	9	fraud	fraud	NOUN
easat-9142	13	10	,	,	PUNCT
easat-9142	13	11	assess	assess	NOUN
easat-9142	13	12	risks	risk	NOUN
easat-9142	13	13	,	,	PUNCT
easat-9142	13	14	monitor	monitor	VERB
easat-9142	13	15	behavioral	behavioral	ADJ
easat-9142	13	16	anomalies	anomaly	NOUN
easat-9142	13	17	,	,	PUNCT
easat-9142	13	18	and	and	CCONJ
easat-9142	13	19	anticipate	anticipate	VERB
easat-9142	13	20	emerging	emerge	VERB
easat-9142	13	21	cyber	cyber	NOUN
easat-9142	13	22	threats	threat	NOUN
easat-9142	13	23	by	by	ADP
easat-9142	13	24	analyzing	analyze	VERB
easat-9142	13	25	vast	vast	ADJ
easat-9142	13	26	historical	historical	ADJ
easat-9142	13	27	and	and	CCONJ
easat-9142	13	28	real	real	ADJ
easat-9142	13	29	-	-	PUNCT
easat-9142	13	30	time	time	NOUN
easat-9142	13	31	data	datum	NOUN
easat-9142	13	32	through	through	ADP
easat-9142	13	33	a	a	DET
easat-9142	13	34	prisma	prisma	NOUN
easat-9142	13	35	-	-	PUNCT
easat-9142	13	36	based	base	VERB
easat-9142	13	37	systematic	systematic	ADJ
easat-9142	13	38	review	review	NOUN
easat-9142	13	39	.	.	PUNCT
easat-9142	14	1	key	key	ADJ
easat-9142	14	2	applications	application	NOUN
easat-9142	14	3	include	include	VERB
easat-9142	14	4	real	real	ADJ
easat-9142	14	5	-	-	PUNCT
easat-9142	14	6	time	time	NOUN
easat-9142	14	7	fraud	fraud	NOUN
easat-9142	14	8	detection	detection	NOUN
easat-9142	14	9	,	,	PUNCT
easat-9142	14	10	dynamic	dynamic	ADJ
easat-9142	14	11	risk	risk	NOUN
easat-9142	14	12	management	management	NOUN
easat-9142	14	13	,	,	PUNCT
easat-9142	14	14	cyber	cyber	NOUN
easat-9142	14	15	threat	threat	NOUN
easat-9142	14	16	intelligence	intelligence	NOUN
easat-9142	14	17	,	,	PUNCT
easat-9142	14	18	and	and	CCONJ
easat-9142	14	19	ensuring	ensure	VERB
easat-9142	14	20	data	datum	NOUN
easat-9142	14	21	integrity	integrity	NOUN
easat-9142	14	22	from	from	ADP
easat-9142	14	23	555	555	NUM
easat-9142	14	24	previous	previous	ADJ
easat-9142	14	25	studies	study	NOUN
easat-9142	14	26	across	across	ADP
easat-9142	14	27	various	various	ADJ
easat-9142	14	28	databases	database	NOUN
easat-9142	14	29	such	such	ADJ
easat-9142	14	30	as	as	ADP
easat-9142	14	31	scopus	scopus	NOUN
easat-9142	14	32	,	,	PUNCT
easat-9142	14	33	web	web	NOUN
easat-9142	14	34	of	of	ADP
easat-9142	14	35	science	science	NOUN
easat-9142	14	36	,	,	PUNCT
easat-9142	14	37	doaj	doaj	PROPN
easat-9142	14	38	,	,	PUNCT
easat-9142	14	39	google	google	PROPN
easat-9142	14	40	scholar	scholar	NOUN
easat-9142	14	41	,	,	PUNCT
easat-9142	14	42	researchgate	researchgate	NOUN
easat-9142	14	43	,	,	PUNCT
easat-9142	14	44	and	and	CCONJ
easat-9142	14	45	pubmed	pubmed	PROPN
easat-9142	14	46	.	.	PUNCT
easat-9142	15	1	additionally	additionally	ADV
easat-9142	15	2	,	,	PUNCT
easat-9142	15	3	63	63	NUM
easat-9142	15	4	studies	study	NOUN
easat-9142	15	5	and	and	CCONJ
easat-9142	15	6	12	12	NUM
easat-9142	15	7	reports	report	NOUN
easat-9142	15	8	were	be	AUX
easat-9142	15	9	finalized	finalize	VERB
easat-9142	15	10	to	to	PART
easat-9142	15	11	address	address	VERB
easat-9142	15	12	research	research	NOUN
easat-9142	15	13	gaps	gap	NOUN
easat-9142	15	14	.	.	PUNCT
easat-9142	16	1	despite	despite	SCONJ
easat-9142	16	2	significant	significant	ADJ
easat-9142	16	3	advancements	advancement	NOUN
easat-9142	16	4	,	,	PUNCT
easat-9142	16	5	challenges	challenge	NOUN
easat-9142	16	6	remain	remain	VERB
easat-9142	16	7	regarding	regard	VERB
easat-9142	16	8	integration	integration	NOUN
easat-9142	16	9	with	with	ADP
easat-9142	16	10	legacy	legacy	NOUN
easat-9142	16	11	systems	system	NOUN
easat-9142	16	12	,	,	PUNCT
easat-9142	16	13	data	datum	NOUN
easat-9142	16	14	privacy	privacy	NOUN
easat-9142	16	15	compliance	compliance	NOUN
easat-9142	16	16	under	under	ADP
easat-9142	16	17	regulations	regulation	NOUN
easat-9142	16	18	such	such	ADJ
easat-9142	16	19	as	as	ADP
easat-9142	16	20	the	the	DET
easat-9142	16	21	general	general	ADJ
easat-9142	16	22	data	data	PROPN
easat-9142	16	23	protection	protection	NOUN
easat-9142	16	24	regulation	regulation	NOUN
easat-9142	16	25	(	(	PUNCT
easat-9142	16	26	gdpr	gdpr	NOUN
easat-9142	16	27	)	)	PUNCT
easat-9142	16	28	and	and	CCONJ
easat-9142	16	29	the	the	DET
easat-9142	16	30	california	california	PROPN
easat-9142	16	31	consumer	consumer	PROPN
easat-9142	16	32	privacy	privacy	PROPN
easat-9142	16	33	act	act	PROPN
easat-9142	16	34	(	(	PUNCT
easat-9142	16	35	ccpa	ccpa	NOUN
easat-9142	16	36	)	)	PUNCT
easat-9142	16	37	,	,	PUNCT
easat-9142	16	38	model	model	NOUN
easat-9142	16	39	robustness	robustness	NOUN
easat-9142	16	40	against	against	ADP
easat-9142	16	41	adversarial	adversarial	ADJ
easat-9142	16	42	attacks	attack	NOUN
easat-9142	16	43	,	,	PUNCT
easat-9142	16	44	and	and	CCONJ
easat-9142	16	45	workforce	workforce	NOUN
easat-9142	16	46	skill	skill	NOUN
easat-9142	16	47	shortages	shortage	NOUN
easat-9142	16	48	.	.	PUNCT
easat-9142	17	1	emerging	emerge	VERB
easat-9142	17	2	trends	trend	NOUN
easat-9142	17	3	such	such	ADJ
easat-9142	17	4	as	as	ADP
easat-9142	17	5	blockchain	blockchain	PROPN
easat-9142	17	6	integration	integration	NOUN
easat-9142	17	7	,	,	PUNCT
easat-9142	17	8	quantum	quantum	NOUN
easat-9142	17	9	-	-	ADJ
easat-9142	17	10	safe	safe	ADJ
easat-9142	17	11	cryptography	cryptography	NOUN
easat-9142	17	12	,	,	PUNCT
easat-9142	17	13	privacy	privacy	NOUN
easat-9142	17	14	-	-	PUNCT
easat-9142	17	15	preserving	preserve	VERB
easat-9142	17	16	techniques	technique	NOUN
easat-9142	17	17	like	like	ADP
easat-9142	17	18	federated	federated	ADJ
easat-9142	17	19	learning	learning	NOUN
easat-9142	17	20	,	,	PUNCT
easat-9142	17	21	and	and	CCONJ
easat-9142	17	22	aidriven	aidriven	ADJ
easat-9142	17	23	security	security	NOUN
easat-9142	17	24	automation	automation	NOUN
easat-9142	17	25	show	show	VERB
easat-9142	17	26	promise	promise	NOUN
easat-9142	17	27	for	for	ADP
easat-9142	17	28	future	future	ADJ
easat-9142	17	29	developments	development	NOUN
easat-9142	17	30	.	.	PUNCT
easat-9142	18	1	the	the	DET
easat-9142	18	2	study	study	NOUN
easat-9142	18	3	emphasizes	emphasize	VERB
easat-9142	18	4	the	the	DET
easat-9142	18	5	critical	critical	ADJ
easat-9142	18	6	need	need	NOUN
easat-9142	18	7	for	for	ADP
easat-9142	18	8	transparent	transparent	ADJ
easat-9142	18	9	,	,	PUNCT
easat-9142	18	10	explainable	explainable	ADJ
easat-9142	18	11	predictive	predictive	ADJ
easat-9142	18	12	models	model	NOUN
easat-9142	18	13	and	and	CCONJ
easat-9142	18	14	interdisciplinary	interdisciplinary	ADJ
easat-9142	18	15	collaboration	collaboration	NOUN
easat-9142	18	16	to	to	PART
easat-9142	18	17	bridge	bridge	VERB
easat-9142	18	18	existing	exist	VERB
easat-9142	18	19	gaps	gap	NOUN
easat-9142	18	20	.	.	PUNCT
easat-9142	19	1	ultimately	ultimately	ADV
easat-9142	19	2	,	,	PUNCT
easat-9142	19	3	leveraging	leverage	VERB
easat-9142	19	4	advanced	advanced	ADJ
easat-9142	19	5	predictive	predictive	ADJ
easat-9142	19	6	analytics	analytic	NOUN
easat-9142	19	7	is	be	AUX
easat-9142	19	8	vital	vital	ADJ
easat-9142	19	9	for	for	ADP
easat-9142	19	10	strengthening	strengthen	VERB
easat-9142	19	11	financial	financial	ADJ
easat-9142	19	12	cybersecurity	cybersecurity	NOUN
easat-9142	19	13	frameworks	framework	NOUN
easat-9142	19	14	,	,	PUNCT
easat-9142	19	15	ensuring	ensure	VERB
easat-9142	19	16	regulatory	regulatory	ADJ
easat-9142	19	17	compliance	compliance	NOUN
easat-9142	19	18	,	,	PUNCT
easat-9142	19	19	and	and	CCONJ
easat-9142	19	20	maintaining	maintain	VERB
easat-9142	19	21	market	market	NOUN
easat-9142	19	22	stability	stability	NOUN
easat-9142	19	23	in	in	ADP
easat-9142	19	24	an	an	DET
easat-9142	19	25	increasingly	increasingly	ADV
easat-9142	19	26	complex	complex	ADJ
easat-9142	19	27	and	and	CCONJ
easat-9142	19	28	data	data	NOUN
easat-9142	19	29	-	-	PUNCT
easat-9142	19	30	driven	drive	VERB
easat-9142	19	31	financial	financial	ADJ
easat-9142	19	32	ecosystem	ecosystem	NOUN
easat-9142	19	33	.	.	PUNCT
easat-9142	20	1	continued	continue	VERB
easat-9142	20	2	innovation	innovation	NOUN
easat-9142	20	3	and	and	CCONJ
easat-9142	20	4	research	research	NOUN
easat-9142	20	5	are	be	AUX
easat-9142	20	6	essential	essential	ADJ
easat-9142	20	7	to	to	PART
easat-9142	20	8	fully	fully	ADV
easat-9142	20	9	realize	realize	VERB
easat-9142	20	10	these	these	DET
easat-9142	20	11	benefits	benefit	NOUN
easat-9142	20	12	and	and	CCONJ
easat-9142	20	13	address	address	VERB
easat-9142	20	14	evolving	evolve	VERB
easat-9142	20	15	threats	threat	NOUN
easat-9142	20	16	.	.	PUNCT
easat-9142	21	1	keywords	keyword	NOUN
easat-9142	21	2	:	:	PUNCT
easat-9142	21	3	artificial	artificial	ADJ
easat-9142	21	4	intelligence	intelligence	NOUN
easat-9142	21	5	(	(	PUNCT
easat-9142	21	6	ai	ai	NOUN
easat-9142	21	7	)	)	PUNCT
easat-9142	21	8	,	,	PUNCT
easat-9142	21	9	data	data	NOUN
easat-9142	21	10	privacy	privacy	NOUN
easat-9142	21	11	,	,	PUNCT
easat-9142	21	12	financial	financial	ADJ
easat-9142	21	13	information	information	NOUN
easat-9142	21	14	security	security	NOUN
easat-9142	21	15	,	,	PUNCT
easat-9142	21	16	fraud	fraud	NOUN
easat-9142	21	17	detection	detection	NOUN
easat-9142	21	18	,	,	PUNCT
easat-9142	21	19	machine	machine	NOUN
easat-9142	21	20	learning	learning	NOUN
easat-9142	21	21	(	(	PUNCT
easat-9142	21	22	ml	ml	NOUN
easat-9142	21	23	)	)	PUNCT
easat-9142	21	24	,	,	PUNCT
easat-9142	21	25	predictive	predictive	ADJ
easat-9142	21	26	analytics	analytic	NOUN
easat-9142	21	27	,	,	PUNCT
easat-9142	21	28	prisma	prisma	PROPN
easat-9142	21	29	,	,	PUNCT
easat-9142	21	30	systematic	systematic	ADJ
easat-9142	21	31	review	review	NOUN
easat-9142	21	32	.	.	PUNCT
easat-9142	22	1	1	1	X
easat-9142	22	2	.	.	X
easat-9142	22	3	introduction	introduction	NOUN
easat-9142	22	4	in	in	ADP
easat-9142	22	5	the	the	DET
easat-9142	22	6	current	current	ADJ
easat-9142	22	7	landscape	landscape	NOUN
easat-9142	22	8	characterized	characterize	VERB
easat-9142	22	9	by	by	ADP
easat-9142	22	10	data	datum	NOUN
easat-9142	22	11	,	,	PUNCT
easat-9142	22	12	sophisticated	sophisticated	ADJ
easat-9142	22	13	predictive	predictive	ADJ
easat-9142	22	14	analytics	analytic	NOUN
easat-9142	22	15	has	have	AUX
easat-9142	22	16	emerged	emerge	VERB
easat-9142	22	17	as	as	ADP
easat-9142	22	18	a	a	DET
easat-9142	22	19	crucial	crucial	ADJ
easat-9142	22	20	instrument	instrument	NOUN
easat-9142	22	21	utilized	utilize	VERB
easat-9142	22	22	across	across	ADP
easat-9142	22	23	various	various	ADJ
easat-9142	22	24	sectors	sector	NOUN
easat-9142	22	25	,	,	PUNCT
easat-9142	22	26	such	such	ADJ
easat-9142	22	27	as	as	ADP
easat-9142	22	28	finance	finance	NOUN
easat-9142	22	29	,	,	PUNCT
easat-9142	22	30	healthcare	healthcare	PROPN
easat-9142	22	31	,	,	PUNCT
easat-9142	22	32	marketing	marketing	NOUN
easat-9142	22	33	,	,	PUNCT
easat-9142	22	34	and	and	CCONJ
easat-9142	22	35	cybersecurity	cybersecurity	NOUN
easat-9142	22	36	[	[	X
easat-9142	22	37	1	1	NUM
easat-9142	22	38	]	]	PUNCT
easat-9142	22	39	.	.	PUNCT
easat-9142	22	40	utilizing	utilize	VERB
easat-9142	22	41	historical	historical	ADJ
easat-9142	22	42	data	datum	NOUN
easat-9142	22	43	,	,	PUNCT
easat-9142	22	44	statistical	statistical	ADJ
easat-9142	22	45	algorithms	algorithm	NOUN
easat-9142	22	46	,	,	PUNCT
easat-9142	22	47	and	and	CCONJ
easat-9142	22	48	machine	machine	NOUN
easat-9142	22	49	learning	learn	VERB
easat-9142	22	50	techniques	technique	NOUN
easat-9142	22	51	,	,	PUNCT
easat-9142	22	52	https://orcid.org/0009-0007-2555-6047	https://orcid.org/0009-0007-2555-6047	PROPN
easat-9142	22	53	https://orcid.org/0009-0006-1358-5740	https://orcid.org/0009-0006-1358-5740	ADV
easat-9142	22	54	https://orcid.org/0009-0002-9225-4595	https://orcid.org/0009-0002-9225-4595	PROPN
easat-9142	22	55	https://orcid.org/0009-0003-8262-7076	https://orcid.org/0009-0003-8262-7076	PROPN
easat-9142	22	56	https://orcid.org/0000-0002-5378-2072	https://orcid.org/0000-0002-5378-2072	PROPN
easat-9142	22	57	https://orcid.org/0009-0005-4633-6575	https://orcid.org/0009-0005-4633-6575	PROPN
easat-9142	22	58	https://orcid.org/0009-0008-2957-5656	https://orcid.org/0009-0008-2957-5656	PROPN
easat-9142	22	59	2223	2223	NUM
easat-9142	22	60	edelweiss	edelweiss	PROPN
easat-9142	22	61	applied	apply	VERB
easat-9142	22	62	science	science	NOUN
easat-9142	22	63	and	and	CCONJ
easat-9142	22	64	technology	technology	NOUN
easat-9142	22	65	issn	issn	PROPN
easat-9142	22	66	:	:	PUNCT
easat-9142	22	67	2576	2576	NUM
easat-9142	22	68	-	-	SYM
easat-9142	22	69	8484	8484	NUM
easat-9142	22	70	vol	vol	NOUN
easat-9142	22	71	.	.	PROPN
easat-9142	23	1	9	9	NUM
easat-9142	23	2	,	,	PUNCT
easat-9142	23	3	no	no	INTJ
easat-9142	23	4	.	.	NOUN
easat-9142	23	5	7	7	NUM
easat-9142	23	6	:	:	SYM
easat-9142	23	7	2222	2222	NUM
easat-9142	23	8	-	-	SYM
easat-9142	23	9	2245	2245	NUM
easat-9142	23	10	,	,	PUNCT
easat-9142	23	11	2025	2025	NUM
easat-9142	23	12	doi	doi	NOUN
easat-9142	23	13	:	:	PUNCT
easat-9142	23	14	10.55214/2576	10.55214/2576	NUM
easat-9142	23	15	-	-	PUNCT
easat-9142	23	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	24	1	©	©	PROPN
easat-9142	24	2	2025	2025	NUM
easat-9142	24	3	by	by	ADP
easat-9142	24	4	the	the	DET
easat-9142	24	5	authors	author	NOUN
easat-9142	24	6	;	;	PUNCT
easat-9142	24	7	licensee	licensee	PROPN
easat-9142	24	8	learning	learning	NOUN
easat-9142	24	9	gate	gate	VERB
easat-9142	24	10	predictive	predictive	ADJ
easat-9142	24	11	analytics	analytic	NOUN
easat-9142	24	12	empowers	empower	VERB
easat-9142	24	13	organizations	organization	NOUN
easat-9142	24	14	to	to	PART
easat-9142	24	15	anticipate	anticipate	VERB
easat-9142	24	16	future	future	ADJ
easat-9142	24	17	outcomes	outcome	NOUN
easat-9142	24	18	and	and	CCONJ
easat-9142	24	19	make	make	VERB
easat-9142	24	20	well	well	ADV
easat-9142	24	21	-	-	PUNCT
easat-9142	24	22	informed	inform	VERB
easat-9142	24	23	decisions	decision	NOUN
easat-9142	24	24	.	.	PUNCT
easat-9142	25	1	this	this	DET
easat-9142	25	2	approach	approach	NOUN
easat-9142	25	3	allows	allow	VERB
easat-9142	25	4	businesses	business	NOUN
easat-9142	25	5	to	to	PART
easat-9142	25	6	take	take	VERB
easat-9142	25	7	proactive	proactive	ADJ
easat-9142	25	8	measures	measure	NOUN
easat-9142	25	9	,	,	PUNCT
easat-9142	25	10	identifying	identify	VERB
easat-9142	25	11	potential	potential	ADJ
easat-9142	25	12	risks	risk	NOUN
easat-9142	25	13	and	and	CCONJ
easat-9142	25	14	opportunities	opportunity	NOUN
easat-9142	25	15	before	before	SCONJ
easat-9142	25	16	they	they	PRON
easat-9142	25	17	arise	arise	VERB
easat-9142	25	18	,	,	PUNCT
easat-9142	25	19	rather	rather	ADV
easat-9142	25	20	than	than	ADP
easat-9142	25	21	relying	rely	VERB
easat-9142	25	22	solely	solely	ADV
easat-9142	25	23	on	on	ADP
easat-9142	25	24	reactive	reactive	ADJ
easat-9142	25	25	strategies	strategy	NOUN
easat-9142	25	26	.	.	PUNCT
easat-9142	26	1	in	in	ADP
easat-9142	26	2	the	the	DET
easat-9142	26	3	financial	financial	ADJ
easat-9142	26	4	sector	sector	NOUN
easat-9142	26	5	,	,	PUNCT
easat-9142	26	6	predictive	predictive	ADJ
easat-9142	26	7	analytics	analytic	NOUN
easat-9142	26	8	is	be	AUX
easat-9142	26	9	reshaping	reshape	VERB
easat-9142	26	10	how	how	SCONJ
easat-9142	26	11	institutions	institution	NOUN
easat-9142	26	12	assess	assess	VERB
easat-9142	26	13	risk	risk	NOUN
easat-9142	26	14	,	,	PUNCT
easat-9142	26	15	detect	detect	VERB
easat-9142	26	16	fraud	fraud	NOUN
easat-9142	26	17	,	,	PUNCT
easat-9142	26	18	and	and	CCONJ
easat-9142	26	19	manage	manage	VERB
easat-9142	26	20	investments	investment	NOUN
easat-9142	26	21	[	[	X
easat-9142	26	22	2	2	NUM
easat-9142	26	23	]	]	PUNCT
easat-9142	26	24	.	.	PUNCT
easat-9142	27	1	by	by	ADP
easat-9142	27	2	analyzing	analyze	VERB
easat-9142	27	3	vast	vast	ADJ
easat-9142	27	4	amounts	amount	NOUN
easat-9142	27	5	of	of	ADP
easat-9142	27	6	transactional	transactional	ADJ
easat-9142	27	7	data	datum	NOUN
easat-9142	27	8	,	,	PUNCT
easat-9142	27	9	market	market	NOUN
easat-9142	27	10	trends	trend	NOUN
easat-9142	27	11	,	,	PUNCT
easat-9142	27	12	and	and	CCONJ
easat-9142	27	13	consumer	consumer	NOUN
easat-9142	27	14	behavior	behavior	NOUN
easat-9142	27	15	,	,	PUNCT
easat-9142	27	16	financial	financial	ADJ
easat-9142	27	17	institutions	institution	NOUN
easat-9142	27	18	can	can	AUX
easat-9142	27	19	uncover	uncover	VERB
easat-9142	27	20	hidden	hidden	ADJ
easat-9142	27	21	patterns	pattern	NOUN
easat-9142	27	22	that	that	PRON
easat-9142	27	23	traditional	traditional	ADJ
easat-9142	27	24	analysis	analysis	NOUN
easat-9142	27	25	might	might	AUX
easat-9142	27	26	miss	miss	VERB
easat-9142	27	27	,	,	PUNCT
easat-9142	27	28	providing	provide	VERB
easat-9142	27	29	valuable	valuable	ADJ
easat-9142	27	30	insights	insight	NOUN
easat-9142	27	31	for	for	ADP
easat-9142	27	32	timely	timely	ADJ
easat-9142	27	33	decision	decision	NOUN
easat-9142	27	34	-	-	PUNCT
easat-9142	27	35	making	making	NOUN
easat-9142	27	36	[	[	X
easat-9142	27	37	3	3	NUM
easat-9142	27	38	]	]	PUNCT
easat-9142	27	39	.	.	PUNCT
easat-9142	28	1	financial	financial	ADJ
easat-9142	28	2	information	information	NOUN
easat-9142	28	3	security	security	NOUN
easat-9142	28	4	refers	refer	VERB
easat-9142	28	5	to	to	ADP
easat-9142	28	6	the	the	DET
easat-9142	28	7	practices	practice	NOUN
easat-9142	28	8	,	,	PUNCT
easat-9142	28	9	policies	policy	NOUN
easat-9142	28	10	,	,	PUNCT
easat-9142	28	11	and	and	CCONJ
easat-9142	28	12	technologies	technology	NOUN
easat-9142	28	13	employed	employ	VERB
easat-9142	28	14	by	by	ADP
easat-9142	28	15	financial	financial	ADJ
easat-9142	28	16	institutions	institution	NOUN
easat-9142	28	17	to	to	PART
easat-9142	28	18	protect	protect	VERB
easat-9142	28	19	sensitive	sensitive	ADJ
easat-9142	28	20	data	datum	NOUN
easat-9142	28	21	from	from	ADP
easat-9142	28	22	unauthorized	unauthorized	ADJ
easat-9142	28	23	access	access	NOUN
easat-9142	28	24	,	,	PUNCT
easat-9142	28	25	cyberattacks	cyberattack	NOUN
easat-9142	28	26	,	,	PUNCT
easat-9142	28	27	and	and	CCONJ
easat-9142	28	28	other	other	ADJ
easat-9142	28	29	malicious	malicious	ADJ
easat-9142	28	30	activities	activity	NOUN
easat-9142	28	31	[	[	X
easat-9142	28	32	4	4	NUM
easat-9142	28	33	]	]	PUNCT
easat-9142	28	34	.	.	PUNCT
easat-9142	29	1	as	as	SCONJ
easat-9142	29	2	financial	financial	ADJ
easat-9142	29	3	transactions	transaction	NOUN
easat-9142	29	4	and	and	CCONJ
easat-9142	29	5	sensitive	sensitive	ADJ
easat-9142	29	6	information	information	NOUN
easat-9142	29	7	increasingly	increasingly	ADV
easat-9142	29	8	move	move	VERB
easat-9142	29	9	into	into	ADP
easat-9142	29	10	digital	digital	ADJ
easat-9142	29	11	spaces	space	NOUN
easat-9142	29	12	,	,	PUNCT
easat-9142	29	13	ensuring	ensure	VERB
easat-9142	29	14	the	the	DET
easat-9142	29	15	confidentiality	confidentiality	NOUN
easat-9142	29	16	,	,	PUNCT
easat-9142	29	17	integrity	integrity	NOUN
easat-9142	29	18	,	,	PUNCT
easat-9142	29	19	and	and	CCONJ
easat-9142	29	20	availability	availability	NOUN
easat-9142	29	21	of	of	ADP
easat-9142	29	22	financial	financial	ADJ
easat-9142	29	23	data	datum	NOUN
easat-9142	29	24	becomes	become	VERB
easat-9142	29	25	a	a	DET
easat-9142	29	26	growing	grow	VERB
easat-9142	29	27	challenge	challenge	NOUN
easat-9142	29	28	.	.	PUNCT
easat-9142	30	1	financial	financial	ADJ
easat-9142	30	2	institutions	institution	NOUN
easat-9142	30	3	are	be	AUX
easat-9142	30	4	prime	prime	ADJ
easat-9142	30	5	targets	target	NOUN
easat-9142	30	6	for	for	ADP
easat-9142	30	7	cybercriminals	cybercriminal	NOUN
easat-9142	30	8	because	because	SCONJ
easat-9142	30	9	of	of	ADP
easat-9142	30	10	the	the	DET
easat-9142	30	11	large	large	ADJ
easat-9142	30	12	volume	volume	NOUN
easat-9142	30	13	of	of	ADP
easat-9142	30	14	valuable	valuable	ADJ
easat-9142	30	15	information	information	NOUN
easat-9142	30	16	they	they	PRON
easat-9142	30	17	store	store	VERB
easat-9142	30	18	,	,	PUNCT
easat-9142	30	19	ranging	range	VERB
easat-9142	30	20	from	from	ADP
easat-9142	30	21	personal	personal	ADJ
easat-9142	30	22	customer	customer	NOUN
easat-9142	30	23	details	detail	NOUN
easat-9142	30	24	to	to	ADP
easat-9142	30	25	financial	financial	ADJ
easat-9142	30	26	assets	asset	NOUN
easat-9142	30	27	[	[	X
easat-9142	30	28	5	5	NUM
easat-9142	30	29	]	]	PUNCT
easat-9142	30	30	.	.	PUNCT
easat-9142	31	1	we	we	PRON
easat-9142	31	2	live	live	VERB
easat-9142	31	3	in	in	ADP
easat-9142	31	4	a	a	DET
easat-9142	31	5	time	time	NOUN
easat-9142	31	6	dominated	dominate	VERB
easat-9142	31	7	by	by	ADP
easat-9142	31	8	digital	digital	ADJ
easat-9142	31	9	technology	technology	NOUN
easat-9142	31	10	,	,	PUNCT
easat-9142	31	11	which	which	PRON
easat-9142	31	12	,	,	PUNCT
easat-9142	31	13	like	like	ADP
easat-9142	31	14	any	any	DET
easat-9142	31	15	other	other	ADJ
easat-9142	31	16	innovation	innovation	NOUN
easat-9142	31	17	,	,	PUNCT
easat-9142	31	18	offers	offer	VERB
easat-9142	31	19	both	both	DET
easat-9142	31	20	advantages	advantage	NOUN
easat-9142	31	21	and	and	CCONJ
easat-9142	31	22	challenges	challenge	NOUN
easat-9142	31	23	[	[	X
easat-9142	31	24	6	6	NUM
easat-9142	31	25	]	]	PUNCT
easat-9142	31	26	.	.	PUNCT
easat-9142	32	1	a	a	DET
easat-9142	32	2	significant	significant	ADJ
easat-9142	32	3	issue	issue	NOUN
easat-9142	32	4	is	be	AUX
easat-9142	32	5	the	the	DET
easat-9142	32	6	security	security	NOUN
easat-9142	32	7	risk	risk	NOUN
easat-9142	32	8	involved	involve	VERB
easat-9142	32	9	.	.	PUNCT
easat-9142	33	1	as	as	SCONJ
easat-9142	33	2	more	more	ADV
easat-9142	33	3	sensitive	sensitive	ADJ
easat-9142	33	4	data	datum	NOUN
easat-9142	33	5	moves	move	NOUN
easat-9142	33	6	online	online	ADV
easat-9142	33	7	,	,	PUNCT
easat-9142	33	8	the	the	DET
easat-9142	33	9	number	number	NOUN
easat-9142	33	10	and	and	CCONJ
easat-9142	33	11	severity	severity	NOUN
easat-9142	33	12	of	of	ADP
easat-9142	33	13	security	security	NOUN
easat-9142	33	14	breaches	breach	NOUN
easat-9142	33	15	continue	continue	VERB
easat-9142	33	16	to	to	PART
easat-9142	33	17	rise	rise	VERB
easat-9142	33	18	.	.	PUNCT
easat-9142	34	1	cybercriminals	cybercriminal	NOUN
easat-9142	34	2	are	be	AUX
easat-9142	34	3	becoming	become	VERB
easat-9142	34	4	more	more	ADV
easat-9142	34	5	adept	adept	ADJ
easat-9142	34	6	at	at	ADP
easat-9142	34	7	avoiding	avoid	VERB
easat-9142	34	8	detection	detection	NOUN
easat-9142	34	9	,	,	PUNCT
easat-9142	34	10	with	with	ADP
easat-9142	34	11	newer	new	ADJ
easat-9142	34	12	malware	malware	NOUN
easat-9142	34	13	programs	program	NOUN
easat-9142	34	14	already	already	ADV
easat-9142	34	15	using	use	VERB
easat-9142	34	16	tactics	tactic	NOUN
easat-9142	34	17	to	to	PART
easat-9142	34	18	bypass	bypass	VERB
easat-9142	34	19	antivirus	antivirus	NOUN
easat-9142	34	20	systems	system	NOUN
easat-9142	34	21	and	and	CCONJ
easat-9142	34	22	other	other	ADJ
easat-9142	34	23	security	security	NOUN
easat-9142	34	24	measures	measure	NOUN
easat-9142	34	25	[	[	X
easat-9142	34	26	7	7	NUM
easat-9142	34	27	]	]	PUNCT
easat-9142	34	28	.	.	PUNCT
easat-9142	35	1	cybersecurity	cybersecurity	NOUN
easat-9142	35	2	,	,	PUNCT
easat-9142	35	3	however	however	ADV
easat-9142	35	4	,	,	PUNCT
easat-9142	35	5	is	be	AUX
easat-9142	35	6	at	at	ADP
easat-9142	35	7	a	a	DET
easat-9142	35	8	critical	critical	ADJ
easat-9142	35	9	juncture	juncture	NOUN
easat-9142	35	10	,	,	PUNCT
easat-9142	35	11	and	and	CCONJ
easat-9142	35	12	future	future	ADJ
easat-9142	35	13	research	research	NOUN
easat-9142	35	14	should	should	AUX
easat-9142	35	15	prioritize	prioritize	VERB
easat-9142	35	16	developing	develop	VERB
easat-9142	35	17	predictive	predictive	ADJ
easat-9142	35	18	systems	system	NOUN
easat-9142	35	19	for	for	ADP
easat-9142	35	20	cyber	cyber	NOUN
easat-9142	35	21	-	-	PUNCT
easat-9142	35	22	attacks	attack	NOUN
easat-9142	35	23	,	,	PUNCT
easat-9142	35	24	capable	capable	ADJ
easat-9142	35	25	of	of	ADP
easat-9142	35	26	forecasting	forecast	VERB
easat-9142	35	27	key	key	ADJ
easat-9142	35	28	events	event	NOUN
easat-9142	35	29	and	and	CCONJ
easat-9142	35	30	consequences	consequence	NOUN
easat-9142	35	31	,	,	PUNCT
easat-9142	35	32	instead	instead	ADV
easat-9142	35	33	of	of	ADP
easat-9142	35	34	relying	rely	VERB
easat-9142	35	35	solely	solely	ADV
easat-9142	35	36	on	on	ADP
easat-9142	35	37	reactive	reactive	ADJ
easat-9142	35	38	defense	defense	NOUN
easat-9142	35	39	strategies	strategy	NOUN
easat-9142	35	40	focused	focus	VERB
easat-9142	35	41	on	on	ADP
easat-9142	35	42	damage	damage	NOUN
easat-9142	35	43	control	control	NOUN
easat-9142	36	1	[	[	X
easat-9142	36	2	8	8	NUM
easat-9142	36	3	]	]	PUNCT
easat-9142	36	4	.	.	PUNCT
easat-9142	37	1	there	there	PRON
easat-9142	37	2	is	be	VERB
easat-9142	37	3	a	a	DET
easat-9142	37	4	global	global	ADJ
easat-9142	37	5	need	need	NOUN
easat-9142	37	6	for	for	ADP
easat-9142	37	7	systems	system	NOUN
easat-9142	37	8	that	that	PRON
easat-9142	37	9	can	can	AUX
easat-9142	37	10	deliver	deliver	VERB
easat-9142	37	11	an	an	DET
easat-9142	37	12	all	all	ADV
easat-9142	37	13	-	-	PUNCT
easat-9142	37	14	encompassing	encompass	VERB
easat-9142	37	15	,	,	PUNCT
easat-9142	37	16	predictive	predictive	ADJ
easat-9142	37	17	analysis	analysis	NOUN
easat-9142	37	18	of	of	ADP
easat-9142	37	19	cyber	cyber	ADJ
easat-9142	37	20	risks	risk	NOUN
easat-9142	37	21	.	.	PUNCT
easat-9142	38	1	essential	essential	ADJ
easat-9142	38	2	cybersecurity	cybersecurity	NOUN
easat-9142	38	3	functions	function	NOUN
easat-9142	38	4	,	,	PUNCT
easat-9142	38	5	such	such	ADJ
easat-9142	38	6	as	as	ADP
easat-9142	38	7	prediction	prediction	NOUN
easat-9142	38	8	,	,	PUNCT
easat-9142	38	9	prevention	prevention	NOUN
easat-9142	38	10	,	,	PUNCT
easat-9142	38	11	detection	detection	NOUN
easat-9142	38	12	,	,	PUNCT
easat-9142	38	13	and	and	CCONJ
easat-9142	38	14	incident	incident	NOUN
easat-9142	38	15	response	response	NOUN
easat-9142	38	16	,	,	PUNCT
easat-9142	38	17	should	should	AUX
easat-9142	38	18	be	be	AUX
easat-9142	38	19	automated	automate	VERB
easat-9142	38	20	and	and	CCONJ
easat-9142	38	21	carried	carry	VERB
easat-9142	38	22	out	out	ADP
easat-9142	38	23	with	with	ADP
easat-9142	38	24	intelligence	intelligence	NOUN
easat-9142	38	25	.	.	PUNCT
easat-9142	39	1	artificial	artificial	ADJ
easat-9142	39	2	intelligence	intelligence	NOUN
easat-9142	39	3	(	(	PUNCT
easat-9142	39	4	ai	ai	NOUN
easat-9142	39	5	)	)	PUNCT
easat-9142	39	6	,	,	PUNCT
easat-9142	39	7	especially	especially	ADV
easat-9142	39	8	through	through	ADP
easat-9142	39	9	machine	machine	NOUN
easat-9142	39	10	learning	learning	NOUN
easat-9142	39	11	(	(	PUNCT
easat-9142	39	12	ml	ml	NOUN
easat-9142	39	13	)	)	PUNCT
easat-9142	39	14	,	,	PUNCT
easat-9142	39	15	has	have	VERB
easat-9142	39	16	the	the	DET
easat-9142	39	17	capability	capability	NOUN
easat-9142	39	18	to	to	PART
easat-9142	39	19	identify	identify	VERB
easat-9142	39	20	patterns	pattern	NOUN
easat-9142	39	21	and	and	CCONJ
easat-9142	39	22	forecast	forecast	VERB
easat-9142	39	23	future	future	ADJ
easat-9142	39	24	behaviors	behavior	NOUN
easat-9142	39	25	based	base	VERB
easat-9142	39	26	on	on	ADP
easat-9142	39	27	historical	historical	ADJ
easat-9142	39	28	data	datum	NOUN
easat-9142	39	29	,	,	PUNCT
easat-9142	39	30	thus	thus	ADV
easat-9142	39	31	aiding	aid	VERB
easat-9142	39	32	in	in	ADP
easat-9142	39	33	the	the	DET
easat-9142	39	34	prevention	prevention	NOUN
easat-9142	39	35	or	or	CCONJ
easat-9142	39	36	identification	identification	NOUN
easat-9142	39	37	of	of	ADP
easat-9142	39	38	potentially	potentially	ADV
easat-9142	39	39	malicious	malicious	ADJ
easat-9142	39	40	actions	action	NOUN
easat-9142	39	41	,	,	PUNCT
easat-9142	39	42	which	which	PRON
easat-9142	39	43	is	be	AUX
easat-9142	39	44	the	the	DET
easat-9142	39	45	central	central	ADJ
easat-9142	39	46	theme	theme	NOUN
easat-9142	39	47	of	of	ADP
easat-9142	39	48	this	this	DET
easat-9142	39	49	study	study	NOUN
easat-9142	39	50	[	[	X
easat-9142	39	51	9	9	NUM
easat-9142	39	52	]	]	PUNCT
easat-9142	39	53	.	.	PUNCT
easat-9142	40	1	within	within	ADP
easat-9142	40	2	the	the	DET
easat-9142	40	3	financial	financial	ADJ
easat-9142	40	4	services	service	NOUN
easat-9142	40	5	sector	sector	NOUN
easat-9142	40	6	,	,	PUNCT
easat-9142	40	7	the	the	DET
easat-9142	40	8	application	application	NOUN
easat-9142	40	9	of	of	ADP
easat-9142	40	10	machine	machine	NOUN
easat-9142	40	11	learning	learning	NOUN
easat-9142	40	12	is	be	AUX
easat-9142	40	13	crucial	crucial	ADJ
easat-9142	40	14	for	for	ADP
easat-9142	40	15	enhancing	enhance	VERB
easat-9142	40	16	predictive	predictive	ADJ
easat-9142	40	17	analytics	analytic	NOUN
easat-9142	40	18	[	[	X
easat-9142	40	19	10	10	NUM
easat-9142	40	20	]	]	PUNCT
easat-9142	40	21	.	.	PUNCT
easat-9142	41	1	machine	machine	NOUN
easat-9142	41	2	learning	learn	VERB
easat-9142	41	3	algorithms	algorithm	NOUN
easat-9142	41	4	,	,	PUNCT
easat-9142	41	5	including	include	VERB
easat-9142	41	6	decision	decision	NOUN
easat-9142	41	7	trees	tree	NOUN
easat-9142	41	8	,	,	PUNCT
easat-9142	41	9	neural	neural	ADJ
easat-9142	41	10	networks	network	NOUN
easat-9142	41	11	,	,	PUNCT
easat-9142	41	12	and	and	CCONJ
easat-9142	41	13	regression	regression	VERB
easat-9142	41	14	analysis	analysis	NOUN
easat-9142	41	15	,	,	PUNCT
easat-9142	41	16	analyze	analyze	VERB
easat-9142	41	17	complex	complex	ADJ
easat-9142	41	18	data	datum	NOUN
easat-9142	41	19	and	and	CCONJ
easat-9142	41	20	uncover	uncover	NOUN
easat-9142	41	21	trends	trend	NOUN
easat-9142	41	22	,	,	PUNCT
easat-9142	41	23	which	which	PRON
easat-9142	41	24	are	be	AUX
easat-9142	41	25	subsequently	subsequently	ADV
easat-9142	41	26	utilized	utilize	VERB
easat-9142	41	27	to	to	PART
easat-9142	41	28	forecast	forecast	VERB
easat-9142	41	29	future	future	ADJ
easat-9142	41	30	occurrences	occurrence	NOUN
easat-9142	41	31	,	,	PUNCT
easat-9142	41	32	such	such	ADJ
easat-9142	41	33	as	as	ADP
easat-9142	41	34	fraudulent	fraudulent	ADJ
easat-9142	41	35	activities	activity	NOUN
easat-9142	41	36	or	or	CCONJ
easat-9142	41	37	market	market	NOUN
easat-9142	41	38	changes	change	NOUN
easat-9142	41	39	.	.	PUNCT
easat-9142	42	1	these	these	DET
easat-9142	42	2	predictive	predictive	ADJ
easat-9142	42	3	models	model	NOUN
easat-9142	42	4	help	help	VERB
easat-9142	42	5	in	in	ADP
easat-9142	42	6	realtime	realtime	NOUN
easat-9142	42	7	fraud	fraud	NOUN
easat-9142	42	8	detection	detection	NOUN
easat-9142	42	9	,	,	PUNCT
easat-9142	42	10	credit	credit	NOUN
easat-9142	42	11	scoring	scoring	NOUN
easat-9142	42	12	,	,	PUNCT
easat-9142	42	13	and	and	CCONJ
easat-9142	42	14	portfolio	portfolio	NOUN
easat-9142	42	15	management	management	NOUN
easat-9142	42	16	,	,	PUNCT
easat-9142	42	17	improving	improve	VERB
easat-9142	42	18	financial	financial	ADJ
easat-9142	42	19	security	security	NOUN
easat-9142	42	20	[	[	X
easat-9142	42	21	11	11	NUM
easat-9142	42	22	]	]	PUNCT
easat-9142	42	23	.	.	PUNCT
easat-9142	43	1	however	however	ADV
easat-9142	43	2	,	,	PUNCT
easat-9142	43	3	implementing	implement	VERB
easat-9142	43	4	predictive	predictive	ADJ
easat-9142	43	5	analytics	analytic	NOUN
easat-9142	43	6	comes	come	VERB
easat-9142	43	7	with	with	ADP
easat-9142	43	8	challenges	challenge	NOUN
easat-9142	43	9	,	,	PUNCT
easat-9142	43	10	including	include	VERB
easat-9142	43	11	balancing	balance	VERB
easat-9142	43	12	predictive	predictive	ADJ
easat-9142	43	13	accuracy	accuracy	NOUN
easat-9142	43	14	with	with	ADP
easat-9142	43	15	compliance	compliance	NOUN
easat-9142	43	16	to	to	ADP
easat-9142	43	17	privacy	privacy	NOUN
easat-9142	43	18	regulations	regulation	NOUN
easat-9142	43	19	like	like	ADP
easat-9142	43	20	gdpr	gdpr	VERB
easat-9142	43	21	and	and	CCONJ
easat-9142	43	22	ccpa	ccpa	VERB
easat-9142	43	23	[	[	X
easat-9142	43	24	12	12	NUM
easat-9142	43	25	]	]	PUNCT
easat-9142	43	26	.	.	PUNCT
easat-9142	44	1	it	it	PRON
easat-9142	44	2	is	be	AUX
easat-9142	44	3	essential	essential	ADJ
easat-9142	44	4	for	for	SCONJ
easat-9142	44	5	financial	financial	ADJ
easat-9142	44	6	institutions	institution	NOUN
easat-9142	44	7	to	to	PART
easat-9142	44	8	maintain	maintain	VERB
easat-9142	44	9	the	the	DET
easat-9142	44	10	quality	quality	NOUN
easat-9142	44	11	and	and	CCONJ
easat-9142	44	12	integrity	integrity	NOUN
easat-9142	44	13	of	of	ADP
easat-9142	44	14	their	their	PRON
easat-9142	44	15	data	datum	NOUN
easat-9142	44	16	,	,	PUNCT
easat-9142	44	17	as	as	SCONJ
easat-9142	44	18	any	any	DET
easat-9142	44	19	inaccuracies	inaccuracy	NOUN
easat-9142	44	20	can	can	AUX
easat-9142	44	21	significantly	significantly	ADV
easat-9142	44	22	compromise	compromise	VERB
easat-9142	44	23	the	the	DET
easat-9142	44	24	reliability	reliability	NOUN
easat-9142	44	25	of	of	ADP
easat-9142	44	26	predictions	prediction	NOUN
easat-9142	44	27	[	[	X
easat-9142	44	28	13	13	NUM
easat-9142	44	29	]	]	PUNCT
easat-9142	44	30	.	.	PUNCT
easat-9142	45	1	with	with	ADP
easat-9142	45	2	the	the	DET
easat-9142	45	3	ongoing	ongoing	ADJ
easat-9142	45	4	evolution	evolution	NOUN
easat-9142	45	5	of	of	ADP
easat-9142	45	6	ai	ai	PROPN
easat-9142	45	7	,	,	PUNCT
easat-9142	45	8	its	its	PRON
easat-9142	45	9	influence	influence	NOUN
easat-9142	45	10	in	in	ADP
easat-9142	45	11	predictive	predictive	ADJ
easat-9142	45	12	analytics	analytic	NOUN
easat-9142	45	13	is	be	AUX
easat-9142	45	14	set	set	VERB
easat-9142	45	15	to	to	PART
easat-9142	45	16	grow	grow	VERB
easat-9142	45	17	,	,	PUNCT
easat-9142	45	18	allowing	allow	VERB
easat-9142	45	19	financial	financial	ADJ
easat-9142	45	20	institutions	institution	NOUN
easat-9142	45	21	to	to	PART
easat-9142	45	22	enhance	enhance	VERB
easat-9142	45	23	the	the	DET
easat-9142	45	24	accuracy	accuracy	NOUN
easat-9142	45	25	of	of	ADP
easat-9142	45	26	their	their	PRON
easat-9142	45	27	predictions	prediction	NOUN
easat-9142	45	28	.	.	PUNCT
easat-9142	46	1	however	however	ADV
easat-9142	46	2	,	,	PUNCT
easat-9142	46	3	the	the	DET
easat-9142	46	4	incorporation	incorporation	NOUN
easat-9142	46	5	of	of	ADP
easat-9142	46	6	ai	ai	NOUN
easat-9142	46	7	and	and	CCONJ
easat-9142	46	8	ml	ml	X
easat-9142	46	9	into	into	ADP
easat-9142	46	10	current	current	ADJ
easat-9142	46	11	systems	system	NOUN
easat-9142	46	12	presents	present	VERB
easat-9142	46	13	difficulties	difficulty	NOUN
easat-9142	46	14	,	,	PUNCT
easat-9142	46	15	including	include	VERB
easat-9142	46	16	issues	issue	NOUN
easat-9142	46	17	related	relate	VERB
easat-9142	46	18	to	to	AUX
easat-9142	46	19	model	model	NOUN
easat-9142	46	20	explainability	explainability	NOUN
easat-9142	46	21	and	and	CCONJ
easat-9142	46	22	safeguarding	safeguard	VERB
easat-9142	46	23	against	against	ADP
easat-9142	46	24	adversarial	adversarial	ADJ
easat-9142	46	25	attacks	attack	NOUN
easat-9142	46	26	[	[	X
easat-9142	46	27	14	14	NUM
easat-9142	46	28	]	]	PUNCT
easat-9142	46	29	.	.	PUNCT
easat-9142	47	1	despite	despite	SCONJ
easat-9142	47	2	these	these	DET
easat-9142	47	3	challenges	challenge	NOUN
easat-9142	47	4	,	,	PUNCT
easat-9142	47	5	predictive	predictive	ADJ
easat-9142	47	6	analytics	analytic	NOUN
easat-9142	47	7	is	be	AUX
easat-9142	47	8	crucial	crucial	ADJ
easat-9142	47	9	in	in	ADP
easat-9142	47	10	modern	modern	ADJ
easat-9142	47	11	financial	financial	ADJ
easat-9142	47	12	services	service	NOUN
easat-9142	47	13	,	,	PUNCT
easat-9142	47	14	and	and	CCONJ
easat-9142	47	15	its	its	PRON
easat-9142	47	16	continued	continue	VERB
easat-9142	47	17	development	development	NOUN
easat-9142	47	18	promises	promise	NOUN
easat-9142	47	19	to	to	PART
easat-9142	47	20	enhance	enhance	VERB
easat-9142	47	21	decision	decision	NOUN
easat-9142	47	22	-	-	PUNCT
easat-9142	47	23	making	making	NOUN
easat-9142	47	24	,	,	PUNCT
easat-9142	47	25	risk	risk	NOUN
easat-9142	47	26	management	management	NOUN
easat-9142	47	27	,	,	PUNCT
easat-9142	47	28	and	and	CCONJ
easat-9142	47	29	security	security	NOUN
easat-9142	47	30	.	.	PUNCT
easat-9142	48	1	the	the	DET
easat-9142	48	2	rapid	rapid	ADJ
easat-9142	48	3	digital	digital	ADJ
easat-9142	48	4	transformation	transformation	NOUN
easat-9142	48	5	of	of	ADP
easat-9142	48	6	financial	financial	ADJ
easat-9142	48	7	services	service	NOUN
easat-9142	48	8	has	have	AUX
easat-9142	48	9	introduced	introduce	VERB
easat-9142	48	10	both	both	DET
easat-9142	48	11	opportunities	opportunity	NOUN
easat-9142	48	12	and	and	CCONJ
easat-9142	48	13	risks	risk	NOUN
easat-9142	48	14	.	.	PUNCT
easat-9142	49	1	while	while	SCONJ
easat-9142	49	2	innovations	innovation	NOUN
easat-9142	49	3	such	such	ADJ
easat-9142	49	4	as	as	ADP
easat-9142	49	5	online	online	ADJ
easat-9142	49	6	banking	banking	NOUN
easat-9142	49	7	,	,	PUNCT
easat-9142	49	8	mobile	mobile	ADJ
easat-9142	49	9	payments	payment	NOUN
easat-9142	49	10	,	,	PUNCT
easat-9142	49	11	and	and	CCONJ
easat-9142	49	12	digital	digital	ADJ
easat-9142	49	13	wallets	wallet	NOUN
easat-9142	49	14	have	have	AUX
easat-9142	49	15	enhanced	enhance	VERB
easat-9142	49	16	convenience	convenience	NOUN
easat-9142	49	17	and	and	CCONJ
easat-9142	49	18	accessibility	accessibility	NOUN
easat-9142	49	19	,	,	PUNCT
easat-9142	49	20	they	they	PRON
easat-9142	49	21	have	have	AUX
easat-9142	49	22	also	also	ADV
easat-9142	49	23	broadened	broaden	VERB
easat-9142	49	24	potential	potential	ADJ
easat-9142	49	25	vulnerabilities	vulnerability	NOUN
easat-9142	49	26	for	for	ADP
easat-9142	49	27	breaches	breach	NOUN
easat-9142	49	28	.	.	PUNCT
easat-9142	50	1	cybercriminals	cybercriminal	NOUN
easat-9142	50	2	are	be	AUX
easat-9142	50	3	employing	employ	VERB
easat-9142	50	4	more	more	ADV
easat-9142	50	5	advanced	advanced	ADJ
easat-9142	50	6	techniques	technique	NOUN
easat-9142	50	7	,	,	PUNCT
easat-9142	50	8	including	include	VERB
easat-9142	50	9	phishing	phishing	NOUN
easat-9142	50	10	,	,	PUNCT
easat-9142	50	11	malware	malware	NOUN
easat-9142	50	12	,	,	PUNCT
easat-9142	50	13	and	and	CCONJ
easat-9142	50	14	ransomware	ransomware	NOUN
easat-9142	50	15	attacks	attack	NOUN
easat-9142	50	16	,	,	PUNCT
easat-9142	50	17	to	to	PART
easat-9142	50	18	exploit	exploit	VERB
easat-9142	50	19	vulnerabilities	vulnerability	NOUN
easat-9142	50	20	in	in	ADP
easat-9142	50	21	financial	financial	ADJ
easat-9142	50	22	systems	system	NOUN
easat-9142	50	23	.	.	PUNCT
easat-9142	51	1	furthermore	furthermore	ADV
easat-9142	51	2	,	,	PUNCT
easat-9142	51	3	the	the	DET
easat-9142	51	4	rise	rise	NOUN
easat-9142	51	5	of	of	ADP
easat-9142	51	6	insider	insider	NOUN
easat-9142	51	7	threats	threat	NOUN
easat-9142	51	8	and	and	CCONJ
easat-9142	51	9	data	datum	NOUN
easat-9142	51	10	breaches	breach	NOUN
easat-9142	51	11	has	have	AUX
easat-9142	51	12	amplified	amplify	VERB
easat-9142	51	13	the	the	DET
easat-9142	51	14	urgency	urgency	NOUN
easat-9142	51	15	for	for	ADP
easat-9142	51	16	robust	robust	ADJ
easat-9142	51	17	security	security	NOUN
easat-9142	51	18	measures	measure	NOUN
easat-9142	51	19	[	[	X
easat-9142	51	20	15	15	NUM
easat-9142	51	21	]	]	PUNCT
easat-9142	51	22	.	.	PUNCT
easat-9142	52	1	in	in	ADP
easat-9142	52	2	response	response	NOUN
easat-9142	52	3	to	to	ADP
easat-9142	52	4	these	these	DET
easat-9142	52	5	challenges	challenge	NOUN
easat-9142	52	6	,	,	PUNCT
easat-9142	52	7	financial	financial	ADJ
easat-9142	52	8	institutions	institution	NOUN
easat-9142	52	9	are	be	AUX
easat-9142	52	10	increasingly	increasingly	ADV
easat-9142	52	11	integrating	integrate	VERB
easat-9142	52	12	predictive	predictive	ADJ
easat-9142	52	13	analytics	analytic	NOUN
easat-9142	52	14	into	into	ADP
easat-9142	52	15	their	their	PRON
easat-9142	52	16	security	security	NOUN
easat-9142	52	17	systems	system	NOUN
easat-9142	52	18	[	[	X
easat-9142	52	19	16	16	NUM
easat-9142	52	20	]	]	PUNCT
easat-9142	52	21	.	.	PUNCT
easat-9142	53	1	these	these	DET
easat-9142	53	2	tools	tool	NOUN
easat-9142	53	3	enable	enable	VERB
easat-9142	53	4	organizations	organization	NOUN
easat-9142	53	5	to	to	PART
easat-9142	53	6	detect	detect	VERB
easat-9142	53	7	unusual	unusual	ADJ
easat-9142	53	8	patterns	pattern	NOUN
easat-9142	53	9	,	,	PUNCT
easat-9142	53	10	predict	predict	VERB
easat-9142	53	11	potential	potential	ADJ
easat-9142	53	12	fraud	fraud	NOUN
easat-9142	53	13	,	,	PUNCT
easat-9142	53	14	and	and	CCONJ
easat-9142	53	15	respond	respond	VERB
easat-9142	53	16	quickly	quickly	ADV
easat-9142	53	17	to	to	ADP
easat-9142	53	18	emerging	emerge	VERB
easat-9142	53	19	threats	threat	NOUN
easat-9142	53	20	.	.	PUNCT
easat-9142	54	1	machine	machine	NOUN
easat-9142	54	2	learning	learning	NOUN
easat-9142	54	3	models	model	NOUN
easat-9142	54	4	,	,	PUNCT
easat-9142	54	5	for	for	ADP
easat-9142	54	6	example	example	NOUN
easat-9142	54	7	,	,	PUNCT
easat-9142	54	8	can	can	AUX
easat-9142	54	9	continuously	continuously	ADV
easat-9142	54	10	learn	learn	VERB
easat-9142	54	11	from	from	ADP
easat-9142	54	12	historical	historical	ADJ
easat-9142	54	13	data	datum	NOUN
easat-9142	54	14	to	to	PART
easat-9142	54	15	identify	identify	VERB
easat-9142	54	16	and	and	CCONJ
easat-9142	54	17	predict	predict	VERB
easat-9142	54	18	risks	risk	NOUN
easat-9142	54	19	with	with	ADP
easat-9142	54	20	high	high	ADJ
easat-9142	54	21	accuracy	accuracy	NOUN
easat-9142	54	22	[	[	X
easat-9142	54	23	17	17	NUM
easat-9142	54	24	]	]	PUNCT
easat-9142	54	25	.	.	PUNCT
easat-9142	55	1	2224	2224	NUM
easat-9142	55	2	edelweiss	edelweiss	PROPN
easat-9142	55	3	applied	apply	VERB
easat-9142	55	4	science	science	NOUN
easat-9142	55	5	and	and	CCONJ
easat-9142	55	6	technology	technology	NOUN
easat-9142	55	7	issn	issn	PROPN
easat-9142	55	8	:	:	PUNCT
easat-9142	55	9	2576	2576	NUM
easat-9142	55	10	-	-	SYM
easat-9142	55	11	8484	8484	NUM
easat-9142	55	12	vol	vol	NOUN
easat-9142	55	13	.	.	PROPN
easat-9142	56	1	9	9	NUM
easat-9142	56	2	,	,	PUNCT
easat-9142	56	3	no	no	INTJ
easat-9142	56	4	.	.	NOUN
easat-9142	56	5	7	7	NUM
easat-9142	56	6	:	:	SYM
easat-9142	56	7	2222	2222	NUM
easat-9142	56	8	-	-	SYM
easat-9142	56	9	2245	2245	NUM
easat-9142	56	10	,	,	PUNCT
easat-9142	56	11	2025	2025	NUM
easat-9142	56	12	doi	doi	NOUN
easat-9142	56	13	:	:	PUNCT
easat-9142	56	14	10.55214/2576	10.55214/2576	NUM
easat-9142	56	15	-	-	PUNCT
easat-9142	56	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	57	1	©	©	PROPN
easat-9142	57	2	2025	2025	NUM
easat-9142	57	3	by	by	ADP
easat-9142	57	4	the	the	DET
easat-9142	57	5	authors	author	NOUN
easat-9142	57	6	;	;	PUNCT
easat-9142	57	7	licensee	licensee	PROPN
easat-9142	57	8	learning	learning	NOUN
easat-9142	57	9	gate	gate	NOUN
easat-9142	57	10	despite	despite	SCONJ
easat-9142	57	11	the	the	DET
easat-9142	57	12	increasing	increase	VERB
easat-9142	57	13	adoption	adoption	NOUN
easat-9142	57	14	of	of	ADP
easat-9142	57	15	predictive	predictive	ADJ
easat-9142	57	16	analytics	analytic	NOUN
easat-9142	57	17	in	in	ADP
easat-9142	57	18	the	the	DET
easat-9142	57	19	financial	financial	ADJ
easat-9142	57	20	sector	sector	NOUN
easat-9142	57	21	,	,	PUNCT
easat-9142	57	22	several	several	ADJ
easat-9142	57	23	research	research	NOUN
easat-9142	57	24	gaps	gap	NOUN
easat-9142	57	25	still	still	ADV
easat-9142	57	26	remain	remain	VERB
easat-9142	57	27	,	,	PUNCT
easat-9142	57	28	particularly	particularly	ADV
easat-9142	57	29	in	in	ADP
easat-9142	57	30	examining	examine	VERB
easat-9142	57	31	the	the	DET
easat-9142	57	32	changing	change	VERB
easat-9142	57	33	landscape	landscape	NOUN
easat-9142	57	34	of	of	ADP
easat-9142	57	35	cybersecurity	cybersecurity	NOUN
easat-9142	57	36	threats	threat	NOUN
easat-9142	57	37	.	.	PUNCT
easat-9142	58	1	one	one	NUM
easat-9142	58	2	major	major	ADJ
easat-9142	58	3	gap	gap	NOUN
easat-9142	58	4	is	be	AUX
easat-9142	58	5	the	the	DET
easat-9142	58	6	challenge	challenge	NOUN
easat-9142	58	7	of	of	ADP
easat-9142	58	8	integrating	integrate	VERB
easat-9142	58	9	predictive	predictive	ADJ
easat-9142	58	10	analytics	analytic	NOUN
easat-9142	58	11	with	with	ADP
easat-9142	58	12	existing	exist	VERB
easat-9142	58	13	legacy	legacy	NOUN
easat-9142	58	14	systems	system	NOUN
easat-9142	58	15	in	in	ADP
easat-9142	58	16	financial	financial	ADJ
easat-9142	58	17	institutions	institution	NOUN
easat-9142	58	18	[	[	X
easat-9142	58	19	18	18	NUM
easat-9142	58	20	]	]	PUNCT
easat-9142	58	21	.	.	PUNCT
easat-9142	59	1	machine	machine	NOUN
easat-9142	59	2	learning	learning	NOUN
easat-9142	59	3	and	and	CCONJ
easat-9142	59	4	ai	ai	VERB
easat-9142	59	5	algorithms	algorithm	NOUN
easat-9142	59	6	play	play	VERB
easat-9142	59	7	a	a	DET
easat-9142	59	8	vital	vital	ADJ
easat-9142	59	9	role	role	NOUN
easat-9142	59	10	in	in	ADP
easat-9142	59	11	identifying	identify	VERB
easat-9142	59	12	fraud	fraud	NOUN
easat-9142	59	13	and	and	CCONJ
easat-9142	59	14	overseeing	oversee	VERB
easat-9142	59	15	risks	risk	NOUN
easat-9142	59	16	,	,	PUNCT
easat-9142	59	17	they	they	PRON
easat-9142	59	18	must	must	AUX
easat-9142	59	19	be	be	AUX
easat-9142	59	20	seamlessly	seamlessly	ADV
easat-9142	59	21	integrated	integrate	VERB
easat-9142	59	22	with	with	ADP
easat-9142	59	23	traditional	traditional	ADJ
easat-9142	59	24	systems	system	NOUN
easat-9142	59	25	that	that	PRON
easat-9142	59	26	are	be	AUX
easat-9142	59	27	often	often	ADV
easat-9142	59	28	outdated	outdated	ADJ
easat-9142	59	29	and	and	CCONJ
easat-9142	59	30	lack	lack	VERB
easat-9142	59	31	the	the	DET
easat-9142	59	32	necessary	necessary	ADJ
easat-9142	59	33	infrastructure	infrastructure	NOUN
easat-9142	59	34	to	to	PART
easat-9142	59	35	support	support	VERB
easat-9142	59	36	advanced	advanced	ADJ
easat-9142	59	37	analytics	analytic	NOUN
easat-9142	59	38	[	[	X
easat-9142	59	39	19	19	NUM
easat-9142	59	40	]	]	PUNCT
easat-9142	59	41	.	.	PUNCT
easat-9142	60	1	this	this	DET
easat-9142	60	2	integration	integration	NOUN
easat-9142	60	3	is	be	AUX
easat-9142	60	4	complex	complex	ADJ
easat-9142	60	5	and	and	CCONJ
easat-9142	60	6	requires	require	VERB
easat-9142	60	7	significant	significant	ADJ
easat-9142	60	8	investment	investment	NOUN
easat-9142	60	9	in	in	ADP
easat-9142	60	10	both	both	DET
easat-9142	60	11	time	time	NOUN
easat-9142	60	12	and	and	CCONJ
easat-9142	60	13	resources	resource	NOUN
easat-9142	60	14	,	,	PUNCT
easat-9142	60	15	making	make	VERB
easat-9142	60	16	it	it	PRON
easat-9142	60	17	a	a	DET
easat-9142	60	18	critical	critical	ADJ
easat-9142	60	19	area	area	NOUN
easat-9142	60	20	for	for	ADP
easat-9142	60	21	research	research	NOUN
easat-9142	60	22	.	.	PUNCT
easat-9142	61	1	additionally	additionally	ADV
easat-9142	61	2	,	,	PUNCT
easat-9142	61	3	while	while	SCONJ
easat-9142	61	4	predictive	predictive	ADJ
easat-9142	61	5	analytics	analytic	NOUN
easat-9142	61	6	is	be	AUX
easat-9142	61	7	designed	design	VERB
easat-9142	61	8	to	to	PART
easat-9142	61	9	anticipate	anticipate	VERB
easat-9142	61	10	risks	risk	NOUN
easat-9142	61	11	,	,	PUNCT
easat-9142	61	12	the	the	DET
easat-9142	61	13	ability	ability	NOUN
easat-9142	61	14	to	to	PART
easat-9142	61	15	predict	predict	VERB
easat-9142	61	16	novel	novel	NOUN
easat-9142	61	17	or	or	CCONJ
easat-9142	61	18	sophisticated	sophisticated	ADJ
easat-9142	61	19	cyber	cyber	NOUN
easat-9142	61	20	-	-	PUNCT
easat-9142	61	21	attacks	attack	NOUN
easat-9142	61	22	,	,	PUNCT
easat-9142	61	23	especially	especially	ADV
easat-9142	61	24	those	those	PRON
easat-9142	61	25	driven	drive	VERB
easat-9142	61	26	by	by	ADP
easat-9142	61	27	adversarial	adversarial	ADJ
easat-9142	61	28	machine	machine	NOUN
easat-9142	61	29	learning	learning	NOUN
easat-9142	61	30	,	,	PUNCT
easat-9142	61	31	remains	remain	VERB
easat-9142	61	32	an	an	DET
easat-9142	61	33	open	open	ADJ
easat-9142	61	34	challenge	challenge	NOUN
easat-9142	61	35	.	.	PUNCT
easat-9142	62	1	further	further	ADJ
easat-9142	62	2	investigation	investigation	NOUN
easat-9142	62	3	is	be	AUX
easat-9142	62	4	essential	essential	ADJ
easat-9142	62	5	to	to	PART
easat-9142	62	6	create	create	VERB
easat-9142	62	7	resilient	resilient	ADJ
easat-9142	62	8	models	model	NOUN
easat-9142	62	9	capable	capable	ADJ
easat-9142	62	10	of	of	ADP
easat-9142	62	11	adjusting	adjust	VERB
easat-9142	62	12	to	to	ADP
easat-9142	62	13	new	new	ADJ
easat-9142	62	14	,	,	PUNCT
easat-9142	62	15	previously	previously	ADV
easat-9142	62	16	unseen	unseen	ADJ
easat-9142	62	17	threats	threat	NOUN
easat-9142	62	18	without	without	ADP
easat-9142	62	19	relying	rely	VERB
easat-9142	62	20	on	on	ADP
easat-9142	62	21	historical	historical	ADJ
easat-9142	62	22	patterns	pattern	NOUN
easat-9142	62	23	[	[	X
easat-9142	62	24	20	20	NUM
easat-9142	62	25	]	]	PUNCT
easat-9142	62	26	.	.	PUNCT
easat-9142	63	1	furthermore	furthermore	ADV
easat-9142	63	2	,	,	PUNCT
easat-9142	63	3	the	the	DET
easat-9142	63	4	importance	importance	NOUN
easat-9142	63	5	of	of	ADP
easat-9142	63	6	data	datum	NOUN
easat-9142	63	7	privacy	privacy	NOUN
easat-9142	63	8	and	and	CCONJ
easat-9142	63	9	regulatory	regulatory	ADJ
easat-9142	63	10	compliance	compliance	NOUN
easat-9142	63	11	are	be	AUX
easat-9142	63	12	significant	significant	ADJ
easat-9142	63	13	concerns	concern	NOUN
easat-9142	63	14	when	when	SCONJ
easat-9142	63	15	implementing	implement	VERB
easat-9142	63	16	predictive	predictive	ADJ
easat-9142	63	17	analytics	analytic	NOUN
easat-9142	63	18	in	in	ADP
easat-9142	63	19	financial	financial	ADJ
easat-9142	63	20	information	information	NOUN
easat-9142	63	21	security	security	NOUN
easat-9142	63	22	.	.	PUNCT
easat-9142	64	1	the	the	DET
easat-9142	64	2	growing	grow	VERB
easat-9142	64	3	use	use	NOUN
easat-9142	64	4	of	of	ADP
easat-9142	64	5	personal	personal	ADJ
easat-9142	64	6	data	datum	NOUN
easat-9142	64	7	in	in	ADP
easat-9142	64	8	machine	machine	NOUN
easat-9142	64	9	learning	learning	NOUN
easat-9142	64	10	models	model	NOUN
easat-9142	64	11	raises	raise	VERB
easat-9142	64	12	inquiries	inquiry	NOUN
easat-9142	64	13	regarding	regard	VERB
easat-9142	64	14	the	the	DET
easat-9142	64	15	ethical	ethical	ADJ
easat-9142	64	16	ramifications	ramification	NOUN
easat-9142	64	17	and	and	CCONJ
easat-9142	64	18	privacy	privacy	NOUN
easat-9142	64	19	issues	issue	NOUN
easat-9142	64	20	,	,	PUNCT
easat-9142	64	21	especially	especially	ADV
easat-9142	64	22	in	in	ADP
easat-9142	64	23	jurisdictions	jurisdiction	NOUN
easat-9142	64	24	with	with	ADP
easat-9142	64	25	stringent	stringent	ADJ
easat-9142	64	26	legislation	legislation	NOUN
easat-9142	64	27	regarding	regard	VERB
easat-9142	64	28	data	data	NOUN
easat-9142	64	29	protection	protection	NOUN
easat-9142	64	30	,	,	PUNCT
easat-9142	64	31	including	include	VERB
easat-9142	64	32	the	the	DET
easat-9142	64	33	gdpr	gdpr	NOUN
easat-9142	64	34	as	as	ADV
easat-9142	64	35	well	well	ADV
easat-9142	64	36	as	as	ADP
easat-9142	64	37	the	the	DET
easat-9142	64	38	ccpa	ccpa	NOUN
easat-9142	64	39	[	[	X
easat-9142	64	40	21	21	NUM
easat-9142	64	41	]	]	PUNCT
easat-9142	64	42	.	.	PUNCT
easat-9142	65	1	there	there	PRON
easat-9142	65	2	exists	exist	VERB
easat-9142	65	3	a	a	DET
easat-9142	65	4	necessity	necessity	NOUN
easat-9142	65	5	for	for	ADP
easat-9142	65	6	research	research	NOUN
easat-9142	65	7	on	on	ADP
easat-9142	65	8	how	how	SCONJ
easat-9142	65	9	to	to	PART
easat-9142	65	10	assure	assure	VERB
easat-9142	65	11	compliance	compliance	NOUN
easat-9142	65	12	with	with	ADP
easat-9142	65	13	these	these	DET
easat-9142	65	14	regulations	regulation	NOUN
easat-9142	65	15	while	while	SCONJ
easat-9142	65	16	still	still	ADV
easat-9142	65	17	maintaining	maintain	VERB
easat-9142	65	18	the	the	DET
easat-9142	65	19	effectiveness	effectiveness	NOUN
easat-9142	65	20	of	of	ADP
easat-9142	65	21	predictive	predictive	ADJ
easat-9142	65	22	models	model	NOUN
easat-9142	65	23	[	[	X
easat-9142	65	24	22	22	NUM
easat-9142	65	25	]	]	PUNCT
easat-9142	65	26	.	.	PUNCT
easat-9142	66	1	additionally	additionally	ADV
easat-9142	66	2	,	,	PUNCT
easat-9142	66	3	it	it	PRON
easat-9142	66	4	is	be	AUX
easat-9142	66	5	essential	essential	ADJ
easat-9142	66	6	to	to	PART
easat-9142	66	7	improve	improve	VERB
easat-9142	66	8	the	the	DET
easat-9142	66	9	transparency	transparency	NOUN
easat-9142	66	10	and	and	CCONJ
easat-9142	66	11	clarity	clarity	NOUN
easat-9142	66	12	of	of	ADP
easat-9142	66	13	ai	ai	ADJ
easat-9142	66	14	models	model	NOUN
easat-9142	66	15	because	because	SCONJ
easat-9142	66	16	financial	financial	ADJ
easat-9142	66	17	institutions	institution	NOUN
easat-9142	66	18	need	need	VERB
easat-9142	66	19	to	to	PART
easat-9142	66	20	trust	trust	VERB
easat-9142	66	21	the	the	DET
easat-9142	66	22	predictions	prediction	NOUN
easat-9142	66	23	made	make	VERB
easat-9142	66	24	by	by	ADP
easat-9142	66	25	these	these	DET
easat-9142	66	26	systems	system	NOUN
easat-9142	66	27	and	and	CCONJ
easat-9142	66	28	understand	understand	VERB
easat-9142	66	29	the	the	DET
easat-9142	66	30	reasoning	reasoning	NOUN
easat-9142	66	31	behind	behind	ADP
easat-9142	66	32	them	they	PRON
easat-9142	66	33	[	[	X
easat-9142	66	34	23	23	NUM
easat-9142	66	35	]	]	PUNCT
easat-9142	66	36	.	.	PUNCT
easat-9142	67	1	this	this	DET
easat-9142	67	2	gap	gap	NOUN
easat-9142	67	3	in	in	ADP
easat-9142	67	4	explain	explain	NOUN
easat-9142	67	5	ability	ability	NOUN
easat-9142	67	6	also	also	ADV
easat-9142	67	7	elicits	elicit	VERB
easat-9142	67	8	apprehensions	apprehension	NOUN
easat-9142	67	9	regarding	regard	VERB
easat-9142	67	10	the	the	DET
easat-9142	67	11	interpretability	interpretability	NOUN
easat-9142	67	12	of	of	ADP
easat-9142	67	13	the	the	DET
easat-9142	67	14	models	model	NOUN
easat-9142	67	15	in	in	ADP
easat-9142	67	16	cases	case	NOUN
easat-9142	67	17	of	of	ADP
easat-9142	67	18	audits	audits	NOUN
easat-9142	67	19	or	or	CCONJ
easat-9142	67	20	investigations	investigation	NOUN
easat-9142	67	21	.	.	PUNCT
easat-9142	68	1	research	research	NOUN
easat-9142	68	2	into	into	ADP
easat-9142	68	3	improving	improve	VERB
easat-9142	68	4	the	the	DET
easat-9142	68	5	interpretability	interpretability	NOUN
easat-9142	68	6	of	of	ADP
easat-9142	68	7	ai	ai	NOUN
easat-9142	68	8	models	model	NOUN
easat-9142	68	9	while	while	SCONJ
easat-9142	68	10	maintaining	maintain	VERB
easat-9142	68	11	their	their	PRON
easat-9142	68	12	accuracy	accuracy	NOUN
easat-9142	68	13	is	be	AUX
easat-9142	68	14	necessary	necessary	ADJ
easat-9142	68	15	to	to	PART
easat-9142	68	16	ensure	ensure	VERB
easat-9142	68	17	their	their	PRON
easat-9142	68	18	broader	broad	ADJ
easat-9142	68	19	acceptance	acceptance	NOUN
easat-9142	68	20	and	and	CCONJ
easat-9142	68	21	deployment	deployment	NOUN
easat-9142	68	22	in	in	ADP
easat-9142	68	23	the	the	DET
easat-9142	68	24	financial	financial	ADJ
easat-9142	68	25	sector	sector	NOUN
easat-9142	68	26	.	.	PUNCT
easat-9142	69	1	the	the	DET
easat-9142	69	2	following	follow	VERB
easat-9142	69	3	research	research	NOUN
easat-9142	69	4	objectives	objective	NOUN
easat-9142	69	5	were	be	AUX
easat-9142	69	6	conducted	conduct	VERB
easat-9142	69	7	on	on	ADP
easat-9142	69	8	previous	previous	ADJ
easat-9142	69	9	studies	study	NOUN
easat-9142	69	10	.	.	PUNCT
easat-9142	70	1	ro1	ro1	NOUN
easat-9142	70	2	:	:	PUNCT
easat-9142	70	3	develop	develop	VERB
easat-9142	70	4	effective	effective	ADJ
easat-9142	70	5	models	model	NOUN
easat-9142	70	6	that	that	PRON
easat-9142	70	7	integrate	integrate	VERB
easat-9142	70	8	predictive	predictive	ADJ
easat-9142	70	9	analytics	analytic	NOUN
easat-9142	70	10	with	with	ADP
easat-9142	70	11	legacy	legacy	NOUN
easat-9142	70	12	financial	financial	ADJ
easat-9142	70	13	systems	system	NOUN
easat-9142	70	14	.	.	PUNCT
easat-9142	71	1	ro2	ro2	NOUN
easat-9142	71	2	:	:	PUNCT
easat-9142	71	3	to	to	PART
easat-9142	71	4	improve	improve	VERB
easat-9142	71	5	the	the	DET
easat-9142	71	6	robustness	robustness	NOUN
easat-9142	71	7	of	of	ADP
easat-9142	71	8	predictive	predictive	ADJ
easat-9142	71	9	models	model	NOUN
easat-9142	71	10	against	against	ADP
easat-9142	71	11	emerging	emerge	VERB
easat-9142	71	12	and	and	CCONJ
easat-9142	71	13	adversarial	adversarial	ADJ
easat-9142	71	14	cyber	cyber	NOUN
easat-9142	71	15	threats	threat	NOUN
easat-9142	71	16	ro3	ro3	PROPN
easat-9142	71	17	:	:	PUNCT
easat-9142	71	18	this	this	DET
easat-9142	71	19	research	research	NOUN
easat-9142	71	20	aims	aim	VERB
easat-9142	71	21	to	to	PART
easat-9142	71	22	explore	explore	VERB
easat-9142	71	23	methods	method	NOUN
easat-9142	71	24	for	for	ADP
easat-9142	71	25	ensuring	ensure	VERB
easat-9142	71	26	data	datum	NOUN
easat-9142	71	27	privacy	privacy	NOUN
easat-9142	71	28	and	and	CCONJ
easat-9142	71	29	regulatory	regulatory	ADJ
easat-9142	71	30	compliance	compliance	NOUN
easat-9142	71	31	in	in	ADP
easat-9142	71	32	financial	financial	ADJ
easat-9142	71	33	predictive	predictive	ADJ
easat-9142	71	34	models	model	NOUN
easat-9142	71	35	.	.	PUNCT
easat-9142	72	1	2	2	X
easat-9142	72	2	.	.	X
easat-9142	72	3	literature	literature	NOUN
easat-9142	72	4	review	review	NOUN
easat-9142	72	5	in	in	ADP
easat-9142	72	6	recent	recent	ADJ
easat-9142	72	7	years	year	NOUN
easat-9142	72	8	,	,	PUNCT
easat-9142	72	9	the	the	DET
easat-9142	72	10	integration	integration	NOUN
easat-9142	72	11	of	of	ADP
easat-9142	72	12	advanced	advanced	ADJ
easat-9142	72	13	predictive	predictive	ADJ
easat-9142	72	14	analytics	analytic	NOUN
easat-9142	72	15	in	in	ADP
easat-9142	72	16	financial	financial	ADJ
easat-9142	72	17	information	information	NOUN
easat-9142	72	18	security	security	NOUN
easat-9142	72	19	has	have	AUX
easat-9142	72	20	become	become	VERB
easat-9142	72	21	a	a	DET
easat-9142	72	22	crucial	crucial	ADJ
easat-9142	72	23	area	area	NOUN
easat-9142	72	24	of	of	ADP
easat-9142	72	25	research	research	NOUN
easat-9142	72	26	,	,	PUNCT
easat-9142	72	27	as	as	SCONJ
easat-9142	72	28	the	the	DET
easat-9142	72	29	financial	financial	ADJ
easat-9142	72	30	sector	sector	NOUN
easat-9142	72	31	faces	face	VERB
easat-9142	72	32	increasing	increase	VERB
easat-9142	72	33	threats	threat	NOUN
easat-9142	72	34	from	from	ADP
easat-9142	72	35	cybercrime	cybercrime	NOUN
easat-9142	72	36	,	,	PUNCT
easat-9142	72	37	fraud	fraud	NOUN
easat-9142	72	38	,	,	PUNCT
easat-9142	72	39	and	and	CCONJ
easat-9142	72	40	data	datum	NOUN
easat-9142	72	41	breaches	breach	NOUN
easat-9142	72	42	.	.	PUNCT
easat-9142	73	1	predictive	predictive	ADJ
easat-9142	73	2	analytics	analytic	NOUN
easat-9142	73	3	,	,	PUNCT
easat-9142	73	4	utilizing	utilize	VERB
easat-9142	73	5	machine	machine	NOUN
easat-9142	73	6	learning	learning	NOUN
easat-9142	73	7	(	(	PUNCT
easat-9142	73	8	ml	ml	NOUN
easat-9142	73	9	)	)	PUNCT
easat-9142	73	10	and	and	CCONJ
easat-9142	73	11	artificial	artificial	ADJ
easat-9142	73	12	intelligence	intelligence	NOUN
easat-9142	73	13	(	(	PUNCT
easat-9142	73	14	ai	ai	NOUN
easat-9142	73	15	)	)	PUNCT
easat-9142	73	16	,	,	PUNCT
easat-9142	73	17	has	have	VERB
easat-9142	73	18	the	the	DET
easat-9142	73	19	potential	potential	NOUN
easat-9142	73	20	to	to	PART
easat-9142	73	21	significantly	significantly	ADV
easat-9142	73	22	enhance	enhance	VERB
easat-9142	73	23	the	the	DET
easat-9142	73	24	way	way	NOUN
easat-9142	73	25	financial	financial	ADJ
easat-9142	73	26	institutions	institution	NOUN
easat-9142	73	27	identify	identify	VERB
easat-9142	73	28	risks	risk	NOUN
easat-9142	73	29	,	,	PUNCT
easat-9142	73	30	manage	manage	VERB
easat-9142	73	31	security	security	NOUN
easat-9142	73	32	breaches	breach	NOUN
easat-9142	73	33	,	,	PUNCT
easat-9142	73	34	and	and	CCONJ
easat-9142	73	35	assess	assess	VERB
easat-9142	73	36	vulnerabilities	vulnerability	NOUN
easat-9142	73	37	in	in	ADP
easat-9142	73	38	their	their	PRON
easat-9142	73	39	systems	system	NOUN
easat-9142	73	40	.	.	PUNCT
easat-9142	74	1	the	the	DET
easat-9142	74	2	emergence	emergence	NOUN
easat-9142	74	3	of	of	ADP
easat-9142	74	4	these	these	DET
easat-9142	74	5	technologies	technology	NOUN
easat-9142	74	6	has	have	AUX
easat-9142	74	7	transformed	transform	VERB
easat-9142	74	8	how	how	SCONJ
easat-9142	74	9	financial	financial	ADJ
easat-9142	74	10	organizations	organization	NOUN
easat-9142	74	11	can	can	AUX
easat-9142	74	12	proactively	proactively	ADV
easat-9142	74	13	address	address	VERB
easat-9142	74	14	cybersecurity	cybersecurity	NOUN
easat-9142	74	15	challenges	challenge	NOUN
easat-9142	74	16	,	,	PUNCT
easat-9142	74	17	making	make	VERB
easat-9142	74	18	predictive	predictive	ADJ
easat-9142	74	19	tools	tool	NOUN
easat-9142	74	20	a	a	DET
easat-9142	74	21	key	key	ADJ
easat-9142	74	22	part	part	NOUN
easat-9142	74	23	of	of	ADP
easat-9142	74	24	their	their	PRON
easat-9142	74	25	security	security	NOUN
easat-9142	74	26	infrastructures	infrastructure	NOUN
easat-9142	74	27	[	[	X
easat-9142	74	28	9	9	NUM
easat-9142	74	29	]	]	PUNCT
easat-9142	74	30	.	.	PUNCT
easat-9142	75	1	a	a	DET
easat-9142	75	2	major	major	ADJ
easat-9142	75	3	benefit	benefit	NOUN
easat-9142	75	4	of	of	ADP
easat-9142	75	5	predictive	predictive	ADJ
easat-9142	75	6	analytics	analytic	NOUN
easat-9142	75	7	in	in	ADP
easat-9142	75	8	financial	financial	ADJ
easat-9142	75	9	security	security	NOUN
easat-9142	75	10	is	be	AUX
easat-9142	75	11	its	its	PRON
easat-9142	75	12	capability	capability	NOUN
easat-9142	75	13	to	to	PART
easat-9142	75	14	detect	detect	VERB
easat-9142	75	15	anomalous	anomalous	ADJ
easat-9142	75	16	behavior	behavior	NOUN
easat-9142	75	17	in	in	ADP
easat-9142	75	18	real	real	ADJ
easat-9142	75	19	-	-	PUNCT
easat-9142	75	20	time	time	NOUN
easat-9142	75	21	,	,	PUNCT
easat-9142	75	22	which	which	PRON
easat-9142	75	23	is	be	AUX
easat-9142	75	24	crucial	crucial	ADJ
easat-9142	75	25	in	in	ADP
easat-9142	75	26	preventing	prevent	VERB
easat-9142	75	27	cyberattacks	cyberattack	NOUN
easat-9142	75	28	before	before	SCONJ
easat-9142	75	29	they	they	PRON
easat-9142	75	30	escalate	escalate	VERB
easat-9142	75	31	[	[	X
easat-9142	75	32	7	7	NUM
easat-9142	75	33	]	]	PUNCT
easat-9142	75	34	.	.	PUNCT
easat-9142	76	1	by	by	ADP
easat-9142	76	2	applying	apply	VERB
easat-9142	76	3	ml	ml	ADP
easat-9142	76	4	algorithms	algorithm	NOUN
easat-9142	76	5	to	to	ADP
easat-9142	76	6	large	large	ADJ
easat-9142	76	7	volumes	volume	NOUN
easat-9142	76	8	of	of	ADP
easat-9142	76	9	data	datum	NOUN
easat-9142	76	10	,	,	PUNCT
easat-9142	76	11	financial	financial	ADJ
easat-9142	76	12	institutions	institution	NOUN
easat-9142	76	13	can	can	AUX
easat-9142	76	14	analyze	analyze	VERB
easat-9142	76	15	transaction	transaction	NOUN
easat-9142	76	16	patterns	pattern	NOUN
easat-9142	76	17	,	,	PUNCT
easat-9142	76	18	identify	identify	VERB
easat-9142	76	19	potential	potential	ADJ
easat-9142	76	20	fraud	fraud	NOUN
easat-9142	76	21	,	,	PUNCT
easat-9142	76	22	and	and	CCONJ
easat-9142	76	23	predict	predict	VERB
easat-9142	76	24	cyber	cyber	NOUN
easat-9142	76	25	threats	threat	NOUN
easat-9142	76	26	,	,	PUNCT
easat-9142	76	27	enabling	enable	VERB
easat-9142	76	28	them	they	PRON
easat-9142	76	29	to	to	PART
easat-9142	76	30	mitigate	mitigate	VERB
easat-9142	76	31	risks	risk	NOUN
easat-9142	76	32	effectively	effectively	ADV
easat-9142	76	33	and	and	CCONJ
easat-9142	76	34	swiftly	swiftly	ADV
easat-9142	76	35	[	[	X
easat-9142	76	36	21	21	NUM
easat-9142	76	37	]	]	PUNCT
easat-9142	76	38	.	.	PUNCT
easat-9142	77	1	the	the	DET
easat-9142	77	2	conduct	conduct	NOUN
easat-9142	77	3	of	of	ADP
easat-9142	77	4	predictive	predictive	ADJ
easat-9142	77	5	analytics	analytic	NOUN
easat-9142	77	6	in	in	ADP
easat-9142	77	7	detecting	detect	VERB
easat-9142	77	8	fraud	fraud	NOUN
easat-9142	77	9	is	be	AUX
easat-9142	77	10	particularly	particularly	ADV
easat-9142	77	11	important	important	ADJ
easat-9142	77	12	in	in	ADP
easat-9142	77	13	the	the	DET
easat-9142	77	14	digital	digital	ADJ
easat-9142	77	15	finance	finance	NOUN
easat-9142	77	16	ecosystem	ecosystem	NOUN
easat-9142	77	17	.	.	PUNCT
easat-9142	78	1	as	as	SCONJ
easat-9142	78	2	financial	financial	ADJ
easat-9142	78	3	institutions	institution	NOUN
easat-9142	78	4	increasingly	increasingly	ADV
easat-9142	78	5	rely	rely	VERB
easat-9142	78	6	on	on	ADP
easat-9142	78	7	digital	digital	ADJ
easat-9142	78	8	transactions	transaction	NOUN
easat-9142	78	9	,	,	PUNCT
easat-9142	78	10	the	the	DET
easat-9142	78	11	need	need	NOUN
easat-9142	78	12	for	for	ADP
easat-9142	78	13	robust	robust	ADJ
easat-9142	78	14	fraud	fraud	NOUN
easat-9142	78	15	detection	detection	NOUN
easat-9142	78	16	systems	system	NOUN
easat-9142	78	17	has	have	AUX
easat-9142	78	18	grown	grow	VERB
easat-9142	78	19	[	[	PUNCT
easat-9142	78	20	11	11	NUM
easat-9142	78	21	]	]	PUNCT
easat-9142	78	22	.	.	PUNCT
easat-9142	79	1	advanced	advanced	ADJ
easat-9142	79	2	machine	machine	NOUN
easat-9142	79	3	learning	learn	VERB
easat-9142	79	4	algorithms	algorithm	NOUN
easat-9142	79	5	evaluate	evaluate	VERB
easat-9142	79	6	patterns	pattern	NOUN
easat-9142	79	7	in	in	ADP
easat-9142	79	8	client	client	NOUN
easat-9142	79	9	behavior	behavior	NOUN
easat-9142	79	10	and	and	CCONJ
easat-9142	79	11	transaction	transaction	NOUN
easat-9142	79	12	data	datum	NOUN
easat-9142	79	13	,	,	PUNCT
easat-9142	79	14	facilitating	facilitate	VERB
easat-9142	79	15	the	the	DET
easat-9142	79	16	identification	identification	NOUN
easat-9142	79	17	of	of	ADP
easat-9142	79	18	fraudulent	fraudulent	ADJ
easat-9142	79	19	actions	action	NOUN
easat-9142	79	20	that	that	PRON
easat-9142	79	21	may	may	AUX
easat-9142	79	22	not	not	PART
easat-9142	79	23	be	be	AUX
easat-9142	79	24	evident	evident	ADJ
easat-9142	79	25	through	through	ADP
easat-9142	79	26	conventional	conventional	ADJ
easat-9142	79	27	security	security	NOUN
easat-9142	79	28	measures	measure	NOUN
easat-9142	79	29	.	.	PUNCT
easat-9142	80	1	predictive	predictive	ADJ
easat-9142	80	2	models	model	NOUN
easat-9142	80	3	can	can	AUX
easat-9142	80	4	identify	identify	VERB
easat-9142	80	5	questionable	questionable	ADJ
easat-9142	80	6	transactions	transaction	NOUN
easat-9142	80	7	in	in	ADP
easat-9142	80	8	real	real	ADJ
easat-9142	80	9	time	time	NOUN
easat-9142	80	10	,	,	PUNCT
easat-9142	80	11	enabling	enable	VERB
easat-9142	80	12	financial	financial	ADJ
easat-9142	80	13	institutions	institution	NOUN
easat-9142	80	14	to	to	PART
easat-9142	80	15	intervene	intervene	VERB
easat-9142	80	16	before	before	SCONJ
easat-9142	80	17	fraud	fraud	NOUN
easat-9142	80	18	inflicts	inflict	VERB
easat-9142	80	19	substantial	substantial	ADJ
easat-9142	80	20	harm	harm	NOUN
easat-9142	80	21	[	[	X
easat-9142	80	22	1	1	NUM
easat-9142	80	23	]	]	PUNCT
easat-9142	80	24	.	.	PUNCT
easat-9142	81	1	similarly	similarly	ADV
easat-9142	81	2	,	,	PUNCT
easat-9142	81	3	in	in	ADP
easat-9142	81	4	risk	risk	NOUN
easat-9142	81	5	management	management	NOUN
easat-9142	81	6	,	,	PUNCT
easat-9142	81	7	ai	ai	ADJ
easat-9142	81	8	-	-	PUNCT
easat-9142	81	9	driven	drive	VERB
easat-9142	81	10	models	model	NOUN
easat-9142	81	11	help	help	AUX
easat-9142	81	12	predict	predict	VERB
easat-9142	81	13	probable	probable	ADJ
easat-9142	81	14	market	market	NOUN
easat-9142	81	15	changes	change	NOUN
easat-9142	81	16	and	and	CCONJ
easat-9142	81	17	identify	identify	VERB
easat-9142	81	18	high	high	ADJ
easat-9142	81	19	-	-	PUNCT
easat-9142	81	20	risk	risk	NOUN
easat-9142	81	21	investments	investment	NOUN
easat-9142	81	22	,	,	PUNCT
easat-9142	81	23	providing	provide	VERB
easat-9142	81	24	decision	decision	NOUN
easat-9142	81	25	-	-	PUNCT
easat-9142	81	26	makers	maker	NOUN
easat-9142	81	27	with	with	ADP
easat-9142	81	28	the	the	DET
easat-9142	81	29	necessary	necessary	ADJ
easat-9142	81	30	tools	tool	NOUN
easat-9142	81	31	to	to	PART
easat-9142	81	32	make	make	VERB
easat-9142	81	33	better	well	ADV
easat-9142	81	34	-	-	PUNCT
easat-9142	81	35	informed	inform	VERB
easat-9142	81	36	and	and	CCONJ
easat-9142	81	37	secure	secure	VERB
easat-9142	81	38	financial	financial	ADJ
easat-9142	81	39	decisions	decision	NOUN
easat-9142	81	40	[	[	X
easat-9142	81	41	2	2	NUM
easat-9142	81	42	]	]	PUNCT
easat-9142	81	43	.	.	PUNCT
easat-9142	82	1	furthermore	furthermore	ADV
easat-9142	82	2	,	,	PUNCT
easat-9142	82	3	by	by	ADP
easat-9142	82	4	utilizing	utilize	VERB
easat-9142	82	5	big	big	ADJ
easat-9142	82	6	data	datum	NOUN
easat-9142	82	7	analytics	analytic	NOUN
easat-9142	82	8	,	,	PUNCT
easat-9142	82	9	predictive	predictive	ADJ
easat-9142	82	10	models	model	NOUN
easat-9142	82	11	can	can	AUX
easat-9142	82	12	also	also	ADV
easat-9142	82	13	enhance	enhance	VERB
easat-9142	82	14	2225	2225	NUM
easat-9142	82	15	edelweiss	edelweiss	PROPN
easat-9142	82	16	applied	apply	VERB
easat-9142	82	17	science	science	NOUN
easat-9142	82	18	and	and	CCONJ
easat-9142	82	19	technology	technology	NOUN
easat-9142	82	20	issn	issn	PROPN
easat-9142	82	21	:	:	PUNCT
easat-9142	82	22	2576	2576	NUM
easat-9142	82	23	-	-	SYM
easat-9142	82	24	8484	8484	NUM
easat-9142	82	25	vol	vol	NOUN
easat-9142	82	26	.	.	PROPN
easat-9142	83	1	9	9	NUM
easat-9142	83	2	,	,	PUNCT
easat-9142	83	3	no	no	INTJ
easat-9142	83	4	.	.	NOUN
easat-9142	83	5	7	7	NUM
easat-9142	83	6	:	:	SYM
easat-9142	83	7	2222	2222	NUM
easat-9142	83	8	-	-	SYM
easat-9142	83	9	2245	2245	NUM
easat-9142	83	10	,	,	PUNCT
easat-9142	83	11	2025	2025	NUM
easat-9142	83	12	doi	doi	NOUN
easat-9142	83	13	:	:	PUNCT
easat-9142	83	14	10.55214/2576	10.55214/2576	NUM
easat-9142	83	15	-	-	PUNCT
easat-9142	83	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	84	1	©	©	PROPN
easat-9142	84	2	2025	2025	NUM
easat-9142	84	3	by	by	ADP
easat-9142	84	4	the	the	DET
easat-9142	84	5	authors	author	NOUN
easat-9142	84	6	;	;	PUNCT
easat-9142	84	7	licensee	licensee	PROPN
easat-9142	84	8	learning	learn	VERB
easat-9142	84	9	gate	gate	NOUN
easat-9142	84	10	decision	decision	NOUN
easat-9142	84	11	-	-	PUNCT
easat-9142	84	12	making	making	NOUN
easat-9142	84	13	in	in	ADP
easat-9142	84	14	credit	credit	NOUN
easat-9142	84	15	scoring	scoring	NOUN
easat-9142	84	16	,	,	PUNCT
easat-9142	84	17	loan	loan	NOUN
easat-9142	84	18	approvals	approval	NOUN
easat-9142	84	19	,	,	PUNCT
easat-9142	84	20	and	and	CCONJ
easat-9142	84	21	market	market	NOUN
easat-9142	84	22	forecasting	forecasting	NOUN
easat-9142	84	23	,	,	PUNCT
easat-9142	84	24	which	which	PRON
easat-9142	84	25	are	be	AUX
easat-9142	84	26	essential	essential	ADJ
easat-9142	84	27	to	to	ADP
easat-9142	84	28	financial	financial	ADJ
easat-9142	84	29	services	service	NOUN
easat-9142	84	30	[	[	X
easat-9142	84	31	10	10	NUM
easat-9142	84	32	]	]	PUNCT
easat-9142	84	33	.	.	PUNCT
easat-9142	85	1	table	table	NOUN
easat-9142	85	2	1	1	NUM
easat-9142	85	3	.	.	PUNCT
easat-9142	86	1	summary	summary	NOUN
easat-9142	86	2	of	of	ADP
easat-9142	86	3	previous	previous	ADJ
easat-9142	86	4	studies	study	NOUN
easat-9142	86	5	on	on	ADP
easat-9142	86	6	advanced	advanced	ADJ
easat-9142	86	7	predictive	predictive	ADJ
easat-9142	86	8	analytics	analytic	NOUN
easat-9142	86	9	for	for	ADP
easat-9142	86	10	financial	financial	ADJ
easat-9142	86	11	information	information	NOUN
easat-9142	86	12	security	security	NOUN
easat-9142	86	13	.	.	PUNCT
easat-9142	87	1	study	study	NOUN
easat-9142	87	2	focus	focus	NOUN
easat-9142	87	3	area	area	NOUN
easat-9142	87	4	key	key	PROPN
easat-9142	87	5	findings	finding	NOUN
easat-9142	87	6	braun	braun	NOUN
easat-9142	87	7	,	,	PUNCT
easat-9142	87	8	et	et	PROPN
easat-9142	87	9	al	al	PROPN
easat-9142	87	10	.	.	PUNCT
easat-9142	88	1	[	[	X
easat-9142	88	2	6	6	NUM
easat-9142	88	3	]	]	PUNCT
easat-9142	88	4	challenges	challenge	NOUN
easat-9142	88	5	of	of	ADP
easat-9142	88	6	security	security	NOUN
easat-9142	88	7	and	and	CCONJ
easat-9142	88	8	privacy	privacy	NOUN
easat-9142	88	9	in	in	ADP
easat-9142	88	10	smart	smart	ADJ
easat-9142	88	11	cities	city	NOUN
easat-9142	88	12	the	the	DET
easat-9142	88	13	article	article	NOUN
easat-9142	88	14	highlighted	highlight	VERB
easat-9142	88	15	predictive	predictive	ADJ
easat-9142	88	16	models	model	NOUN
easat-9142	88	17	as	as	ADP
easat-9142	88	18	vital	vital	ADJ
easat-9142	88	19	for	for	ADP
easat-9142	88	20	cybersecurity	cybersecurity	NOUN
easat-9142	88	21	risk	risk	NOUN
easat-9142	88	22	mitigation	mitigation	NOUN
easat-9142	88	23	,	,	PUNCT
easat-9142	88	24	stressing	stress	VERB
easat-9142	88	25	the	the	DET
easat-9142	88	26	need	need	NOUN
easat-9142	88	27	for	for	ADP
easat-9142	88	28	proactive	proactive	ADJ
easat-9142	88	29	systems	system	NOUN
easat-9142	88	30	.	.	PUNCT
easat-9142	89	1	aslan	aslan	PROPN
easat-9142	89	2	,	,	PUNCT
easat-9142	89	3	et	et	PROPN
easat-9142	89	4	al	al	PROPN
easat-9142	89	5	.	.	PUNCT
easat-9142	90	1	[	[	X
easat-9142	90	2	7	7	NUM
easat-9142	90	3	]	]	PUNCT
easat-9142	90	4	cybersecurity	cybersecurity	NOUN
easat-9142	90	5	vulnerabilities	vulnerability	NOUN
easat-9142	90	6	and	and	CCONJ
easat-9142	90	7	solutions	solution	NOUN
easat-9142	90	8	the	the	DET
easat-9142	90	9	article	article	NOUN
easat-9142	90	10	highlighted	highlight	VERB
easat-9142	90	11	the	the	DET
easat-9142	90	12	application	application	NOUN
easat-9142	90	13	of	of	ADP
easat-9142	90	14	predictive	predictive	ADJ
easat-9142	90	15	analytics	analytic	NOUN
easat-9142	90	16	to	to	PART
easat-9142	90	17	identify	identify	VERB
easat-9142	90	18	and	and	CCONJ
easat-9142	90	19	alleviate	alleviate	VERB
easat-9142	90	20	cyber	cyber	ADJ
easat-9142	90	21	dangers	danger	NOUN
easat-9142	90	22	within	within	ADP
easat-9142	90	23	financial	financial	ADJ
easat-9142	90	24	institutions	institution	NOUN
easat-9142	90	25	.	.	PUNCT
easat-9142	91	1	sarker	sarker	NOUN
easat-9142	92	1	[	[	X
easat-9142	92	2	9	9	NUM
easat-9142	92	3	]	]	X
easat-9142	92	4	machine	machine	NOUN
easat-9142	92	5	learning	learning	NOUN
easat-9142	92	6	in	in	ADP
easat-9142	92	7	cybersecurity	cybersecurity	NOUN
easat-9142	92	8	the	the	DET
easat-9142	92	9	presentation	presentation	NOUN
easat-9142	92	10	demonstrated	demonstrate	VERB
easat-9142	92	11	the	the	DET
easat-9142	92	12	role	role	NOUN
easat-9142	92	13	of	of	ADP
easat-9142	92	14	machine	machine	NOUN
easat-9142	92	15	learning	learning	NOUN
easat-9142	92	16	in	in	ADP
easat-9142	92	17	real	real	ADJ
easat-9142	92	18	-	-	PUNCT
easat-9142	92	19	time	time	NOUN
easat-9142	92	20	threat	threat	NOUN
easat-9142	92	21	identification	identification	NOUN
easat-9142	92	22	and	and	CCONJ
easat-9142	92	23	fraud	fraud	NOUN
easat-9142	92	24	mitigation	mitigation	NOUN
easat-9142	92	25	within	within	ADP
easat-9142	92	26	the	the	DET
easat-9142	92	27	financial	financial	ADJ
easat-9142	92	28	services	service	NOUN
easat-9142	92	29	industry	industry	NOUN
easat-9142	92	30	.	.	PUNCT
easat-9142	93	1	javaid	javaid	VERB
easat-9142	94	1	[	[	X
easat-9142	94	2	2	2	NUM
easat-9142	94	3	]	]	SYM
easat-9142	94	4	ai	ai	ADJ
easat-9142	94	5	-	-	PUNCT
easat-9142	94	6	driven	drive	VERB
easat-9142	94	7	predictive	predictive	ADJ
easat-9142	94	8	analytics	analytic	NOUN
easat-9142	94	9	in	in	ADP
easat-9142	94	10	finance	finance	NOUN
easat-9142	94	11	the	the	DET
easat-9142	94	12	study	study	NOUN
easat-9142	94	13	demonstrated	demonstrate	VERB
easat-9142	94	14	how	how	SCONJ
easat-9142	94	15	ai	ai	NOUN
easat-9142	94	16	improves	improve	VERB
easat-9142	94	17	risk	risk	NOUN
easat-9142	94	18	assessment	assessment	NOUN
easat-9142	94	19	and	and	CCONJ
easat-9142	94	20	decision	decision	NOUN
easat-9142	94	21	-	-	PUNCT
easat-9142	94	22	making	making	NOUN
easat-9142	94	23	,	,	PUNCT
easat-9142	94	24	emphasizing	emphasize	VERB
easat-9142	94	25	the	the	DET
easat-9142	94	26	challenges	challenge	NOUN
easat-9142	94	27	of	of	ADP
easat-9142	94	28	predictive	predictive	ADJ
easat-9142	94	29	model	model	NOUN
easat-9142	94	30	integration	integration	NOUN
easat-9142	94	31	.	.	PUNCT
easat-9142	95	1	williams	williams	PROPN
easat-9142	95	2	,	,	PUNCT
easat-9142	95	3	et	et	PROPN
easat-9142	95	4	al	al	PROPN
easat-9142	95	5	.	.	PUNCT
easat-9142	96	1	[	[	X
easat-9142	96	2	11	11	NUM
easat-9142	96	3	]	]	PUNCT
easat-9142	96	4	ml	ml	X
easat-9142	96	5	for	for	ADP
easat-9142	96	6	fraud	fraud	NOUN
easat-9142	96	7	detection	detection	NOUN
easat-9142	96	8	in	in	ADP
easat-9142	96	9	digital	digital	ADJ
easat-9142	96	10	finance	finance	NOUN
easat-9142	96	11	ecosystems	ecosystem	NOUN
easat-9142	96	12	ml	ml	NOUN
easat-9142	96	13	models	model	NOUN
easat-9142	96	14	can	can	AUX
easat-9142	96	15	proactively	proactively	ADV
easat-9142	96	16	identify	identify	VERB
easat-9142	96	17	fraudulent	fraudulent	ADJ
easat-9142	96	18	patterns	pattern	NOUN
easat-9142	96	19	and	and	CCONJ
easat-9142	96	20	reduce	reduce	VERB
easat-9142	96	21	financial	financial	ADJ
easat-9142	96	22	losses	loss	NOUN
easat-9142	96	23	.	.	PUNCT
easat-9142	97	1	munir	munir	PROPN
easat-9142	97	2	,	,	PUNCT
easat-9142	97	3	et	et	PROPN
easat-9142	97	4	al	al	PROPN
easat-9142	97	5	.	.	PUNCT
easat-9142	98	1	[	[	X
easat-9142	98	2	12	12	NUM
easat-9142	98	3	]	]	PUNCT
easat-9142	98	4	data	data	NOUN
easat-9142	98	5	privacy	privacy	NOUN
easat-9142	98	6	and	and	CCONJ
easat-9142	98	7	compliance	compliance	NOUN
easat-9142	98	8	in	in	ADP
easat-9142	98	9	ai	ai	PROPN
easat-9142	98	10	systems	system	NOUN
easat-9142	98	11	highlighted	highlight	VERB
easat-9142	98	12	challenges	challenge	NOUN
easat-9142	98	13	of	of	ADP
easat-9142	98	14	gdpr	gdpr	NOUN
easat-9142	98	15	and	and	CCONJ
easat-9142	98	16	ccpa	ccpa	VERB
easat-9142	98	17	compliance	compliance	NOUN
easat-9142	98	18	in	in	ADP
easat-9142	98	19	aibased	aibased	ADJ
easat-9142	98	20	predictive	predictive	ADJ
easat-9142	98	21	analytics	analytic	NOUN
easat-9142	98	22	for	for	ADP
easat-9142	98	23	financial	financial	ADJ
easat-9142	98	24	security	security	NOUN
easat-9142	98	25	.	.	PUNCT
easat-9142	99	1	baniecki	baniecki	PROPN
easat-9142	99	2	and	and	CCONJ
easat-9142	99	3	biecek	biecek	NOUN
easat-9142	100	1	[	[	X
easat-9142	100	2	14	14	NUM
easat-9142	100	3	]	]	X
easat-9142	100	4	adversarial	adversarial	ADJ
easat-9142	100	5	attacks	attack	NOUN
easat-9142	100	6	in	in	ADP
easat-9142	100	7	ai	ai	PROPN
easat-9142	100	8	models	model	NOUN
easat-9142	100	9	discussed	discuss	VERB
easat-9142	100	10	vulnerabilities	vulnerability	NOUN
easat-9142	100	11	in	in	ADP
easat-9142	100	12	ai	ai	NOUN
easat-9142	100	13	models	model	NOUN
easat-9142	100	14	and	and	CCONJ
easat-9142	100	15	need	need	VERB
easat-9142	100	16	for	for	ADP
easat-9142	100	17	robustness	robustness	NOUN
easat-9142	100	18	against	against	ADP
easat-9142	100	19	adversarial	adversarial	ADJ
easat-9142	100	20	threats	threat	NOUN
easat-9142	100	21	in	in	ADP
easat-9142	100	22	financial	financial	ADJ
easat-9142	100	23	systems	system	NOUN
easat-9142	100	24	.	.	PUNCT
easat-9142	101	1	al	al	PROPN
easat-9142	101	2	mahmud	mahmud	PROPN
easat-9142	101	3	,	,	PUNCT
easat-9142	101	4	et	et	PROPN
easat-9142	101	5	al	al	PROPN
easat-9142	101	6	.	.	PUNCT
easat-9142	102	1	[	[	X
easat-9142	102	2	4	4	NUM
easat-9142	102	3	]	]	X
easat-9142	102	4	financial	financial	ADJ
easat-9142	102	5	information	information	NOUN
easat-9142	102	6	security	security	NOUN
easat-9142	102	7	threat	threat	NOUN
easat-9142	102	8	evaluation	evaluation	NOUN
easat-9142	102	9	reviewed	review	VERB
easat-9142	102	10	cybersecurity	cybersecurity	NOUN
easat-9142	102	11	risks	risk	NOUN
easat-9142	102	12	and	and	CCONJ
easat-9142	102	13	evaluated	evaluate	VERB
easat-9142	102	14	predictive	predictive	ADJ
easat-9142	102	15	analytics	analytic	NOUN
easat-9142	102	16	as	as	ADP
easat-9142	102	17	a	a	DET
easat-9142	102	18	tool	tool	NOUN
easat-9142	102	19	for	for	ADP
easat-9142	102	20	banking	banking	NOUN
easat-9142	102	21	system	system	NOUN
easat-9142	102	22	protection	protection	NOUN
easat-9142	102	23	.	.	PUNCT
easat-9142	103	1	while	while	SCONJ
easat-9142	103	2	predictive	predictive	ADJ
easat-9142	103	3	analytics	analytic	NOUN
easat-9142	103	4	offers	offer	VERB
easat-9142	103	5	considerable	considerable	ADJ
easat-9142	103	6	advantages	advantage	NOUN
easat-9142	103	7	,	,	PUNCT
easat-9142	103	8	challenges	challenge	NOUN
easat-9142	103	9	remain	remain	VERB
easat-9142	103	10	,	,	PUNCT
easat-9142	103	11	especially	especially	ADV
easat-9142	103	12	regarding	regard	VERB
easat-9142	103	13	data	data	NOUN
easat-9142	103	14	privacy	privacy	NOUN
easat-9142	103	15	and	and	CCONJ
easat-9142	103	16	regulatory	regulatory	ADJ
easat-9142	103	17	compliance	compliance	NOUN
easat-9142	103	18	.	.	PUNCT
easat-9142	104	1	financial	financial	ADJ
easat-9142	104	2	institutions	institution	NOUN
easat-9142	104	3	must	must	AUX
easat-9142	104	4	balance	balance	VERB
easat-9142	104	5	the	the	DET
easat-9142	104	6	effectiveness	effectiveness	NOUN
easat-9142	104	7	of	of	ADP
easat-9142	104	8	predictive	predictive	ADJ
easat-9142	104	9	models	model	NOUN
easat-9142	104	10	with	with	ADP
easat-9142	104	11	the	the	DET
easat-9142	104	12	need	need	NOUN
easat-9142	104	13	to	to	PART
easat-9142	104	14	adhere	adhere	VERB
easat-9142	104	15	to	to	ADP
easat-9142	104	16	rigorous	rigorous	ADJ
easat-9142	104	17	standards	standard	NOUN
easat-9142	104	18	,	,	PUNCT
easat-9142	104	19	including	include	VERB
easat-9142	104	20	the	the	DET
easat-9142	104	21	general	general	ADJ
easat-9142	104	22	data	data	PROPN
easat-9142	104	23	protection	protection	NOUN
easat-9142	104	24	regulation	regulation	NOUN
easat-9142	104	25	(	(	PUNCT
easat-9142	104	26	gdpr	gdpr	NOUN
easat-9142	104	27	)	)	PUNCT
easat-9142	104	28	and	and	CCONJ
easat-9142	104	29	the	the	DET
easat-9142	104	30	california	california	PROPN
easat-9142	104	31	consumer	consumer	PROPN
easat-9142	104	32	privacy	privacy	PROPN
easat-9142	104	33	act	act	PROPN
easat-9142	104	34	(	(	PUNCT
easat-9142	104	35	ccpa	ccpa	NOUN
easat-9142	104	36	)	)	PUNCT
easat-9142	105	1	[	[	X
easat-9142	105	2	12	12	NUM
easat-9142	105	3	]	]	PUNCT
easat-9142	105	4	.	.	PUNCT
easat-9142	106	1	the	the	DET
easat-9142	106	2	regulations	regulation	NOUN
easat-9142	106	3	establish	establish	VERB
easat-9142	106	4	rigorous	rigorous	ADJ
easat-9142	106	5	standards	standard	NOUN
easat-9142	106	6	for	for	ADP
easat-9142	106	7	the	the	DET
easat-9142	106	8	collection	collection	NOUN
easat-9142	106	9	,	,	PUNCT
easat-9142	106	10	processing	processing	NOUN
easat-9142	106	11	,	,	PUNCT
easat-9142	106	12	and	and	CCONJ
easat-9142	106	13	storage	storage	NOUN
easat-9142	106	14	of	of	ADP
easat-9142	106	15	customer	customer	NOUN
easat-9142	106	16	data	datum	NOUN
easat-9142	106	17	,	,	PUNCT
easat-9142	106	18	making	make	VERB
easat-9142	106	19	it	it	PRON
easat-9142	106	20	imperative	imperative	ADJ
easat-9142	106	21	for	for	ADP
easat-9142	106	22	predictive	predictive	ADJ
easat-9142	106	23	models	model	NOUN
easat-9142	106	24	to	to	PART
easat-9142	106	25	operate	operate	VERB
easat-9142	106	26	within	within	ADP
easat-9142	106	27	these	these	DET
easat-9142	106	28	boundaries	boundary	NOUN
easat-9142	106	29	without	without	ADP
easat-9142	106	30	compromising	compromise	VERB
easat-9142	106	31	on	on	ADP
easat-9142	106	32	performance	performance	NOUN
easat-9142	106	33	.	.	PUNCT
easat-9142	107	1	research	research	NOUN
easat-9142	107	2	by	by	ADP
easat-9142	107	3	baniecki	baniecki	PROPN
easat-9142	107	4	and	and	CCONJ
easat-9142	107	5	biecek	biecek	NOUN
easat-9142	108	1	[	[	X
easat-9142	108	2	14	14	NUM
easat-9142	108	3	]	]	PUNCT
easat-9142	108	4	highlights	highlight	VERB
easat-9142	108	5	the	the	DET
easat-9142	108	6	growing	grow	VERB
easat-9142	108	7	concern	concern	NOUN
easat-9142	108	8	regarding	regard	VERB
easat-9142	108	9	the	the	DET
easat-9142	108	10	implications	implication	NOUN
easat-9142	108	11	of	of	ADP
easat-9142	108	12	data	datum	NOUN
easat-9142	108	13	privacy	privacy	NOUN
easat-9142	108	14	within	within	ADP
easat-9142	108	15	artificial	artificial	ADJ
easat-9142	108	16	intelligence	intelligence	NOUN
easat-9142	108	17	and	and	CCONJ
easat-9142	108	18	machine	machine	NOUN
easat-9142	108	19	learning	learning	NOUN
easat-9142	108	20	,	,	PUNCT
easat-9142	108	21	where	where	SCONJ
easat-9142	108	22	the	the	DET
easat-9142	108	23	transparency	transparency	NOUN
easat-9142	108	24	of	of	ADP
easat-9142	108	25	decision	decision	NOUN
easat-9142	108	26	-	-	PUNCT
easat-9142	108	27	making	make	VERB
easat-9142	108	28	processes	process	NOUN
easat-9142	108	29	remains	remain	VERB
easat-9142	108	30	a	a	DET
easat-9142	108	31	key	key	ADJ
easat-9142	108	32	challenge	challenge	NOUN
easat-9142	108	33	.	.	PUNCT
easat-9142	109	1	financial	financial	ADJ
easat-9142	109	2	organizations	organization	NOUN
easat-9142	109	3	need	need	VERB
easat-9142	109	4	to	to	PART
easat-9142	109	5	ensure	ensure	VERB
easat-9142	109	6	that	that	SCONJ
easat-9142	109	7	their	their	PRON
easat-9142	109	8	predictive	predictive	ADJ
easat-9142	109	9	models	model	NOUN
easat-9142	109	10	are	be	AUX
easat-9142	109	11	explainable	explainable	ADJ
easat-9142	109	12	and	and	CCONJ
easat-9142	109	13	comply	comply	ADJ
easat-9142	109	14	with	with	ADP
easat-9142	109	15	privacy	privacy	NOUN
easat-9142	109	16	regulations	regulation	NOUN
easat-9142	109	17	,	,	PUNCT
easat-9142	109	18	all	all	PRON
easat-9142	109	19	while	while	SCONJ
easat-9142	109	20	maintaining	maintain	VERB
easat-9142	109	21	their	their	PRON
easat-9142	109	22	predictive	predictive	ADJ
easat-9142	109	23	capabilities	capability	NOUN
easat-9142	109	24	.	.	PUNCT
easat-9142	110	1	consequently	consequently	ADV
easat-9142	110	2	,	,	PUNCT
easat-9142	110	3	there	there	PRON
easat-9142	110	4	is	be	VERB
easat-9142	110	5	an	an	DET
easat-9142	110	6	increasing	increase	VERB
easat-9142	110	7	demand	demand	NOUN
easat-9142	110	8	for	for	ADP
easat-9142	110	9	research	research	NOUN
easat-9142	110	10	on	on	ADP
easat-9142	110	11	privacy	privacy	NOUN
easat-9142	110	12	-	-	PUNCT
easat-9142	110	13	preserving	preserve	VERB
easat-9142	110	14	techniques	technique	NOUN
easat-9142	110	15	in	in	ADP
easat-9142	110	16	machine	machine	NOUN
easat-9142	110	17	learning	learning	NOUN
easat-9142	110	18	,	,	PUNCT
easat-9142	110	19	including	include	VERB
easat-9142	110	20	federated	federated	ADJ
easat-9142	110	21	learning	learning	NOUN
easat-9142	110	22	and	and	CCONJ
easat-9142	110	23	differential	differential	PROPN
easat-9142	110	24	privacy	privacy	NOUN
easat-9142	110	25	,	,	PUNCT
easat-9142	110	26	which	which	PRON
easat-9142	110	27	can	can	AUX
easat-9142	110	28	assist	assist	VERB
easat-9142	110	29	financial	financial	ADJ
easat-9142	110	30	institutions	institution	NOUN
easat-9142	110	31	in	in	ADP
easat-9142	110	32	developing	develop	VERB
easat-9142	110	33	secure	secure	ADJ
easat-9142	110	34	and	and	CCONJ
easat-9142	110	35	compliant	compliant	ADJ
easat-9142	110	36	predictive	predictive	ADJ
easat-9142	110	37	models	model	NOUN
easat-9142	110	38	[	[	X
easat-9142	110	39	12	12	NUM
easat-9142	110	40	]	]	PUNCT
easat-9142	110	41	.	.	PUNCT
easat-9142	111	1	moreover	moreover	ADV
easat-9142	111	2	,	,	PUNCT
easat-9142	111	3	the	the	DET
easat-9142	111	4	dynamic	dynamic	ADJ
easat-9142	111	5	landscape	landscape	NOUN
easat-9142	111	6	of	of	ADP
easat-9142	111	7	cyber	cyber	NOUN
easat-9142	111	8	-	-	PUNCT
easat-9142	111	9	attacks	attack	NOUN
easat-9142	111	10	presents	present	VERB
easat-9142	111	11	an	an	DET
easat-9142	111	12	additional	additional	ADJ
easat-9142	111	13	challenge	challenge	NOUN
easat-9142	111	14	for	for	ADP
easat-9142	111	15	predictive	predictive	ADJ
easat-9142	111	16	analytics	analytic	NOUN
easat-9142	111	17	in	in	ADP
easat-9142	111	18	financial	financial	ADJ
easat-9142	111	19	information	information	NOUN
easat-9142	111	20	security	security	NOUN
easat-9142	111	21	.	.	PUNCT
easat-9142	112	1	conventional	conventional	ADJ
easat-9142	112	2	machine	machine	NOUN
easat-9142	112	3	learning	learning	NOUN
easat-9142	112	4	models	model	NOUN
easat-9142	112	5	depend	depend	VERB
easat-9142	112	6	significantly	significantly	ADV
easat-9142	112	7	on	on	ADP
easat-9142	112	8	past	past	ADJ
easat-9142	112	9	data	datum	NOUN
easat-9142	112	10	for	for	ADP
easat-9142	112	11	predictions	prediction	NOUN
easat-9142	112	12	;	;	PUNCT
easat-9142	112	13	however	however	ADV
easat-9142	112	14	,	,	PUNCT
easat-9142	112	15	this	this	DET
easat-9142	112	16	method	method	NOUN
easat-9142	112	17	tends	tend	VERB
easat-9142	112	18	to	to	PART
easat-9142	112	19	falter	falter	VERB
easat-9142	112	20	when	when	SCONJ
easat-9142	112	21	confronted	confront	VERB
easat-9142	112	22	with	with	ADP
easat-9142	112	23	novel	novel	NOUN
easat-9142	112	24	or	or	CCONJ
easat-9142	112	25	complex	complex	ADJ
easat-9142	112	26	threats	threat	NOUN
easat-9142	112	27	[	[	X
easat-9142	112	28	6	6	NUM
easat-9142	112	29	]	]	PUNCT
easat-9142	112	30	.	.	PUNCT
easat-9142	113	1	adversarial	adversarial	ADJ
easat-9142	113	2	attacks	attack	NOUN
easat-9142	113	3	,	,	PUNCT
easat-9142	113	4	in	in	ADP
easat-9142	113	5	which	which	PRON
easat-9142	113	6	malicious	malicious	ADJ
easat-9142	113	7	entities	entity	NOUN
easat-9142	113	8	alter	alter	VERB
easat-9142	113	9	input	input	NOUN
easat-9142	113	10	data	datum	NOUN
easat-9142	113	11	to	to	PART
easat-9142	113	12	mislead	mislead	VERB
easat-9142	113	13	predictive	predictive	ADJ
easat-9142	113	14	models	model	NOUN
easat-9142	113	15	,	,	PUNCT
easat-9142	113	16	are	be	AUX
easat-9142	113	17	increasingly	increasingly	ADV
easat-9142	113	18	becoming	become	VERB
easat-9142	113	19	a	a	DET
easat-9142	113	20	significant	significant	ADJ
easat-9142	113	21	issue	issue	NOUN
easat-9142	113	22	in	in	ADP
easat-9142	113	23	the	the	DET
easat-9142	113	24	realm	realm	NOUN
easat-9142	113	25	of	of	ADP
easat-9142	113	26	ai	ai	ADJ
easat-9142	113	27	-	-	PUNCT
easat-9142	113	28	driven	drive	VERB
easat-9142	113	29	cybersecurity	cybersecurity	NOUN
easat-9142	113	30	.	.	PUNCT
easat-9142	114	1	according	accord	VERB
easat-9142	114	2	to	to	ADP
easat-9142	114	3	the	the	DET
easat-9142	114	4	findings	finding	NOUN
easat-9142	114	5	of	of	ADP
easat-9142	114	6	baniecki	baniecki	PROPN
easat-9142	114	7	and	and	CCONJ
easat-9142	114	8	biecek	biecek	NOUN
easat-9142	114	9	[	[	X
easat-9142	114	10	14	14	NUM
easat-9142	114	11	]	]	X
easat-9142	114	12	adversarial	adversarial	ADJ
easat-9142	114	13	attacks	attack	NOUN
easat-9142	114	14	significantly	significantly	ADV
easat-9142	114	15	compromise	compromise	VERB
easat-9142	114	16	the	the	DET
easat-9142	114	17	reliability	reliability	NOUN
easat-9142	114	18	of	of	ADP
easat-9142	114	19	ai	ai	PROPN
easat-9142	114	20	systems	system	NOUN
easat-9142	114	21	,	,	PUNCT
easat-9142	114	22	thereby	thereby	ADV
easat-9142	114	23	challenging	challenge	VERB
easat-9142	114	24	the	the	DET
easat-9142	114	25	trustworthiness	trustworthiness	NOUN
easat-9142	114	26	of	of	ADP
easat-9142	114	27	predictions	prediction	NOUN
easat-9142	114	28	in	in	ADP
easat-9142	114	29	critical	critical	ADJ
easat-9142	114	30	financial	financial	ADJ
easat-9142	114	31	contexts	contexts	NOUN
easat-9142	114	32	.	.	PUNCT
easat-9142	115	1	therefore	therefore	ADV
easat-9142	115	2	,	,	PUNCT
easat-9142	115	3	research	research	NOUN
easat-9142	115	4	into	into	ADP
easat-9142	115	5	developing	develop	VERB
easat-9142	115	6	more	more	ADV
easat-9142	115	7	robust	robust	ADJ
easat-9142	115	8	and	and	CCONJ
easat-9142	115	9	resilient	resilient	ADJ
easat-9142	115	10	predictive	predictive	ADJ
easat-9142	115	11	models	model	NOUN
easat-9142	115	12	is	be	AUX
easat-9142	115	13	necessary	necessary	ADJ
easat-9142	115	14	to	to	PART
easat-9142	115	15	enhance	enhance	VERB
easat-9142	115	16	the	the	DET
easat-9142	115	17	identification	identification	NOUN
easat-9142	115	18	and	and	CCONJ
easat-9142	115	19	mitigation	mitigation	NOUN
easat-9142	115	20	of	of	ADP
easat-9142	115	21	emerging	emerge	VERB
easat-9142	115	22	cyber	cyber	NOUN
easat-9142	115	23	threats	threat	NOUN
easat-9142	115	24	.	.	PUNCT
easat-9142	116	1	with	with	ADP
easat-9142	116	2	the	the	DET
easat-9142	116	3	ongoing	ongoing	ADJ
easat-9142	116	4	advancements	advancement	NOUN
easat-9142	116	5	in	in	ADP
easat-9142	116	6	ai	ai	NOUN
easat-9142	116	7	and	and	CCONJ
easat-9142	116	8	machine	machine	NOUN
easat-9142	116	9	learning	learning	NOUN
easat-9142	116	10	technologies	technology	NOUN
easat-9142	116	11	,	,	PUNCT
easat-9142	116	12	financial	financial	ADJ
easat-9142	116	13	institutions	institution	NOUN
easat-9142	116	14	must	must	AUX
easat-9142	116	15	adopt	adopt	VERB
easat-9142	116	16	more	more	ADV
easat-9142	116	17	sophisticated	sophisticated	ADJ
easat-9142	116	18	and	and	CCONJ
easat-9142	116	19	adaptive	adaptive	ADJ
easat-9142	116	20	models	model	NOUN
easat-9142	116	21	that	that	PRON
easat-9142	116	22	can	can	AUX
easat-9142	116	23	handle	handle	VERB
easat-9142	116	24	these	these	DET
easat-9142	116	25	evolving	evolve	VERB
easat-9142	116	26	challenges	challenge	NOUN
easat-9142	116	27	and	and	CCONJ
easat-9142	116	28	remain	remain	VERB
easat-9142	116	29	effective	effective	ADJ
easat-9142	116	30	in	in	ADP
easat-9142	116	31	an	an	DET
easat-9142	116	32	ever	ever	ADV
easat-9142	116	33	-	-	PUNCT
easat-9142	116	34	changing	change	VERB
easat-9142	116	35	cybersecurity	cybersecurity	NOUN
easat-9142	116	36	landscape	landscape	NOUN
easat-9142	116	37	[	[	X
easat-9142	116	38	8	8	NUM
easat-9142	116	39	]	]	X
easat-9142	116	40	.	.	PUNCT
easat-9142	117	1	2226	2226	NUM
easat-9142	117	2	edelweiss	edelweiss	PROPN
easat-9142	117	3	applied	apply	VERB
easat-9142	117	4	science	science	NOUN
easat-9142	117	5	and	and	CCONJ
easat-9142	117	6	technology	technology	NOUN
easat-9142	117	7	issn	issn	PROPN
easat-9142	117	8	:	:	PUNCT
easat-9142	117	9	2576	2576	NUM
easat-9142	117	10	-	-	SYM
easat-9142	117	11	8484	8484	NUM
easat-9142	117	12	vol	vol	NOUN
easat-9142	117	13	.	.	PROPN
easat-9142	118	1	9	9	NUM
easat-9142	118	2	,	,	PUNCT
easat-9142	118	3	no	no	INTJ
easat-9142	118	4	.	.	NOUN
easat-9142	118	5	7	7	NUM
easat-9142	118	6	:	:	SYM
easat-9142	118	7	2222	2222	NUM
easat-9142	118	8	-	-	SYM
easat-9142	118	9	2245	2245	NUM
easat-9142	118	10	,	,	PUNCT
easat-9142	118	11	2025	2025	NUM
easat-9142	118	12	doi	doi	NOUN
easat-9142	118	13	:	:	PUNCT
easat-9142	118	14	10.55214/2576	10.55214/2576	NUM
easat-9142	118	15	-	-	PUNCT
easat-9142	118	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	119	1	©	©	PROPN
easat-9142	119	2	2025	2025	NUM
easat-9142	119	3	by	by	ADP
easat-9142	119	4	the	the	DET
easat-9142	119	5	authors	author	NOUN
easat-9142	119	6	;	;	PUNCT
easat-9142	119	7	licensee	licensee	PROPN
easat-9142	119	8	learning	learn	VERB
easat-9142	119	9	gate	gate	NOUN
easat-9142	119	10	table	table	NOUN
easat-9142	119	11	2	2	NUM
easat-9142	119	12	.	.	PUNCT
easat-9142	119	13	types	type	NOUN
easat-9142	119	14	,	,	PUNCT
easat-9142	119	15	applications	application	NOUN
easat-9142	119	16	,	,	PUNCT
easat-9142	119	17	and	and	CCONJ
easat-9142	119	18	preventive	preventive	ADJ
easat-9142	119	19	actions	action	NOUN
easat-9142	119	20	of	of	ADP
easat-9142	119	21	financial	financial	ADJ
easat-9142	119	22	information	information	NOUN
easat-9142	119	23	security	security	NOUN
easat-9142	119	24	.	.	PUNCT
easat-9142	120	1	types	type	NOUN
easat-9142	120	2	of	of	ADP
easat-9142	120	3	financial	financial	ADJ
easat-9142	120	4	information	information	NOUN
easat-9142	120	5	security	security	NOUN
easat-9142	120	6	prospective	prospective	ADJ
easat-9142	120	7	applications	application	NOUN
easat-9142	120	8	preventive	preventive	ADJ
easat-9142	120	9	actions	action	NOUN
easat-9142	120	10	source	source	NOUN
easat-9142	120	11	fraud	fraud	NOUN
easat-9142	120	12	detection	detection	NOUN
easat-9142	120	13	machine	machine	NOUN
easat-9142	120	14	learning	learning	NOUN
easat-9142	120	15	models	model	NOUN
easat-9142	120	16	identify	identify	VERB
easat-9142	120	17	atypical	atypical	ADJ
easat-9142	120	18	patterns	pattern	NOUN
easat-9142	120	19	in	in	ADP
easat-9142	120	20	financial	financial	ADJ
easat-9142	120	21	transactions	transaction	NOUN
easat-9142	120	22	to	to	PART
easat-9142	120	23	mitigate	mitigate	VERB
easat-9142	120	24	fraudulent	fraudulent	ADJ
easat-9142	120	25	activities	activity	NOUN
easat-9142	120	26	as	as	SCONJ
easat-9142	120	27	they	they	PRON
easat-9142	120	28	occur	occur	VERB
easat-9142	120	29	.	.	PUNCT
easat-9142	121	1	these	these	DET
easat-9142	121	2	models	model	NOUN
easat-9142	121	3	can	can	AUX
easat-9142	121	4	continuously	continuously	ADV
easat-9142	121	5	improve	improve	VERB
easat-9142	121	6	by	by	ADP
easat-9142	121	7	learning	learn	VERB
easat-9142	121	8	from	from	ADP
easat-9142	121	9	historical	historical	ADJ
easat-9142	121	10	data	datum	NOUN
easat-9142	121	11	,	,	PUNCT
easat-9142	121	12	helping	help	VERB
easat-9142	121	13	institutions	institution	NOUN
easat-9142	121	14	predict	predict	VERB
easat-9142	121	15	future	future	ADJ
easat-9142	121	16	fraudulent	fraudulent	ADJ
easat-9142	121	17	behaviors	behavior	NOUN
easat-9142	121	18	.	.	PUNCT
easat-9142	122	1	implement	implement	VERB
easat-9142	122	2	machine	machine	NOUN
easat-9142	122	3	learningbased	learningbase	VERB
easat-9142	122	4	fraud	fraud	NOUN
easat-9142	122	5	detection	detection	NOUN
easat-9142	122	6	systems	system	NOUN
easat-9142	122	7	to	to	PART
easat-9142	122	8	flag	flag	VERB
easat-9142	122	9	suspicious	suspicious	ADJ
easat-9142	122	10	transactions	transaction	NOUN
easat-9142	122	11	and	and	CCONJ
easat-9142	122	12	reduce	reduce	VERB
easat-9142	122	13	the	the	DET
easat-9142	122	14	potential	potential	NOUN
easat-9142	122	15	for	for	ADP
easat-9142	122	16	deceptive	deceptive	ADJ
easat-9142	122	17	practices	practice	NOUN
easat-9142	122	18	.	.	PUNCT
easat-9142	123	1	ashfaq	ashfaq	NOUN
easat-9142	123	2	,	,	PUNCT
easat-9142	123	3	et	et	PROPN
easat-9142	123	4	al	al	PROPN
easat-9142	123	5	.	.	PUNCT
easat-9142	124	1	[	[	X
easat-9142	124	2	24	24	NUM
easat-9142	124	3	]	]	PUNCT
easat-9142	124	4	risk	risk	NOUN
easat-9142	124	5	management	management	NOUN
easat-9142	124	6	models	model	NOUN
easat-9142	124	7	utilizing	utilize	VERB
easat-9142	124	8	artificial	artificial	ADJ
easat-9142	124	9	intelligence	intelligence	NOUN
easat-9142	124	10	evaluate	evaluate	VERB
easat-9142	124	11	the	the	DET
easat-9142	124	12	potential	potential	ADJ
easat-9142	124	13	risks	risk	NOUN
easat-9142	124	14	associated	associate	VERB
easat-9142	124	15	with	with	ADP
easat-9142	124	16	transactions	transaction	NOUN
easat-9142	124	17	,	,	PUNCT
easat-9142	124	18	investments	investment	NOUN
easat-9142	124	19	,	,	PUNCT
easat-9142	124	20	or	or	CCONJ
easat-9142	124	21	customers	customer	NOUN
easat-9142	124	22	by	by	ADP
easat-9142	124	23	analyzing	analyze	VERB
easat-9142	124	24	past	past	ADJ
easat-9142	124	25	behavior	behavior	NOUN
easat-9142	124	26	and	and	CCONJ
easat-9142	124	27	market	market	NOUN
easat-9142	124	28	trends	trend	NOUN
easat-9142	124	29	,	,	PUNCT
easat-9142	124	30	assisting	assist	VERB
easat-9142	124	31	financial	financial	ADJ
easat-9142	124	32	institutions	institution	NOUN
easat-9142	124	33	in	in	ADP
easat-9142	124	34	making	make	VERB
easat-9142	124	35	informed	informed	ADJ
easat-9142	124	36	decisions	decision	NOUN
easat-9142	124	37	and	and	CCONJ
easat-9142	124	38	preventing	prevent	VERB
easat-9142	124	39	high	high	ADJ
easat-9142	124	40	-	-	PUNCT
easat-9142	124	41	risk	risk	NOUN
easat-9142	124	42	activities	activity	NOUN
easat-9142	124	43	.	.	PUNCT
easat-9142	125	1	establish	establish	VERB
easat-9142	125	2	ai	ai	ADJ
easat-9142	125	3	-	-	PUNCT
easat-9142	125	4	driven	drive	VERB
easat-9142	125	5	risk	risk	NOUN
easat-9142	125	6	assessment	assessment	NOUN
easat-9142	125	7	models	model	NOUN
easat-9142	125	8	to	to	PART
easat-9142	125	9	continuously	continuously	ADV
easat-9142	125	10	monitor	monitor	VERB
easat-9142	125	11	transaction	transaction	NOUN
easat-9142	125	12	patterns	pattern	NOUN
easat-9142	125	13	and	and	CCONJ
easat-9142	125	14	provide	provide	VERB
easat-9142	125	15	alerts	alert	NOUN
easat-9142	125	16	for	for	ADP
easat-9142	125	17	potential	potential	ADJ
easat-9142	125	18	high	high	ADJ
easat-9142	125	19	-	-	PUNCT
easat-9142	125	20	risk	risk	NOUN
easat-9142	125	21	activities	activity	NOUN
easat-9142	125	22	.	.	PUNCT
easat-9142	126	1	williams	williams	PROPN
easat-9142	126	2	,	,	PUNCT
easat-9142	126	3	et	et	PROPN
easat-9142	126	4	al	al	PROPN
easat-9142	126	5	.	.	PUNCT
easat-9142	127	1	[	[	X
easat-9142	127	2	11	11	NUM
easat-9142	127	3	]	]	X
easat-9142	127	4	behavioral	behavioral	ADJ
easat-9142	127	5	analytics	analytic	NOUN
easat-9142	127	6	predictive	predictive	ADJ
easat-9142	127	7	analytics	analytic	NOUN
easat-9142	127	8	models	model	NOUN
easat-9142	127	9	monitor	monitor	VERB
easat-9142	127	10	user	user	NOUN
easat-9142	127	11	behavior	behavior	NOUN
easat-9142	127	12	and	and	CCONJ
easat-9142	127	13	detect	detect	VERB
easat-9142	127	14	abnormal	abnormal	ADJ
easat-9142	127	15	activities	activity	NOUN
easat-9142	127	16	such	such	ADJ
easat-9142	127	17	as	as	ADP
easat-9142	127	18	unusual	unusual	ADJ
easat-9142	127	19	logins	login	NOUN
easat-9142	127	20	,	,	PUNCT
easat-9142	127	21	transactions	transaction	NOUN
easat-9142	127	22	,	,	PUNCT
easat-9142	127	23	or	or	CCONJ
easat-9142	127	24	access	access	NOUN
easat-9142	127	25	patterns	pattern	NOUN
easat-9142	127	26	to	to	PART
easat-9142	127	27	prevent	prevent	VERB
easat-9142	127	28	identity	identity	NOUN
easat-9142	127	29	theft	theft	NOUN
easat-9142	127	30	or	or	CCONJ
easat-9142	127	31	account	account	NOUN
easat-9142	127	32	takeovers	takeover	NOUN
easat-9142	127	33	.	.	PUNCT
easat-9142	128	1	deploy	deploy	VERB
easat-9142	128	2	behavioral	behavioral	ADJ
easat-9142	128	3	analytics	analytic	NOUN
easat-9142	128	4	solutions	solution	NOUN
easat-9142	128	5	to	to	PART
easat-9142	128	6	detect	detect	VERB
easat-9142	128	7	deviations	deviation	NOUN
easat-9142	128	8	from	from	ADP
easat-9142	128	9	regular	regular	ADJ
easat-9142	128	10	user	user	NOUN
easat-9142	128	11	behavior	behavior	NOUN
easat-9142	128	12	and	and	CCONJ
easat-9142	128	13	prevent	prevent	VERB
easat-9142	128	14	unauthorized	unauthorized	ADJ
easat-9142	128	15	access	access	NOUN
easat-9142	128	16	or	or	CCONJ
easat-9142	128	17	identity	identity	NOUN
easat-9142	128	18	theft	theft	NOUN
easat-9142	128	19	.	.	PUNCT
easat-9142	129	1	shah	shah	NOUN
easat-9142	129	2	,	,	PUNCT
easat-9142	129	3	et	et	PROPN
easat-9142	129	4	al	al	PROPN
easat-9142	129	5	.	.	PUNCT
easat-9142	130	1	[	[	X
easat-9142	130	2	25	25	NUM
easat-9142	130	3	]	]	X
easat-9142	130	4	cyber	cyber	NOUN
easat-9142	130	5	threat	threat	NOUN
easat-9142	130	6	intelligence	intelligence	NOUN
easat-9142	130	7	artificial	artificial	ADJ
easat-9142	130	8	intelligence	intelligence	NOUN
easat-9142	130	9	systems	system	NOUN
easat-9142	130	10	forecast	forecast	VERB
easat-9142	130	11	possible	possible	ADJ
easat-9142	130	12	cyber	cyber	NOUN
easat-9142	130	13	-	-	PUNCT
easat-9142	130	14	attacks	attack	NOUN
easat-9142	130	15	through	through	ADP
easat-9142	130	16	the	the	DET
easat-9142	130	17	examination	examination	NOUN
easat-9142	130	18	of	of	ADP
easat-9142	130	19	network	network	NOUN
easat-9142	130	20	traffic	traffic	NOUN
easat-9142	130	21	patterns	pattern	NOUN
easat-9142	130	22	,	,	PUNCT
easat-9142	130	23	historical	historical	ADJ
easat-9142	130	24	attack	attack	NOUN
easat-9142	130	25	information	information	NOUN
easat-9142	130	26	,	,	PUNCT
easat-9142	130	27	and	and	CCONJ
easat-9142	130	28	external	external	ADJ
easat-9142	130	29	threat	threat	NOUN
easat-9142	130	30	intelligence	intelligence	NOUN
easat-9142	130	31	,	,	PUNCT
easat-9142	130	32	enabling	enable	VERB
easat-9142	130	33	financial	financial	ADJ
easat-9142	130	34	institutions	institution	NOUN
easat-9142	130	35	to	to	PART
easat-9142	130	36	adopt	adopt	VERB
easat-9142	130	37	proactive	proactive	ADJ
easat-9142	130	38	measures	measure	NOUN
easat-9142	130	39	and	and	CCONJ
easat-9142	130	40	reduce	reduce	VERB
easat-9142	130	41	cyber	cyber	NOUN
easat-9142	130	42	risks	risk	NOUN
easat-9142	130	43	.	.	PUNCT
easat-9142	131	1	employ	employ	VERB
easat-9142	131	2	predictive	predictive	ADJ
easat-9142	131	3	models	model	NOUN
easat-9142	131	4	for	for	ADP
easat-9142	131	5	cyber	cyber	ADJ
easat-9142	131	6	threat	threat	NOUN
easat-9142	131	7	intelligence	intelligence	NOUN
easat-9142	131	8	to	to	PART
easat-9142	131	9	pinpoint	pinpoint	VERB
easat-9142	131	10	vulnerabilities	vulnerability	NOUN
easat-9142	131	11	and	and	CCONJ
easat-9142	131	12	proactively	proactively	ADV
easat-9142	131	13	address	address	VERB
easat-9142	131	14	potential	potential	ADJ
easat-9142	131	15	cyber	cyber	NOUN
easat-9142	131	16	-	-	PUNCT
easat-9142	131	17	attacks	attack	NOUN
easat-9142	131	18	before	before	SCONJ
easat-9142	131	19	they	they	PRON
easat-9142	131	20	manifest	manifest	VERB
easat-9142	131	21	.	.	PUNCT
easat-9142	132	1	yeboah	yeboah	NOUN
easat-9142	132	2	-	-	PUNCT
easat-9142	132	3	ofori	ofori	PROPN
easat-9142	132	4	,	,	PUNCT
easat-9142	132	5	et	et	PROPN
easat-9142	132	6	al	al	PROPN
easat-9142	132	7	.	.	PUNCT
easat-9142	133	1	[	[	X
easat-9142	133	2	26	26	NUM
easat-9142	133	3	]	]	PUNCT
easat-9142	133	4	encryption	encryption	NOUN
easat-9142	133	5	encryption	encryption	NOUN
easat-9142	133	6	methods	method	NOUN
easat-9142	133	7	safeguard	safeguard	VERB
easat-9142	133	8	sensitive	sensitive	ADJ
easat-9142	133	9	financial	financial	ADJ
easat-9142	133	10	information	information	NOUN
easat-9142	133	11	by	by	ADP
easat-9142	133	12	transforming	transform	VERB
easat-9142	133	13	it	it	PRON
easat-9142	133	14	into	into	ADP
easat-9142	133	15	an	an	DET
easat-9142	133	16	unreadable	unreadable	ADJ
easat-9142	133	17	format	format	NOUN
easat-9142	133	18	,	,	PUNCT
easat-9142	133	19	thereby	thereby	ADV
easat-9142	133	20	ensuring	ensure	VERB
easat-9142	133	21	data	datum	NOUN
easat-9142	133	22	privacy	privacy	NOUN
easat-9142	133	23	and	and	CCONJ
easat-9142	133	24	confidentiality	confidentiality	NOUN
easat-9142	133	25	throughout	throughout	ADP
easat-9142	133	26	transmission	transmission	NOUN
easat-9142	133	27	or	or	CCONJ
easat-9142	133	28	storage	storage	NOUN
easat-9142	133	29	.	.	PUNCT
easat-9142	134	1	implement	implement	VERB
easat-9142	134	2	end	end	NOUN
easat-9142	134	3	-	-	PUNCT
easat-9142	134	4	to	to	ADP
easat-9142	134	5	-	-	PUNCT
easat-9142	134	6	end	end	NOUN
easat-9142	134	7	encryption	encryption	NOUN
easat-9142	134	8	protocols	protocol	NOUN
easat-9142	134	9	to	to	PART
easat-9142	134	10	secure	secure	VERB
easat-9142	134	11	data	datum	NOUN
easat-9142	134	12	during	during	ADP
easat-9142	134	13	transmission	transmission	NOUN
easat-9142	134	14	and	and	CCONJ
easat-9142	134	15	protect	protect	VERB
easat-9142	134	16	customer	customer	NOUN
easat-9142	134	17	information	information	NOUN
easat-9142	134	18	from	from	ADP
easat-9142	134	19	interception	interception	NOUN
easat-9142	134	20	.	.	PUNCT
easat-9142	135	1	karbasi	karbasi	NOUN
easat-9142	135	2	and	and	CCONJ
easat-9142	135	3	shahpasand	shahpasand	NOUN
easat-9142	135	4	[	[	X
easat-9142	135	5	27	27	NUM
easat-9142	135	6	]	]	PUNCT
easat-9142	135	7	access	access	NOUN
easat-9142	135	8	control	control	NOUN
easat-9142	135	9	access	access	NOUN
easat-9142	135	10	control	control	NOUN
easat-9142	135	11	mechanisms	mechanism	NOUN
easat-9142	135	12	ensure	ensure	VERB
easat-9142	135	13	that	that	SCONJ
easat-9142	135	14	only	only	ADV
easat-9142	135	15	authorized	authorize	VERB
easat-9142	135	16	personnel	personnel	NOUN
easat-9142	135	17	can	can	AUX
easat-9142	135	18	access	access	VERB
easat-9142	135	19	specific	specific	ADJ
easat-9142	135	20	financial	financial	ADJ
easat-9142	135	21	information	information	NOUN
easat-9142	135	22	,	,	PUNCT
easat-9142	135	23	preventing	prevent	VERB
easat-9142	135	24	unauthorized	unauthorized	ADJ
easat-9142	135	25	access	access	NOUN
easat-9142	135	26	and	and	CCONJ
easat-9142	135	27	reducing	reduce	VERB
easat-9142	135	28	the	the	DET
easat-9142	135	29	risk	risk	NOUN
easat-9142	135	30	of	of	ADP
easat-9142	135	31	data	datum	NOUN
easat-9142	135	32	breaches	breach	NOUN
easat-9142	135	33	.	.	PUNCT
easat-9142	136	1	enforce	enforce	VERB
easat-9142	136	2	strict	strict	ADJ
easat-9142	136	3	access	access	NOUN
easat-9142	136	4	control	control	NOUN
easat-9142	136	5	policies	policy	NOUN
easat-9142	136	6	,	,	PUNCT
easat-9142	136	7	ensuring	ensure	VERB
easat-9142	136	8	that	that	SCONJ
easat-9142	136	9	only	only	ADV
easat-9142	136	10	authorized	authorize	VERB
easat-9142	136	11	personnel	personnel	NOUN
easat-9142	136	12	can	can	AUX
easat-9142	136	13	access	access	VERB
easat-9142	136	14	critical	critical	ADJ
easat-9142	136	15	financial	financial	ADJ
easat-9142	136	16	systems	system	NOUN
easat-9142	136	17	and	and	CCONJ
easat-9142	136	18	data	datum	NOUN
easat-9142	136	19	.	.	PUNCT
easat-9142	137	1	ward	ward	NOUN
easat-9142	137	2	and	and	CCONJ
easat-9142	137	3	smith	smith	NOUN
easat-9142	138	1	[	[	X
easat-9142	138	2	28	28	NUM
easat-9142	138	3	]	]	X
easat-9142	138	4	network	network	NOUN
easat-9142	138	5	security	security	NOUN
easat-9142	138	6	network	network	NOUN
easat-9142	138	7	security	security	NOUN
easat-9142	138	8	measures	measure	NOUN
easat-9142	138	9	,	,	PUNCT
easat-9142	138	10	including	include	VERB
easat-9142	138	11	firewalls	firewall	NOUN
easat-9142	138	12	,	,	PUNCT
easat-9142	138	13	intrusion	intrusion	NOUN
easat-9142	138	14	detection	detection	NOUN
easat-9142	138	15	systems	system	NOUN
easat-9142	138	16	,	,	PUNCT
easat-9142	138	17	and	and	CCONJ
easat-9142	138	18	secure	secure	VERB
easat-9142	138	19	communication	communication	NOUN
easat-9142	138	20	protocols	protocol	NOUN
easat-9142	138	21	,	,	PUNCT
easat-9142	138	22	help	help	AUX
easat-9142	138	23	prevent	prevent	VERB
easat-9142	138	24	unauthorized	unauthorized	ADJ
easat-9142	138	25	access	access	NOUN
easat-9142	138	26	and	and	CCONJ
easat-9142	138	27	cyber	cyber	NOUN
easat-9142	138	28	-	-	PUNCT
easat-9142	138	29	attacks	attack	NOUN
easat-9142	138	30	on	on	ADP
easat-9142	138	31	financial	financial	ADJ
easat-9142	138	32	institutions	institution	NOUN
easat-9142	138	33	'	'	PART
easat-9142	138	34	networks	network	NOUN
easat-9142	138	35	.	.	PUNCT
easat-9142	139	1	use	use	NOUN
easat-9142	139	2	firewalls	firewall	NOUN
easat-9142	139	3	,	,	PUNCT
easat-9142	139	4	intrusion	intrusion	NOUN
easat-9142	139	5	detection	detection	NOUN
easat-9142	139	6	systems	system	NOUN
easat-9142	139	7	,	,	PUNCT
easat-9142	139	8	and	and	CCONJ
easat-9142	139	9	secure	secure	VERB
easat-9142	139	10	communication	communication	NOUN
easat-9142	139	11	protocols	protocol	NOUN
easat-9142	139	12	to	to	PART
easat-9142	139	13	safeguard	safeguard	VERB
easat-9142	139	14	financial	financial	ADJ
easat-9142	139	15	institutions	institution	NOUN
easat-9142	139	16	'	'	PART
easat-9142	139	17	networks	network	NOUN
easat-9142	139	18	from	from	ADP
easat-9142	139	19	cyber	cyber	PROPN
easat-9142	139	20	threats	threat	NOUN
easat-9142	139	21	.	.	PUNCT
easat-9142	140	1	qasaimeh	qasaimeh	NOUN
easat-9142	140	2	,	,	PUNCT
easat-9142	140	3	et	et	PROPN
easat-9142	140	4	al	al	PROPN
easat-9142	140	5	.	.	PUNCT
easat-9142	141	1	[	[	X
easat-9142	141	2	29	29	NUM
easat-9142	141	3	]	]	PUNCT
easat-9142	141	4	data	datum	NOUN
easat-9142	141	5	integrity	integrity	NOUN
easat-9142	141	6	data	datum	NOUN
easat-9142	141	7	integrity	integrity	NOUN
easat-9142	141	8	solutions	solution	NOUN
easat-9142	141	9	ensure	ensure	VERB
easat-9142	141	10	that	that	SCONJ
easat-9142	141	11	financial	financial	ADJ
easat-9142	141	12	data	datum	NOUN
easat-9142	141	13	is	be	AUX
easat-9142	141	14	accurate	accurate	ADJ
easat-9142	141	15	,	,	PUNCT
easat-9142	141	16	consistent	consistent	ADJ
easat-9142	141	17	,	,	PUNCT
easat-9142	141	18	and	and	CCONJ
easat-9142	141	19	reliable	reliable	ADJ
easat-9142	141	20	by	by	ADP
easat-9142	141	21	detecting	detect	VERB
easat-9142	141	22	and	and	CCONJ
easat-9142	141	23	preventing	prevent	VERB
easat-9142	141	24	unauthorized	unauthorized	ADJ
easat-9142	141	25	alterations	alteration	NOUN
easat-9142	141	26	or	or	CCONJ
easat-9142	141	27	corruptions	corruption	NOUN
easat-9142	141	28	.	.	PUNCT
easat-9142	141	29	establish	establish	VERB
easat-9142	141	30	protocols	protocol	NOUN
easat-9142	141	31	for	for	ADP
easat-9142	141	32	data	datum	NOUN
easat-9142	141	33	integrity	integrity	NOUN
easat-9142	141	34	and	and	CCONJ
easat-9142	141	35	conduct	conduct	VERB
easat-9142	141	36	regular	regular	ADJ
easat-9142	141	37	audits	audits	NOUN
easat-9142	141	38	to	to	PART
easat-9142	141	39	maintain	maintain	VERB
easat-9142	141	40	the	the	DET
easat-9142	141	41	accuracy	accuracy	NOUN
easat-9142	141	42	of	of	ADP
easat-9142	141	43	financial	financial	ADJ
easat-9142	141	44	data	datum	NOUN
easat-9142	141	45	and	and	CCONJ
easat-9142	141	46	protect	protect	VERB
easat-9142	141	47	it	it	PRON
easat-9142	141	48	from	from	ADP
easat-9142	141	49	unauthorized	unauthorized	ADJ
easat-9142	141	50	alterations	alteration	NOUN
easat-9142	141	51	.	.	PUNCT
easat-9142	142	1	sabale	sabale	NOUN
easat-9142	142	2	,	,	PUNCT
easat-9142	142	3	et	et	PROPN
easat-9142	142	4	al	al	PROPN
easat-9142	142	5	.	.	PUNCT
easat-9142	143	1	[	[	X
easat-9142	143	2	30	30	NUM
easat-9142	143	3	]	]	SYM
easat-9142	143	4	3	3	NUM
easat-9142	143	5	.	.	X
easat-9142	143	6	research	research	NOUN
easat-9142	143	7	methodology	methodology	NOUN
easat-9142	143	8	the	the	DET
easat-9142	143	9	prisma	prisma	PROPN
easat-9142	143	10	2020	2020	NUM
easat-9142	143	11	methodology	methodology	NOUN
easat-9142	143	12	is	be	AUX
easat-9142	143	13	widely	widely	ADV
easat-9142	143	14	acknowledged	acknowledge	VERB
easat-9142	143	15	as	as	ADP
easat-9142	143	16	the	the	DET
easat-9142	143	17	benchmark	benchmark	NOUN
easat-9142	143	18	framework	framework	NOUN
easat-9142	143	19	for	for	ADP
easat-9142	143	20	the	the	DET
easat-9142	143	21	execution	execution	NOUN
easat-9142	143	22	and	and	CCONJ
easat-9142	143	23	documentation	documentation	NOUN
easat-9142	143	24	of	of	ADP
easat-9142	143	25	systematic	systematic	ADJ
easat-9142	143	26	reviews	review	NOUN
easat-9142	143	27	and	and	CCONJ
easat-9142	143	28	meta	meta	NOUN
easat-9142	143	29	-	-	PUNCT
easat-9142	143	30	analyses	analysis	NOUN
easat-9142	143	31	.	.	PUNCT
easat-9142	144	1	for	for	ADP
easat-9142	144	2	this	this	DET
easat-9142	144	3	research	research	NOUN
easat-9142	144	4	on	on	ADP
easat-9142	144	5	"	"	PUNCT
easat-9142	144	6	advanced	advanced	ADJ
easat-9142	144	7	predictive	predictive	ADJ
easat-9142	144	8	analytics	analytic	NOUN
easat-9142	144	9	in	in	ADP
easat-9142	144	10	financial	financial	ADJ
easat-9142	144	11	information	information	NOUN
easat-9142	144	12	security	security	NOUN
easat-9142	144	13	,	,	PUNCT
easat-9142	144	14	"	"	PUNCT
easat-9142	144	15	a	a	DET
easat-9142	144	16	comprehensive	comprehensive	ADJ
easat-9142	144	17	analysis	analysis	NOUN
easat-9142	144	18	will	will	AUX
easat-9142	144	19	be	be	AUX
easat-9142	144	20	undertaken	undertake	VERB
easat-9142	144	21	following	follow	VERB
easat-9142	144	22	the	the	DET
easat-9142	144	23	prisma	prisma	PROPN
easat-9142	144	24	2020	2020	NUM
easat-9142	144	25	guidelines	guideline	NOUN
easat-9142	144	26	to	to	PART
easat-9142	144	27	assess	assess	VERB
easat-9142	144	28	the	the	DET
easat-9142	144	29	various	various	ADJ
easat-9142	144	30	predictive	predictive	ADJ
easat-9142	144	31	analytics	analytic	NOUN
easat-9142	144	32	techniques	technique	NOUN
easat-9142	144	33	used	use	VERB
easat-9142	144	34	in	in	ADP
easat-9142	144	35	financial	financial	ADJ
easat-9142	144	36	security	security	NOUN
easat-9142	144	37	,	,	PUNCT
easat-9142	144	38	including	include	VERB
easat-9142	144	39	machine	machine	NOUN
easat-9142	144	40	learning	learning	NOUN
easat-9142	144	41	,	,	PUNCT
easat-9142	144	42	ai	ai	VERB
easat-9142	144	43	,	,	PUNCT
easat-9142	144	44	and	and	CCONJ
easat-9142	144	45	big	big	ADJ
easat-9142	144	46	data	datum	NOUN
easat-9142	144	47	analytics	analytic	NOUN
easat-9142	144	48	[	[	X
easat-9142	144	49	21	21	NUM
easat-9142	144	50	]	]	PUNCT
easat-9142	144	51	.	.	PUNCT
easat-9142	145	1	the	the	DET
easat-9142	145	2	systematic	systematic	ADJ
easat-9142	145	3	review	review	NOUN
easat-9142	145	4	will	will	AUX
easat-9142	145	5	help	help	VERB
easat-9142	145	6	synthesise	synthesise	VERB
easat-9142	145	7	existing	exist	VERB
easat-9142	145	8	studies	study	NOUN
easat-9142	145	9	on	on	ADP
easat-9142	145	10	how	how	SCONJ
easat-9142	145	11	predictive	predictive	ADJ
easat-9142	145	12	models	model	NOUN
easat-9142	145	13	are	be	AUX
easat-9142	145	14	applied	apply	VERB
easat-9142	145	15	in	in	ADP
easat-9142	145	16	fraud	fraud	NOUN
easat-9142	145	17	detection	detection	NOUN
easat-9142	145	18	,	,	PUNCT
easat-9142	145	19	risk	risk	NOUN
easat-9142	145	20	management	management	NOUN
easat-9142	145	21	,	,	PUNCT
easat-9142	145	22	2227	2227	NUM
easat-9142	145	23	edelweiss	edelweiss	PROPN
easat-9142	145	24	applied	apply	VERB
easat-9142	145	25	science	science	NOUN
easat-9142	145	26	and	and	CCONJ
easat-9142	145	27	technology	technology	NOUN
easat-9142	145	28	issn	issn	PROPN
easat-9142	145	29	:	:	PUNCT
easat-9142	145	30	2576	2576	NUM
easat-9142	145	31	-	-	SYM
easat-9142	145	32	8484	8484	NUM
easat-9142	145	33	vol	vol	NOUN
easat-9142	145	34	.	.	PROPN
easat-9142	146	1	9	9	NUM
easat-9142	146	2	,	,	PUNCT
easat-9142	146	3	no	no	INTJ
easat-9142	146	4	.	.	NOUN
easat-9142	146	5	7	7	NUM
easat-9142	146	6	:	:	SYM
easat-9142	146	7	2222	2222	NUM
easat-9142	146	8	-	-	SYM
easat-9142	146	9	2245	2245	NUM
easat-9142	146	10	,	,	PUNCT
easat-9142	146	11	2025	2025	NUM
easat-9142	146	12	doi	doi	NOUN
easat-9142	146	13	:	:	PUNCT
easat-9142	146	14	10.55214/2576	10.55214/2576	NUM
easat-9142	146	15	-	-	PUNCT
easat-9142	146	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	147	1	©	©	PROPN
easat-9142	147	2	2025	2025	NUM
easat-9142	147	3	by	by	ADP
easat-9142	147	4	the	the	DET
easat-9142	147	5	authors	author	NOUN
easat-9142	147	6	;	;	PUNCT
easat-9142	147	7	licensee	licensee	PROPN
easat-9142	147	8	learning	learning	NOUN
easat-9142	147	9	gate	gate	NOUN
easat-9142	147	10	and	and	CCONJ
easat-9142	147	11	cybersecurity	cybersecurity	NOUN
easat-9142	147	12	and	and	CCONJ
easat-9142	147	13	the	the	DET
easat-9142	147	14	challenges	challenge	NOUN
easat-9142	147	15	related	relate	VERB
easat-9142	147	16	to	to	ADP
easat-9142	147	17	their	their	PRON
easat-9142	147	18	implementation	implementation	NOUN
easat-9142	147	19	.	.	PUNCT
easat-9142	148	1	the	the	DET
easat-9142	148	2	following	follow	VERB
easat-9142	148	3	steps	step	NOUN
easat-9142	148	4	,	,	PUNCT
easat-9142	148	5	based	base	VERB
easat-9142	148	6	on	on	ADP
easat-9142	148	7	prisma	prisma	PROPN
easat-9142	148	8	2020	2020	NUM
easat-9142	148	9	guidelines	guideline	NOUN
easat-9142	148	10	,	,	PUNCT
easat-9142	148	11	was	be	AUX
easat-9142	148	12	followed	follow	VERB
easat-9142	148	13	for	for	ADP
easat-9142	148	14	the	the	DET
easat-9142	148	15	methodology	methodology	NOUN
easat-9142	148	16	:	:	PUNCT
easat-9142	148	17	figure	figure	NOUN
easat-9142	148	18	1	1	NUM
easat-9142	148	19	.	.	PUNCT
easat-9142	149	1	prisma	prisma	PROPN
easat-9142	149	2	based	base	VERB
easat-9142	149	3	systematic	systematic	PROPN
easat-9142	149	4	review	review	NOUN
easat-9142	149	5	.	.	PUNCT
easat-9142	150	1	3.1	3.1	NUM
easat-9142	150	2	.	.	PUNCT
easat-9142	150	3	identification	identification	NOUN
easat-9142	150	4	of	of	ADP
easat-9142	150	5	studies	study	NOUN
easat-9142	150	6	the	the	DET
easat-9142	150	7	identification	identification	NOUN
easat-9142	150	8	phase	phase	NOUN
easat-9142	150	9	of	of	ADP
easat-9142	150	10	this	this	DET
easat-9142	150	11	systematic	systematic	ADJ
easat-9142	150	12	review	review	NOUN
easat-9142	150	13	involved	involve	VERB
easat-9142	150	14	conducting	conduct	VERB
easat-9142	150	15	a	a	DET
easat-9142	150	16	comprehensive	comprehensive	ADJ
easat-9142	150	17	search	search	NOUN
easat-9142	150	18	across	across	ADP
easat-9142	150	19	multiple	multiple	ADJ
easat-9142	150	20	academic	academic	ADJ
easat-9142	150	21	databases	database	NOUN
easat-9142	150	22	to	to	PART
easat-9142	150	23	gather	gather	VERB
easat-9142	150	24	relevant	relevant	ADJ
easat-9142	150	25	studies	study	NOUN
easat-9142	150	26	on	on	ADP
easat-9142	150	27	advanced	advanced	ADJ
easat-9142	150	28	predictive	predictive	ADJ
easat-9142	150	29	analytics	analytic	NOUN
easat-9142	150	30	in	in	ADP
easat-9142	150	31	financial	financial	ADJ
easat-9142	150	32	information	information	NOUN
easat-9142	150	33	security	security	NOUN
easat-9142	150	34	.	.	PUNCT
easat-9142	151	1	the	the	DET
easat-9142	151	2	databases	database	NOUN
easat-9142	151	3	used	use	VERB
easat-9142	151	4	for	for	ADP
easat-9142	151	5	the	the	DET
easat-9142	151	6	search	search	NOUN
easat-9142	151	7	were	be	AUX
easat-9142	151	8	scopus	scopus	NOUN
easat-9142	151	9	,	,	PUNCT
easat-9142	151	10	researchgate	researchgate	NOUN
easat-9142	151	11	,	,	PUNCT
easat-9142	151	12	web	web	NOUN
easat-9142	151	13	of	of	ADP
easat-9142	151	14	science	science	NOUN
easat-9142	151	15	,	,	PUNCT
easat-9142	151	16	2228	2228	NUM
easat-9142	151	17	edelweiss	edelweiss	PROPN
easat-9142	151	18	applied	apply	VERB
easat-9142	151	19	science	science	NOUN
easat-9142	151	20	and	and	CCONJ
easat-9142	151	21	technology	technology	NOUN
easat-9142	151	22	issn	issn	PROPN
easat-9142	151	23	:	:	PUNCT
easat-9142	151	24	2576	2576	NUM
easat-9142	151	25	-	-	SYM
easat-9142	151	26	8484	8484	NUM
easat-9142	151	27	vol	vol	NOUN
easat-9142	151	28	.	.	PROPN
easat-9142	152	1	9	9	NUM
easat-9142	152	2	,	,	PUNCT
easat-9142	152	3	no	no	INTJ
easat-9142	152	4	.	.	NOUN
easat-9142	152	5	7	7	NUM
easat-9142	152	6	:	:	SYM
easat-9142	152	7	2222	2222	NUM
easat-9142	152	8	-	-	SYM
easat-9142	152	9	2245	2245	NUM
easat-9142	152	10	,	,	PUNCT
easat-9142	152	11	2025	2025	NUM
easat-9142	152	12	doi	doi	NOUN
easat-9142	152	13	:	:	PUNCT
easat-9142	152	14	10.55214/2576	10.55214/2576	NUM
easat-9142	152	15	-	-	PUNCT
easat-9142	152	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	153	1	©	©	PROPN
easat-9142	153	2	2025	2025	NUM
easat-9142	153	3	by	by	ADP
easat-9142	153	4	the	the	DET
easat-9142	153	5	authors	author	NOUN
easat-9142	153	6	;	;	PUNCT
easat-9142	153	7	licensee	licensee	PROPN
easat-9142	153	8	learning	learn	VERB
easat-9142	153	9	gate	gate	PROPN
easat-9142	153	10	google	google	PROPN
easat-9142	153	11	scholar	scholar	PROPN
easat-9142	153	12	,	,	PUNCT
easat-9142	153	13	doaj	doaj	PROPN
easat-9142	153	14	,	,	PUNCT
easat-9142	153	15	and	and	CCONJ
easat-9142	153	16	pubmed	pubmed	PROPN
easat-9142	153	17	.	.	PUNCT
easat-9142	154	1	the	the	DET
easat-9142	154	2	search	search	NOUN
easat-9142	154	3	yielded	yield	VERB
easat-9142	154	4	a	a	DET
easat-9142	154	5	total	total	NOUN
easat-9142	154	6	of	of	ADP
easat-9142	154	7	535	535	NUM
easat-9142	154	8	records	record	NOUN
easat-9142	154	9	,	,	PUNCT
easat-9142	154	10	with	with	ADP
easat-9142	154	11	contributions	contribution	NOUN
easat-9142	154	12	from	from	ADP
easat-9142	154	13	various	various	ADJ
easat-9142	154	14	sources	source	NOUN
easat-9142	154	15	:	:	PUNCT
easat-9142	154	16	scopus	scopus	PROPN
easat-9142	154	17	(	(	PUNCT
easat-9142	154	18	n	n	NOUN
easat-9142	154	19	=	=	SYM
easat-9142	154	20	55	55	NUM
easat-9142	154	21	)	)	PUNCT
easat-9142	154	22	,	,	PUNCT
easat-9142	154	23	researchgate	researchgate	NOUN
easat-9142	154	24	(	(	PUNCT
easat-9142	154	25	n	n	NOUN
easat-9142	154	26	=	=	SYM
easat-9142	154	27	133	133	NUM
easat-9142	154	28	)	)	PUNCT
easat-9142	154	29	,	,	PUNCT
easat-9142	154	30	web	web	NOUN
easat-9142	154	31	of	of	ADP
easat-9142	154	32	science	science	NOUN
easat-9142	154	33	(	(	PUNCT
easat-9142	154	34	n	n	NOUN
easat-9142	154	35	=	=	SYM
easat-9142	154	36	22	22	NUM
easat-9142	154	37	)	)	PUNCT
easat-9142	154	38	,	,	PUNCT
easat-9142	154	39	google	google	PROPN
easat-9142	154	40	scholar	scholar	NOUN
easat-9142	154	41	(	(	PUNCT
easat-9142	154	42	n	n	NOUN
easat-9142	154	43	=	=	NUM
easat-9142	154	44	281	281	NUM
easat-9142	154	45	)	)	PUNCT
easat-9142	154	46	,	,	PUNCT
easat-9142	154	47	doaj	doaj	NOUN
easat-9142	154	48	(	(	PUNCT
easat-9142	154	49	n	n	NOUN
easat-9142	154	50	=	=	SYM
easat-9142	154	51	34	34	NUM
easat-9142	154	52	)	)	PUNCT
easat-9142	154	53	,	,	PUNCT
easat-9142	154	54	and	and	CCONJ
easat-9142	154	55	pubmed	pubmed	PROPN
easat-9142	154	56	(	(	PUNCT
easat-9142	154	57	n	n	NOUN
easat-9142	154	58	=	=	NUM
easat-9142	154	59	10	10	NUM
easat-9142	154	60	)	)	PUNCT
easat-9142	154	61	.	.	PUNCT
easat-9142	155	1	no	no	DET
easat-9142	155	2	records	record	NOUN
easat-9142	155	3	were	be	AUX
easat-9142	155	4	identified	identify	VERB
easat-9142	155	5	through	through	ADP
easat-9142	155	6	registers	register	NOUN
easat-9142	155	7	,	,	PUNCT
easat-9142	155	8	indicating	indicate	VERB
easat-9142	155	9	that	that	SCONJ
easat-9142	155	10	most	most	ADV
easat-9142	155	11	relevant	relevant	ADJ
easat-9142	155	12	articles	article	NOUN
easat-9142	155	13	came	come	VERB
easat-9142	155	14	from	from	ADP
easat-9142	155	15	these	these	DET
easat-9142	155	16	established	establish	VERB
easat-9142	155	17	academic	academic	ADJ
easat-9142	155	18	sources	source	NOUN
easat-9142	155	19	.	.	PUNCT
easat-9142	156	1	3.2	3.2	NUM
easat-9142	156	2	.	.	X
easat-9142	156	3	screening	screen	VERB
easat-9142	156	4	after	after	SCONJ
easat-9142	156	5	the	the	DET
easat-9142	156	6	removal	removal	NOUN
easat-9142	156	7	of	of	ADP
easat-9142	156	8	duplicate	duplicate	ADJ
easat-9142	156	9	and	and	CCONJ
easat-9142	156	10	ineligible	ineligible	ADJ
easat-9142	156	11	409	409	NUM
easat-9142	156	12	records	record	NOUN
easat-9142	156	13	were	be	AUX
easat-9142	156	14	screened	screen	VERB
easat-9142	156	15	for	for	ADP
easat-9142	156	16	this	this	DET
easat-9142	156	17	research	research	NOUN
easat-9142	156	18	topic	topic	NOUN
easat-9142	156	19	.	.	PUNCT
easat-9142	157	1	reports	report	NOUN
easat-9142	157	2	excluded	exclude	VERB
easat-9142	157	3	were	be	AUX
easat-9142	157	4	those	those	PRON
easat-9142	157	5	with	with	ADP
easat-9142	157	6	insufficient	insufficient	ADJ
easat-9142	157	7	results	result	NOUN
easat-9142	157	8	(	(	PUNCT
easat-9142	157	9	95	95	NUM
easat-9142	157	10	records	record	NOUN
easat-9142	157	11	)	)	PUNCT
easat-9142	157	12	,	,	PUNCT
easat-9142	157	13	language	language	NOUN
easat-9142	157	14	barriers	barrier	NOUN
easat-9142	157	15	(	(	PUNCT
easat-9142	157	16	23	23	NUM
easat-9142	157	17	records	record	NOUN
easat-9142	157	18	)	)	PUNCT
easat-9142	157	19	,	,	PUNCT
easat-9142	157	20	not	not	PART
easat-9142	157	21	observational	observational	ADJ
easat-9142	157	22	study	study	NOUN
easat-9142	157	23	(	(	PUNCT
easat-9142	157	24	67	67	NUM
easat-9142	157	25	records	record	NOUN
easat-9142	157	26	)	)	PUNCT
easat-9142	157	27	,	,	PUNCT
easat-9142	157	28	and	and	CCONJ
easat-9142	157	29	result	result	VERB
easat-9142	157	30	research	research	NOUN
easat-9142	157	31	elsewhere	elsewhere	ADV
easat-9142	157	32	(	(	PUNCT
easat-9142	157	33	28	28	NUM
easat-9142	157	34	records	record	NOUN
easat-9142	157	35	)	)	PUNCT
easat-9142	157	36	.	.	PUNCT
easat-9142	158	1	as	as	ADP
easat-9142	158	2	a	a	DET
easat-9142	158	3	result	result	NOUN
easat-9142	158	4	of	of	ADP
easat-9142	158	5	this	this	DET
easat-9142	158	6	process	process	NOUN
easat-9142	158	7	,	,	PUNCT
easat-9142	158	8	288	288	NUM
easat-9142	158	9	reports	report	NOUN
easat-9142	158	10	were	be	AUX
easat-9142	158	11	evaluated	evaluate	VERB
easat-9142	158	12	for	for	ADP
easat-9142	158	13	their	their	PRON
easat-9142	158	14	eligibility	eligibility	NOUN
easat-9142	158	15	3.3	3.3	NUM
easat-9142	158	16	.	.	PUNCT
easat-9142	159	1	eligibility	eligibility	NOUN
easat-9142	159	2	assessment	assessment	NOUN
easat-9142	159	3	the	the	DET
easat-9142	159	4	288	288	NUM
easat-9142	159	5	reports	report	NOUN
easat-9142	159	6	were	be	AUX
easat-9142	159	7	assessed	assess	VERB
easat-9142	159	8	for	for	ADP
easat-9142	159	9	eligibility	eligibility	NOUN
easat-9142	159	10	,	,	PUNCT
easat-9142	159	11	and	and	CCONJ
easat-9142	159	12	after	after	ADP
easat-9142	159	13	evaluation	evaluation	NOUN
easat-9142	159	14	,	,	PUNCT
easat-9142	159	15	the	the	DET
easat-9142	159	16	final	final	ADJ
easat-9142	159	17	selection	selection	NOUN
easat-9142	159	18	was	be	AUX
easat-9142	159	19	narrowed	narrow	VERB
easat-9142	159	20	down	down	ADP
easat-9142	159	21	to	to	ADP
easat-9142	159	22	63	63	NUM
easat-9142	159	23	eligible	eligible	ADJ
easat-9142	159	24	studies	study	NOUN
easat-9142	159	25	.	.	PUNCT
easat-9142	160	1	3.4	3.4	NUM
easat-9142	160	2	.	.	PUNCT
easat-9142	160	3	inclusion	inclusion	NOUN
easat-9142	160	4	out	out	ADP
easat-9142	160	5	of	of	ADP
easat-9142	160	6	the	the	DET
easat-9142	160	7	63	63	NUM
easat-9142	160	8	studies	study	NOUN
easat-9142	160	9	evaluated	evaluate	VERB
easat-9142	160	10	,	,	PUNCT
easat-9142	160	11	12	12	NUM
easat-9142	160	12	were	be	AUX
easat-9142	160	13	chosen	choose	VERB
easat-9142	160	14	for	for	ADP
easat-9142	160	15	the	the	DET
easat-9142	160	16	final	final	ADJ
easat-9142	160	17	evaluation	evaluation	NOUN
easat-9142	160	18	based	base	VERB
easat-9142	160	19	on	on	ADP
easat-9142	160	20	their	their	PRON
easat-9142	160	21	significance	significance	NOUN
easat-9142	160	22	and	and	CCONJ
easat-9142	160	23	methodological	methodological	ADJ
easat-9142	160	24	rigor	rigor	NOUN
easat-9142	160	25	.	.	PUNCT
easat-9142	161	1	3.5	3.5	NUM
easat-9142	161	2	.	.	PUNCT
easat-9142	162	1	previous	previous	ADJ
easat-9142	162	2	studies	study	NOUN
easat-9142	162	3	supporting	support	VERB
easat-9142	162	4	methodology	methodology	NOUN
easat-9142	162	5	previous	previous	ADJ
easat-9142	162	6	studies	study	NOUN
easat-9142	162	7	have	have	AUX
easat-9142	162	8	employed	employ	VERB
easat-9142	162	9	similar	similar	ADJ
easat-9142	162	10	methodologies	methodology	NOUN
easat-9142	162	11	in	in	ADP
easat-9142	162	12	their	their	PRON
easat-9142	162	13	systematic	systematic	ADJ
easat-9142	162	14	review	review	NOUN
easat-9142	162	15	of	of	ADP
easat-9142	162	16	the	the	DET
easat-9142	162	17	application	application	NOUN
easat-9142	162	18	of	of	ADP
easat-9142	162	19	predictive	predictive	ADJ
easat-9142	162	20	analytics	analytic	NOUN
easat-9142	162	21	in	in	ADP
easat-9142	162	22	financial	financial	ADJ
easat-9142	162	23	information	information	NOUN
easat-9142	162	24	security	security	NOUN
easat-9142	162	25	,	,	PUNCT
easat-9142	162	26	which	which	PRON
easat-9142	162	27	validates	validate	VERB
easat-9142	162	28	the	the	DET
easat-9142	162	29	effectiveness	effectiveness	NOUN
easat-9142	162	30	of	of	ADP
easat-9142	162	31	the	the	DET
easat-9142	162	32	prisma	prisma	NOUN
easat-9142	162	33	framework	framework	NOUN
easat-9142	162	34	for	for	ADP
easat-9142	162	35	data	datum	NOUN
easat-9142	162	36	synthesis	synthesis	NOUN
easat-9142	162	37	and	and	CCONJ
easat-9142	162	38	analysis	analysis	NOUN
easat-9142	162	39	[	[	X
easat-9142	162	40	21	21	NUM
easat-9142	162	41	]	]	PUNCT
easat-9142	162	42	.	.	PUNCT
easat-9142	163	1	these	these	DET
easat-9142	163	2	studies	study	NOUN
easat-9142	163	3	underscore	underscore	VERB
easat-9142	163	4	the	the	DET
easat-9142	163	5	growing	grow	VERB
easat-9142	163	6	favor	favor	NOUN
easat-9142	163	7	of	of	ADP
easat-9142	163	8	predictive	predictive	ADJ
easat-9142	163	9	models	model	NOUN
easat-9142	163	10	as	as	ADV
easat-9142	163	11	well	well	ADV
easat-9142	163	12	as	as	ADP
easat-9142	163	13	machine	machine	NOUN
easat-9142	163	14	learning	learning	NOUN
easat-9142	163	15	(	(	PUNCT
easat-9142	163	16	ml	ml	NOUN
easat-9142	163	17	)	)	PUNCT
easat-9142	163	18	techniques	technique	NOUN
easat-9142	163	19	to	to	PART
easat-9142	163	20	detect	detect	VERB
easat-9142	163	21	financial	financial	ADJ
easat-9142	163	22	fraud	fraud	NOUN
easat-9142	163	23	,	,	PUNCT
easat-9142	163	24	assess	assess	VERB
easat-9142	163	25	cybersecurity	cybersecurity	NOUN
easat-9142	163	26	risks	risk	NOUN
easat-9142	163	27	,	,	PUNCT
easat-9142	163	28	and	and	CCONJ
easat-9142	163	29	enhance	enhance	VERB
easat-9142	163	30	decision	decision	NOUN
easat-9142	163	31	-	-	PUNCT
easat-9142	163	32	making	making	NOUN
easat-9142	163	33	within	within	ADP
easat-9142	163	34	financial	financial	ADJ
easat-9142	163	35	institutions	institution	NOUN
easat-9142	163	36	.	.	PUNCT
easat-9142	164	1	braun	braun	PROPN
easat-9142	164	2	,	,	PUNCT
easat-9142	164	3	et	et	PROPN
easat-9142	164	4	al	al	PROPN
easat-9142	164	5	.	.	PUNCT
easat-9142	165	1	[	[	X
easat-9142	165	2	6	6	NUM
easat-9142	165	3	]	]	PUNCT
easat-9142	165	4	used	use	VERB
easat-9142	165	5	a	a	DET
easat-9142	165	6	systematic	systematic	ADJ
easat-9142	165	7	review	review	NOUN
easat-9142	165	8	approach	approach	NOUN
easat-9142	165	9	to	to	PART
easat-9142	165	10	investigate	investigate	VERB
easat-9142	165	11	cybersecurity	cybersecurity	NOUN
easat-9142	165	12	threats	threat	NOUN
easat-9142	165	13	in	in	ADP
easat-9142	165	14	smart	smart	ADJ
easat-9142	165	15	cities	city	NOUN
easat-9142	165	16	,	,	PUNCT
easat-9142	165	17	emphasizing	emphasize	VERB
easat-9142	165	18	the	the	DET
easat-9142	165	19	role	role	NOUN
easat-9142	165	20	of	of	ADP
easat-9142	165	21	predictive	predictive	ADJ
easat-9142	165	22	models	model	NOUN
easat-9142	165	23	in	in	ADP
easat-9142	165	24	mitigating	mitigate	VERB
easat-9142	165	25	risks	risk	NOUN
easat-9142	165	26	,	,	PUNCT
easat-9142	165	27	similar	similar	ADJ
easat-9142	165	28	to	to	ADP
easat-9142	165	29	how	how	SCONJ
easat-9142	165	30	predictive	predictive	ADJ
easat-9142	165	31	analytics	analytic	NOUN
easat-9142	165	32	in	in	ADP
easat-9142	165	33	financial	financial	ADJ
easat-9142	165	34	security	security	NOUN
easat-9142	165	35	aims	aim	VERB
easat-9142	165	36	to	to	PART
easat-9142	165	37	improve	improve	VERB
easat-9142	165	38	fraud	fraud	NOUN
easat-9142	165	39	detection	detection	NOUN
easat-9142	165	40	and	and	CCONJ
easat-9142	165	41	risk	risk	NOUN
easat-9142	165	42	management	management	NOUN
easat-9142	165	43	mimi	mimi	PROPN
easat-9142	165	44	and	and	CCONJ
easat-9142	165	45	mani	mani	X
easat-9142	166	1	[	[	X
easat-9142	166	2	31	31	NUM
easat-9142	166	3	]	]	PUNCT
easat-9142	166	4	.	.	PUNCT
easat-9142	167	1	aslan	aslan	PROPN
easat-9142	167	2	,	,	PUNCT
easat-9142	167	3	et	et	PROPN
easat-9142	167	4	al	al	PROPN
easat-9142	167	5	.	.	PUNCT
easat-9142	168	1	[	[	X
easat-9142	168	2	7	7	NUM
easat-9142	168	3	]	]	X
easat-9142	168	4	applied	apply	VERB
easat-9142	168	5	prisma	prisma	NOUN
easat-9142	168	6	in	in	ADP
easat-9142	168	7	their	their	PRON
easat-9142	168	8	review	review	NOUN
easat-9142	168	9	of	of	ADP
easat-9142	168	10	cybersecurity	cybersecurity	NOUN
easat-9142	168	11	vulnerabilities	vulnerability	NOUN
easat-9142	168	12	,	,	PUNCT
easat-9142	168	13	showing	show	VERB
easat-9142	168	14	the	the	DET
easat-9142	168	15	framework	framework	NOUN
easat-9142	168	16	's	's	PART
easat-9142	168	17	utility	utility	NOUN
easat-9142	168	18	in	in	ADP
easat-9142	168	19	assessing	assess	VERB
easat-9142	168	20	predictive	predictive	ADJ
easat-9142	168	21	analytics	analytic	NOUN
easat-9142	168	22	methodologies	methodology	NOUN
easat-9142	168	23	used	use	VERB
easat-9142	168	24	in	in	ADP
easat-9142	168	25	financial	financial	ADJ
easat-9142	168	26	security	security	NOUN
easat-9142	168	27	.	.	PUNCT
easat-9142	169	1	sarker	sarker	NOUN
easat-9142	170	1	[	[	X
easat-9142	170	2	9	9	NUM
easat-9142	170	3	]	]	PUNCT
easat-9142	170	4	also	also	ADV
easat-9142	170	5	followed	follow	VERB
easat-9142	170	6	the	the	DET
easat-9142	170	7	prisma	prisma	NOUN
easat-9142	170	8	approach	approach	NOUN
easat-9142	170	9	in	in	ADP
easat-9142	170	10	his	his	PRON
easat-9142	170	11	review	review	NOUN
easat-9142	170	12	of	of	ADP
easat-9142	170	13	applications	application	NOUN
easat-9142	170	14	of	of	ADP
easat-9142	170	15	machine	machine	NOUN
easat-9142	170	16	learning	learning	NOUN
easat-9142	170	17	in	in	ADP
easat-9142	170	18	cybersecurity	cybersecurity	NOUN
easat-9142	170	19	,	,	PUNCT
easat-9142	170	20	stressing	stress	VERB
easat-9142	170	21	the	the	DET
easat-9142	170	22	importance	importance	NOUN
easat-9142	170	23	of	of	ADP
easat-9142	170	24	predictive	predictive	ADJ
easat-9142	170	25	analytics	analytic	NOUN
easat-9142	170	26	for	for	ADP
easat-9142	170	27	detecting	detect	VERB
easat-9142	170	28	fraud	fraud	NOUN
easat-9142	170	29	and	and	CCONJ
easat-9142	170	30	securing	secure	VERB
easat-9142	170	31	financial	financial	ADJ
easat-9142	170	32	systems	system	NOUN
easat-9142	170	33	.	.	PUNCT
easat-9142	171	1	similarly	similarly	ADV
easat-9142	171	2	,	,	PUNCT
easat-9142	171	3	javaid	javaid	VERB
easat-9142	172	1	[	[	X
easat-9142	172	2	2	2	NUM
easat-9142	172	3	]	]	PUNCT
easat-9142	172	4	demonstrated	demonstrate	VERB
easat-9142	172	5	how	how	SCONJ
easat-9142	172	6	a	a	DET
easat-9142	172	7	prisma	prisma	NOUN
easat-9142	172	8	-	-	PUNCT
easat-9142	172	9	based	base	VERB
easat-9142	172	10	systematic	systematic	ADJ
easat-9142	172	11	review	review	NOUN
easat-9142	172	12	could	could	AUX
easat-9142	172	13	evaluate	evaluate	VERB
easat-9142	172	14	the	the	DET
easat-9142	172	15	influence	influence	NOUN
easat-9142	172	16	of	of	ADP
easat-9142	172	17	ai	ai	ADJ
easat-9142	172	18	-	-	PUNCT
easat-9142	172	19	driven	drive	VERB
easat-9142	172	20	predictive	predictive	ADJ
easat-9142	172	21	models	model	NOUN
easat-9142	172	22	on	on	ADP
easat-9142	172	23	the	the	DET
easat-9142	172	24	evolution	evolution	NOUN
easat-9142	172	25	of	of	ADP
easat-9142	172	26	financial	financial	ADJ
easat-9142	172	27	risk	risk	NOUN
easat-9142	172	28	assessment	assessment	NOUN
easat-9142	172	29	,	,	PUNCT
easat-9142	172	30	confirming	confirm	VERB
easat-9142	172	31	the	the	DET
easat-9142	172	32	relevance	relevance	NOUN
easat-9142	172	33	and	and	CCONJ
easat-9142	172	34	effectiveness	effectiveness	NOUN
easat-9142	172	35	of	of	ADP
easat-9142	172	36	this	this	DET
easat-9142	172	37	methodology	methodology	NOUN
easat-9142	172	38	for	for	ADP
easat-9142	172	39	synthesizing	synthesize	VERB
easat-9142	172	40	studies	study	NOUN
easat-9142	172	41	on	on	ADP
easat-9142	172	42	financial	financial	ADJ
easat-9142	172	43	information	information	NOUN
easat-9142	172	44	security	security	NOUN
easat-9142	172	45	.	.	PUNCT
easat-9142	173	1	3.6	3.6	NUM
easat-9142	173	2	.	.	PUNCT
easat-9142	173	3	justification	justification	NOUN
easat-9142	173	4	for	for	ADP
easat-9142	173	5	using	use	VERB
easat-9142	173	6	the	the	DET
easat-9142	173	7	prisma	prisma	NOUN
easat-9142	173	8	methodology	methodology	NOUN
easat-9142	173	9	the	the	DET
easat-9142	173	10	prisma	prisma	NOUN
easat-9142	173	11	framework	framework	NOUN
easat-9142	173	12	is	be	AUX
easat-9142	173	13	highly	highly	ADV
easat-9142	173	14	suited	suited	ADJ
easat-9142	173	15	for	for	ADP
easat-9142	173	16	this	this	DET
easat-9142	173	17	study	study	NOUN
easat-9142	173	18	due	due	ADP
easat-9142	173	19	to	to	ADP
easat-9142	173	20	its	its	PRON
easat-9142	173	21	distinct	distinct	ADJ
easat-9142	173	22	advantages	advantage	NOUN
easat-9142	173	23	:	:	PUNCT
easat-9142	173	24	1	1	X
easat-9142	173	25	.	.	X
easat-9142	173	26	comprehensive	comprehensive	ADJ
easat-9142	173	27	literature	literature	NOUN
easat-9142	173	28	integration	integration	NOUN
easat-9142	173	29	:	:	PUNCT
easat-9142	173	30	it	it	PRON
easat-9142	173	31	allows	allow	VERB
easat-9142	173	32	for	for	ADP
easat-9142	173	33	the	the	DET
easat-9142	173	34	inclusion	inclusion	NOUN
easat-9142	173	35	of	of	ADP
easat-9142	173	36	all	all	DET
easat-9142	173	37	relevant	relevant	ADJ
easat-9142	173	38	studies	study	NOUN
easat-9142	173	39	,	,	PUNCT
easat-9142	173	40	providing	provide	VERB
easat-9142	173	41	a	a	DET
easat-9142	173	42	thorough	thorough	ADJ
easat-9142	173	43	understanding	understanding	NOUN
easat-9142	173	44	of	of	ADP
easat-9142	173	45	ai	ai	NOUN
easat-9142	173	46	’s	’s	PART
easat-9142	173	47	impact	impact	NOUN
easat-9142	173	48	on	on	ADP
easat-9142	173	49	marketing	marketing	NOUN
easat-9142	173	50	automation	automation	NOUN
easat-9142	173	51	[	[	X
easat-9142	173	52	9	9	NUM
easat-9142	173	53	]	]	SYM
easat-9142	173	54	.	.	PUNCT
easat-9142	174	1	2	2	X
easat-9142	174	2	.	.	NUM
easat-9142	174	3	increased	increase	VERB
easat-9142	174	4	transparency	transparency	NOUN
easat-9142	174	5	and	and	CCONJ
easat-9142	174	6	replicability	replicability	NOUN
easat-9142	174	7	:	:	PUNCT
easat-9142	174	8	the	the	DET
easat-9142	174	9	structured	structured	ADJ
easat-9142	174	10	nature	nature	NOUN
easat-9142	174	11	of	of	ADP
easat-9142	174	12	the	the	DET
easat-9142	174	13	prisma	prisma	NOUN
easat-9142	174	14	approach	approach	NOUN
easat-9142	174	15	ensures	ensure	VERB
easat-9142	174	16	clarity	clarity	NOUN
easat-9142	174	17	,	,	PUNCT
easat-9142	174	18	facilitating	facilitate	VERB
easat-9142	174	19	replication	replication	NOUN
easat-9142	174	20	and	and	CCONJ
easat-9142	174	21	verification	verification	NOUN
easat-9142	174	22	of	of	ADP
easat-9142	174	23	results	result	NOUN
easat-9142	174	24	by	by	ADP
easat-9142	174	25	other	other	ADJ
easat-9142	174	26	researchers	researcher	NOUN
easat-9142	174	27	[	[	X
easat-9142	174	28	32	32	NUM
easat-9142	174	29	]	]	PUNCT
easat-9142	174	30	.	.	PUNCT
easat-9142	175	1	3	3	X
easat-9142	175	2	.	.	X
easat-9142	175	3	rigorous	rigorous	ADJ
easat-9142	175	4	quality	quality	NOUN
easat-9142	175	5	assurance	assurance	NOUN
easat-9142	175	6	:	:	PUNCT
easat-9142	175	7	prisma	prisma	PROPN
easat-9142	175	8	emphasises	emphasise	VERB
easat-9142	175	9	the	the	DET
easat-9142	175	10	inclusion	inclusion	NOUN
easat-9142	175	11	of	of	ADP
easat-9142	175	12	only	only	ADJ
easat-9142	175	13	high	high	ADJ
easat-9142	175	14	-	-	PUNCT
easat-9142	175	15	quality	quality	NOUN
easat-9142	175	16	and	and	CCONJ
easat-9142	175	17	pertinent	pertinent	ADJ
easat-9142	175	18	research	research	NOUN
easat-9142	175	19	,	,	PUNCT
easat-9142	175	20	minimising	minimise	VERB
easat-9142	175	21	the	the	DET
easat-9142	175	22	potential	potential	NOUN
easat-9142	175	23	for	for	ADP
easat-9142	175	24	biases	bias	NOUN
easat-9142	175	25	and	and	CCONJ
easat-9142	175	26	improving	improve	VERB
easat-9142	175	27	the	the	DET
easat-9142	175	28	reliability	reliability	NOUN
easat-9142	175	29	of	of	ADP
easat-9142	175	30	the	the	DET
easat-9142	175	31	findings	finding	NOUN
easat-9142	175	32	[	[	X
easat-9142	175	33	33	33	NUM
easat-9142	175	34	]	]	PUNCT
easat-9142	175	35	.	.	PUNCT
easat-9142	176	1	4	4	X
easat-9142	176	2	.	.	X
easat-9142	176	3	discussion	discussion	VERB
easat-9142	176	4	the	the	DET
easat-9142	176	5	discussion	discussion	NOUN
easat-9142	176	6	section	section	NOUN
easat-9142	176	7	of	of	ADP
easat-9142	176	8	this	this	DET
easat-9142	176	9	study	study	NOUN
easat-9142	176	10	encompasses	encompass	VERB
easat-9142	176	11	a	a	DET
easat-9142	176	12	comprehensive	comprehensive	ADJ
easat-9142	176	13	examination	examination	NOUN
easat-9142	176	14	of	of	ADP
easat-9142	176	15	multiple	multiple	ADJ
easat-9142	176	16	critical	critical	ADJ
easat-9142	176	17	components	component	NOUN
easat-9142	176	18	of	of	ADP
easat-9142	176	19	financial	financial	ADJ
easat-9142	176	20	information	information	NOUN
easat-9142	176	21	security	security	NOUN
easat-9142	176	22	through	through	ADP
easat-9142	176	23	the	the	DET
easat-9142	176	24	lens	lens	NOUN
easat-9142	176	25	of	of	ADP
easat-9142	176	26	predictive	predictive	ADJ
easat-9142	176	27	analytics	analytic	NOUN
easat-9142	176	28	[	[	X
easat-9142	176	29	34	34	NUM
easat-9142	176	30	]	]	PUNCT
easat-9142	176	31	.	.	PUNCT
easat-9142	177	1	it	it	PRON
easat-9142	177	2	includes	include	VERB
easat-9142	177	3	detailed	detailed	ADJ
easat-9142	177	4	analyses	analysis	NOUN
easat-9142	177	5	of	of	ADP
easat-9142	177	6	fraud	fraud	NOUN
easat-9142	177	7	detection	detection	NOUN
easat-9142	177	8	mechanisms	mechanism	NOUN
easat-9142	177	9	,	,	PUNCT
easat-9142	177	10	risk	risk	NOUN
easat-9142	177	11	management	management	NOUN
easat-9142	177	12	strategies	strategy	NOUN
easat-9142	177	13	,	,	PUNCT
easat-9142	177	14	and	and	CCONJ
easat-9142	177	15	behavioral	behavioral	ADJ
easat-9142	177	16	analytics	analytic	NOUN
easat-9142	177	17	2229	2229	NUM
easat-9142	177	18	edelweiss	edelweiss	PROPN
easat-9142	177	19	applied	apply	VERB
easat-9142	177	20	science	science	NOUN
easat-9142	177	21	and	and	CCONJ
easat-9142	177	22	technology	technology	NOUN
easat-9142	177	23	issn	issn	PROPN
easat-9142	177	24	:	:	PUNCT
easat-9142	177	25	2576	2576	NUM
easat-9142	177	26	-	-	SYM
easat-9142	177	27	8484	8484	NUM
easat-9142	177	28	vol	vol	NOUN
easat-9142	177	29	.	.	PROPN
easat-9142	178	1	9	9	NUM
easat-9142	178	2	,	,	PUNCT
easat-9142	178	3	no	no	INTJ
easat-9142	178	4	.	.	NOUN
easat-9142	178	5	7	7	NUM
easat-9142	178	6	:	:	SYM
easat-9142	178	7	2222	2222	NUM
easat-9142	178	8	-	-	SYM
easat-9142	178	9	2245	2245	NUM
easat-9142	178	10	,	,	PUNCT
easat-9142	178	11	2025	2025	NUM
easat-9142	178	12	doi	doi	NOUN
easat-9142	178	13	:	:	PUNCT
easat-9142	178	14	10.55214/2576	10.55214/2576	NUM
easat-9142	178	15	-	-	PUNCT
easat-9142	178	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	179	1	©	©	PROPN
easat-9142	179	2	2025	2025	NUM
easat-9142	179	3	by	by	ADP
easat-9142	179	4	the	the	DET
easat-9142	179	5	authors	author	NOUN
easat-9142	179	6	;	;	PUNCT
easat-9142	179	7	licensee	licensee	PROPN
easat-9142	179	8	learning	learning	NOUN
easat-9142	179	9	gate	gate	NOUN
easat-9142	179	10	tools	tool	NOUN
easat-9142	179	11	,	,	PUNCT
easat-9142	179	12	all	all	PRON
easat-9142	179	13	powered	power	VERB
easat-9142	179	14	by	by	ADP
easat-9142	179	15	ai	ai	INTJ
easat-9142	179	16	and	and	CCONJ
easat-9142	179	17	machine	machine	NOUN
easat-9142	179	18	learning	learn	VERB
easat-9142	179	19	[	[	X
easat-9142	179	20	35	35	NUM
easat-9142	179	21	]	]	PUNCT
easat-9142	179	22	.	.	PUNCT
easat-9142	180	1	additionally	additionally	ADV
easat-9142	180	2	,	,	PUNCT
easat-9142	180	3	the	the	DET
easat-9142	180	4	role	role	NOUN
easat-9142	180	5	of	of	ADP
easat-9142	180	6	cyber	cyber	ADJ
easat-9142	180	7	threat	threat	NOUN
easat-9142	180	8	intelligence	intelligence	NOUN
easat-9142	180	9	in	in	ADP
easat-9142	180	10	proactively	proactively	ADV
easat-9142	180	11	identifying	identify	VERB
easat-9142	180	12	emerging	emerge	VERB
easat-9142	180	13	threats	threat	NOUN
easat-9142	180	14	is	be	AUX
easat-9142	180	15	explored	explore	VERB
easat-9142	180	16	,	,	PUNCT
easat-9142	180	17	alongside	alongside	ADP
easat-9142	180	18	the	the	DET
easat-9142	180	19	importance	importance	NOUN
easat-9142	180	20	of	of	ADP
easat-9142	180	21	network	network	NOUN
easat-9142	180	22	security	security	NOUN
easat-9142	180	23	protocols	protocol	NOUN
easat-9142	180	24	and	and	CCONJ
easat-9142	180	25	data	datum	NOUN
easat-9142	180	26	integrity	integrity	NOUN
easat-9142	180	27	frameworks	framework	NOUN
easat-9142	180	28	.	.	PUNCT
easat-9142	181	1	each	each	DET
easat-9142	181	2	topic	topic	NOUN
easat-9142	181	3	is	be	AUX
easat-9142	181	4	evaluated	evaluate	VERB
easat-9142	181	5	in	in	ADP
easat-9142	181	6	terms	term	NOUN
easat-9142	181	7	of	of	ADP
easat-9142	181	8	its	its	PRON
easat-9142	181	9	practical	practical	ADJ
easat-9142	181	10	application	application	NOUN
easat-9142	181	11	,	,	PUNCT
easat-9142	181	12	technological	technological	ADJ
easat-9142	181	13	challenges	challenge	NOUN
easat-9142	181	14	,	,	PUNCT
easat-9142	181	15	regulatory	regulatory	ADJ
easat-9142	181	16	considerations	consideration	NOUN
easat-9142	181	17	,	,	PUNCT
easat-9142	181	18	and	and	CCONJ
easat-9142	181	19	future	future	ADJ
easat-9142	181	20	implications	implication	NOUN
easat-9142	181	21	.	.	PUNCT
easat-9142	182	1	this	this	DET
easat-9142	182	2	multifaceted	multifaceted	ADJ
easat-9142	182	3	discussion	discussion	NOUN
easat-9142	182	4	provides	provide	VERB
easat-9142	182	5	a	a	DET
easat-9142	182	6	holistic	holistic	ADJ
easat-9142	182	7	understanding	understanding	NOUN
easat-9142	182	8	of	of	ADP
easat-9142	182	9	how	how	SCONJ
easat-9142	182	10	advanced	advanced	ADJ
easat-9142	182	11	predictive	predictive	ADJ
easat-9142	182	12	analytics	analytic	NOUN
easat-9142	182	13	can	can	AUX
easat-9142	182	14	enhance	enhance	VERB
easat-9142	182	15	security	security	NOUN
easat-9142	182	16	,	,	PUNCT
easat-9142	182	17	compliance	compliance	NOUN
easat-9142	182	18	,	,	PUNCT
easat-9142	182	19	and	and	CCONJ
easat-9142	182	20	resilience	resilience	NOUN
easat-9142	182	21	in	in	ADP
easat-9142	182	22	the	the	DET
easat-9142	182	23	digital	digital	ADJ
easat-9142	182	24	financial	financial	ADJ
easat-9142	182	25	ecosystem	ecosystem	NOUN
easat-9142	182	26	.	.	PUNCT
easat-9142	183	1	4.1	4.1	NUM
easat-9142	183	2	.	.	PUNCT
easat-9142	183	3	fraud	fraud	NOUN
easat-9142	183	4	detection	detection	NOUN
easat-9142	183	5	in	in	ADP
easat-9142	183	6	financial	financial	ADJ
easat-9142	183	7	information	information	NOUN
easat-9142	183	8	security	security	NOUN
easat-9142	183	9	fraud	fraud	NOUN
easat-9142	183	10	detection	detection	NOUN
easat-9142	183	11	is	be	AUX
easat-9142	183	12	a	a	DET
easat-9142	183	13	crucial	crucial	ADJ
easat-9142	183	14	aspect	aspect	NOUN
easat-9142	183	15	of	of	ADP
easat-9142	183	16	financial	financial	ADJ
easat-9142	183	17	information	information	NOUN
easat-9142	183	18	security	security	NOUN
easat-9142	183	19	,	,	PUNCT
easat-9142	183	20	particularly	particularly	ADV
easat-9142	183	21	in	in	ADP
easat-9142	183	22	the	the	DET
easat-9142	183	23	current	current	ADJ
easat-9142	183	24	digital	digital	ADJ
easat-9142	183	25	and	and	CCONJ
easat-9142	183	26	data	datum	NOUN
easat-9142	183	27	-	-	PUNCT
easat-9142	183	28	driven	drive	VERB
easat-9142	183	29	financial	financial	ADJ
easat-9142	183	30	ecosystem	ecosystem	NOUN
easat-9142	183	31	[	[	X
easat-9142	183	32	36	36	NUM
easat-9142	183	33	]	]	PUNCT
easat-9142	183	34	.	.	PUNCT
easat-9142	184	1	with	with	ADP
easat-9142	184	2	the	the	DET
easat-9142	184	3	rise	rise	NOUN
easat-9142	184	4	of	of	ADP
easat-9142	184	5	online	online	ADJ
easat-9142	184	6	banking	banking	NOUN
easat-9142	184	7	,	,	PUNCT
easat-9142	184	8	mobile	mobile	ADJ
easat-9142	184	9	payments	payment	NOUN
easat-9142	184	10	,	,	PUNCT
easat-9142	184	11	and	and	CCONJ
easat-9142	184	12	digital	digital	ADJ
easat-9142	184	13	financial	financial	ADJ
easat-9142	184	14	services	service	NOUN
easat-9142	184	15	,	,	PUNCT
easat-9142	184	16	the	the	DET
easat-9142	184	17	volume	volume	NOUN
easat-9142	184	18	and	and	CCONJ
easat-9142	184	19	complexity	complexity	NOUN
easat-9142	184	20	of	of	ADP
easat-9142	184	21	transactions	transaction	NOUN
easat-9142	184	22	have	have	AUX
easat-9142	184	23	soared	soar	VERB
easat-9142	184	24	,	,	PUNCT
easat-9142	184	25	providing	provide	VERB
easat-9142	184	26	fertile	fertile	ADJ
easat-9142	184	27	ground	ground	NOUN
easat-9142	184	28	for	for	ADP
easat-9142	184	29	fraudulent	fraudulent	ADJ
easat-9142	184	30	activities	activity	NOUN
easat-9142	184	31	.	.	PUNCT
easat-9142	185	1	the	the	DET
easat-9142	185	2	incorporation	incorporation	NOUN
easat-9142	185	3	of	of	ADP
easat-9142	185	4	sophisticated	sophisticated	ADJ
easat-9142	185	5	predictive	predictive	ADJ
easat-9142	185	6	analytics	analytic	NOUN
easat-9142	185	7	,	,	PUNCT
easat-9142	185	8	driven	drive	VERB
easat-9142	185	9	by	by	ADP
easat-9142	185	10	machine	machine	NOUN
easat-9142	185	11	learning	learning	NOUN
easat-9142	185	12	(	(	PUNCT
easat-9142	185	13	ml	ml	NOUN
easat-9142	185	14	)	)	PUNCT
easat-9142	185	15	and	and	CCONJ
easat-9142	185	16	artificial	artificial	ADJ
easat-9142	185	17	intelligence	intelligence	NOUN
easat-9142	185	18	(	(	PUNCT
easat-9142	185	19	ai	ai	NOUN
easat-9142	185	20	)	)	PUNCT
easat-9142	185	21	,	,	PUNCT
easat-9142	185	22	has	have	AUX
easat-9142	185	23	transformed	transform	VERB
easat-9142	185	24	fraud	fraud	NOUN
easat-9142	185	25	detection	detection	NOUN
easat-9142	185	26	in	in	ADP
easat-9142	185	27	financial	financial	ADJ
easat-9142	185	28	systems	system	NOUN
easat-9142	185	29	[	[	X
easat-9142	185	30	37	37	NUM
easat-9142	185	31	]	]	PUNCT
easat-9142	185	32	.	.	PUNCT
easat-9142	186	1	predictive	predictive	ADJ
easat-9142	186	2	algorithms	algorithm	NOUN
easat-9142	186	3	can	can	AUX
easat-9142	186	4	evaluate	evaluate	VERB
easat-9142	186	5	extensive	extensive	ADJ
easat-9142	186	6	transactional	transactional	ADJ
easat-9142	186	7	data	datum	NOUN
easat-9142	186	8	in	in	ADP
easat-9142	186	9	real	real	ADJ
easat-9142	186	10	-	-	PUNCT
easat-9142	186	11	time	time	NOUN
easat-9142	186	12	,	,	PUNCT
easat-9142	186	13	detecting	detect	VERB
easat-9142	186	14	anomalous	anomalous	ADJ
easat-9142	186	15	or	or	CCONJ
easat-9142	186	16	suspicious	suspicious	ADJ
easat-9142	186	17	trends	trend	NOUN
easat-9142	186	18	that	that	PRON
easat-9142	186	19	may	may	AUX
easat-9142	186	20	signify	signify	VERB
easat-9142	186	21	fraudulent	fraudulent	ADJ
easat-9142	186	22	activity	activity	NOUN
easat-9142	186	23	[	[	X
easat-9142	186	24	38	38	NUM
easat-9142	186	25	]	]	PUNCT
easat-9142	186	26	.	.	PUNCT
easat-9142	187	1	machine	machine	NOUN
easat-9142	187	2	learning	learn	VERB
easat-9142	187	3	algorithms	algorithm	NOUN
easat-9142	187	4	,	,	PUNCT
easat-9142	187	5	including	include	VERB
easat-9142	187	6	decision	decision	NOUN
easat-9142	187	7	trees	tree	NOUN
easat-9142	187	8	,	,	PUNCT
easat-9142	187	9	neural	neural	ADJ
easat-9142	187	10	networks	network	NOUN
easat-9142	187	11	,	,	PUNCT
easat-9142	187	12	and	and	CCONJ
easat-9142	187	13	anomaly	anomaly	NOUN
easat-9142	187	14	detection	detection	NOUN
easat-9142	187	15	models	model	NOUN
easat-9142	187	16	,	,	PUNCT
easat-9142	187	17	are	be	AUX
easat-9142	187	18	engineered	engineer	VERB
easat-9142	187	19	to	to	PART
easat-9142	187	20	learn	learn	VERB
easat-9142	187	21	from	from	ADP
easat-9142	187	22	previous	previous	ADJ
easat-9142	187	23	data	datum	NOUN
easat-9142	187	24	,	,	PUNCT
easat-9142	187	25	allowing	allow	VERB
easat-9142	187	26	them	they	PRON
easat-9142	187	27	to	to	PART
easat-9142	187	28	identify	identify	VERB
easat-9142	187	29	small	small	ADJ
easat-9142	187	30	deviations	deviation	NOUN
easat-9142	187	31	from	from	ADP
easat-9142	187	32	standard	standard	ADJ
easat-9142	187	33	transaction	transaction	NOUN
easat-9142	187	34	patterns	pattern	NOUN
easat-9142	187	35	that	that	PRON
easat-9142	187	36	may	may	AUX
easat-9142	187	37	elude	elude	VERB
easat-9142	187	38	human	human	ADJ
easat-9142	187	39	analysts	analyst	NOUN
easat-9142	187	40	.	.	PUNCT
easat-9142	188	1	studies	study	NOUN
easat-9142	188	2	by	by	ADP
easat-9142	188	3	ashfaq	ashfaq	NOUN
easat-9142	188	4	,	,	PUNCT
easat-9142	188	5	et	et	PROPN
easat-9142	188	6	al	al	PROPN
easat-9142	188	7	.	.	PUNCT
easat-9142	189	1	[	[	X
easat-9142	189	2	24	24	NUM
easat-9142	189	3	]	]	PUNCT
easat-9142	189	4	and	and	CCONJ
easat-9142	189	5	njoku	njoku	PROPN
easat-9142	189	6	,	,	PUNCT
easat-9142	189	7	et	et	PROPN
easat-9142	189	8	al	al	PROPN
easat-9142	189	9	.	.	PUNCT
easat-9142	190	1	[	[	X
easat-9142	190	2	39	39	NUM
easat-9142	190	3	]	]	PUNCT
easat-9142	190	4	highlight	highlight	VERB
easat-9142	190	5	the	the	DET
easat-9142	190	6	efficacy	efficacy	NOUN
easat-9142	190	7	of	of	ADP
easat-9142	190	8	these	these	DET
easat-9142	190	9	models	model	NOUN
easat-9142	190	10	in	in	ADP
easat-9142	190	11	the	the	DET
easat-9142	190	12	early	early	ADJ
easat-9142	190	13	detection	detection	NOUN
easat-9142	190	14	of	of	ADP
easat-9142	190	15	fraud	fraud	NOUN
easat-9142	190	16	,	,	PUNCT
easat-9142	190	17	markedly	markedly	ADV
easat-9142	190	18	diminishing	diminish	VERB
easat-9142	190	19	financial	financial	ADJ
easat-9142	190	20	losses	loss	NOUN
easat-9142	190	21	.	.	PUNCT
easat-9142	191	1	through	through	ADP
easat-9142	191	2	ongoing	ongoing	ADJ
easat-9142	191	3	learning	learning	NOUN
easat-9142	191	4	and	and	CCONJ
easat-9142	191	5	adaptation	adaptation	NOUN
easat-9142	191	6	to	to	ADP
easat-9142	191	7	emerging	emerge	VERB
easat-9142	191	8	fraud	fraud	NOUN
easat-9142	191	9	strategies	strategy	NOUN
easat-9142	191	10	,	,	PUNCT
easat-9142	191	11	predictive	predictive	ADJ
easat-9142	191	12	analytics	analytic	NOUN
easat-9142	191	13	can	can	AUX
easat-9142	191	14	identify	identify	VERB
easat-9142	191	15	possible	possible	ADJ
easat-9142	191	16	fraud	fraud	NOUN
easat-9142	191	17	preemptively	preemptively	ADV
easat-9142	191	18	,	,	PUNCT
easat-9142	191	19	enabling	enable	VERB
easat-9142	191	20	financial	financial	ADJ
easat-9142	191	21	institutions	institution	NOUN
easat-9142	191	22	to	to	PART
easat-9142	191	23	respond	respond	VERB
easat-9142	191	24	proactively	proactively	ADV
easat-9142	191	25	[	[	X
easat-9142	191	26	40	40	NUM
easat-9142	191	27	]	]	PUNCT
easat-9142	191	28	.	.	PUNCT
easat-9142	192	1	this	this	DET
easat-9142	192	2	proactive	proactive	ADJ
easat-9142	192	3	detection	detection	NOUN
easat-9142	192	4	is	be	AUX
easat-9142	192	5	vital	vital	ADJ
easat-9142	192	6	,	,	PUNCT
easat-9142	192	7	as	as	SCONJ
easat-9142	192	8	it	it	PRON
easat-9142	192	9	minimizes	minimize	VERB
easat-9142	192	10	both	both	CCONJ
easat-9142	192	11	the	the	DET
easat-9142	192	12	economic	economic	ADJ
easat-9142	192	13	impact	impact	NOUN
easat-9142	192	14	and	and	CCONJ
easat-9142	192	15	the	the	DET
easat-9142	192	16	reputational	reputational	ADJ
easat-9142	192	17	damage	damage	NOUN
easat-9142	192	18	that	that	PRON
easat-9142	192	19	can	can	AUX
easat-9142	192	20	result	result	VERB
easat-9142	192	21	from	from	ADP
easat-9142	192	22	fraud	fraud	NOUN
easat-9142	192	23	.	.	PUNCT
easat-9142	193	1	figure	figure	NOUN
easat-9142	193	2	2	2	NUM
easat-9142	193	3	.	.	PUNCT
easat-9142	194	1	categories	category	NOUN
easat-9142	194	2	of	of	ADP
easat-9142	194	3	financial	financial	ADJ
easat-9142	194	4	information	information	NOUN
easat-9142	194	5	security	security	NOUN
easat-9142	194	6	.	.	PUNCT
easat-9142	195	1	however	however	ADV
easat-9142	195	2	,	,	PUNCT
easat-9142	195	3	challenges	challenge	NOUN
easat-9142	195	4	remain	remain	VERB
easat-9142	195	5	.	.	PUNCT
easat-9142	196	1	predictive	predictive	ADJ
easat-9142	196	2	models	model	NOUN
easat-9142	196	3	must	must	AUX
easat-9142	196	4	balance	balance	VERB
easat-9142	196	5	accuracy	accuracy	NOUN
easat-9142	196	6	with	with	ADP
easat-9142	196	7	compliance	compliance	NOUN
easat-9142	196	8	to	to	ADP
easat-9142	196	9	rigorous	rigorous	ADJ
easat-9142	196	10	data	datum	NOUN
easat-9142	196	11	privacy	privacy	NOUN
easat-9142	196	12	legislation	legislation	NOUN
easat-9142	196	13	,	,	PUNCT
easat-9142	196	14	including	include	VERB
easat-9142	196	15	gdpr	gdpr	NOUN
easat-9142	196	16	and	and	CCONJ
easat-9142	196	17	ccpa	ccpa	VERB
easat-9142	196	18	[	[	X
easat-9142	196	19	12	12	NUM
easat-9142	196	20	]	]	PUNCT
easat-9142	196	21	.	.	PUNCT
easat-9142	197	1	furthermore	furthermore	ADV
easat-9142	197	2	,	,	PUNCT
easat-9142	197	3	models	model	NOUN
easat-9142	197	4	must	must	AUX
easat-9142	197	5	be	be	AUX
easat-9142	197	6	robust	robust	ADJ
easat-9142	197	7	against	against	ADP
easat-9142	197	8	adversarial	adversarial	ADJ
easat-9142	197	9	attacks	attack	NOUN
easat-9142	197	10	designed	design	VERB
easat-9142	197	11	to	to	PART
easat-9142	197	12	deceive	deceive	VERB
easat-9142	197	13	ai	ai	VERB
easat-9142	197	14	systems	system	NOUN
easat-9142	197	15	[	[	X
easat-9142	197	16	14	14	NUM
easat-9142	197	17	]	]	PUNCT
easat-9142	197	18	.	.	PUNCT
easat-9142	198	1	despite	despite	SCONJ
easat-9142	198	2	these	these	DET
easat-9142	198	3	challenges	challenge	NOUN
easat-9142	198	4	,	,	PUNCT
easat-9142	198	5	fraud	fraud	NOUN
easat-9142	198	6	detection	detection	NOUN
easat-9142	198	7	remains	remain	VERB
easat-9142	198	8	a	a	DET
easat-9142	198	9	foremost	foremost	ADJ
easat-9142	198	10	application	application	NOUN
easat-9142	198	11	of	of	ADP
easat-9142	198	12	advanced	advanced	ADJ
easat-9142	198	13	predictive	predictive	ADJ
easat-9142	198	14	analytics	analytic	NOUN
easat-9142	198	15	in	in	ADP
easat-9142	198	16	financial	financial	ADJ
easat-9142	198	17	information	information	NOUN
easat-9142	198	18	security	security	NOUN
easat-9142	198	19	significantly	significantly	ADV
easat-9142	198	20	contribute	contribute	VERB
easat-9142	198	21	to	to	ADP
easat-9142	198	22	the	the	DET
easat-9142	198	23	protection	protection	NOUN
easat-9142	198	24	of	of	ADP
easat-9142	198	25	financial	financial	ADJ
easat-9142	198	26	transactions	transaction	NOUN
easat-9142	198	27	and	and	CCONJ
easat-9142	198	28	the	the	DET
easat-9142	198	29	maintenance	maintenance	NOUN
easat-9142	198	30	of	of	ADP
easat-9142	198	31	customer	customer	NOUN
easat-9142	198	32	trust	trust	PROPN
easat-9142	198	33	.	.	PUNCT
easat-9142	199	1	2230	2230	NUM
easat-9142	199	2	edelweiss	edelweiss	PROPN
easat-9142	199	3	applied	apply	VERB
easat-9142	199	4	science	science	NOUN
easat-9142	199	5	and	and	CCONJ
easat-9142	199	6	technology	technology	NOUN
easat-9142	199	7	issn	issn	PROPN
easat-9142	199	8	:	:	PUNCT
easat-9142	199	9	2576	2576	NUM
easat-9142	199	10	-	-	SYM
easat-9142	199	11	8484	8484	NUM
easat-9142	199	12	vol	vol	NOUN
easat-9142	199	13	.	.	PROPN
easat-9142	200	1	9	9	NUM
easat-9142	200	2	,	,	PUNCT
easat-9142	200	3	no	no	INTJ
easat-9142	200	4	.	.	NOUN
easat-9142	200	5	7	7	NUM
easat-9142	200	6	:	:	SYM
easat-9142	200	7	2222	2222	NUM
easat-9142	200	8	-	-	SYM
easat-9142	200	9	2245	2245	NUM
easat-9142	200	10	,	,	PUNCT
easat-9142	200	11	2025	2025	NUM
easat-9142	200	12	doi	doi	NOUN
easat-9142	200	13	:	:	PUNCT
easat-9142	200	14	10.55214/2576	10.55214/2576	NUM
easat-9142	200	15	-	-	PUNCT
easat-9142	200	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	201	1	©	©	PROPN
easat-9142	201	2	2025	2025	NUM
easat-9142	201	3	by	by	ADP
easat-9142	201	4	the	the	DET
easat-9142	201	5	authors	author	NOUN
easat-9142	201	6	;	;	PUNCT
easat-9142	201	7	licensee	licensee	PROPN
easat-9142	201	8	learning	learning	NOUN
easat-9142	201	9	gate	gate	VERB
easat-9142	201	10	4.2	4.2	NUM
easat-9142	201	11	.	.	PUNCT
easat-9142	202	1	risk	risk	NOUN
easat-9142	202	2	management	management	NOUN
easat-9142	202	3	in	in	ADP
easat-9142	202	4	advanced	advanced	ADJ
easat-9142	202	5	predictive	predictive	ADJ
easat-9142	202	6	analytics	analytic	NOUN
easat-9142	202	7	for	for	ADP
easat-9142	202	8	financial	financial	ADJ
easat-9142	202	9	information	information	NOUN
easat-9142	202	10	security	security	NOUN
easat-9142	202	11	risk	risk	NOUN
easat-9142	202	12	management	management	NOUN
easat-9142	202	13	is	be	AUX
easat-9142	202	14	a	a	DET
easat-9142	202	15	critical	critical	ADJ
easat-9142	202	16	function	function	NOUN
easat-9142	202	17	within	within	ADP
easat-9142	202	18	financial	financial	ADJ
easat-9142	202	19	institutions	institution	NOUN
easat-9142	202	20	,	,	PUNCT
easat-9142	202	21	tasked	task	VERB
easat-9142	202	22	with	with	ADP
easat-9142	202	23	identifying	identify	VERB
easat-9142	202	24	,	,	PUNCT
easat-9142	202	25	assessing	assess	VERB
easat-9142	202	26	,	,	PUNCT
easat-9142	202	27	and	and	CCONJ
easat-9142	202	28	mitigating	mitigate	VERB
easat-9142	202	29	risks	risk	NOUN
easat-9142	202	30	that	that	PRON
easat-9142	202	31	could	could	AUX
easat-9142	202	32	adversely	adversely	ADV
easat-9142	202	33	affect	affect	VERB
easat-9142	202	34	financial	financial	ADJ
easat-9142	202	35	assets	asset	NOUN
easat-9142	202	36	,	,	PUNCT
easat-9142	202	37	operations	operation	NOUN
easat-9142	202	38	,	,	PUNCT
easat-9142	202	39	or	or	CCONJ
easat-9142	202	40	reputation	reputation	NOUN
easat-9142	202	41	[	[	X
easat-9142	202	42	41	41	NUM
easat-9142	202	43	]	]	PUNCT
easat-9142	202	44	.	.	PUNCT
easat-9142	203	1	with	with	ADP
easat-9142	203	2	the	the	DET
easat-9142	203	3	increasing	increase	VERB
easat-9142	203	4	digitization	digitization	NOUN
easat-9142	203	5	of	of	ADP
easat-9142	203	6	financial	financial	ADJ
easat-9142	203	7	services	service	NOUN
easat-9142	203	8	and	and	CCONJ
easat-9142	203	9	the	the	DET
easat-9142	203	10	growing	grow	VERB
easat-9142	203	11	sophistication	sophistication	NOUN
easat-9142	203	12	of	of	ADP
easat-9142	203	13	cyber	cyber	NOUN
easat-9142	203	14	threats	threat	NOUN
easat-9142	203	15	,	,	PUNCT
easat-9142	203	16	traditional	traditional	ADJ
easat-9142	203	17	risk	risk	NOUN
easat-9142	203	18	management	management	NOUN
easat-9142	203	19	approaches	approach	NOUN
easat-9142	203	20	face	face	VERB
easat-9142	203	21	significant	significant	ADJ
easat-9142	203	22	challenges	challenge	NOUN
easat-9142	203	23	.	.	PUNCT
easat-9142	204	1	advanced	advanced	ADJ
easat-9142	204	2	predictive	predictive	ADJ
easat-9142	204	3	analytics	analytic	NOUN
easat-9142	204	4	,	,	PUNCT
easat-9142	204	5	enhanced	enhance	VERB
easat-9142	204	6	by	by	ADP
easat-9142	204	7	artificial	artificial	ADJ
easat-9142	204	8	intelligence	intelligence	NOUN
easat-9142	204	9	(	(	PUNCT
easat-9142	204	10	ai	ai	NOUN
easat-9142	204	11	)	)	PUNCT
easat-9142	204	12	and	and	CCONJ
easat-9142	204	13	machine	machine	NOUN
easat-9142	204	14	learning	learning	NOUN
easat-9142	204	15	(	(	PUNCT
easat-9142	204	16	ml	ml	NOUN
easat-9142	204	17	)	)	PUNCT
easat-9142	204	18	,	,	PUNCT
easat-9142	204	19	provides	provide	VERB
easat-9142	204	20	transformative	transformative	ADJ
easat-9142	204	21	capabilities	capability	NOUN
easat-9142	204	22	.	.	PUNCT
easat-9142	205	1	this	this	DET
easat-9142	205	2	technology	technology	NOUN
easat-9142	205	3	enhances	enhance	VERB
easat-9142	205	4	risk	risk	NOUN
easat-9142	205	5	management	management	NOUN
easat-9142	205	6	in	in	ADP
easat-9142	205	7	the	the	DET
easat-9142	205	8	realm	realm	NOUN
easat-9142	205	9	of	of	ADP
easat-9142	205	10	financial	financial	ADJ
easat-9142	205	11	information	information	NOUN
easat-9142	205	12	security	security	NOUN
easat-9142	205	13	.	.	PUNCT
easat-9142	206	1	ai	ai	VERB
easat-9142	206	2	-	-	PUNCT
easat-9142	206	3	driven	drive	VERB
easat-9142	206	4	models	model	NOUN
easat-9142	206	5	can	can	AUX
easat-9142	206	6	determine	determine	VERB
easat-9142	206	7	subtle	subtle	ADJ
easat-9142	206	8	approaches	approach	NOUN
easat-9142	206	9	and	and	CCONJ
easat-9142	206	10	correlations	correlation	NOUN
easat-9142	206	11	that	that	PRON
easat-9142	206	12	might	might	AUX
easat-9142	206	13	go	go	VERB
easat-9142	206	14	unnoticed	unnoticed	ADJ
easat-9142	206	15	through	through	ADP
easat-9142	206	16	conventional	conventional	ADJ
easat-9142	206	17	methods	method	NOUN
easat-9142	206	18	[	[	X
easat-9142	206	19	11	11	NUM
easat-9142	206	20	]	]	PUNCT
easat-9142	206	21	.	.	PUNCT
easat-9142	207	1	moreover	moreover	ADV
easat-9142	207	2	,	,	PUNCT
easat-9142	207	3	ai	ai	VERB
easat-9142	207	4	models	model	NOUN
easat-9142	207	5	facilitate	facilitate	VERB
easat-9142	207	6	dynamic	dynamic	ADJ
easat-9142	207	7	risk	risk	NOUN
easat-9142	207	8	scoring	scoring	NOUN
easat-9142	207	9	by	by	ADP
easat-9142	207	10	integrating	integrate	VERB
easat-9142	207	11	multiple	multiple	ADJ
easat-9142	207	12	factors	factor	NOUN
easat-9142	207	13	such	such	ADJ
easat-9142	207	14	as	as	ADP
easat-9142	207	15	market	market	NOUN
easat-9142	207	16	volatility	volatility	NOUN
easat-9142	207	17	,	,	PUNCT
easat-9142	207	18	credit	credit	NOUN
easat-9142	207	19	risk	risk	NOUN
easat-9142	207	20	,	,	PUNCT
easat-9142	207	21	and	and	CCONJ
easat-9142	207	22	operational	operational	ADJ
easat-9142	207	23	vulnerabilities	vulnerability	NOUN
easat-9142	207	24	.	.	PUNCT
easat-9142	208	1	this	this	DET
easat-9142	208	2	integrated	integrate	VERB
easat-9142	208	3	approach	approach	NOUN
easat-9142	208	4	supports	support	VERB
easat-9142	208	5	more	more	ADV
easat-9142	208	6	holistic	holistic	ADJ
easat-9142	208	7	and	and	CCONJ
easat-9142	208	8	timely	timely	ADJ
easat-9142	208	9	decision	decision	NOUN
easat-9142	208	10	-	-	PUNCT
easat-9142	208	11	making	making	NOUN
easat-9142	208	12	[	[	X
easat-9142	208	13	23	23	NUM
easat-9142	208	14	]	]	PUNCT
easat-9142	208	15	.	.	PUNCT
easat-9142	209	1	by	by	ADP
easat-9142	209	2	using	use	VERB
easat-9142	209	3	these	these	DET
easat-9142	209	4	advanced	advanced	ADJ
easat-9142	209	5	tools	tool	NOUN
easat-9142	209	6	,	,	PUNCT
easat-9142	209	7	institutions	institution	NOUN
easat-9142	209	8	can	can	AUX
easat-9142	209	9	optimize	optimize	VERB
easat-9142	209	10	their	their	PRON
easat-9142	209	11	capital	capital	NOUN
easat-9142	209	12	reserves	reserve	NOUN
easat-9142	209	13	,	,	PUNCT
easat-9142	209	14	adjust	adjust	VERB
easat-9142	209	15	investment	investment	NOUN
easat-9142	209	16	strategies	strategy	NOUN
easat-9142	209	17	,	,	PUNCT
easat-9142	209	18	and	and	CCONJ
easat-9142	209	19	comply	comply	VERB
easat-9142	209	20	more	more	ADV
easat-9142	209	21	effectively	effectively	ADV
easat-9142	209	22	with	with	ADP
easat-9142	209	23	regulatory	regulatory	ADJ
easat-9142	209	24	requirements	requirement	NOUN
easat-9142	209	25	.	.	PUNCT
easat-9142	210	1	despite	despite	SCONJ
easat-9142	210	2	these	these	DET
easat-9142	210	3	benefits	benefit	NOUN
easat-9142	210	4	,	,	PUNCT
easat-9142	210	5	implementing	implement	VERB
easat-9142	210	6	predictive	predictive	ADJ
easat-9142	210	7	analytics	analytic	NOUN
easat-9142	210	8	for	for	ADP
easat-9142	210	9	risk	risk	NOUN
easat-9142	210	10	management	management	NOUN
easat-9142	210	11	involves	involve	VERB
easat-9142	210	12	challenges	challenge	NOUN
easat-9142	210	13	.	.	PUNCT
easat-9142	211	1	data	datum	NOUN
easat-9142	211	2	quality	quality	NOUN
easat-9142	211	3	and	and	CCONJ
easat-9142	211	4	completeness	completeness	NOUN
easat-9142	211	5	are	be	AUX
easat-9142	211	6	paramount	paramount	ADJ
easat-9142	211	7	,	,	PUNCT
easat-9142	211	8	inaccurate	inaccurate	ADJ
easat-9142	211	9	or	or	CCONJ
easat-9142	211	10	biased	biased	ADJ
easat-9142	211	11	data	datum	NOUN
easat-9142	211	12	can	can	AUX
easat-9142	211	13	result	result	VERB
easat-9142	211	14	in	in	ADP
easat-9142	211	15	erroneous	erroneous	ADJ
easat-9142	211	16	risk	risk	NOUN
easat-9142	211	17	evaluations	evaluation	NOUN
easat-9142	211	18	.	.	PUNCT
easat-9142	212	1	moreover	moreover	ADV
easat-9142	212	2	,	,	PUNCT
easat-9142	212	3	guaranteeing	guarantee	VERB
easat-9142	212	4	that	that	SCONJ
easat-9142	212	5	predictive	predictive	ADJ
easat-9142	212	6	models	model	NOUN
easat-9142	212	7	adhere	adhere	VERB
easat-9142	212	8	to	to	ADP
easat-9142	212	9	privacy	privacy	NOUN
easat-9142	212	10	regulations	regulation	NOUN
easat-9142	212	11	such	such	ADJ
easat-9142	212	12	as	as	ADP
easat-9142	212	13	gdpr	gdpr	NOUN
easat-9142	212	14	and	and	CCONJ
easat-9142	212	15	ccpa	ccpa	NOUN
easat-9142	212	16	necessitates	necessitate	VERB
easat-9142	212	17	meticulous	meticulous	ADJ
easat-9142	212	18	design	design	NOUN
easat-9142	212	19	and	and	CCONJ
easat-9142	212	20	ongoing	ongoing	ADJ
easat-9142	212	21	oversight	oversight	NOUN
easat-9142	212	22	[	[	X
easat-9142	212	23	12	12	NUM
easat-9142	212	24	]	]	PUNCT
easat-9142	212	25	.	.	PUNCT
easat-9142	213	1	4.3	4.3	NUM
easat-9142	213	2	.	.	PUNCT
easat-9142	214	1	behavioral	behavioral	ADJ
easat-9142	214	2	analytics	analytic	NOUN
easat-9142	214	3	in	in	ADP
easat-9142	214	4	financial	financial	ADJ
easat-9142	214	5	information	information	NOUN
easat-9142	214	6	security	security	NOUN
easat-9142	214	7	behavioural	behavioural	ADJ
easat-9142	214	8	analytics	analytic	NOUN
easat-9142	214	9	is	be	AUX
easat-9142	214	10	essential	essential	ADJ
easat-9142	214	11	for	for	ADP
easat-9142	214	12	enhancing	enhance	VERB
easat-9142	214	13	financial	financial	ADJ
easat-9142	214	14	information	information	NOUN
easat-9142	214	15	security	security	NOUN
easat-9142	214	16	through	through	ADP
easat-9142	214	17	the	the	DET
easat-9142	214	18	utilization	utilization	NOUN
easat-9142	214	19	of	of	ADP
easat-9142	214	20	advanced	advanced	ADJ
easat-9142	214	21	predictive	predictive	ADJ
easat-9142	214	22	analytics	analytic	NOUN
easat-9142	214	23	techniques	technique	NOUN
easat-9142	214	24	to	to	PART
easat-9142	214	25	monitor	monitor	VERB
easat-9142	214	26	and	and	CCONJ
easat-9142	214	27	analyse	analyse	NOUN
easat-9142	214	28	user	user	NOUN
easat-9142	214	29	behaviours	behaviour	NOUN
easat-9142	214	30	within	within	ADP
easat-9142	214	31	financial	financial	ADJ
easat-9142	214	32	systems	system	NOUN
easat-9142	214	33	[	[	X
easat-9142	214	34	42	42	NUM
easat-9142	214	35	]	]	PUNCT
easat-9142	214	36	.	.	PUNCT
easat-9142	215	1	unlike	unlike	ADP
easat-9142	215	2	traditional	traditional	ADJ
easat-9142	215	3	security	security	NOUN
easat-9142	215	4	measures	measure	NOUN
easat-9142	215	5	that	that	PRON
easat-9142	215	6	rely	rely	VERB
easat-9142	215	7	heavily	heavily	ADV
easat-9142	215	8	on	on	ADP
easat-9142	215	9	static	static	ADJ
easat-9142	215	10	rules	rule	NOUN
easat-9142	215	11	or	or	CCONJ
easat-9142	215	12	known	know	VERB
easat-9142	215	13	threat	threat	NOUN
easat-9142	215	14	signatures	signature	NOUN
easat-9142	215	15	,	,	PUNCT
easat-9142	215	16	behavioral	behavioral	ADJ
easat-9142	215	17	analytics	analytic	NOUN
easat-9142	215	18	concentrates	concentrate	VERB
easat-9142	215	19	on	on	ADP
easat-9142	215	20	comprehending	comprehend	VERB
easat-9142	215	21	the	the	DET
easat-9142	215	22	typical	typical	ADJ
easat-9142	215	23	patterns	pattern	NOUN
easat-9142	215	24	of	of	ADP
easat-9142	215	25	consumer	consumer	NOUN
easat-9142	215	26	behavior	behavior	NOUN
easat-9142	215	27	as	as	ADV
easat-9142	215	28	well	well	ADV
easat-9142	215	29	as	as	ADP
easat-9142	215	30	detecting	detect	VERB
easat-9142	215	31	deviations	deviation	NOUN
easat-9142	215	32	that	that	PRON
easat-9142	215	33	may	may	AUX
easat-9142	215	34	indicate	indicate	VERB
easat-9142	215	35	potential	potential	ADJ
easat-9142	215	36	fraudulent	fraudulent	ADJ
easat-9142	215	37	or	or	CCONJ
easat-9142	215	38	malicious	malicious	ADJ
easat-9142	215	39	actions	action	NOUN
easat-9142	215	40	.	.	PUNCT
easat-9142	216	1	this	this	DET
easat-9142	216	2	continuous	continuous	ADJ
easat-9142	216	3	learning	learning	NOUN
easat-9142	216	4	process	process	NOUN
easat-9142	216	5	enables	enable	VERB
easat-9142	216	6	the	the	DET
easat-9142	216	7	system	system	NOUN
easat-9142	216	8	to	to	PART
easat-9142	216	9	establish	establish	VERB
easat-9142	216	10	dynamic	dynamic	ADJ
easat-9142	216	11	behavioral	behavioral	ADJ
easat-9142	216	12	baselines	baseline	NOUN
easat-9142	216	13	tailored	tailor	VERB
easat-9142	216	14	to	to	ADP
easat-9142	216	15	individual	individual	ADJ
easat-9142	216	16	users	user	NOUN
easat-9142	216	17	or	or	CCONJ
easat-9142	216	18	groups	group	NOUN
easat-9142	216	19	,	,	PUNCT
easat-9142	216	20	which	which	PRON
easat-9142	216	21	helps	help	VERB
easat-9142	216	22	in	in	ADP
easat-9142	216	23	promptly	promptly	ADV
easat-9142	216	24	identifying	identify	VERB
easat-9142	216	25	anomalies	anomaly	NOUN
easat-9142	216	26	such	such	ADJ
easat-9142	216	27	as	as	ADP
easat-9142	216	28	unusual	unusual	ADJ
easat-9142	216	29	login	login	NOUN
easat-9142	216	30	locations	location	NOUN
easat-9142	216	31	,	,	PUNCT
easat-9142	216	32	atypical	atypical	ADJ
easat-9142	216	33	transaction	transaction	NOUN
easat-9142	216	34	amounts	amount	VERB
easat-9142	216	35	,	,	PUNCT
easat-9142	216	36	or	or	CCONJ
easat-9142	216	37	access	access	NOUN
easat-9142	216	38	at	at	ADP
easat-9142	216	39	unusual	unusual	ADJ
easat-9142	216	40	times	time	NOUN
easat-9142	216	41	[	[	X
easat-9142	216	42	25	25	NUM
easat-9142	216	43	]	]	PUNCT
easat-9142	216	44	.	.	PUNCT
easat-9142	217	1	these	these	DET
easat-9142	217	2	anomalies	anomaly	NOUN
easat-9142	217	3	often	often	ADV
easat-9142	217	4	serve	serve	VERB
easat-9142	217	5	as	as	ADP
easat-9142	217	6	early	early	ADJ
easat-9142	217	7	warning	warning	NOUN
easat-9142	217	8	signs	sign	NOUN
easat-9142	217	9	of	of	ADP
easat-9142	217	10	identity	identity	NOUN
easat-9142	217	11	theft	theft	NOUN
easat-9142	217	12	,	,	PUNCT
easat-9142	217	13	account	account	NOUN
easat-9142	217	14	takeovers	takeover	NOUN
easat-9142	217	15	,	,	PUNCT
easat-9142	217	16	insider	insider	NOUN
easat-9142	217	17	threats	threat	NOUN
easat-9142	217	18	,	,	PUNCT
easat-9142	217	19	or	or	CCONJ
easat-9142	217	20	other	other	ADJ
easat-9142	217	21	cyber	cyber	ADJ
easat-9142	217	22	risks	risk	NOUN
easat-9142	217	23	.	.	PUNCT
easat-9142	218	1	the	the	DET
easat-9142	218	2	efficacy	efficacy	NOUN
easat-9142	218	3	of	of	ADP
easat-9142	218	4	behavioral	behavioral	ADJ
easat-9142	218	5	analytics	analytic	NOUN
easat-9142	218	6	resides	reside	VERB
easat-9142	218	7	in	in	ADP
easat-9142	218	8	its	its	PRON
easat-9142	218	9	capacity	capacity	NOUN
easat-9142	218	10	to	to	PART
easat-9142	218	11	identify	identify	VERB
easat-9142	218	12	sophisticated	sophisticated	ADJ
easat-9142	218	13	and	and	CCONJ
easat-9142	218	14	evolving	evolve	VERB
easat-9142	218	15	threats	threat	NOUN
easat-9142	218	16	that	that	SCONJ
easat-9142	218	17	traditional	traditional	ADJ
easat-9142	218	18	methods	method	NOUN
easat-9142	218	19	may	may	AUX
easat-9142	218	20	overlook	overlook	VERB
easat-9142	218	21	[	[	X
easat-9142	218	22	43	43	NUM
easat-9142	218	23	]	]	PUNCT
easat-9142	218	24	.	.	PUNCT
easat-9142	219	1	for	for	ADP
easat-9142	219	2	instance	instance	NOUN
easat-9142	219	3	,	,	PUNCT
easat-9142	219	4	fraudsters	fraudster	NOUN
easat-9142	219	5	may	may	AUX
easat-9142	219	6	mimic	mimic	VERB
easat-9142	219	7	legitimate	legitimate	ADJ
easat-9142	219	8	transaction	transaction	NOUN
easat-9142	219	9	patterns	pattern	NOUN
easat-9142	219	10	to	to	PART
easat-9142	219	11	avoid	avoid	VERB
easat-9142	219	12	detection	detection	NOUN
easat-9142	219	13	,	,	PUNCT
easat-9142	219	14	but	but	CCONJ
easat-9142	219	15	subtle	subtle	ADJ
easat-9142	219	16	behavioral	behavioral	ADJ
easat-9142	219	17	differences	difference	NOUN
easat-9142	219	18	can	can	AUX
easat-9142	219	19	be	be	AUX
easat-9142	219	20	captured	capture	VERB
easat-9142	219	21	by	by	ADP
easat-9142	219	22	predictive	predictive	ADJ
easat-9142	219	23	models	model	NOUN
easat-9142	219	24	trained	train	VERB
easat-9142	219	25	to	to	PART
easat-9142	219	26	recognize	recognize	VERB
easat-9142	219	27	nuanced	nuanced	ADJ
easat-9142	219	28	deviations	deviation	NOUN
easat-9142	219	29	[	[	X
easat-9142	219	30	44	44	NUM
easat-9142	219	31	]	]	PUNCT
easat-9142	219	32	.	.	PUNCT
easat-9142	220	1	however	however	ADV
easat-9142	220	2	,	,	PUNCT
easat-9142	220	3	implementing	implement	VERB
easat-9142	220	4	behavioral	behavioral	ADJ
easat-9142	220	5	analytics	analytic	NOUN
easat-9142	220	6	also	also	ADV
easat-9142	220	7	presents	present	VERB
easat-9142	220	8	challenges	challenge	NOUN
easat-9142	220	9	,	,	PUNCT
easat-9142	220	10	for	for	ADP
easat-9142	220	11	instance	instance	NOUN
easat-9142	220	12	,	,	PUNCT
easat-9142	220	13	ensuring	ensure	VERB
easat-9142	220	14	data	datum	NOUN
easat-9142	220	15	privacy	privacy	NOUN
easat-9142	220	16	,	,	PUNCT
easat-9142	220	17	model	model	NOUN
easat-9142	220	18	precision	precision	NOUN
easat-9142	220	19	,	,	PUNCT
easat-9142	220	20	and	and	CCONJ
easat-9142	220	21	compatibility	compatibility	NOUN
easat-9142	220	22	with	with	ADP
easat-9142	220	23	outdated	outdated	ADJ
easat-9142	220	24	systems	system	NOUN
easat-9142	220	25	[	[	X
easat-9142	220	26	12	12	NUM
easat-9142	220	27	]	]	PUNCT
easat-9142	220	28	.	.	PUNCT
easat-9142	221	1	the	the	DET
easat-9142	221	2	necessity	necessity	NOUN
easat-9142	221	3	to	to	PART
easat-9142	221	4	adhere	adhere	VERB
easat-9142	221	5	to	to	ADP
easat-9142	221	6	legislation	legislation	NOUN
easat-9142	221	7	such	such	ADJ
easat-9142	221	8	as	as	ADP
easat-9142	221	9	gdpr	gdpr	NOUN
easat-9142	221	10	and	and	CCONJ
easat-9142	221	11	ccpa	ccpa	NOUN
easat-9142	221	12	requires	require	VERB
easat-9142	221	13	that	that	SCONJ
easat-9142	221	14	data	datum	NOUN
easat-9142	221	15	collection	collection	NOUN
easat-9142	221	16	as	as	ADV
easat-9142	221	17	well	well	ADV
easat-9142	221	18	as	as	ADP
easat-9142	221	19	analysis	analysis	NOUN
easat-9142	221	20	methods	method	NOUN
easat-9142	221	21	respect	respect	VERB
easat-9142	221	22	user	user	NOUN
easat-9142	221	23	privacy	privacy	NOUN
easat-9142	221	24	without	without	ADP
easat-9142	221	25	compromising	compromise	VERB
easat-9142	221	26	detection	detection	NOUN
easat-9142	221	27	capabilities	capability	NOUN
easat-9142	221	28	[	[	X
easat-9142	221	29	45	45	NUM
easat-9142	221	30	]	]	PUNCT
easat-9142	221	31	.	.	PUNCT
easat-9142	222	1	moreover	moreover	ADV
easat-9142	222	2	,	,	PUNCT
easat-9142	222	3	behavioral	behavioral	ADJ
easat-9142	222	4	models	model	NOUN
easat-9142	222	5	must	must	AUX
easat-9142	222	6	adapt	adapt	VERB
easat-9142	222	7	continuously	continuously	ADV
easat-9142	222	8	to	to	ADP
easat-9142	222	9	evolving	evolve	VERB
easat-9142	222	10	user	user	NOUN
easat-9142	222	11	behaviors	behavior	NOUN
easat-9142	222	12	and	and	CCONJ
easat-9142	222	13	emerging	emerge	VERB
easat-9142	222	14	cyber	cyber	NOUN
easat-9142	222	15	threats	threat	NOUN
easat-9142	222	16	to	to	PART
easat-9142	222	17	maintain	maintain	VERB
easat-9142	222	18	effectiveness	effectiveness	NOUN
easat-9142	222	19	.	.	PUNCT
easat-9142	223	1	4.4	4.4	NUM
easat-9142	223	2	.	.	PUNCT
easat-9142	224	1	cyber	cyber	PROPN
easat-9142	224	2	threat	threat	NOUN
easat-9142	224	3	intelligence	intelligence	NOUN
easat-9142	224	4	in	in	ADP
easat-9142	224	5	financial	financial	ADJ
easat-9142	224	6	information	information	NOUN
easat-9142	224	7	security	security	NOUN
easat-9142	224	8	cyber	cyber	NOUN
easat-9142	224	9	threat	threat	NOUN
easat-9142	224	10	intelligence	intelligence	NOUN
easat-9142	224	11	(	(	PUNCT
easat-9142	224	12	cti	cti	PROPN
easat-9142	224	13	)	)	PUNCT
easat-9142	224	14	plays	play	VERB
easat-9142	224	15	a	a	DET
easat-9142	224	16	pivotal	pivotal	ADJ
easat-9142	224	17	role	role	NOUN
easat-9142	224	18	in	in	ADP
easat-9142	224	19	enhancing	enhance	VERB
easat-9142	224	20	financial	financial	ADJ
easat-9142	224	21	information	information	NOUN
easat-9142	224	22	security	security	NOUN
easat-9142	224	23	,	,	PUNCT
easat-9142	224	24	particularly	particularly	ADV
easat-9142	224	25	as	as	SCONJ
easat-9142	224	26	cyber	cyber	NOUN
easat-9142	224	27	-	-	PUNCT
easat-9142	224	28	attacks	attack	NOUN
easat-9142	224	29	become	become	VERB
easat-9142	224	30	increasingly	increasingly	ADV
easat-9142	224	31	sophisticated	sophisticated	ADJ
easat-9142	224	32	and	and	CCONJ
easat-9142	224	33	frequent	frequent	ADJ
easat-9142	224	34	in	in	ADP
easat-9142	224	35	the	the	DET
easat-9142	224	36	digital	digital	ADJ
easat-9142	224	37	age	age	NOUN
easat-9142	224	38	.	.	PUNCT
easat-9142	225	1	cti	cti	PROPN
easat-9142	225	2	provides	provide	VERB
easat-9142	225	3	actionable	actionable	ADJ
easat-9142	225	4	insights	insight	NOUN
easat-9142	225	5	within	within	ADP
easat-9142	225	6	the	the	DET
easat-9142	225	7	financial	financial	ADJ
easat-9142	225	8	sector	sector	NOUN
easat-9142	225	9	by	by	ADP
easat-9142	225	10	gathering	gather	VERB
easat-9142	225	11	,	,	PUNCT
easat-9142	225	12	analyzing	analyzing	NOUN
easat-9142	225	13	,	,	PUNCT
easat-9142	225	14	and	and	CCONJ
easat-9142	225	15	interpreting	interpret	VERB
easat-9142	225	16	information	information	NOUN
easat-9142	225	17	about	about	ADP
easat-9142	225	18	potential	potential	ADJ
easat-9142	225	19	and	and	CCONJ
easat-9142	225	20	ongoing	ongoing	ADJ
easat-9142	225	21	cyber	cyber	NOUN
easat-9142	225	22	threats	threat	NOUN
easat-9142	225	23	,	,	PUNCT
easat-9142	225	24	as	as	SCONJ
easat-9142	225	25	cybercriminals	cybercriminal	NOUN
easat-9142	225	26	continuously	continuously	ADV
easat-9142	225	27	target	target	VERB
easat-9142	225	28	sensitive	sensitive	ADJ
easat-9142	225	29	data	datum	NOUN
easat-9142	225	30	and	and	CCONJ
easat-9142	225	31	transactions	transaction	NOUN
easat-9142	225	32	[	[	X
easat-9142	225	33	46	46	NUM
easat-9142	225	34	]	]	PUNCT
easat-9142	225	35	.	.	PUNCT
easat-9142	226	1	this	this	DET
easat-9142	226	2	proactive	proactive	ADJ
easat-9142	226	3	approach	approach	NOUN
easat-9142	226	4	aligns	align	VERB
easat-9142	226	5	closely	closely	ADV
easat-9142	226	6	with	with	ADP
easat-9142	226	7	the	the	DET
easat-9142	226	8	goals	goal	NOUN
easat-9142	226	9	of	of	ADP
easat-9142	226	10	advanced	advanced	ADJ
easat-9142	226	11	predictive	predictive	ADJ
easat-9142	226	12	analytics	analytic	NOUN
easat-9142	226	13	,	,	PUNCT
easat-9142	226	14	which	which	PRON
easat-9142	226	15	aims	aim	VERB
easat-9142	226	16	to	to	PART
easat-9142	226	17	identify	identify	VERB
easat-9142	226	18	vulnerabilities	vulnerability	NOUN
easat-9142	226	19	and	and	CCONJ
easat-9142	226	20	threats	threat	NOUN
easat-9142	226	21	before	before	SCONJ
easat-9142	226	22	they	they	PRON
easat-9142	226	23	can	can	AUX
easat-9142	226	24	cause	cause	VERB
easat-9142	226	25	significant	significant	ADJ
easat-9142	226	26	damage	damage	NOUN
easat-9142	226	27	.	.	PUNCT
easat-9142	227	1	cti	cti	NOUN
easat-9142	227	2	leverages	leverage	NOUN
easat-9142	227	3	vast	vast	ADJ
easat-9142	227	4	datasets	dataset	NOUN
easat-9142	227	5	from	from	ADP
easat-9142	227	6	various	various	ADJ
easat-9142	227	7	sources	source	NOUN
easat-9142	227	8	—	—	PUNCT
easat-9142	227	9	including	include	VERB
easat-9142	227	10	network	network	NOUN
easat-9142	227	11	traffic	traffic	NOUN
easat-9142	227	12	,	,	PUNCT
easat-9142	227	13	threat	threat	NOUN
easat-9142	227	14	databases	database	NOUN
easat-9142	227	15	,	,	PUNCT
easat-9142	227	16	attack	attack	NOUN
easat-9142	227	17	signatures	signature	NOUN
easat-9142	227	18	,	,	PUNCT
easat-9142	227	19	and	and	CCONJ
easat-9142	227	20	dark	dark	ADJ
easat-9142	227	21	web	web	NOUN
easat-9142	227	22	monitoring	monitoring	NOUN
easat-9142	227	23	—	—	PUNCT
easat-9142	227	24	to	to	PART
easat-9142	227	25	identify	identify	VERB
easat-9142	227	26	patterns	pattern	NOUN
easat-9142	227	27	and	and	CCONJ
easat-9142	227	28	emerging	emerge	VERB
easat-9142	227	29	threats	threat	NOUN
easat-9142	227	30	.	.	PUNCT
easat-9142	228	1	when	when	SCONJ
easat-9142	228	2	integrated	integrate	VERB
easat-9142	228	3	with	with	ADP
easat-9142	228	4	artificial	artificial	ADJ
easat-9142	228	5	intelligence	intelligence	NOUN
easat-9142	228	6	(	(	PUNCT
easat-9142	228	7	ai	ai	NOUN
easat-9142	228	8	)	)	PUNCT
easat-9142	228	9	and	and	CCONJ
easat-9142	228	10	machine	machine	NOUN
easat-9142	228	11	learning	learning	NOUN
easat-9142	228	12	(	(	PUNCT
easat-9142	228	13	ml	ml	NOUN
easat-9142	228	14	)	)	PUNCT
easat-9142	228	15	,	,	PUNCT
easat-9142	228	16	cyber	cyber	NOUN
easat-9142	228	17	threat	threat	NOUN
easat-9142	228	18	intelligence	intelligence	NOUN
easat-9142	228	19	(	(	PUNCT
easat-9142	228	20	cti	cti	PROPN
easat-9142	228	21	)	)	PUNCT
easat-9142	228	22	systems	system	NOUN
easat-9142	228	23	may	may	AUX
easat-9142	228	24	analyze	analyze	VERB
easat-9142	228	25	extensive	extensive	ADJ
easat-9142	228	26	datasets	dataset	NOUN
easat-9142	228	27	in	in	ADP
easat-9142	228	28	real	real	ADJ
easat-9142	228	29	time	time	NOUN
easat-9142	228	30	,	,	PUNCT
easat-9142	228	31	identifying	identify	VERB
easat-9142	228	32	anomalies	anomaly	NOUN
easat-9142	228	33	or	or	CCONJ
easat-9142	228	34	suspicious	suspicious	ADJ
easat-9142	228	35	activities	activity	NOUN
easat-9142	228	36	that	that	PRON
easat-9142	228	37	may	may	AUX
easat-9142	228	38	signify	signify	VERB
easat-9142	228	39	an	an	DET
easat-9142	228	40	imminent	imminent	ADJ
easat-9142	228	41	threat	threat	NOUN
easat-9142	228	42	.	.	PUNCT
easat-9142	229	1	this	this	DET
easat-9142	229	2	form	form	NOUN
easat-9142	229	3	of	of	ADP
easat-9142	229	4	analysis	analysis	NOUN
easat-9142	229	5	allows	allow	VERB
easat-9142	229	6	financial	financial	ADJ
easat-9142	229	7	firms	firm	NOUN
easat-9142	229	8	to	to	PART
easat-9142	229	9	foresee	foresee	VERB
easat-9142	229	10	and	and	CCONJ
easat-9142	229	11	alleviate	alleviate	VERB
easat-9142	229	12	hazards	hazard	NOUN
easat-9142	229	13	more	more	ADV
easat-9142	229	14	efficiently	efficiently	ADV
easat-9142	229	15	,	,	PUNCT
easat-9142	229	16	transitioning	transition	VERB
easat-9142	229	17	from	from	ADP
easat-9142	229	18	reactive	reactive	ADJ
easat-9142	229	19	defense	defense	NOUN
easat-9142	229	20	to	to	PART
easat-9142	229	21	proactive	proactive	ADJ
easat-9142	229	22	security	security	NOUN
easat-9142	229	23	management	management	NOUN
easat-9142	229	24	[	[	X
easat-9142	229	25	26	26	NUM
easat-9142	229	26	,	,	PUNCT
easat-9142	229	27	47	47	NUM
easat-9142	229	28	]	]	PUNCT
easat-9142	229	29	.	.	PUNCT
easat-9142	230	1	2231	2231	NUM
easat-9142	230	2	edelweiss	edelweiss	PROPN
easat-9142	230	3	applied	apply	VERB
easat-9142	230	4	science	science	NOUN
easat-9142	230	5	and	and	CCONJ
easat-9142	230	6	technology	technology	NOUN
easat-9142	230	7	issn	issn	PROPN
easat-9142	230	8	:	:	PUNCT
easat-9142	230	9	2576	2576	NUM
easat-9142	230	10	-	-	SYM
easat-9142	230	11	8484	8484	NUM
easat-9142	230	12	vol	vol	NOUN
easat-9142	230	13	.	.	PROPN
easat-9142	231	1	9	9	NUM
easat-9142	231	2	,	,	PUNCT
easat-9142	231	3	no	no	INTJ
easat-9142	231	4	.	.	NOUN
easat-9142	231	5	7	7	NUM
easat-9142	231	6	:	:	SYM
easat-9142	231	7	2222	2222	NUM
easat-9142	231	8	-	-	SYM
easat-9142	231	9	2245	2245	NUM
easat-9142	231	10	,	,	PUNCT
easat-9142	231	11	2025	2025	NUM
easat-9142	231	12	doi	doi	NOUN
easat-9142	231	13	:	:	PUNCT
easat-9142	231	14	10.55214/2576	10.55214/2576	NUM
easat-9142	231	15	-	-	PUNCT
easat-9142	231	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	232	1	©	©	PROPN
easat-9142	232	2	2025	2025	NUM
easat-9142	232	3	by	by	ADP
easat-9142	232	4	the	the	DET
easat-9142	232	5	authors	author	NOUN
easat-9142	232	6	;	;	PUNCT
easat-9142	232	7	licensee	licensee	PROPN
easat-9142	232	8	learning	learning	NOUN
easat-9142	232	9	gate	gate	NOUN
easat-9142	232	10	moreover	moreover	ADV
easat-9142	232	11	,	,	PUNCT
easat-9142	232	12	predictive	predictive	ADJ
easat-9142	232	13	analytics	analytic	NOUN
easat-9142	232	14	enhances	enhance	VERB
easat-9142	232	15	cti	cti	NOUN
easat-9142	232	16	by	by	ADP
easat-9142	232	17	using	use	VERB
easat-9142	232	18	historical	historical	ADJ
easat-9142	232	19	attack	attack	NOUN
easat-9142	232	20	data	datum	NOUN
easat-9142	232	21	and	and	CCONJ
easat-9142	232	22	threat	threat	NOUN
easat-9142	232	23	intelligence	intelligence	NOUN
easat-9142	232	24	feeds	feed	VERB
easat-9142	232	25	to	to	PART
easat-9142	232	26	forecast	forecast	VERB
easat-9142	232	27	the	the	DET
easat-9142	232	28	probability	probability	NOUN
easat-9142	232	29	and	and	CCONJ
easat-9142	232	30	possible	possible	ADJ
easat-9142	232	31	consequences	consequence	NOUN
easat-9142	232	32	of	of	ADP
easat-9142	232	33	cyber	cyber	ADJ
easat-9142	232	34	risks	risk	NOUN
easat-9142	232	35	[	[	X
easat-9142	232	36	48	48	NUM
easat-9142	232	37	]	]	PUNCT
easat-9142	232	38	.	.	PUNCT
easat-9142	233	1	this	this	DET
easat-9142	233	2	forecasting	forecasting	NOUN
easat-9142	233	3	ability	ability	NOUN
easat-9142	233	4	allows	allow	VERB
easat-9142	233	5	institutions	institution	NOUN
easat-9142	233	6	to	to	PART
easat-9142	233	7	prioritize	prioritize	VERB
easat-9142	233	8	their	their	PRON
easat-9142	233	9	security	security	NOUN
easat-9142	233	10	resources	resource	NOUN
easat-9142	233	11	efficiently	efficiently	ADV
easat-9142	233	12	,	,	PUNCT
easat-9142	233	13	focusing	focus	VERB
easat-9142	233	14	on	on	ADP
easat-9142	233	15	high	high	ADJ
easat-9142	233	16	-	-	PUNCT
easat-9142	233	17	risk	risk	NOUN
easat-9142	233	18	threats	threat	NOUN
easat-9142	233	19	and	and	CCONJ
easat-9142	233	20	adapting	adapt	VERB
easat-9142	233	21	their	their	PRON
easat-9142	233	22	defensive	defensive	ADJ
easat-9142	233	23	strategies	strategy	NOUN
easat-9142	233	24	accordingly	accordingly	ADV
easat-9142	233	25	[	[	X
easat-9142	233	26	49	49	NUM
easat-9142	233	27	]	]	PUNCT
easat-9142	233	28	.	.	PUNCT
easat-9142	234	1	for	for	ADP
easat-9142	234	2	example	example	NOUN
easat-9142	234	3	,	,	PUNCT
easat-9142	234	4	machine	machine	NOUN
easat-9142	234	5	learning	learning	NOUN
easat-9142	234	6	models	model	NOUN
easat-9142	234	7	trained	train	VERB
easat-9142	234	8	on	on	ADP
easat-9142	234	9	known	know	VERB
easat-9142	234	10	attack	attack	NOUN
easat-9142	234	11	vectors	vector	NOUN
easat-9142	234	12	can	can	AUX
easat-9142	234	13	detect	detect	VERB
easat-9142	234	14	subtle	subtle	ADJ
easat-9142	234	15	signals	signal	NOUN
easat-9142	234	16	of	of	ADP
easat-9142	234	17	advanced	advanced	ADJ
easat-9142	234	18	persistent	persistent	ADJ
easat-9142	234	19	threats	threat	NOUN
easat-9142	234	20	(	(	PUNCT
easat-9142	234	21	apts	apt	NOUN
easat-9142	234	22	)	)	PUNCT
easat-9142	234	23	or	or	CCONJ
easat-9142	234	24	zero	zero	NUM
easat-9142	234	25	-	-	PUNCT
easat-9142	234	26	day	day	NOUN
easat-9142	234	27	vulnerabilities	vulnerability	NOUN
easat-9142	234	28	that	that	SCONJ
easat-9142	234	29	conventional	conventional	ADJ
easat-9142	234	30	systems	system	NOUN
easat-9142	234	31	may	may	AUX
easat-9142	234	32	overlook	overlook	VERB
easat-9142	234	33	.	.	PUNCT
easat-9142	235	1	however	however	ADV
easat-9142	235	2	,	,	PUNCT
easat-9142	235	3	implementing	implement	VERB
easat-9142	235	4	effective	effective	ADJ
easat-9142	235	5	cti	cti	PROPN
easat-9142	235	6	within	within	ADP
easat-9142	235	7	financial	financial	ADJ
easat-9142	235	8	information	information	NOUN
easat-9142	235	9	security	security	NOUN
easat-9142	235	10	poses	pose	VERB
easat-9142	235	11	challenges	challenge	NOUN
easat-9142	235	12	.	.	PUNCT
easat-9142	236	1	the	the	DET
easat-9142	236	2	complexity	complexity	NOUN
easat-9142	236	3	of	of	ADP
easat-9142	236	4	integrating	integrate	VERB
easat-9142	236	5	cti	cti	NOUN
easat-9142	236	6	tools	tool	NOUN
easat-9142	236	7	with	with	ADP
easat-9142	236	8	legacy	legacy	NOUN
easat-9142	236	9	systems	system	NOUN
easat-9142	236	10	,	,	PUNCT
easat-9142	236	11	guaranteeing	guarantee	VERB
easat-9142	236	12	compliance	compliance	NOUN
easat-9142	236	13	with	with	ADP
easat-9142	236	14	data	datum	NOUN
easat-9142	236	15	privacy	privacy	NOUN
easat-9142	236	16	regulations	regulation	NOUN
easat-9142	236	17	and	and	CCONJ
easat-9142	236	18	sustaining	sustain	VERB
easat-9142	236	19	the	the	DET
easat-9142	236	20	accuracy	accuracy	NOUN
easat-9142	236	21	and	and	CCONJ
easat-9142	236	22	timeliness	timeliness	NOUN
easat-9142	236	23	of	of	ADP
easat-9142	236	24	intelligence	intelligence	NOUN
easat-9142	236	25	data	datum	NOUN
easat-9142	236	26	are	be	AUX
easat-9142	236	27	ongoing	ongoing	ADJ
easat-9142	236	28	concerns	concern	NOUN
easat-9142	236	29	[	[	X
easat-9142	236	30	12	12	NUM
easat-9142	236	31	]	]	PUNCT
easat-9142	236	32	.	.	PUNCT
easat-9142	237	1	additionally	additionally	ADV
easat-9142	237	2	,	,	PUNCT
easat-9142	237	3	adversarial	adversarial	ADJ
easat-9142	237	4	tactics	tactic	NOUN
easat-9142	237	5	designed	design	VERB
easat-9142	237	6	to	to	PART
easat-9142	237	7	evade	evade	VERB
easat-9142	237	8	detection	detection	NOUN
easat-9142	237	9	require	require	VERB
easat-9142	237	10	continuous	continuous	ADJ
easat-9142	237	11	improvement	improvement	NOUN
easat-9142	237	12	of	of	ADP
easat-9142	237	13	cti	cti	PROPN
easat-9142	237	14	models	model	NOUN
easat-9142	237	15	to	to	PART
easat-9142	237	16	remain	remain	VERB
easat-9142	237	17	robust	robust	ADJ
easat-9142	237	18	against	against	ADP
easat-9142	237	19	novel	novel	ADJ
easat-9142	237	20	threats	threat	NOUN
easat-9142	237	21	[	[	X
easat-9142	237	22	14	14	NUM
easat-9142	237	23	]	]	PUNCT
easat-9142	237	24	.	.	PUNCT
easat-9142	238	1	4.5	4.5	NUM
easat-9142	238	2	.	.	PUNCT
easat-9142	238	3	discussion	discussion	NOUN
easat-9142	238	4	on	on	ADP
easat-9142	238	5	network	network	NOUN
easat-9142	238	6	security	security	NOUN
easat-9142	238	7	in	in	ADP
easat-9142	238	8	financial	financial	ADJ
easat-9142	238	9	information	information	NOUN
easat-9142	238	10	security	security	NOUN
easat-9142	238	11	network	network	NOUN
easat-9142	238	12	security	security	NOUN
easat-9142	238	13	plays	play	VERB
easat-9142	238	14	a	a	DET
easat-9142	238	15	critical	critical	ADJ
easat-9142	238	16	role	role	NOUN
easat-9142	238	17	in	in	ADP
easat-9142	238	18	safeguarding	safeguard	VERB
easat-9142	238	19	financial	financial	ADJ
easat-9142	238	20	institutions	institution	NOUN
easat-9142	238	21	against	against	ADP
easat-9142	238	22	the	the	DET
easat-9142	238	23	growing	grow	VERB
easat-9142	238	24	threat	threat	NOUN
easat-9142	238	25	landscape	landscape	NOUN
easat-9142	238	26	of	of	ADP
easat-9142	238	27	cyberattacks	cyberattack	NOUN
easat-9142	238	28	[	[	X
easat-9142	238	29	50	50	NUM
easat-9142	238	30	]	]	PUNCT
easat-9142	238	31	.	.	PUNCT
easat-9142	239	1	with	with	ADP
easat-9142	239	2	financial	financial	ADJ
easat-9142	239	3	institutions	institution	NOUN
easat-9142	239	4	increasingly	increasingly	ADV
easat-9142	239	5	relying	rely	VERB
easat-9142	239	6	on	on	ADP
easat-9142	239	7	interconnected	interconnected	ADJ
easat-9142	239	8	digital	digital	ADJ
easat-9142	239	9	infrastructures	infrastructure	NOUN
easat-9142	239	10	,	,	PUNCT
easat-9142	239	11	including	include	VERB
easat-9142	239	12	cloud	cloud	NOUN
easat-9142	239	13	platforms	platform	NOUN
easat-9142	239	14	,	,	PUNCT
easat-9142	239	15	mobile	mobile	ADJ
easat-9142	239	16	banking	banking	NOUN
easat-9142	239	17	,	,	PUNCT
easat-9142	239	18	and	and	CCONJ
easat-9142	239	19	online	online	ADJ
easat-9142	239	20	transaction	transaction	NOUN
easat-9142	239	21	systems	system	NOUN
easat-9142	239	22	,	,	PUNCT
easat-9142	239	23	the	the	DET
easat-9142	239	24	attack	attack	NOUN
easat-9142	239	25	surface	surface	NOUN
easat-9142	239	26	has	have	AUX
easat-9142	239	27	dramatically	dramatically	ADV
easat-9142	239	28	expanded	expand	VERB
easat-9142	239	29	.	.	PUNCT
easat-9142	240	1	this	this	PRON
easat-9142	240	2	makes	make	VERB
easat-9142	240	3	robust	robust	ADJ
easat-9142	240	4	network	network	NOUN
easat-9142	240	5	security	security	NOUN
easat-9142	240	6	essential	essential	ADJ
easat-9142	240	7	to	to	PART
easat-9142	240	8	mitigate	mitigate	VERB
easat-9142	240	9	illegal	illegal	ADJ
easat-9142	240	10	access	access	NOUN
easat-9142	240	11	,	,	PUNCT
easat-9142	240	12	data	datum	NOUN
easat-9142	240	13	breaches	breach	NOUN
easat-9142	240	14	,	,	PUNCT
easat-9142	240	15	and	and	CCONJ
easat-9142	240	16	service	service	NOUN
easat-9142	240	17	interruptions	interruption	NOUN
easat-9142	240	18	.	.	PUNCT
easat-9142	241	1	conventional	conventional	ADJ
easat-9142	241	2	network	network	NOUN
easat-9142	241	3	defenses	defense	NOUN
easat-9142	241	4	,	,	PUNCT
easat-9142	241	5	like	like	ADP
easat-9142	241	6	firewalls	firewall	NOUN
easat-9142	241	7	,	,	PUNCT
easat-9142	241	8	intrusion	intrusion	NOUN
easat-9142	241	9	detection	detection	NOUN
easat-9142	241	10	systems	system	NOUN
easat-9142	241	11	(	(	PUNCT
easat-9142	241	12	ids	id	NOUN
easat-9142	241	13	)	)	PUNCT
easat-9142	241	14	,	,	PUNCT
easat-9142	241	15	and	and	CCONJ
easat-9142	241	16	secure	secure	VERB
easat-9142	241	17	communication	communication	NOUN
easat-9142	241	18	protocols	protocol	NOUN
easat-9142	241	19	,	,	PUNCT
easat-9142	241	20	are	be	AUX
easat-9142	241	21	essential	essential	ADJ
easat-9142	241	22	yet	yet	ADV
easat-9142	241	23	increasingly	increasingly	ADV
easat-9142	241	24	enhanced	enhance	VERB
easat-9142	241	25	by	by	ADP
easat-9142	241	26	predictive	predictive	ADJ
easat-9142	241	27	analytics	analytic	NOUN
easat-9142	241	28	driven	drive	VERB
easat-9142	241	29	by	by	ADP
easat-9142	241	30	artificial	artificial	ADJ
easat-9142	241	31	intelligence	intelligence	NOUN
easat-9142	241	32	(	(	PUNCT
easat-9142	241	33	ai	ai	NOUN
easat-9142	241	34	)	)	PUNCT
easat-9142	241	35	and	and	CCONJ
easat-9142	241	36	machine	machine	NOUN
easat-9142	241	37	learning	learning	NOUN
easat-9142	241	38	(	(	PUNCT
easat-9142	241	39	ml	ml	NOUN
easat-9142	241	40	)	)	PUNCT
easat-9142	242	1	[	[	X
easat-9142	242	2	51	51	NUM
easat-9142	242	3	]	]	PUNCT
easat-9142	242	4	.	.	PUNCT
easat-9142	243	1	predictive	predictive	ADJ
easat-9142	243	2	analytics	analytic	NOUN
easat-9142	243	3	improves	improve	VERB
easat-9142	243	4	network	network	NOUN
easat-9142	243	5	security	security	NOUN
easat-9142	243	6	by	by	ADP
easat-9142	243	7	always	always	ADV
easat-9142	243	8	monitoring	monitor	VERB
easat-9142	243	9	network	network	NOUN
easat-9142	243	10	traffic	traffic	NOUN
easat-9142	243	11	and	and	CCONJ
easat-9142	243	12	user	user	NOUN
easat-9142	243	13	behavior	behavior	NOUN
easat-9142	243	14	to	to	PART
easat-9142	243	15	identify	identify	VERB
easat-9142	243	16	anomalies	anomaly	NOUN
easat-9142	243	17	that	that	PRON
easat-9142	243	18	may	may	AUX
easat-9142	243	19	indicate	indicate	VERB
easat-9142	243	20	potential	potential	ADJ
easat-9142	243	21	threats	threat	NOUN
easat-9142	243	22	,	,	PUNCT
easat-9142	243	23	such	such	ADJ
easat-9142	243	24	distributed	distributed	ADJ
easat-9142	243	25	denial	denial	NOUN
easat-9142	243	26	of	of	ADP
easat-9142	243	27	service	service	NOUN
easat-9142	243	28	(	(	PUNCT
easat-9142	243	29	ddos	ddos	NOUN
easat-9142	243	30	)	)	PUNCT
easat-9142	243	31	assaults	assault	NOUN
easat-9142	243	32	,	,	PUNCT
easat-9142	243	33	ransomware	ransomware	NOUN
easat-9142	243	34	,	,	PUNCT
easat-9142	243	35	or	or	CCONJ
easat-9142	243	36	advanced	advanced	ADJ
easat-9142	243	37	persistent	persistent	ADJ
easat-9142	243	38	threats	threat	NOUN
easat-9142	243	39	(	(	PUNCT
easat-9142	243	40	apts	apt	NOUN
easat-9142	243	41	)	)	PUNCT
easat-9142	243	42	.	.	PUNCT
easat-9142	244	1	4.6	4.6	NUM
easat-9142	244	2	.	.	PUNCT
easat-9142	244	3	discussion	discussion	NOUN
easat-9142	244	4	on	on	ADP
easat-9142	244	5	data	datum	NOUN
easat-9142	244	6	integrity	integrity	NOUN
easat-9142	244	7	in	in	ADP
easat-9142	244	8	financial	financial	ADJ
easat-9142	244	9	information	information	NOUN
easat-9142	244	10	security	security	NOUN
easat-9142	244	11	in	in	ADP
easat-9142	244	12	the	the	DET
easat-9142	244	13	perspective	perspective	NOUN
easat-9142	244	14	of	of	ADP
easat-9142	244	15	financial	financial	ADJ
easat-9142	244	16	information	information	NOUN
easat-9142	244	17	security	security	NOUN
easat-9142	244	18	,	,	PUNCT
easat-9142	244	19	ensuring	ensure	VERB
easat-9142	244	20	data	datum	NOUN
easat-9142	244	21	integrity	integrity	NOUN
easat-9142	244	22	is	be	AUX
easat-9142	244	23	paramount	paramount	ADJ
easat-9142	244	24	because	because	SCONJ
easat-9142	244	25	financial	financial	ADJ
easat-9142	244	26	institutions	institution	NOUN
easat-9142	244	27	rely	rely	VERB
easat-9142	244	28	heavily	heavily	ADV
easat-9142	244	29	on	on	ADP
easat-9142	244	30	precise	precise	ADJ
easat-9142	244	31	and	and	CCONJ
easat-9142	244	32	trustworthy	trustworthy	ADJ
easat-9142	244	33	data	datum	NOUN
easat-9142	244	34	to	to	PART
easat-9142	244	35	make	make	VERB
easat-9142	244	36	pivotal	pivotal	ADJ
easat-9142	244	37	determinations	determination	NOUN
easat-9142	244	38	[	[	X
easat-9142	244	39	52	52	NUM
easat-9142	244	40	]	]	PUNCT
easat-9142	244	41	.	.	PUNCT
easat-9142	245	1	organizations	organization	NOUN
easat-9142	245	2	must	must	AUX
easat-9142	245	3	mitigate	mitigate	VERB
easat-9142	245	4	risks	risk	NOUN
easat-9142	245	5	and	and	CCONJ
easat-9142	245	6	adhere	adhere	VERB
easat-9142	245	7	to	to	ADP
easat-9142	245	8	regulatory	regulatory	ADJ
easat-9142	245	9	norms	norm	NOUN
easat-9142	245	10	.	.	PUNCT
easat-9142	246	1	with	with	ADP
easat-9142	246	2	the	the	DET
easat-9142	246	3	increasing	increase	VERB
easat-9142	246	4	digitization	digitization	NOUN
easat-9142	246	5	of	of	ADP
easat-9142	246	6	financial	financial	ADJ
easat-9142	246	7	services	service	NOUN
easat-9142	246	8	,	,	PUNCT
easat-9142	246	9	data	datum	NOUN
easat-9142	246	10	is	be	AUX
easat-9142	246	11	continuously	continuously	ADV
easat-9142	246	12	generated	generate	VERB
easat-9142	246	13	,	,	PUNCT
easat-9142	246	14	transmitted	transmit	VERB
easat-9142	246	15	,	,	PUNCT
easat-9142	246	16	and	and	CCONJ
easat-9142	246	17	stored	store	VERB
easat-9142	246	18	across	across	ADP
easat-9142	246	19	diverse	diverse	ADJ
easat-9142	246	20	platforms	platform	NOUN
easat-9142	246	21	,	,	PUNCT
easat-9142	246	22	including	include	VERB
easat-9142	246	23	cloud	cloud	NOUN
easat-9142	246	24	environments	environment	NOUN
easat-9142	246	25	and	and	CCONJ
easat-9142	246	26	blockchain	blockchain	PROPN
easat-9142	246	27	systems	system	NOUN
easat-9142	246	28	.	.	PUNCT
easat-9142	247	1	this	this	DET
easat-9142	247	2	expansion	expansion	NOUN
easat-9142	247	3	introduces	introduce	VERB
easat-9142	247	4	vulnerabilities	vulnerability	NOUN
easat-9142	247	5	where	where	SCONJ
easat-9142	247	6	data	datum	NOUN
easat-9142	247	7	can	can	AUX
easat-9142	247	8	be	be	AUX
easat-9142	247	9	corrupted	corrupt	VERB
easat-9142	247	10	,	,	PUNCT
easat-9142	247	11	tampered	tamper	VERB
easat-9142	247	12	with	with	ADP
easat-9142	247	13	,	,	PUNCT
easat-9142	247	14	or	or	CCONJ
easat-9142	247	15	altered	alter	VERB
easat-9142	247	16	by	by	ADP
easat-9142	247	17	unauthorized	unauthorized	ADJ
easat-9142	247	18	actors	actor	NOUN
easat-9142	247	19	,	,	PUNCT
easat-9142	247	20	leading	lead	VERB
easat-9142	247	21	to	to	ADP
easat-9142	247	22	severe	severe	ADJ
easat-9142	247	23	consequences	consequence	NOUN
easat-9142	247	24	such	such	ADJ
easat-9142	247	25	as	as	ADP
easat-9142	247	26	financial	financial	ADJ
easat-9142	247	27	losses	loss	NOUN
easat-9142	247	28	,	,	PUNCT
easat-9142	247	29	legal	legal	ADJ
easat-9142	247	30	penalties	penalty	NOUN
easat-9142	247	31	,	,	PUNCT
easat-9142	247	32	and	and	CCONJ
easat-9142	247	33	erosion	erosion	NOUN
easat-9142	247	34	of	of	ADP
easat-9142	247	35	customer	customer	NOUN
easat-9142	247	36	trust	trust	NOUN
easat-9142	248	1	[	[	X
easat-9142	248	2	30	30	NUM
easat-9142	248	3	]	]	PUNCT
easat-9142	248	4	.	.	PUNCT
easat-9142	249	1	advanced	advanced	ADJ
easat-9142	249	2	predictive	predictive	ADJ
easat-9142	249	3	analytics	analytic	NOUN
easat-9142	249	4	,	,	PUNCT
easat-9142	249	5	powered	power	VERB
easat-9142	249	6	by	by	ADP
easat-9142	249	7	machine	machine	NOUN
easat-9142	249	8	learning	learning	NOUN
easat-9142	249	9	(	(	PUNCT
easat-9142	249	10	ml	ml	NOUN
easat-9142	249	11	)	)	PUNCT
easat-9142	249	12	and	and	CCONJ
easat-9142	249	13	artificial	artificial	ADJ
easat-9142	249	14	intelligence	intelligence	NOUN
easat-9142	249	15	(	(	PUNCT
easat-9142	249	16	ai	ai	NOUN
easat-9142	249	17	)	)	PUNCT
easat-9142	249	18	,	,	PUNCT
easat-9142	249	19	plays	play	VERB
easat-9142	249	20	a	a	DET
easat-9142	249	21	critical	critical	ADJ
easat-9142	249	22	role	role	NOUN
easat-9142	249	23	in	in	ADP
easat-9142	249	24	safeguarding	safeguard	VERB
easat-9142	249	25	data	datum	NOUN
easat-9142	249	26	integrity	integrity	NOUN
easat-9142	249	27	within	within	ADP
easat-9142	249	28	financial	financial	ADJ
easat-9142	249	29	systems	system	NOUN
easat-9142	249	30	.	.	PUNCT
easat-9142	250	1	predictive	predictive	ADJ
easat-9142	250	2	models	model	NOUN
easat-9142	250	3	can	can	AUX
easat-9142	250	4	monitor	monitor	VERB
easat-9142	250	5	and	and	CCONJ
easat-9142	250	6	analyze	analyze	VERB
easat-9142	250	7	transactional	transactional	ADJ
easat-9142	250	8	data	datum	NOUN
easat-9142	250	9	in	in	ADP
easat-9142	250	10	real	real	ADJ
easat-9142	250	11	-	-	PUNCT
easat-9142	250	12	time	time	NOUN
easat-9142	250	13	to	to	PART
easat-9142	250	14	detect	detect	VERB
easat-9142	250	15	anomalies	anomaly	NOUN
easat-9142	250	16	that	that	PRON
easat-9142	250	17	indicate	indicate	VERB
easat-9142	250	18	potential	potential	ADJ
easat-9142	250	19	breaches	breach	NOUN
easat-9142	250	20	or	or	CCONJ
easat-9142	250	21	unauthorized	unauthorized	ADJ
easat-9142	250	22	data	datum	NOUN
easat-9142	250	23	manipulation	manipulation	NOUN
easat-9142	250	24	.	.	PUNCT
easat-9142	251	1	by	by	ADP
easat-9142	251	2	learning	learn	VERB
easat-9142	251	3	from	from	ADP
easat-9142	251	4	historical	historical	ADJ
easat-9142	251	5	patterns	pattern	NOUN
easat-9142	251	6	,	,	PUNCT
easat-9142	251	7	these	these	DET
easat-9142	251	8	models	model	NOUN
easat-9142	251	9	can	can	AUX
easat-9142	251	10	flag	flag	VERB
easat-9142	251	11	inconsistencies	inconsistency	NOUN
easat-9142	251	12	or	or	CCONJ
easat-9142	251	13	suspicious	suspicious	ADJ
easat-9142	251	14	activities	activity	NOUN
easat-9142	251	15	promptly	promptly	ADV
easat-9142	251	16	,	,	PUNCT
easat-9142	251	17	enabling	enable	VERB
easat-9142	251	18	institutions	institution	NOUN
easat-9142	251	19	to	to	PART
easat-9142	251	20	take	take	VERB
easat-9142	251	21	corrective	corrective	ADJ
easat-9142	251	22	action	action	NOUN
easat-9142	251	23	before	before	SCONJ
easat-9142	251	24	errors	error	NOUN
easat-9142	251	25	propagate	propagate	VERB
easat-9142	251	26	or	or	CCONJ
easat-9142	251	27	fraud	fraud	NOUN
easat-9142	251	28	occurs	occur	VERB
easat-9142	251	29	[	[	X
easat-9142	251	30	9	9	NUM
easat-9142	251	31	]	]	PUNCT
easat-9142	251	32	.	.	PUNCT
easat-9142	252	1	moreover	moreover	ADV
easat-9142	252	2	,	,	PUNCT
easat-9142	252	3	encryption	encryption	NOUN
easat-9142	252	4	and	and	CCONJ
easat-9142	252	5	access	access	NOUN
easat-9142	252	6	control	control	NOUN
easat-9142	252	7	mechanisms	mechanism	NOUN
easat-9142	252	8	complement	complement	VERB
easat-9142	252	9	predictive	predictive	ADJ
easat-9142	252	10	analytics	analytic	NOUN
easat-9142	252	11	by	by	ADP
easat-9142	252	12	securing	secure	VERB
easat-9142	252	13	data	datum	NOUN
easat-9142	252	14	against	against	ADP
easat-9142	252	15	unauthorized	unauthorized	ADJ
easat-9142	252	16	access	access	NOUN
easat-9142	252	17	and	and	CCONJ
easat-9142	252	18	ensuring	ensure	VERB
easat-9142	252	19	that	that	SCONJ
easat-9142	252	20	only	only	ADV
easat-9142	252	21	validated	validate	VERB
easat-9142	252	22	modifications	modification	NOUN
easat-9142	252	23	are	be	AUX
easat-9142	252	24	allowed	allow	VERB
easat-9142	252	25	[	[	PUNCT
easat-9142	252	26	49	49	NUM
easat-9142	252	27	]	]	PUNCT
easat-9142	252	28	.	.	PUNCT
easat-9142	253	1	blockchain	blockchain	PROPN
easat-9142	253	2	technology	technology	PROPN
easat-9142	253	3	,	,	PUNCT
easat-9142	253	4	with	with	ADP
easat-9142	253	5	its	its	PRON
easat-9142	253	6	immutable	immutable	ADJ
easat-9142	253	7	ledger	ledger	NOUN
easat-9142	253	8	framework	framework	NOUN
easat-9142	253	9	,	,	PUNCT
easat-9142	253	10	augments	augment	VERB
easat-9142	253	11	data	datum	NOUN
easat-9142	253	12	integrity	integrity	NOUN
easat-9142	253	13	by	by	ADP
easat-9142	253	14	offering	offer	VERB
easat-9142	253	15	transparent	transparent	ADJ
easat-9142	253	16	and	and	CCONJ
easat-9142	253	17	tamper	tamper	ADV
easat-9142	253	18	-	-	PUNCT
easat-9142	253	19	resistant	resistant	ADJ
easat-9142	253	20	records	record	NOUN
easat-9142	253	21	of	of	ADP
easat-9142	253	22	financial	financial	ADJ
easat-9142	253	23	transactions	transaction	NOUN
easat-9142	253	24	[	[	X
easat-9142	253	25	6	6	NUM
easat-9142	253	26	]	]	PUNCT
easat-9142	253	27	.	.	PUNCT
easat-9142	254	1	despite	despite	SCONJ
easat-9142	254	2	these	these	DET
easat-9142	254	3	technological	technological	ADJ
easat-9142	254	4	advancements	advancement	NOUN
easat-9142	254	5	,	,	PUNCT
easat-9142	254	6	maintaining	maintain	VERB
easat-9142	254	7	data	datum	NOUN
easat-9142	254	8	integrity	integrity	NOUN
easat-9142	254	9	faces	face	VERB
easat-9142	254	10	challenges	challenge	NOUN
easat-9142	254	11	such	such	ADJ
easat-9142	254	12	as	as	ADP
easat-9142	254	13	integrating	integrate	VERB
easat-9142	254	14	predictive	predictive	ADJ
easat-9142	254	15	models	model	NOUN
easat-9142	254	16	with	with	ADP
easat-9142	254	17	legacy	legacy	NOUN
easat-9142	254	18	systems	system	NOUN
easat-9142	254	19	,	,	PUNCT
easat-9142	254	20	ensuring	ensure	VERB
easat-9142	254	21	compliance	compliance	NOUN
easat-9142	254	22	with	with	ADP
easat-9142	254	23	privacy	privacy	NOUN
easat-9142	254	24	regulations	regulation	NOUN
easat-9142	254	25	,	,	PUNCT
easat-9142	254	26	and	and	CCONJ
easat-9142	254	27	managing	manage	VERB
easat-9142	254	28	data	datum	NOUN
easat-9142	254	29	quality	quality	NOUN
easat-9142	254	30	across	across	ADP
easat-9142	254	31	multiple	multiple	ADJ
easat-9142	254	32	sources	source	NOUN
easat-9142	254	33	[	[	X
easat-9142	254	34	12	12	NUM
easat-9142	254	35	,	,	PUNCT
easat-9142	254	36	19	19	NUM
easat-9142	254	37	]	]	PUNCT
easat-9142	254	38	.	.	PUNCT
easat-9142	255	1	addressing	address	VERB
easat-9142	255	2	these	these	DET
easat-9142	255	3	obstacles	obstacle	NOUN
easat-9142	255	4	requires	require	VERB
easat-9142	255	5	continuous	continuous	ADJ
easat-9142	255	6	investment	investment	NOUN
easat-9142	255	7	in	in	ADP
easat-9142	255	8	robust	robust	ADJ
easat-9142	255	9	data	datum	NOUN
easat-9142	255	10	governance	governance	NOUN
easat-9142	255	11	frameworks	framework	NOUN
easat-9142	255	12	,	,	PUNCT
easat-9142	255	13	regular	regular	ADJ
easat-9142	255	14	audits	audits	NOUN
easat-9142	255	15	,	,	PUNCT
easat-9142	255	16	and	and	CCONJ
easat-9142	255	17	ongoing	ongoing	ADJ
easat-9142	255	18	development	development	NOUN
easat-9142	255	19	of	of	ADP
easat-9142	255	20	adaptive	adaptive	ADJ
easat-9142	255	21	predictive	predictive	ADJ
easat-9142	255	22	models	model	NOUN
easat-9142	255	23	capable	capable	ADJ
easat-9142	255	24	of	of	ADP
easat-9142	255	25	identifying	identify	VERB
easat-9142	255	26	evolving	evolve	VERB
easat-9142	255	27	threats	threat	NOUN
easat-9142	255	28	to	to	ADP
easat-9142	255	29	data	datum	NOUN
easat-9142	255	30	accuracy	accuracy	NOUN
easat-9142	255	31	.	.	PUNCT
easat-9142	256	1	2232	2232	NUM
easat-9142	256	2	edelweiss	edelweiss	PROPN
easat-9142	256	3	applied	apply	VERB
easat-9142	256	4	science	science	NOUN
easat-9142	256	5	and	and	CCONJ
easat-9142	256	6	technology	technology	NOUN
easat-9142	256	7	issn	issn	PROPN
easat-9142	256	8	:	:	PUNCT
easat-9142	256	9	2576	2576	NUM
easat-9142	256	10	-	-	SYM
easat-9142	256	11	8484	8484	NUM
easat-9142	256	12	vol	vol	NOUN
easat-9142	256	13	.	.	PROPN
easat-9142	257	1	9	9	NUM
easat-9142	257	2	,	,	PUNCT
easat-9142	257	3	no	no	INTJ
easat-9142	257	4	.	.	NOUN
easat-9142	257	5	7	7	NUM
easat-9142	257	6	:	:	SYM
easat-9142	257	7	2222	2222	NUM
easat-9142	257	8	-	-	SYM
easat-9142	257	9	2245	2245	NUM
easat-9142	257	10	,	,	PUNCT
easat-9142	257	11	2025	2025	NUM
easat-9142	257	12	doi	doi	NOUN
easat-9142	257	13	:	:	PUNCT
easat-9142	257	14	10.55214/2576	10.55214/2576	NUM
easat-9142	257	15	-	-	PUNCT
easat-9142	257	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	258	1	©	©	PROPN
easat-9142	258	2	2025	2025	NUM
easat-9142	258	3	by	by	ADP
easat-9142	258	4	the	the	DET
easat-9142	258	5	authors	author	NOUN
easat-9142	258	6	;	;	PUNCT
easat-9142	258	7	licensee	licensee	PROPN
easat-9142	258	8	learning	learning	NOUN
easat-9142	258	9	gate	gate	NOUN
easat-9142	258	10	4.7	4.7	NUM
easat-9142	258	11	.	.	PUNCT
easat-9142	259	1	the	the	DET
easat-9142	259	2	role	role	NOUN
easat-9142	259	3	of	of	ADP
easat-9142	259	4	predictive	predictive	ADJ
easat-9142	259	5	analytics	analytic	NOUN
easat-9142	259	6	in	in	ADP
easat-9142	259	7	financial	financial	ADJ
easat-9142	259	8	security	security	NOUN
easat-9142	259	9	the	the	DET
easat-9142	259	10	contemporary	contemporary	ADJ
easat-9142	259	11	financial	financial	ADJ
easat-9142	259	12	landscape	landscape	NOUN
easat-9142	259	13	demands	demand	VERB
easat-9142	259	14	advanced	advanced	ADJ
easat-9142	259	15	analytics	analytic	NOUN
easat-9142	259	16	due	due	ADP
easat-9142	259	17	to	to	ADP
easat-9142	259	18	the	the	DET
easat-9142	259	19	growing	grow	VERB
easat-9142	259	20	number	number	NOUN
easat-9142	259	21	and	and	CCONJ
easat-9142	259	22	complexity	complexity	NOUN
easat-9142	259	23	of	of	ADP
easat-9142	259	24	data	datum	NOUN
easat-9142	259	25	,	,	PUNCT
easat-9142	259	26	which	which	PRON
easat-9142	259	27	are	be	AUX
easat-9142	259	28	essential	essential	ADJ
easat-9142	259	29	for	for	ADP
easat-9142	259	30	improved	improved	ADJ
easat-9142	259	31	decision	decision	NOUN
easat-9142	259	32	-	-	PUNCT
easat-9142	259	33	making	making	NOUN
easat-9142	259	34	,	,	PUNCT
easat-9142	259	35	risk	risk	NOUN
easat-9142	259	36	management	management	NOUN
easat-9142	259	37	,	,	PUNCT
easat-9142	259	38	and	and	CCONJ
easat-9142	259	39	security	security	NOUN
easat-9142	259	40	[	[	X
easat-9142	259	41	53	53	NUM
easat-9142	259	42	]	]	PUNCT
easat-9142	259	43	.	.	PUNCT
easat-9142	260	1	predictive	predictive	ADJ
easat-9142	260	2	analytics	analytic	NOUN
easat-9142	260	3	involves	involve	VERB
easat-9142	260	4	the	the	DET
easat-9142	260	5	application	application	NOUN
easat-9142	260	6	of	of	ADP
easat-9142	260	7	statistical	statistical	ADJ
easat-9142	260	8	algorithms	algorithm	NOUN
easat-9142	260	9	,	,	PUNCT
easat-9142	260	10	machine	machine	NOUN
easat-9142	260	11	learning	learning	NOUN
easat-9142	260	12	methodologies	methodology	NOUN
easat-9142	260	13	,	,	PUNCT
easat-9142	260	14	and	and	CCONJ
easat-9142	260	15	artificial	artificial	ADJ
easat-9142	260	16	intelligence	intelligence	NOUN
easat-9142	260	17	(	(	PUNCT
easat-9142	260	18	ai	ai	NOUN
easat-9142	260	19	)	)	PUNCT
easat-9142	260	20	to	to	PART
easat-9142	260	21	examine	examine	VERB
easat-9142	260	22	historical	historical	ADJ
easat-9142	260	23	data	datum	NOUN
easat-9142	260	24	and	and	CCONJ
easat-9142	260	25	forecast	forecast	VERB
easat-9142	260	26	future	future	ADJ
easat-9142	260	27	results	result	NOUN
easat-9142	260	28	.	.	PUNCT
easat-9142	261	1	this	this	DET
easat-9142	261	2	technology	technology	NOUN
easat-9142	261	3	has	have	AUX
easat-9142	261	4	acquired	acquire	VERB
easat-9142	261	5	prominence	prominence	NOUN
easat-9142	261	6	in	in	ADP
easat-9142	261	7	the	the	DET
easat-9142	261	8	financial	financial	ADJ
easat-9142	261	9	sector	sector	NOUN
easat-9142	261	10	owing	owe	VERB
easat-9142	261	11	to	to	ADP
easat-9142	261	12	its	its	PRON
easat-9142	261	13	capacity	capacity	NOUN
easat-9142	261	14	to	to	PART
easat-9142	261	15	predict	predict	VERB
easat-9142	261	16	market	market	NOUN
easat-9142	261	17	patterns	pattern	NOUN
easat-9142	261	18	,	,	PUNCT
easat-9142	261	19	evaluate	evaluate	VERB
easat-9142	261	20	potential	potential	ADJ
easat-9142	261	21	risks	risk	NOUN
easat-9142	261	22	,	,	PUNCT
easat-9142	261	23	and	and	CCONJ
easat-9142	261	24	enhance	enhance	VERB
easat-9142	261	25	financial	financial	ADJ
easat-9142	261	26	performance	performance	NOUN
easat-9142	261	27	[	[	X
easat-9142	261	28	54	54	NUM
easat-9142	261	29	]	]	PUNCT
easat-9142	261	30	.	.	PUNCT
easat-9142	262	1	traditional	traditional	ADJ
easat-9142	262	2	risk	risk	NOUN
easat-9142	262	3	management	management	NOUN
easat-9142	262	4	models	model	NOUN
easat-9142	262	5	,	,	PUNCT
easat-9142	262	6	primarily	primarily	ADV
easat-9142	262	7	relying	rely	VERB
easat-9142	262	8	on	on	ADP
easat-9142	262	9	historical	historical	ADJ
easat-9142	262	10	data	datum	NOUN
easat-9142	262	11	and	and	CCONJ
easat-9142	262	12	linear	linear	PROPN
easat-9142	262	13	assumptions	assumption	NOUN
easat-9142	262	14	,	,	PUNCT
easat-9142	262	15	have	have	AUX
easat-9142	262	16	struggled	struggle	VERB
easat-9142	262	17	to	to	PART
easat-9142	262	18	keep	keep	VERB
easat-9142	262	19	up	up	ADP
easat-9142	262	20	with	with	ADP
easat-9142	262	21	the	the	DET
easat-9142	262	22	complexity	complexity	NOUN
easat-9142	262	23	of	of	ADP
easat-9142	262	24	today	today	NOUN
easat-9142	262	25	’s	’s	PART
easat-9142	262	26	interconnected	interconnect	VERB
easat-9142	262	27	financial	financial	ADJ
easat-9142	262	28	systems	system	NOUN
easat-9142	262	29	[	[	X
easat-9142	262	30	55	55	NUM
easat-9142	262	31	]	]	PUNCT
easat-9142	262	32	.	.	PUNCT
easat-9142	263	1	the	the	DET
easat-9142	263	2	limitations	limitation	NOUN
easat-9142	263	3	of	of	ADP
easat-9142	263	4	these	these	DET
easat-9142	263	5	traditional	traditional	ADJ
easat-9142	263	6	models	model	NOUN
easat-9142	263	7	were	be	AUX
easat-9142	263	8	starkly	starkly	ADV
easat-9142	263	9	exposed	expose	VERB
easat-9142	263	10	during	during	ADP
easat-9142	263	11	the	the	DET
easat-9142	263	12	2008	2008	NUM
easat-9142	263	13	financial	financial	ADJ
easat-9142	263	14	crisis	crisis	NOUN
easat-9142	263	15	,	,	PUNCT
easat-9142	263	16	where	where	SCONJ
easat-9142	263	17	interconnected	interconnected	ADJ
easat-9142	263	18	risks	risk	NOUN
easat-9142	263	19	and	and	CCONJ
easat-9142	263	20	systemic	systemic	ADJ
easat-9142	263	21	vulnerabilities	vulnerability	NOUN
easat-9142	263	22	were	be	AUX
easat-9142	263	23	not	not	PART
easat-9142	263	24	adequately	adequately	ADV
easat-9142	263	25	captured	capture	VERB
easat-9142	263	26	.	.	PUNCT
easat-9142	264	1	this	this	PRON
easat-9142	264	2	has	have	AUX
easat-9142	264	3	led	lead	VERB
easat-9142	264	4	to	to	ADP
easat-9142	264	5	a	a	DET
easat-9142	264	6	paradigm	paradigm	NOUN
easat-9142	264	7	shift	shift	NOUN
easat-9142	264	8	,	,	PUNCT
easat-9142	264	9	with	with	ADP
easat-9142	264	10	financial	financial	ADJ
easat-9142	264	11	institutions	institution	NOUN
easat-9142	264	12	increasingly	increasingly	ADV
easat-9142	264	13	turning	turn	VERB
easat-9142	264	14	to	to	ADP
easat-9142	264	15	predictive	predictive	ADJ
easat-9142	264	16	analytics	analytic	NOUN
easat-9142	264	17	as	as	ADP
easat-9142	264	18	a	a	DET
easat-9142	264	19	transformative	transformative	ADJ
easat-9142	264	20	tool	tool	NOUN
easat-9142	264	21	to	to	PART
easat-9142	264	22	improve	improve	VERB
easat-9142	264	23	risk	risk	NOUN
easat-9142	264	24	assessment	assessment	NOUN
easat-9142	264	25	,	,	PUNCT
easat-9142	264	26	mitigate	mitigate	VERB
easat-9142	264	27	potential	potential	ADJ
easat-9142	264	28	losses	loss	NOUN
easat-9142	264	29	,	,	PUNCT
easat-9142	264	30	and	and	CCONJ
easat-9142	264	31	make	make	VERB
easat-9142	264	32	proactive	proactive	ADJ
easat-9142	264	33	decisions	decision	NOUN
easat-9142	264	34	.	.	PUNCT
easat-9142	265	1	5	5	X
easat-9142	265	2	.	.	X
easat-9142	265	3	predictive	predictive	ADJ
easat-9142	265	4	analytics	analytic	NOUN
easat-9142	265	5	in	in	ADP
easat-9142	265	6	financial	financial	ADJ
easat-9142	265	7	risk	risk	NOUN
easat-9142	265	8	management	management	NOUN
easat-9142	265	9	5.1	5.1	NUM
easat-9142	265	10	.	.	PUNCT
easat-9142	266	1	credit	credit	NOUN
easat-9142	266	2	risk	risk	NOUN
easat-9142	266	3	and	and	CCONJ
easat-9142	266	4	loan	loan	NOUN
easat-9142	266	5	default	default	NOUN
easat-9142	266	6	prediction	prediction	NOUN
easat-9142	266	7	the	the	DET
easat-9142	266	8	most	most	ADV
easat-9142	266	9	important	important	ADJ
easat-9142	266	10	application	application	NOUN
easat-9142	266	11	of	of	ADP
easat-9142	266	12	predictive	predictive	ADJ
easat-9142	266	13	analytics	analytic	NOUN
easat-9142	266	14	in	in	ADP
easat-9142	266	15	the	the	DET
easat-9142	266	16	financial	financial	ADJ
easat-9142	266	17	sector	sector	NOUN
easat-9142	266	18	is	be	AUX
easat-9142	266	19	in	in	ADP
easat-9142	266	20	managing	manage	VERB
easat-9142	266	21	credit	credit	NOUN
easat-9142	266	22	risk	risk	NOUN
easat-9142	266	23	.	.	PUNCT
easat-9142	267	1	in	in	ADP
easat-9142	267	2	traditional	traditional	ADJ
easat-9142	267	3	models	model	NOUN
easat-9142	267	4	,	,	PUNCT
easat-9142	267	5	credit	credit	NOUN
easat-9142	267	6	assessments	assessment	NOUN
easat-9142	267	7	largely	largely	ADV
easat-9142	267	8	relied	rely	VERB
easat-9142	267	9	on	on	ADP
easat-9142	267	10	borrower	borrower	NOUN
easat-9142	267	11	histories	history	NOUN
easat-9142	267	12	and	and	CCONJ
easat-9142	267	13	basic	basic	ADJ
easat-9142	267	14	financial	financial	ADJ
easat-9142	267	15	data	datum	NOUN
easat-9142	267	16	,	,	PUNCT
easat-9142	267	17	such	such	ADJ
easat-9142	267	18	as	as	ADP
easat-9142	267	19	credit	credit	NOUN
easat-9142	267	20	scores	score	NOUN
easat-9142	267	21	[	[	X
easat-9142	267	22	56	56	NUM
easat-9142	267	23	]	]	PUNCT
easat-9142	267	24	.	.	PUNCT
easat-9142	268	1	while	while	SCONJ
easat-9142	268	2	these	these	DET
easat-9142	268	3	models	model	NOUN
easat-9142	268	4	provided	provide	VERB
easat-9142	268	5	valuable	valuable	ADJ
easat-9142	268	6	insights	insight	NOUN
easat-9142	268	7	,	,	PUNCT
easat-9142	268	8	they	they	PRON
easat-9142	268	9	were	be	AUX
easat-9142	268	10	often	often	ADV
easat-9142	268	11	limited	limit	VERB
easat-9142	268	12	by	by	ADP
easat-9142	268	13	their	their	PRON
easat-9142	268	14	reliance	reliance	NOUN
easat-9142	268	15	on	on	ADP
easat-9142	268	16	static	static	ADJ
easat-9142	268	17	data	datum	NOUN
easat-9142	268	18	,	,	PUNCT
easat-9142	268	19	which	which	PRON
easat-9142	268	20	failed	fail	VERB
easat-9142	268	21	to	to	PART
easat-9142	268	22	capture	capture	VERB
easat-9142	268	23	the	the	DET
easat-9142	268	24	dynamic	dynamic	ADJ
easat-9142	268	25	nature	nature	NOUN
easat-9142	268	26	of	of	ADP
easat-9142	268	27	borrower	borrower	NOUN
easat-9142	268	28	behavior	behavior	NOUN
easat-9142	268	29	.	.	PUNCT
easat-9142	269	1	predictive	predictive	ADJ
easat-9142	269	2	models	model	NOUN
easat-9142	269	3	,	,	PUNCT
easat-9142	269	4	particularly	particularly	ADV
easat-9142	269	5	machine	machine	NOUN
easat-9142	269	6	learning	learn	VERB
easat-9142	269	7	algorithms	algorithm	NOUN
easat-9142	269	8	,	,	PUNCT
easat-9142	269	9	are	be	AUX
easat-9142	269	10	capable	capable	ADJ
easat-9142	269	11	of	of	ADP
easat-9142	269	12	processing	process	VERB
easat-9142	269	13	large	large	ADJ
easat-9142	269	14	datasets	dataset	NOUN
easat-9142	269	15	,	,	PUNCT
easat-9142	269	16	including	include	VERB
easat-9142	269	17	transactional	transactional	ADJ
easat-9142	269	18	data	datum	NOUN
easat-9142	269	19	,	,	PUNCT
easat-9142	269	20	borrower	borrower	NOUN
easat-9142	269	21	demographics	demographic	NOUN
easat-9142	269	22	,	,	PUNCT
easat-9142	269	23	and	and	CCONJ
easat-9142	269	24	even	even	ADV
easat-9142	269	25	social	social	ADJ
easat-9142	269	26	media	medium	NOUN
easat-9142	269	27	activity	activity	NOUN
easat-9142	269	28	[	[	X
easat-9142	269	29	57	57	NUM
easat-9142	269	30	]	]	PUNCT
easat-9142	269	31	.	.	PUNCT
easat-9142	270	1	these	these	DET
easat-9142	270	2	models	model	NOUN
easat-9142	270	3	use	use	VERB
easat-9142	270	4	this	this	DET
easat-9142	270	5	diverse	diverse	ADJ
easat-9142	270	6	data	datum	NOUN
easat-9142	270	7	to	to	PART
easat-9142	270	8	create	create	VERB
easat-9142	270	9	more	more	ADV
easat-9142	270	10	accurate	accurate	ADJ
easat-9142	270	11	predictions	prediction	NOUN
easat-9142	270	12	about	about	ADP
easat-9142	270	13	the	the	DET
easat-9142	270	14	likelihood	likelihood	NOUN
easat-9142	270	15	of	of	ADP
easat-9142	270	16	loan	loan	NOUN
easat-9142	270	17	defaults	default	NOUN
easat-9142	270	18	.	.	PUNCT
easat-9142	271	1	for	for	ADP
easat-9142	271	2	instance	instance	NOUN
easat-9142	271	3	,	,	PUNCT
easat-9142	271	4	machine	machine	NOUN
easat-9142	271	5	learning	learning	NOUN
easat-9142	271	6	methodologies	methodology	NOUN
easat-9142	271	7	such	such	ADJ
easat-9142	271	8	as	as	ADP
easat-9142	271	9	decision	decision	NOUN
easat-9142	271	10	trees	tree	NOUN
easat-9142	271	11	and	and	CCONJ
easat-9142	271	12	neural	neural	ADJ
easat-9142	271	13	networks	network	NOUN
easat-9142	271	14	analyze	analyze	VERB
easat-9142	271	15	patterns	pattern	NOUN
easat-9142	271	16	from	from	ADP
easat-9142	271	17	past	past	ADJ
easat-9142	271	18	financial	financial	ADJ
easat-9142	271	19	behavior	behavior	NOUN
easat-9142	271	20	to	to	PART
easat-9142	271	21	identify	identify	VERB
easat-9142	271	22	accounts	account	NOUN
easat-9142	271	23	that	that	PRON
easat-9142	271	24	are	be	AUX
easat-9142	271	25	at	at	ADP
easat-9142	271	26	a	a	DET
easat-9142	271	27	higher	high	ADJ
easat-9142	271	28	risk	risk	NOUN
easat-9142	271	29	of	of	ADP
easat-9142	271	30	default	default	NOUN
easat-9142	271	31	.	.	PUNCT
easat-9142	272	1	this	this	DET
easat-9142	272	2	real	real	ADJ
easat-9142	272	3	-	-	PUNCT
easat-9142	272	4	time	time	NOUN
easat-9142	272	5	prediction	prediction	NOUN
easat-9142	272	6	helps	help	VERB
easat-9142	272	7	financial	financial	ADJ
easat-9142	272	8	institutions	institution	NOUN
easat-9142	272	9	take	take	VERB
easat-9142	272	10	corrective	corrective	ADJ
easat-9142	272	11	action	action	NOUN
easat-9142	272	12	before	before	SCONJ
easat-9142	272	13	the	the	DET
easat-9142	272	14	risk	risk	NOUN
easat-9142	272	15	materializes	materialize	VERB
easat-9142	272	16	,	,	PUNCT
easat-9142	272	17	such	such	ADJ
easat-9142	272	18	as	as	ADP
easat-9142	272	19	adjusting	adjust	VERB
easat-9142	272	20	loan	loan	NOUN
easat-9142	272	21	terms	term	NOUN
easat-9142	272	22	or	or	CCONJ
easat-9142	272	23	denying	deny	VERB
easat-9142	272	24	loans	loan	NOUN
easat-9142	272	25	to	to	ADP
easat-9142	272	26	high	high	ADJ
easat-9142	272	27	-	-	PUNCT
easat-9142	272	28	risk	risk	NOUN
easat-9142	272	29	individuals	individual	NOUN
easat-9142	272	30	.	.	PUNCT
easat-9142	273	1	figure	figure	VERB
easat-9142	273	2	3	3	NUM
easat-9142	273	3	.	.	PUNCT
easat-9142	273	4	cyber	cyber	PROPN
easat-9142	273	5	security	security	NOUN
easat-9142	273	6	in	in	ADP
easat-9142	273	7	financial	financial	ADJ
easat-9142	273	8	sector	sector	NOUN
easat-9142	273	9	management	management	NOUN
easat-9142	273	10	.	.	PUNCT
easat-9142	274	1	2233	2233	NUM
easat-9142	274	2	edelweiss	edelweiss	PROPN
easat-9142	274	3	applied	apply	VERB
easat-9142	274	4	science	science	NOUN
easat-9142	274	5	and	and	CCONJ
easat-9142	274	6	technology	technology	NOUN
easat-9142	274	7	issn	issn	PROPN
easat-9142	274	8	:	:	PUNCT
easat-9142	274	9	2576	2576	NUM
easat-9142	274	10	-	-	SYM
easat-9142	274	11	8484	8484	NUM
easat-9142	274	12	vol	vol	NOUN
easat-9142	274	13	.	.	PROPN
easat-9142	275	1	9	9	NUM
easat-9142	275	2	,	,	PUNCT
easat-9142	275	3	no	no	INTJ
easat-9142	275	4	.	.	NOUN
easat-9142	275	5	7	7	NUM
easat-9142	275	6	:	:	SYM
easat-9142	275	7	2222	2222	NUM
easat-9142	275	8	-	-	SYM
easat-9142	275	9	2245	2245	NUM
easat-9142	275	10	,	,	PUNCT
easat-9142	275	11	2025	2025	NUM
easat-9142	275	12	doi	doi	NOUN
easat-9142	275	13	:	:	PUNCT
easat-9142	275	14	10.55214/2576	10.55214/2576	NUM
easat-9142	275	15	-	-	PUNCT
easat-9142	275	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	276	1	©	©	PROPN
easat-9142	276	2	2025	2025	NUM
easat-9142	276	3	by	by	ADP
easat-9142	276	4	the	the	DET
easat-9142	276	5	authors	author	NOUN
easat-9142	276	6	;	;	PUNCT
easat-9142	276	7	licensee	licensee	PROPN
easat-9142	276	8	learning	learning	NOUN
easat-9142	276	9	gate	gate	NOUN
easat-9142	276	10	through	through	ADP
easat-9142	276	11	the	the	DET
easat-9142	276	12	utilization	utilization	NOUN
easat-9142	276	13	of	of	ADP
easat-9142	276	14	artificial	artificial	ADJ
easat-9142	276	15	intelligence	intelligence	NOUN
easat-9142	276	16	,	,	PUNCT
easat-9142	276	17	cyber	cyber	ADJ
easat-9142	276	18	security	security	NOUN
easat-9142	276	19	in	in	ADP
easat-9142	276	20	financial	financial	ADJ
easat-9142	276	21	sector	sector	NOUN
easat-9142	276	22	management	management	NOUN
easat-9142	276	23	(	(	PUNCT
easat-9142	276	24	csfsm	csfsm	ADJ
easat-9142	276	25	)	)	PUNCT
easat-9142	276	26	does	do	VERB
easat-9142	276	27	an	an	DET
easat-9142	276	28	analysis	analysis	NOUN
easat-9142	276	29	of	of	ADP
easat-9142	276	30	all	all	DET
easat-9142	276	31	the	the	DET
easat-9142	276	32	invasions	invasion	NOUN
easat-9142	276	33	and	and	CCONJ
easat-9142	276	34	provides	provide	VERB
easat-9142	276	35	individuals	individual	NOUN
easat-9142	276	36	with	with	ADP
easat-9142	276	37	the	the	DET
easat-9142	276	38	ability	ability	NOUN
easat-9142	276	39	to	to	PART
easat-9142	276	40	select	select	VERB
easat-9142	276	41	whether	whether	SCONJ
easat-9142	276	42	it	it	PRON
easat-9142	276	43	is	be	AUX
easat-9142	276	44	safe	safe	ADJ
easat-9142	276	45	to	to	PART
easat-9142	276	46	participate	participate	VERB
easat-9142	276	47	in	in	ADP
easat-9142	276	48	figure	figure	NOUN
easat-9142	276	49	3	3	NUM
easat-9142	276	50	.	.	PUNCT
easat-9142	277	1	a	a	DET
easat-9142	277	2	report	report	NOUN
easat-9142	277	3	is	be	AUX
easat-9142	277	4	sent	send	VERB
easat-9142	277	5	to	to	ADP
easat-9142	277	6	the	the	DET
easat-9142	277	7	control	control	NOUN
easat-9142	277	8	room	room	NOUN
easat-9142	277	9	or	or	CCONJ
easat-9142	277	10	the	the	DET
easat-9142	277	11	individuals	individual	NOUN
easat-9142	277	12	who	who	PRON
easat-9142	277	13	are	be	AUX
easat-9142	277	14	accessing	access	VERB
easat-9142	277	15	the	the	DET
easat-9142	277	16	building	building	NOUN
easat-9142	277	17	if	if	SCONJ
easat-9142	277	18	the	the	DET
easat-9142	277	19	entry	entry	NOUN
easat-9142	277	20	is	be	AUX
easat-9142	277	21	not	not	PART
easat-9142	277	22	stopped	stop	VERB
easat-9142	277	23	.	.	PUNCT
easat-9142	278	1	5.2	5.2	NUM
easat-9142	278	2	.	.	PUNCT
easat-9142	279	1	market	market	NOUN
easat-9142	279	2	risk	risk	NOUN
easat-9142	279	3	and	and	CCONJ
easat-9142	279	4	volatility	volatility	NOUN
easat-9142	279	5	prediction	prediction	NOUN
easat-9142	279	6	market	market	NOUN
easat-9142	279	7	risk	risk	NOUN
easat-9142	279	8	denotes	denote	VERB
easat-9142	279	9	the	the	DET
easat-9142	279	10	possibility	possibility	NOUN
easat-9142	279	11	of	of	ADP
easat-9142	279	12	financial	financial	ADJ
easat-9142	279	13	loss	loss	NOUN
easat-9142	279	14	resulting	result	VERB
easat-9142	279	15	from	from	ADP
easat-9142	279	16	unfavorable	unfavorable	ADJ
easat-9142	279	17	fluctuations	fluctuation	NOUN
easat-9142	279	18	in	in	ADP
easat-9142	279	19	market	market	NOUN
easat-9142	279	20	variables	variable	NOUN
easat-9142	279	21	,	,	PUNCT
easat-9142	279	22	including	include	VERB
easat-9142	279	23	stock	stock	NOUN
easat-9142	279	24	prices	price	NOUN
easat-9142	279	25	,	,	PUNCT
easat-9142	279	26	interest	interest	NOUN
easat-9142	279	27	rates	rate	NOUN
easat-9142	279	28	,	,	PUNCT
easat-9142	279	29	or	or	CCONJ
easat-9142	279	30	currency	currency	NOUN
easat-9142	279	31	exchange	exchange	NOUN
easat-9142	279	32	rates	rate	NOUN
easat-9142	279	33	[	[	X
easat-9142	279	34	58	58	NUM
easat-9142	279	35	]	]	PUNCT
easat-9142	279	36	.	.	PUNCT
easat-9142	280	1	traditional	traditional	ADJ
easat-9142	280	2	market	market	NOUN
easat-9142	280	3	risk	risk	NOUN
easat-9142	280	4	models	model	NOUN
easat-9142	280	5	,	,	PUNCT
easat-9142	280	6	such	such	ADJ
easat-9142	280	7	as	as	ADP
easat-9142	280	8	value	value	NOUN
easat-9142	280	9	at	at	ADP
easat-9142	280	10	risk	risk	NOUN
easat-9142	280	11	(	(	PUNCT
easat-9142	280	12	var	var	NOUN
easat-9142	280	13	)	)	PUNCT
easat-9142	280	14	,	,	PUNCT
easat-9142	280	15	have	have	VERB
easat-9142	280	16	limitations	limitation	NOUN
easat-9142	280	17	,	,	PUNCT
easat-9142	280	18	particularly	particularly	ADV
easat-9142	280	19	in	in	ADP
easat-9142	280	20	their	their	PRON
easat-9142	280	21	inability	inability	NOUN
easat-9142	280	22	to	to	PART
easat-9142	280	23	incorporate	incorporate	VERB
easat-9142	280	24	nonlinear	nonlinear	ADJ
easat-9142	280	25	relationships	relationship	NOUN
easat-9142	280	26	between	between	ADP
easat-9142	280	27	variables	variable	NOUN
easat-9142	280	28	and	and	CCONJ
easat-9142	280	29	to	to	PART
easat-9142	280	30	predict	predict	VERB
easat-9142	280	31	the	the	DET
easat-9142	280	32	risk	risk	NOUN
easat-9142	280	33	in	in	ADP
easat-9142	280	34	highly	highly	ADV
easat-9142	280	35	volatile	volatile	ADJ
easat-9142	280	36	markets	market	NOUN
easat-9142	280	37	.	.	PUNCT
easat-9142	281	1	predictive	predictive	ADJ
easat-9142	281	2	analytics	analytic	NOUN
easat-9142	281	3	,	,	PUNCT
easat-9142	281	4	on	on	ADP
easat-9142	281	5	the	the	DET
easat-9142	281	6	other	other	ADJ
easat-9142	281	7	hand	hand	NOUN
easat-9142	281	8	,	,	PUNCT
easat-9142	281	9	uses	use	VERB
easat-9142	281	10	advanced	advanced	ADJ
easat-9142	281	11	computational	computational	ADJ
easat-9142	281	12	models	model	NOUN
easat-9142	281	13	to	to	PART
easat-9142	281	14	forecast	forecast	VERB
easat-9142	281	15	potential	potential	ADJ
easat-9142	281	16	market	market	NOUN
easat-9142	281	17	movements	movement	NOUN
easat-9142	281	18	through	through	ADP
easat-9142	281	19	the	the	DET
easat-9142	281	20	examination	examination	NOUN
easat-9142	281	21	of	of	ADP
easat-9142	281	22	historical	historical	ADJ
easat-9142	281	23	data	datum	NOUN
easat-9142	281	24	in	in	ADP
easat-9142	281	25	conjunction	conjunction	NOUN
easat-9142	281	26	with	with	ADP
easat-9142	281	27	real	real	ADJ
easat-9142	281	28	-	-	PUNCT
easat-9142	281	29	time	time	NOUN
easat-9142	281	30	data	datum	NOUN
easat-9142	281	31	streams	stream	NOUN
easat-9142	281	32	[	[	X
easat-9142	281	33	59	59	NUM
easat-9142	281	34	]	]	PUNCT
easat-9142	281	35	.	.	PUNCT
easat-9142	282	1	methods	method	NOUN
easat-9142	282	2	including	include	VERB
easat-9142	282	3	time	time	NOUN
easat-9142	282	4	series	series	NOUN
easat-9142	282	5	analysis	analysis	NOUN
easat-9142	282	6	and	and	CCONJ
easat-9142	282	7	arima	arima	PROPN
easat-9142	282	8	(	(	PUNCT
easat-9142	282	9	auto	auto	NOUN
easat-9142	282	10	regressive	regressive	ADJ
easat-9142	282	11	integrated	integrated	ADJ
easat-9142	282	12	moving	move	VERB
easat-9142	282	13	average	average	ADJ
easat-9142	282	14	)	)	PUNCT
easat-9142	282	15	and	and	CCONJ
easat-9142	282	16	machine	machine	NOUN
easat-9142	282	17	learning	learning	NOUN
easat-9142	282	18	-	-	PUNCT
easat-9142	282	19	based	base	VERB
easat-9142	282	20	models	model	NOUN
easat-9142	282	21	allow	allow	VERB
easat-9142	282	22	financial	financial	ADJ
easat-9142	282	23	institutions	institution	NOUN
easat-9142	282	24	to	to	PART
easat-9142	282	25	predict	predict	VERB
easat-9142	282	26	market	market	NOUN
easat-9142	282	27	volatility	volatility	NOUN
easat-9142	282	28	and	and	CCONJ
easat-9142	282	29	prepare	prepare	VERB
easat-9142	282	30	for	for	ADP
easat-9142	282	31	sudden	sudden	ADJ
easat-9142	282	32	market	market	NOUN
easat-9142	282	33	shifts	shift	NOUN
easat-9142	282	34	.	.	PUNCT
easat-9142	283	1	for	for	ADP
easat-9142	283	2	example	example	NOUN
easat-9142	283	3	,	,	PUNCT
easat-9142	283	4	predictive	predictive	ADJ
easat-9142	283	5	models	model	NOUN
easat-9142	283	6	can	can	AUX
easat-9142	283	7	identify	identify	VERB
easat-9142	283	8	patterns	pattern	NOUN
easat-9142	283	9	of	of	ADP
easat-9142	283	10	volatility	volatility	NOUN
easat-9142	283	11	that	that	PRON
easat-9142	283	12	may	may	AUX
easat-9142	283	13	precede	precede	VERB
easat-9142	283	14	a	a	DET
easat-9142	283	15	market	market	NOUN
easat-9142	283	16	crash	crash	NOUN
easat-9142	283	17	,	,	PUNCT
easat-9142	283	18	enabling	enable	VERB
easat-9142	283	19	firms	firm	NOUN
easat-9142	283	20	to	to	PART
easat-9142	283	21	adjust	adjust	VERB
easat-9142	283	22	their	their	PRON
easat-9142	283	23	portfolios	portfolio	NOUN
easat-9142	283	24	or	or	CCONJ
easat-9142	283	25	hedge	hedge	VERB
easat-9142	283	26	their	their	PRON
easat-9142	283	27	positions	position	NOUN
easat-9142	283	28	proactively	proactively	ADV
easat-9142	283	29	.	.	PUNCT
easat-9142	284	1	5.3	5.3	NUM
easat-9142	284	2	.	.	PUNCT
easat-9142	284	3	operational	operational	ADJ
easat-9142	284	4	risk	risk	NOUN
easat-9142	284	5	and	and	CCONJ
easat-9142	284	6	fraud	fraud	NOUN
easat-9142	284	7	detection	detection	NOUN
easat-9142	284	8	operational	operational	ADJ
easat-9142	284	9	risk	risk	NOUN
easat-9142	284	10	pertains	pertain	VERB
easat-9142	284	11	to	to	ADP
easat-9142	284	12	the	the	DET
easat-9142	284	13	potential	potential	NOUN
easat-9142	284	14	for	for	ADP
easat-9142	284	15	loss	loss	NOUN
easat-9142	284	16	arising	arise	VERB
easat-9142	284	17	from	from	ADP
easat-9142	284	18	insufficient	insufficient	ADJ
easat-9142	284	19	or	or	CCONJ
easat-9142	284	20	unsuccessful	unsuccessful	ADJ
easat-9142	284	21	internal	internal	ADJ
easat-9142	284	22	processes	process	NOUN
easat-9142	284	23	,	,	PUNCT
easat-9142	284	24	systems	system	NOUN
easat-9142	284	25	,	,	PUNCT
easat-9142	284	26	personnel	personnel	NOUN
easat-9142	284	27	,	,	PUNCT
easat-9142	284	28	or	or	CCONJ
easat-9142	284	29	external	external	ADJ
easat-9142	284	30	occurrences	occurrence	NOUN
easat-9142	284	31	[	[	X
easat-9142	284	32	60	60	NUM
easat-9142	284	33	]	]	PUNCT
easat-9142	284	34	.	.	PUNCT
easat-9142	285	1	fraud	fraud	NOUN
easat-9142	285	2	detection	detection	NOUN
easat-9142	285	3	is	be	AUX
easat-9142	285	4	a	a	DET
easat-9142	285	5	critical	critical	ADJ
easat-9142	285	6	component	component	NOUN
easat-9142	285	7	of	of	ADP
easat-9142	285	8	operational	operational	ADJ
easat-9142	285	9	risk	risk	NOUN
easat-9142	285	10	,	,	PUNCT
easat-9142	285	11	with	with	ADP
easat-9142	285	12	predictive	predictive	ADJ
easat-9142	285	13	analytics	analytic	NOUN
easat-9142	285	14	serving	serve	VERB
easat-9142	285	15	a	a	DET
easat-9142	285	16	fundamental	fundamental	ADJ
easat-9142	285	17	role	role	NOUN
easat-9142	285	18	.	.	PUNCT
easat-9142	286	1	traditional	traditional	ADJ
easat-9142	286	2	fraud	fraud	NOUN
easat-9142	286	3	detection	detection	NOUN
easat-9142	286	4	models	model	NOUN
easat-9142	286	5	were	be	AUX
easat-9142	286	6	primarily	primarily	ADV
easat-9142	286	7	rule	rule	NOUN
easat-9142	286	8	-	-	PUNCT
easat-9142	286	9	based	base	VERB
easat-9142	286	10	,	,	PUNCT
easat-9142	286	11	identifying	identify	VERB
easat-9142	286	12	fraudulent	fraudulent	ADJ
easat-9142	286	13	transactions	transaction	NOUN
easat-9142	286	14	based	base	VERB
easat-9142	286	15	on	on	ADP
easat-9142	286	16	predefined	predefine	VERB
easat-9142	286	17	patterns	pattern	NOUN
easat-9142	286	18	and	and	CCONJ
easat-9142	286	19	criteria	criterion	NOUN
easat-9142	286	20	[	[	X
easat-9142	286	21	61	61	NUM
easat-9142	286	22	]	]	PUNCT
easat-9142	286	23	.	.	PUNCT
easat-9142	287	1	however	however	ADV
easat-9142	287	2	,	,	PUNCT
easat-9142	287	3	these	these	DET
easat-9142	287	4	models	model	NOUN
easat-9142	287	5	were	be	AUX
easat-9142	287	6	often	often	ADV
easat-9142	287	7	too	too	ADV
easat-9142	287	8	rigid	rigid	ADJ
easat-9142	287	9	and	and	CCONJ
easat-9142	287	10	unable	unable	ADJ
easat-9142	287	11	to	to	PART
easat-9142	287	12	detect	detect	VERB
easat-9142	287	13	new	new	ADJ
easat-9142	287	14	forms	form	NOUN
easat-9142	287	15	of	of	ADP
easat-9142	287	16	fraud	fraud	NOUN
easat-9142	287	17	or	or	CCONJ
easat-9142	287	18	adapt	adapt	VERB
easat-9142	287	19	to	to	ADP
easat-9142	287	20	evolving	evolving	NOUN
easat-9142	287	21	tactics	tactic	NOUN
easat-9142	287	22	employed	employ	VERB
easat-9142	287	23	by	by	ADP
easat-9142	287	24	fraudsters	fraudster	NOUN
easat-9142	287	25	.	.	PUNCT
easat-9142	288	1	machine	machine	NOUN
easat-9142	288	2	learning	learning	NOUN
easat-9142	288	3	technologies	technology	NOUN
easat-9142	288	4	,	,	PUNCT
easat-9142	288	5	like	like	ADP
easat-9142	288	6	anomaly	anomaly	NOUN
easat-9142	288	7	detection	detection	NOUN
easat-9142	288	8	and	and	CCONJ
easat-9142	288	9	neural	neural	ADJ
easat-9142	288	10	networks	network	NOUN
easat-9142	288	11	,	,	PUNCT
easat-9142	288	12	offer	offer	VERB
easat-9142	288	13	a	a	DET
easat-9142	288	14	more	more	ADV
easat-9142	288	15	resilient	resilient	ADJ
easat-9142	288	16	solution	solution	NOUN
easat-9142	288	17	by	by	ADP
easat-9142	288	18	detecting	detect	VERB
easat-9142	288	19	atypical	atypical	ADJ
easat-9142	288	20	patterns	pattern	NOUN
easat-9142	288	21	in	in	ADP
easat-9142	288	22	transaction	transaction	NOUN
easat-9142	288	23	data	datum	NOUN
easat-9142	288	24	instantaneously	instantaneously	ADV
easat-9142	288	25	.	.	PUNCT
easat-9142	289	1	these	these	DET
easat-9142	289	2	models	model	NOUN
easat-9142	289	3	may	may	AUX
easat-9142	289	4	perpetually	perpetually	ADV
easat-9142	289	5	learn	learn	VERB
easat-9142	289	6	from	from	ADP
easat-9142	289	7	new	new	ADJ
easat-9142	289	8	data	datum	NOUN
easat-9142	289	9	,	,	PUNCT
easat-9142	289	10	enabling	enable	VERB
easat-9142	289	11	them	they	PRON
easat-9142	289	12	to	to	PART
easat-9142	289	13	identify	identify	VERB
easat-9142	289	14	potentially	potentially	ADV
easat-9142	289	15	fraudulent	fraudulent	ADJ
easat-9142	289	16	activities	activity	NOUN
easat-9142	289	17	that	that	PRON
easat-9142	289	18	diverge	diverge	VERB
easat-9142	289	19	from	from	ADP
easat-9142	289	20	established	establish	VERB
easat-9142	289	21	trends	trend	NOUN
easat-9142	289	22	.	.	PUNCT
easat-9142	290	1	machine	machine	NOUN
easat-9142	290	2	learning	learn	VERB
easat-9142	290	3	algorithms	algorithm	NOUN
easat-9142	290	4	can	can	AUX
easat-9142	290	5	identify	identify	VERB
easat-9142	290	6	anomalous	anomalous	ADJ
easat-9142	290	7	spending	spending	NOUN
easat-9142	290	8	patterns	pattern	NOUN
easat-9142	290	9	that	that	PRON
easat-9142	290	10	may	may	AUX
easat-9142	290	11	suggest	suggest	VERB
easat-9142	290	12	credit	credit	NOUN
easat-9142	290	13	card	card	NOUN
easat-9142	290	14	fraud	fraud	NOUN
easat-9142	290	15	or	or	CCONJ
easat-9142	290	16	flag	flag	NOUN
easat-9142	290	17	dubious	dubious	ADJ
easat-9142	290	18	transactions	transaction	NOUN
easat-9142	290	19	in	in	ADP
easat-9142	290	20	online	online	ADJ
easat-9142	290	21	banking	banking	NOUN
easat-9142	290	22	systems	system	NOUN
easat-9142	290	23	.	.	PUNCT
easat-9142	291	1	this	this	DET
easat-9142	291	2	proactive	proactive	ADJ
easat-9142	291	3	strategy	strategy	NOUN
easat-9142	291	4	markedly	markedly	ADV
easat-9142	291	5	diminishes	diminish	VERB
easat-9142	291	6	revenue	revenue	NOUN
easat-9142	291	7	losses	loss	NOUN
easat-9142	291	8	and	and	CCONJ
easat-9142	291	9	fortifies	fortify	VERB
easat-9142	291	10	security	security	NOUN
easat-9142	291	11	protocols	protocol	NOUN
easat-9142	291	12	.	.	PUNCT
easat-9142	292	1	6	6	X
easat-9142	292	2	.	.	X
easat-9142	292	3	strategic	strategic	ADJ
easat-9142	292	4	decision	decision	NOUN
easat-9142	292	5	-	-	PUNCT
easat-9142	292	6	making	making	NOUN
easat-9142	292	7	with	with	ADP
easat-9142	292	8	predictive	predictive	ADJ
easat-9142	292	9	analytics	analytic	NOUN
easat-9142	292	10	predictive	predictive	ADJ
easat-9142	292	11	analytics	analytic	NOUN
easat-9142	292	12	not	not	PART
easat-9142	292	13	only	only	ADV
easat-9142	292	14	enhances	enhance	VERB
easat-9142	292	15	risk	risk	NOUN
easat-9142	292	16	management	management	NOUN
easat-9142	292	17	but	but	CCONJ
easat-9142	292	18	also	also	ADV
easat-9142	292	19	informs	inform	VERB
easat-9142	292	20	strategic	strategic	ADJ
easat-9142	292	21	decision	decision	NOUN
easat-9142	292	22	-	-	PUNCT
easat-9142	292	23	making	making	NOUN
easat-9142	292	24	in	in	ADP
easat-9142	292	25	financial	financial	ADJ
easat-9142	292	26	institutions	institution	NOUN
easat-9142	292	27	.	.	PUNCT
easat-9142	293	1	by	by	ADP
easat-9142	293	2	forecasting	forecast	VERB
easat-9142	293	3	market	market	NOUN
easat-9142	293	4	trends	trend	NOUN
easat-9142	293	5	,	,	PUNCT
easat-9142	293	6	customer	customer	NOUN
easat-9142	293	7	behavior	behavior	NOUN
easat-9142	293	8	,	,	PUNCT
easat-9142	293	9	and	and	CCONJ
easat-9142	293	10	economic	economic	ADJ
easat-9142	293	11	indicators	indicator	NOUN
easat-9142	293	12	,	,	PUNCT
easat-9142	293	13	predictive	predictive	ADJ
easat-9142	293	14	models	model	NOUN
easat-9142	293	15	provide	provide	VERB
easat-9142	293	16	valuable	valuable	ADJ
easat-9142	293	17	insights	insight	NOUN
easat-9142	293	18	that	that	PRON
easat-9142	293	19	guide	guide	VERB
easat-9142	293	20	high	high	ADJ
easat-9142	293	21	-	-	PUNCT
easat-9142	293	22	level	level	NOUN
easat-9142	293	23	business	business	NOUN
easat-9142	293	24	decisions	decision	NOUN
easat-9142	293	25	[	[	X
easat-9142	293	26	62	62	NUM
easat-9142	293	27	]	]	PUNCT
easat-9142	293	28	.	.	PUNCT
easat-9142	294	1	6.1	6.1	NUM
easat-9142	294	2	.	.	PUNCT
easat-9142	294	3	financial	financial	ADJ
easat-9142	294	4	forecasting	forecasting	NOUN
easat-9142	294	5	and	and	CCONJ
easat-9142	294	6	budgeting	budget	VERB
easat-9142	294	7	a	a	DET
easat-9142	294	8	crucial	crucial	ADJ
easat-9142	294	9	use	use	NOUN
easat-9142	294	10	of	of	ADP
easat-9142	294	11	predictive	predictive	ADJ
easat-9142	294	12	analytics	analytic	NOUN
easat-9142	294	13	is	be	AUX
easat-9142	294	14	financial	financial	ADJ
easat-9142	294	15	forecasting	forecasting	NOUN
easat-9142	294	16	.	.	PUNCT
easat-9142	295	1	financial	financial	ADJ
easat-9142	295	2	institutions	institution	NOUN
easat-9142	295	3	and	and	CCONJ
easat-9142	295	4	organizations	organization	NOUN
easat-9142	295	5	depend	depend	VERB
easat-9142	295	6	on	on	ADP
easat-9142	295	7	precise	precise	ADJ
easat-9142	295	8	forecasts	forecast	NOUN
easat-9142	295	9	to	to	PART
easat-9142	295	10	strategize	strategize	VERB
easat-9142	295	11	their	their	PRON
easat-9142	295	12	budgets	budget	NOUN
easat-9142	295	13	,	,	PUNCT
easat-9142	295	14	distribute	distribute	VERB
easat-9142	295	15	resources	resource	NOUN
easat-9142	295	16	,	,	PUNCT
easat-9142	295	17	and	and	CCONJ
easat-9142	295	18	control	control	VERB
easat-9142	295	19	operating	operating	NOUN
easat-9142	295	20	expenses	expense	NOUN
easat-9142	295	21	[	[	X
easat-9142	295	22	63	63	NUM
easat-9142	295	23	]	]	PUNCT
easat-9142	295	24	.	.	PUNCT
easat-9142	296	1	predictive	predictive	ADJ
easat-9142	296	2	models	model	NOUN
easat-9142	296	3	utilize	utilize	VERB
easat-9142	296	4	previous	previous	ADJ
easat-9142	296	5	financial	financial	ADJ
easat-9142	296	6	data	datum	NOUN
easat-9142	296	7	,	,	PUNCT
easat-9142	296	8	economic	economic	ADJ
easat-9142	296	9	trends	trend	NOUN
easat-9142	296	10	,	,	PUNCT
easat-9142	296	11	and	and	CCONJ
easat-9142	296	12	market	market	NOUN
easat-9142	296	13	indicators	indicator	NOUN
easat-9142	296	14	to	to	PART
easat-9142	296	15	produce	produce	VERB
easat-9142	296	16	more	more	ADV
easat-9142	296	17	accurate	accurate	ADJ
easat-9142	296	18	forecasts	forecast	NOUN
easat-9142	296	19	,	,	PUNCT
easat-9142	296	20	allowing	allow	VERB
easat-9142	296	21	businesses	business	NOUN
easat-9142	296	22	to	to	PART
easat-9142	296	23	plan	plan	VERB
easat-9142	296	24	for	for	ADP
easat-9142	296	25	future	future	ADJ
easat-9142	296	26	growth	growth	NOUN
easat-9142	296	27	or	or	CCONJ
easat-9142	296	28	mitigate	mitigate	VERB
easat-9142	296	29	potential	potential	ADJ
easat-9142	296	30	losses	loss	NOUN
easat-9142	296	31	in	in	ADP
easat-9142	296	32	case	case	NOUN
easat-9142	296	33	of	of	ADP
easat-9142	296	34	market	market	NOUN
easat-9142	296	35	downturns	downturn	NOUN
easat-9142	296	36	.	.	PUNCT
easat-9142	297	1	2234	2234	NUM
easat-9142	297	2	edelweiss	edelweiss	PROPN
easat-9142	297	3	applied	apply	VERB
easat-9142	297	4	science	science	NOUN
easat-9142	297	5	and	and	CCONJ
easat-9142	297	6	technology	technology	NOUN
easat-9142	297	7	issn	issn	PROPN
easat-9142	297	8	:	:	PUNCT
easat-9142	297	9	2576	2576	NUM
easat-9142	297	10	-	-	SYM
easat-9142	297	11	8484	8484	NUM
easat-9142	297	12	vol	vol	NOUN
easat-9142	297	13	.	.	PROPN
easat-9142	298	1	9	9	NUM
easat-9142	298	2	,	,	PUNCT
easat-9142	298	3	no	no	INTJ
easat-9142	298	4	.	.	NOUN
easat-9142	298	5	7	7	NUM
easat-9142	298	6	:	:	SYM
easat-9142	298	7	2222	2222	NUM
easat-9142	298	8	-	-	SYM
easat-9142	298	9	2245	2245	NUM
easat-9142	298	10	,	,	PUNCT
easat-9142	298	11	2025	2025	NUM
easat-9142	298	12	doi	doi	NOUN
easat-9142	298	13	:	:	PUNCT
easat-9142	298	14	10.55214/2576	10.55214/2576	NUM
easat-9142	298	15	-	-	PUNCT
easat-9142	298	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	299	1	©	©	PROPN
easat-9142	299	2	2025	2025	NUM
easat-9142	299	3	by	by	ADP
easat-9142	299	4	the	the	DET
easat-9142	299	5	authors	author	NOUN
easat-9142	299	6	;	;	PUNCT
easat-9142	299	7	licensee	licensee	PROPN
easat-9142	299	8	learning	learn	VERB
easat-9142	299	9	gate	gate	NOUN
easat-9142	299	10	figure	figure	NOUN
easat-9142	299	11	4	4	NUM
easat-9142	299	12	.	.	PUNCT
easat-9142	299	13	cybersecurity	cybersecurity	NOUN
easat-9142	299	14	in	in	ADP
easat-9142	299	15	financial	financial	ADJ
easat-9142	299	16	management	management	NOUN
easat-9142	299	17	.	.	PUNCT
easat-9142	300	1	source	source	NOUN
easat-9142	300	2	:	:	PUNCT
easat-9142	300	3	mishra	mishra	PROPN
easat-9142	301	1	[	[	X
easat-9142	301	2	64	64	NUM
easat-9142	301	3	]	]	PUNCT
easat-9142	301	4	.	.	PUNCT
easat-9142	302	1	cybersecurity	cybersecurity	NOUN
easat-9142	302	2	is	be	AUX
easat-9142	302	3	essential	essential	ADJ
easat-9142	302	4	for	for	ADP
easat-9142	302	5	protecting	protect	VERB
easat-9142	302	6	systems	system	NOUN
easat-9142	302	7	,	,	PUNCT
easat-9142	302	8	networks	network	NOUN
easat-9142	302	9	,	,	PUNCT
easat-9142	302	10	and	and	CCONJ
easat-9142	302	11	technologies	technology	NOUN
easat-9142	302	12	against	against	ADP
easat-9142	302	13	unauthorized	unauthorized	ADJ
easat-9142	302	14	access	access	NOUN
easat-9142	302	15	.	.	PUNCT
easat-9142	303	1	in	in	ADP
easat-9142	303	2	the	the	DET
easat-9142	303	3	contemporary	contemporary	ADJ
easat-9142	303	4	technological	technological	ADJ
easat-9142	303	5	landscape	landscape	NOUN
easat-9142	303	6	,	,	PUNCT
easat-9142	303	7	a	a	DET
easat-9142	303	8	corporation	corporation	NOUN
easat-9142	303	9	must	must	AUX
easat-9142	303	10	maintain	maintain	VERB
easat-9142	303	11	a	a	DET
easat-9142	303	12	specialized	specialized	ADJ
easat-9142	303	13	cybersecurity	cybersecurity	NOUN
easat-9142	303	14	team	team	NOUN
easat-9142	303	15	to	to	PART
easat-9142	303	16	oversee	oversee	VERB
easat-9142	303	17	potential	potential	ADJ
easat-9142	303	18	cyber	cyber	NOUN
easat-9142	303	19	-	-	PUNCT
easat-9142	303	20	attacks	attack	NOUN
easat-9142	303	21	and	and	CCONJ
easat-9142	303	22	formulate	formulate	ADJ
easat-9142	303	23	counterstrategies	counterstrategie	NOUN
easat-9142	303	24	.	.	PUNCT
easat-9142	304	1	figure	figure	NOUN
easat-9142	304	2	4	4	NUM
easat-9142	304	3	illustrates	illustrate	VERB
easat-9142	304	4	the	the	DET
easat-9142	304	5	fundamental	fundamental	ADJ
easat-9142	304	6	components	component	NOUN
easat-9142	304	7	of	of	ADP
easat-9142	304	8	cybersecurity	cybersecurity	NOUN
easat-9142	304	9	[	[	X
easat-9142	304	10	64	64	NUM
easat-9142	304	11	]	]	PUNCT
easat-9142	304	12	.	.	PUNCT
easat-9142	305	1	cybersecurity	cybersecurity	NOUN
easat-9142	305	2	primarily	primarily	ADV
easat-9142	305	3	encompasses	encompass	VERB
easat-9142	305	4	safe	safe	ADJ
easat-9142	305	5	payment	payment	NOUN
easat-9142	305	6	systems	system	NOUN
easat-9142	305	7	,	,	PUNCT
easat-9142	305	8	user	user	NOUN
easat-9142	305	9	online	online	PROPN
easat-9142	305	10	privacy	privacy	PROPN
easat-9142	305	11	,	,	PUNCT
easat-9142	305	12	antivirus	antivirus	NOUN
easat-9142	305	13	firewalls	firewall	NOUN
easat-9142	305	14	,	,	PUNCT
easat-9142	305	15	mobile	mobile	ADJ
easat-9142	305	16	security	security	NOUN
easat-9142	305	17	,	,	PUNCT
easat-9142	305	18	security	security	NOUN
easat-9142	305	19	locks	lock	NOUN
easat-9142	305	20	,	,	PUNCT
easat-9142	305	21	data	data	NOUN
easat-9142	305	22	protection	protection	NOUN
easat-9142	305	23	,	,	PUNCT
easat-9142	305	24	computer	computer	NOUN
easat-9142	305	25	protection	protection	NOUN
easat-9142	305	26	,	,	PUNCT
easat-9142	305	27	and	and	CCONJ
easat-9142	305	28	a	a	DET
easat-9142	305	29	comprehensive	comprehensive	ADJ
easat-9142	305	30	worldwide	worldwide	ADJ
easat-9142	305	31	shield	shield	NOUN
easat-9142	305	32	.	.	PUNCT
easat-9142	306	1	6.2	6.2	NUM
easat-9142	306	2	.	.	PUNCT
easat-9142	307	1	portfolio	portfolio	NOUN
easat-9142	307	2	management	management	NOUN
easat-9142	307	3	and	and	CCONJ
easat-9142	307	4	investment	investment	NOUN
easat-9142	307	5	strategies	strategy	NOUN
easat-9142	307	6	predictive	predictive	ADJ
easat-9142	307	7	analytics	analytic	NOUN
easat-9142	307	8	has	have	AUX
easat-9142	307	9	transformed	transform	VERB
easat-9142	307	10	portfolio	portfolio	NOUN
easat-9142	307	11	management	management	NOUN
easat-9142	307	12	by	by	ADP
easat-9142	307	13	providing	provide	VERB
easat-9142	307	14	insights	insight	NOUN
easat-9142	307	15	into	into	ADP
easat-9142	307	16	prospective	prospective	ADJ
easat-9142	307	17	investment	investment	NOUN
easat-9142	307	18	opportunities	opportunity	NOUN
easat-9142	307	19	and	and	CCONJ
easat-9142	307	20	market	market	NOUN
easat-9142	307	21	conditions	condition	NOUN
easat-9142	307	22	[	[	X
easat-9142	307	23	65	65	NUM
easat-9142	307	24	]	]	PUNCT
easat-9142	307	25	.	.	PUNCT
easat-9142	308	1	through	through	ADP
easat-9142	308	2	the	the	DET
easat-9142	308	3	analysis	analysis	NOUN
easat-9142	308	4	of	of	ADP
easat-9142	308	5	historical	historical	ADJ
easat-9142	308	6	performance	performance	NOUN
easat-9142	308	7	data	datum	NOUN
easat-9142	308	8	,	,	PUNCT
easat-9142	308	9	asset	asset	NOUN
easat-9142	308	10	correlations	correlation	NOUN
easat-9142	308	11	,	,	PUNCT
easat-9142	308	12	and	and	CCONJ
easat-9142	308	13	economic	economic	ADJ
easat-9142	308	14	variables	variable	NOUN
easat-9142	308	15	,	,	PUNCT
easat-9142	308	16	predictive	predictive	ADJ
easat-9142	308	17	models	model	NOUN
easat-9142	308	18	assist	assist	VERB
easat-9142	308	19	investment	investment	NOUN
easat-9142	308	20	managers	manager	NOUN
easat-9142	308	21	in	in	ADP
easat-9142	308	22	optimizing	optimize	VERB
easat-9142	308	23	portfolio	portfolio	NOUN
easat-9142	308	24	allocations	allocation	NOUN
easat-9142	308	25	,	,	PUNCT
easat-9142	308	26	thereby	thereby	ADV
easat-9142	308	27	enhancing	enhance	VERB
easat-9142	308	28	the	the	DET
easat-9142	308	29	balance	balance	NOUN
easat-9142	308	30	between	between	ADP
easat-9142	308	31	risk	risk	NOUN
easat-9142	308	32	and	and	CCONJ
easat-9142	308	33	return	return	NOUN
easat-9142	308	34	.	.	PUNCT
easat-9142	309	1	machine	machine	NOUN
easat-9142	309	2	learning	learn	VERB
easat-9142	309	3	algorithms	algorithm	NOUN
easat-9142	309	4	can	can	AUX
easat-9142	309	5	evaluate	evaluate	VERB
easat-9142	309	6	extensive	extensive	ADJ
easat-9142	309	7	datasets	dataset	NOUN
easat-9142	309	8	to	to	PART
easat-9142	309	9	forecast	forecast	VERB
easat-9142	309	10	the	the	DET
easat-9142	309	11	performance	performance	NOUN
easat-9142	309	12	of	of	ADP
easat-9142	309	13	different	different	ADJ
easat-9142	309	14	securities	security	NOUN
easat-9142	309	15	in	in	ADP
easat-9142	309	16	response	response	NOUN
easat-9142	309	17	to	to	ADP
easat-9142	309	18	fluctuating	fluctuate	VERB
easat-9142	309	19	market	market	NOUN
easat-9142	309	20	conditions	condition	NOUN
easat-9142	309	21	.	.	PUNCT
easat-9142	310	1	this	this	PRON
easat-9142	310	2	enables	enable	VERB
easat-9142	310	3	portfolio	portfolio	NOUN
easat-9142	310	4	managers	manager	NOUN
easat-9142	310	5	to	to	PART
easat-9142	310	6	make	make	VERB
easat-9142	310	7	more	more	ADV
easat-9142	310	8	educated	educate	VERB
easat-9142	310	9	investment	investment	NOUN
easat-9142	310	10	choices	choice	NOUN
easat-9142	310	11	,	,	PUNCT
easat-9142	310	12	such	such	ADJ
easat-9142	310	13	as	as	ADP
easat-9142	310	14	identifying	identify	VERB
easat-9142	310	15	undervalued	undervalued	ADJ
easat-9142	310	16	assets	asset	NOUN
easat-9142	310	17	or	or	CCONJ
easat-9142	310	18	divesting	divest	VERB
easat-9142	310	19	from	from	ADP
easat-9142	310	20	overexposed	overexposed	ADJ
easat-9142	310	21	sectors	sector	NOUN
easat-9142	310	22	.	.	PUNCT
easat-9142	311	1	predictive	predictive	ADJ
easat-9142	311	2	analytics	analytic	NOUN
easat-9142	311	3	also	also	ADV
easat-9142	311	4	aids	aid	VERB
easat-9142	311	5	in	in	ADP
easat-9142	311	6	optimizing	optimize	VERB
easat-9142	311	7	asset	asset	NOUN
easat-9142	311	8	allocations	allocation	NOUN
easat-9142	311	9	by	by	ADP
easat-9142	311	10	identifying	identify	VERB
easat-9142	311	11	market	market	NOUN
easat-9142	311	12	trends	trend	NOUN
easat-9142	311	13	and	and	CCONJ
easat-9142	311	14	aligning	align	VERB
easat-9142	311	15	them	they	PRON
easat-9142	311	16	with	with	ADP
easat-9142	311	17	the	the	DET
easat-9142	311	18	institution	institution	NOUN
easat-9142	311	19	's	's	PART
easat-9142	311	20	risk	risk	NOUN
easat-9142	311	21	tolerance	tolerance	NOUN
easat-9142	311	22	and	and	CCONJ
easat-9142	311	23	investment	investment	NOUN
easat-9142	311	24	goals	goal	NOUN
easat-9142	311	25	[	[	X
easat-9142	311	26	66	66	NUM
easat-9142	311	27	]	]	PUNCT
easat-9142	311	28	.	.	PUNCT
easat-9142	312	1	7	7	X
easat-9142	312	2	.	.	X
easat-9142	312	3	challenges	challenge	NOUN
easat-9142	312	4	in	in	ADP
easat-9142	312	5	implementing	implement	VERB
easat-9142	312	6	predictive	predictive	ADJ
easat-9142	312	7	analytics	analytic	NOUN
easat-9142	312	8	in	in	ADP
easat-9142	312	9	financial	financial	ADJ
easat-9142	312	10	information	information	NOUN
easat-9142	312	11	security	security	NOUN
easat-9142	312	12	the	the	DET
easat-9142	312	13	advantages	advantage	NOUN
easat-9142	312	14	of	of	ADP
easat-9142	312	15	predictive	predictive	ADJ
easat-9142	312	16	analytics	analytic	NOUN
easat-9142	312	17	in	in	ADP
easat-9142	312	18	financial	financial	ADJ
easat-9142	312	19	security	security	NOUN
easat-9142	312	20	are	be	AUX
easat-9142	312	21	evident	evident	ADJ
easat-9142	312	22	;	;	PUNCT
easat-9142	312	23	yet	yet	CCONJ
easat-9142	312	24	,	,	PUNCT
easat-9142	312	25	its	its	PRON
easat-9142	312	26	implementation	implementation	NOUN
easat-9142	312	27	presents	present	VERB
easat-9142	312	28	numerous	numerous	ADJ
easat-9142	312	29	problems	problem	NOUN
easat-9142	312	30	that	that	PRON
easat-9142	312	31	businesses	business	NOUN
easat-9142	312	32	must	must	AUX
easat-9142	312	33	confront	confront	VERB
easat-9142	312	34	to	to	AUX
easat-9142	312	35	properly	properly	ADV
easat-9142	312	36	harness	harness	VERB
easat-9142	312	37	its	its	PRON
easat-9142	312	38	potential	potential	NOUN
easat-9142	312	39	.	.	PUNCT
easat-9142	313	1	7.1	7.1	NUM
easat-9142	313	2	.	.	PUNCT
easat-9142	314	1	data	datum	NOUN
easat-9142	314	2	privacy	privacy	NOUN
easat-9142	314	3	and	and	CCONJ
easat-9142	314	4	security	security	NOUN
easat-9142	314	5	concerns	concern	NOUN
easat-9142	314	6	predictive	predictive	ADJ
easat-9142	314	7	analytics	analytic	NOUN
easat-9142	314	8	in	in	ADP
easat-9142	314	9	financial	financial	ADJ
easat-9142	314	10	information	information	NOUN
easat-9142	314	11	security	security	NOUN
easat-9142	314	12	entails	entail	VERB
easat-9142	314	13	the	the	DET
easat-9142	314	14	aggregation	aggregation	NOUN
easat-9142	314	15	and	and	CCONJ
easat-9142	314	16	analysis	analysis	NOUN
easat-9142	314	17	of	of	ADP
easat-9142	314	18	extensive	extensive	ADJ
easat-9142	314	19	sensitive	sensitive	ADJ
easat-9142	314	20	data	datum	NOUN
easat-9142	314	21	,	,	PUNCT
easat-9142	314	22	encompassing	encompass	VERB
easat-9142	314	23	financial	financial	ADJ
easat-9142	314	24	transactions	transaction	NOUN
easat-9142	314	25	,	,	PUNCT
easat-9142	314	26	personal	personal	ADJ
easat-9142	314	27	details	detail	NOUN
easat-9142	314	28	,	,	PUNCT
easat-9142	314	29	and	and	CCONJ
easat-9142	314	30	behavioral	behavioral	ADJ
easat-9142	314	31	information	information	NOUN
easat-9142	314	32	[	[	X
easat-9142	314	33	67	67	NUM
easat-9142	314	34	]	]	PUNCT
easat-9142	314	35	.	.	PUNCT
easat-9142	315	1	such	such	ADJ
easat-9142	315	2	processing	processing	NOUN
easat-9142	315	3	presents	present	NOUN
easat-9142	315	4	considerable	considerable	ADJ
easat-9142	315	5	privacy	privacy	NOUN
easat-9142	315	6	and	and	CCONJ
easat-9142	315	7	security	security	NOUN
easat-9142	315	8	issues	issue	NOUN
easat-9142	315	9	,	,	PUNCT
easat-9142	315	10	particularly	particularly	ADV
easat-9142	315	11	in	in	ADP
easat-9142	315	12	light	light	NOUN
easat-9142	315	13	of	of	ADP
easat-9142	315	14	rigorous	rigorous	ADJ
easat-9142	315	15	legislation	legislation	NOUN
easat-9142	315	16	like	like	ADP
easat-9142	315	17	the	the	DET
easat-9142	315	18	general	general	ADJ
easat-9142	315	19	data	data	PROPN
easat-9142	315	20	protection	protection	NOUN
easat-9142	315	21	regulation	regulation	NOUN
easat-9142	315	22	(	(	PUNCT
easat-9142	315	23	gdpr	gdpr	NOUN
easat-9142	315	24	)	)	PUNCT
easat-9142	315	25	in	in	ADP
easat-9142	315	26	the	the	DET
easat-9142	315	27	european	european	PROPN
easat-9142	315	28	union	union	PROPN
easat-9142	315	29	.	.	PUNCT
easat-9142	316	1	to	to	PART
easat-9142	316	2	mitigate	mitigate	VERB
easat-9142	316	3	2235	2235	NUM
easat-9142	316	4	edelweiss	edelweiss	PROPN
easat-9142	316	5	applied	apply	VERB
easat-9142	316	6	science	science	NOUN
easat-9142	316	7	and	and	CCONJ
easat-9142	316	8	technology	technology	NOUN
easat-9142	316	9	issn	issn	PROPN
easat-9142	316	10	:	:	PUNCT
easat-9142	316	11	2576	2576	NUM
easat-9142	316	12	-	-	SYM
easat-9142	316	13	8484	8484	NUM
easat-9142	316	14	vol	vol	NOUN
easat-9142	316	15	.	.	PROPN
easat-9142	317	1	9	9	NUM
easat-9142	317	2	,	,	PUNCT
easat-9142	317	3	no	no	INTJ
easat-9142	317	4	.	.	NOUN
easat-9142	317	5	7	7	NUM
easat-9142	317	6	:	:	SYM
easat-9142	317	7	2222	2222	NUM
easat-9142	317	8	-	-	SYM
easat-9142	317	9	2245	2245	NUM
easat-9142	317	10	,	,	PUNCT
easat-9142	317	11	2025	2025	NUM
easat-9142	317	12	doi	doi	NOUN
easat-9142	317	13	:	:	PUNCT
easat-9142	317	14	10.55214/2576	10.55214/2576	NUM
easat-9142	317	15	-	-	PUNCT
easat-9142	317	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	318	1	©	©	PROPN
easat-9142	318	2	2025	2025	NUM
easat-9142	318	3	by	by	ADP
easat-9142	318	4	the	the	DET
easat-9142	318	5	authors	author	NOUN
easat-9142	318	6	;	;	PUNCT
easat-9142	318	7	licensee	licensee	PROPN
easat-9142	318	8	learning	learning	NOUN
easat-9142	318	9	gate	gate	VERB
easat-9142	318	10	these	these	DET
easat-9142	318	11	issues	issue	NOUN
easat-9142	318	12	,	,	PUNCT
easat-9142	318	13	financial	financial	ADJ
easat-9142	318	14	organizations	organization	NOUN
easat-9142	318	15	must	must	AUX
easat-9142	318	16	adopt	adopt	VERB
easat-9142	318	17	stringent	stringent	ADJ
easat-9142	318	18	data	datum	NOUN
easat-9142	318	19	security	security	NOUN
easat-9142	318	20	protocols	protocol	NOUN
easat-9142	318	21	,	,	PUNCT
easat-9142	318	22	including	include	VERB
easat-9142	318	23	encryption	encryption	NOUN
easat-9142	318	24	,	,	PUNCT
easat-9142	318	25	safe	safe	ADJ
easat-9142	318	26	data	datum	NOUN
easat-9142	318	27	storage	storage	NOUN
easat-9142	318	28	,	,	PUNCT
easat-9142	318	29	and	and	CCONJ
easat-9142	318	30	access	access	NOUN
easat-9142	318	31	control	control	NOUN
easat-9142	318	32	systems	system	NOUN
easat-9142	318	33	.	.	PUNCT
easat-9142	319	1	furthermore	furthermore	ADV
easat-9142	319	2	,	,	PUNCT
easat-9142	319	3	predictive	predictive	ADJ
easat-9142	319	4	models	model	NOUN
easat-9142	319	5	must	must	AUX
easat-9142	319	6	be	be	AUX
easat-9142	319	7	constructed	construct	VERB
easat-9142	319	8	to	to	PART
easat-9142	319	9	anonymize	anonymize	VERB
easat-9142	319	10	or	or	CCONJ
easat-9142	319	11	de	de	VERB
easat-9142	319	12	-	-	ADJ
easat-9142	319	13	identify	identify	VERB
easat-9142	319	14	personal	personal	ADJ
easat-9142	319	15	data	datum	NOUN
easat-9142	319	16	to	to	PART
easat-9142	319	17	ensure	ensure	VERB
easat-9142	319	18	adherence	adherence	NOUN
easat-9142	319	19	to	to	ADP
easat-9142	319	20	privacy	privacy	NOUN
easat-9142	319	21	requirements	requirement	NOUN
easat-9142	319	22	while	while	SCONJ
easat-9142	319	23	still	still	ADV
easat-9142	319	24	producing	produce	VERB
easat-9142	319	25	significant	significant	ADJ
easat-9142	319	26	insights	insight	NOUN
easat-9142	319	27	[	[	X
easat-9142	319	28	68	68	NUM
easat-9142	319	29	]	]	PUNCT
easat-9142	319	30	.	.	PUNCT
easat-9142	320	1	7.2	7.2	NUM
easat-9142	320	2	.	.	PUNCT
easat-9142	320	3	model	model	NOUN
easat-9142	320	4	accuracy	accuracy	NOUN
easat-9142	320	5	and	and	CCONJ
easat-9142	320	6	data	datum	NOUN
easat-9142	320	7	quality	quality	NOUN
easat-9142	320	8	the	the	DET
easat-9142	320	9	effectiveness	effectiveness	NOUN
easat-9142	320	10	of	of	ADP
easat-9142	320	11	predictive	predictive	ADJ
easat-9142	320	12	analytics	analytic	NOUN
easat-9142	320	13	heavily	heavily	ADV
easat-9142	320	14	depends	depend	VERB
easat-9142	320	15	on	on	ADP
easat-9142	320	16	the	the	DET
easat-9142	320	17	quality	quality	NOUN
easat-9142	320	18	and	and	CCONJ
easat-9142	320	19	accuracy	accuracy	NOUN
easat-9142	320	20	of	of	ADP
easat-9142	320	21	the	the	DET
easat-9142	320	22	data	datum	NOUN
easat-9142	320	23	used	use	VERB
easat-9142	320	24	to	to	PART
easat-9142	320	25	train	train	VERB
easat-9142	320	26	the	the	DET
easat-9142	320	27	models	model	NOUN
easat-9142	320	28	.	.	PUNCT
easat-9142	321	1	incomplete	incomplete	ADJ
easat-9142	321	2	or	or	CCONJ
easat-9142	321	3	erroneous	erroneous	ADJ
easat-9142	321	4	data	datum	NOUN
easat-9142	321	5	can	can	AUX
easat-9142	321	6	lead	lead	VERB
easat-9142	321	7	to	to	ADP
easat-9142	321	8	inaccurate	inaccurate	ADJ
easat-9142	321	9	predictions	prediction	NOUN
easat-9142	321	10	,	,	PUNCT
easat-9142	321	11	potentially	potentially	ADV
easat-9142	321	12	resulting	result	VERB
easat-9142	321	13	in	in	ADP
easat-9142	321	14	financial	financial	ADJ
easat-9142	321	15	losses	loss	NOUN
easat-9142	321	16	or	or	CCONJ
easat-9142	321	17	misguided	misguided	ADJ
easat-9142	321	18	business	business	NOUN
easat-9142	321	19	strategies	strategy	NOUN
easat-9142	321	20	.	.	PUNCT
easat-9142	322	1	financial	financial	ADJ
easat-9142	322	2	institutions	institution	NOUN
easat-9142	322	3	must	must	AUX
easat-9142	322	4	invest	invest	VERB
easat-9142	322	5	in	in	ADP
easat-9142	322	6	data	datum	NOUN
easat-9142	322	7	quality	quality	NOUN
easat-9142	322	8	management	management	NOUN
easat-9142	322	9	practices	practice	NOUN
easat-9142	322	10	,	,	PUNCT
easat-9142	322	11	such	such	ADJ
easat-9142	322	12	as	as	ADP
easat-9142	322	13	data	datum	NOUN
easat-9142	322	14	cleaning	cleaning	NOUN
easat-9142	322	15	,	,	PUNCT
easat-9142	322	16	validation	validation	NOUN
easat-9142	322	17	,	,	PUNCT
easat-9142	322	18	and	and	CCONJ
easat-9142	322	19	normalization	normalization	NOUN
easat-9142	322	20	,	,	PUNCT
easat-9142	322	21	to	to	PART
easat-9142	322	22	ensure	ensure	VERB
easat-9142	322	23	that	that	SCONJ
easat-9142	322	24	the	the	DET
easat-9142	322	25	data	datum	NOUN
easat-9142	322	26	used	use	VERB
easat-9142	322	27	in	in	ADP
easat-9142	322	28	predictive	predictive	ADJ
easat-9142	322	29	models	model	NOUN
easat-9142	322	30	is	be	AUX
easat-9142	322	31	accurate	accurate	ADJ
easat-9142	322	32	and	and	CCONJ
easat-9142	322	33	reliable	reliable	ADJ
easat-9142	322	34	[	[	X
easat-9142	322	35	69	69	NUM
easat-9142	322	36	]	]	PUNCT
easat-9142	322	37	.	.	PUNCT
easat-9142	323	1	additionally	additionally	ADV
easat-9142	323	2	,	,	PUNCT
easat-9142	323	3	continuous	continuous	ADJ
easat-9142	323	4	monitoring	monitoring	NOUN
easat-9142	323	5	and	and	CCONJ
easat-9142	323	6	updating	updating	NOUN
easat-9142	323	7	of	of	ADP
easat-9142	323	8	models	model	NOUN
easat-9142	323	9	are	be	AUX
easat-9142	323	10	essential	essential	ADJ
easat-9142	323	11	to	to	PART
easat-9142	323	12	adapt	adapt	VERB
easat-9142	323	13	to	to	ADP
easat-9142	323	14	changes	change	NOUN
easat-9142	323	15	in	in	ADP
easat-9142	323	16	market	market	NOUN
easat-9142	323	17	dynamics	dynamic	NOUN
easat-9142	323	18	and	and	CCONJ
easat-9142	323	19	emerging	emerge	VERB
easat-9142	323	20	risks	risk	NOUN
easat-9142	323	21	.	.	PUNCT
easat-9142	324	1	7.3	7.3	NUM
easat-9142	324	2	.	.	PUNCT
easat-9142	325	1	skill	skill	NOUN
easat-9142	325	2	gaps	gap	NOUN
easat-9142	325	3	and	and	CCONJ
easat-9142	325	4	integration	integration	NOUN
easat-9142	325	5	challenges	challenge	VERB
easat-9142	325	6	a	a	DET
easat-9142	325	7	notable	notable	ADJ
easat-9142	325	8	difficulty	difficulty	NOUN
easat-9142	325	9	is	be	AUX
easat-9142	325	10	the	the	DET
easat-9142	325	11	scarcity	scarcity	NOUN
easat-9142	325	12	of	of	ADP
easat-9142	325	13	proficient	proficient	ADJ
easat-9142	325	14	professionals	professional	NOUN
easat-9142	325	15	qualified	qualified	ADJ
easat-9142	325	16	to	to	PART
easat-9142	325	17	install	install	VERB
easat-9142	325	18	and	and	CCONJ
easat-9142	325	19	manage	manage	VERB
easat-9142	325	20	advanced	advanced	ADJ
easat-9142	325	21	predictive	predictive	ADJ
easat-9142	325	22	analytics	analytic	NOUN
easat-9142	325	23	systems	system	NOUN
easat-9142	325	24	.	.	PUNCT
easat-9142	326	1	financial	financial	ADJ
easat-9142	326	2	organizations	organization	NOUN
easat-9142	326	3	necessitate	necessitate	ADJ
easat-9142	326	4	data	datum	NOUN
easat-9142	326	5	scientists	scientist	NOUN
easat-9142	326	6	,	,	PUNCT
easat-9142	326	7	machine	machine	NOUN
easat-9142	326	8	learning	learn	VERB
easat-9142	326	9	professionals	professional	NOUN
easat-9142	326	10	,	,	PUNCT
easat-9142	326	11	and	and	CCONJ
easat-9142	326	12	domain	domain	NOUN
easat-9142	326	13	experts	expert	NOUN
easat-9142	326	14	capable	capable	ADJ
easat-9142	326	15	of	of	ADP
easat-9142	326	16	constructing	construct	VERB
easat-9142	326	17	,	,	PUNCT
easat-9142	326	18	evaluating	evaluating	NOUN
easat-9142	326	19	,	,	PUNCT
easat-9142	326	20	and	and	CCONJ
easat-9142	326	21	sustaining	sustain	VERB
easat-9142	326	22	predictive	predictive	ADJ
easat-9142	326	23	models	model	NOUN
easat-9142	326	24	[	[	X
easat-9142	326	25	70	70	NUM
easat-9142	326	26	]	]	PUNCT
easat-9142	326	27	.	.	PUNCT
easat-9142	327	1	furthermore	furthermore	ADV
easat-9142	327	2	,	,	PUNCT
easat-9142	327	3	incorporating	incorporate	VERB
easat-9142	327	4	predictive	predictive	ADJ
easat-9142	327	5	analytics	analytic	NOUN
easat-9142	327	6	into	into	ADP
easat-9142	327	7	current	current	ADJ
easat-9142	327	8	financial	financial	ADJ
easat-9142	327	9	systems	system	NOUN
easat-9142	327	10	and	and	CCONJ
easat-9142	327	11	workflows	workflow	NOUN
easat-9142	327	12	can	can	AUX
easat-9142	327	13	be	be	AUX
easat-9142	327	14	intricate	intricate	ADJ
easat-9142	327	15	,	,	PUNCT
easat-9142	327	16	particularly	particularly	ADV
easat-9142	327	17	for	for	ADP
easat-9142	327	18	firm	firm	NOUN
easat-9142	327	19	’s	’s	PART
easat-9142	327	20	dependent	dependent	ADJ
easat-9142	327	21	on	on	ADP
easat-9142	327	22	legacy	legacy	NOUN
easat-9142	327	23	systems	system	NOUN
easat-9142	327	24	.	.	PUNCT
easat-9142	328	1	institutions	institution	NOUN
easat-9142	328	2	must	must	AUX
easat-9142	328	3	allocate	allocate	VERB
easat-9142	328	4	resources	resource	NOUN
easat-9142	328	5	for	for	ADP
easat-9142	328	6	workforce	workforce	NOUN
easat-9142	328	7	training	training	NOUN
easat-9142	328	8	and	and	CCONJ
easat-9142	328	9	infrastructure	infrastructure	NOUN
easat-9142	328	10	enhancement	enhancement	NOUN
easat-9142	328	11	to	to	PART
easat-9142	328	12	facilitate	facilitate	VERB
easat-9142	328	13	the	the	DET
easat-9142	328	14	seamless	seamless	ADJ
easat-9142	328	15	incorporation	incorporation	NOUN
easat-9142	328	16	of	of	ADP
easat-9142	328	17	sophisticated	sophisticated	ADJ
easat-9142	328	18	instruments	instrument	NOUN
easat-9142	328	19	.	.	PUNCT
easat-9142	329	1	8	8	X
easat-9142	329	2	.	.	X
easat-9142	329	3	sector	sector	NOUN
easat-9142	329	4	-	-	PUNCT
easat-9142	329	5	wide	wide	ADJ
easat-9142	329	6	implications	implication	NOUN
easat-9142	329	7	and	and	CCONJ
easat-9142	329	8	strategic	strategic	ADJ
easat-9142	329	9	recommendations	recommendation	NOUN
easat-9142	329	10	8.1	8.1	NUM
easat-9142	329	11	.	.	PUNCT
easat-9142	330	1	regulatory	regulatory	ADJ
easat-9142	330	2	compliance	compliance	NOUN
easat-9142	330	3	and	and	CCONJ
easat-9142	330	4	market	market	NOUN
easat-9142	330	5	stability	stability	NOUN
easat-9142	330	6	the	the	DET
easat-9142	330	7	integration	integration	NOUN
easat-9142	330	8	of	of	ADP
easat-9142	330	9	predictive	predictive	ADJ
easat-9142	330	10	analytics	analytic	NOUN
easat-9142	330	11	in	in	ADP
easat-9142	330	12	financial	financial	ADJ
easat-9142	330	13	risk	risk	NOUN
easat-9142	330	14	management	management	NOUN
easat-9142	330	15	offers	offer	VERB
easat-9142	330	16	significant	significant	ADJ
easat-9142	330	17	sector	sector	NOUN
easat-9142	330	18	-	-	PUNCT
easat-9142	330	19	wide	wide	ADJ
easat-9142	330	20	implications	implication	NOUN
easat-9142	330	21	.	.	PUNCT
easat-9142	331	1	as	as	SCONJ
easat-9142	331	2	financial	financial	ADJ
easat-9142	331	3	institutions	institution	NOUN
easat-9142	331	4	increasingly	increasingly	ADV
easat-9142	331	5	depend	depend	VERB
easat-9142	331	6	on	on	ADP
easat-9142	331	7	data	data	NOUN
easat-9142	331	8	-	-	PUNCT
easat-9142	331	9	driven	drive	VERB
easat-9142	331	10	insights	insight	NOUN
easat-9142	331	11	to	to	PART
easat-9142	331	12	evaluate	evaluate	VERB
easat-9142	331	13	risks	risk	NOUN
easat-9142	331	14	and	and	CCONJ
easat-9142	331	15	make	make	VERB
easat-9142	331	16	choices	choice	NOUN
easat-9142	331	17	,	,	PUNCT
easat-9142	331	18	the	the	DET
easat-9142	331	19	general	general	ADJ
easat-9142	331	20	stability	stability	NOUN
easat-9142	331	21	of	of	ADP
easat-9142	331	22	the	the	DET
easat-9142	331	23	financial	financial	ADJ
easat-9142	331	24	market	market	NOUN
easat-9142	331	25	enhances	enhance	NOUN
easat-9142	331	26	.	.	PUNCT
easat-9142	332	1	predictive	predictive	ADJ
easat-9142	332	2	models	model	NOUN
easat-9142	332	3	can	can	AUX
easat-9142	332	4	detect	detect	VERB
easat-9142	332	5	nascent	nascent	ADJ
easat-9142	332	6	dangers	danger	NOUN
easat-9142	332	7	promptly	promptly	ADV
easat-9142	332	8	,	,	PUNCT
easat-9142	332	9	allowing	allow	VERB
easat-9142	332	10	financial	financial	ADJ
easat-9142	332	11	institutions	institution	NOUN
easat-9142	332	12	to	to	PART
easat-9142	332	13	implement	implement	VERB
easat-9142	332	14	remedial	remedial	ADJ
easat-9142	332	15	measures	measure	NOUN
easat-9142	332	16	before	before	SCONJ
easat-9142	332	17	these	these	DET
easat-9142	332	18	risks	risk	NOUN
easat-9142	332	19	develop	develop	VERB
easat-9142	332	20	into	into	ADP
easat-9142	332	21	systemic	systemic	ADJ
easat-9142	332	22	threats	threat	NOUN
easat-9142	332	23	.	.	PUNCT
easat-9142	333	1	moreover	moreover	ADV
easat-9142	333	2	,	,	PUNCT
easat-9142	333	3	predictive	predictive	ADJ
easat-9142	333	4	analytics	analytic	NOUN
easat-9142	333	5	is	be	AUX
easat-9142	333	6	essential	essential	ADJ
easat-9142	333	7	for	for	ADP
easat-9142	333	8	maintaining	maintain	VERB
easat-9142	333	9	regulatory	regulatory	ADJ
easat-9142	333	10	compliance	compliance	NOUN
easat-9142	333	11	.	.	PUNCT
easat-9142	334	1	by	by	ADP
easat-9142	334	2	utilizing	utilize	VERB
easat-9142	334	3	predictive	predictive	ADJ
easat-9142	334	4	models	model	NOUN
easat-9142	334	5	to	to	PART
easat-9142	334	6	oversee	oversee	VERB
easat-9142	334	7	financial	financial	ADJ
easat-9142	334	8	transactions	transaction	NOUN
easat-9142	334	9	and	and	CCONJ
easat-9142	334	10	evaluate	evaluate	VERB
easat-9142	334	11	adherence	adherence	NOUN
easat-9142	334	12	to	to	ADP
easat-9142	334	13	regulatory	regulatory	ADJ
easat-9142	334	14	standards	standard	NOUN
easat-9142	334	15	,	,	PUNCT
easat-9142	334	16	financial	financial	ADJ
easat-9142	334	17	organizations	organization	NOUN
easat-9142	334	18	can	can	AUX
easat-9142	334	19	reduce	reduce	VERB
easat-9142	334	20	the	the	DET
easat-9142	334	21	risk	risk	NOUN
easat-9142	334	22	of	of	ADP
easat-9142	334	23	penalties	penalty	NOUN
easat-9142	334	24	and	and	CCONJ
easat-9142	334	25	reputational	reputational	ADJ
easat-9142	334	26	harm	harm	NOUN
easat-9142	334	27	[	[	X
easat-9142	334	28	71	71	NUM
easat-9142	334	29	]	]	SYM
easat-9142	334	30	.	.	PUNCT
easat-9142	335	1	8.2	8.2	NUM
easat-9142	335	2	.	.	PUNCT
easat-9142	335	3	recommendations	recommendation	NOUN
easat-9142	335	4	for	for	ADP
easat-9142	335	5	maximizing	maximize	VERB
easat-9142	335	6	benefits	benefit	NOUN
easat-9142	335	7	to	to	PART
easat-9142	335	8	maximize	maximize	VERB
easat-9142	335	9	the	the	DET
easat-9142	335	10	advantages	advantage	NOUN
easat-9142	335	11	of	of	ADP
easat-9142	335	12	predictive	predictive	ADJ
easat-9142	335	13	analytics	analytic	NOUN
easat-9142	335	14	for	for	ADP
easat-9142	335	15	financial	financial	ADJ
easat-9142	335	16	institutions	institution	NOUN
easat-9142	335	17	should	should	AUX
easat-9142	335	18	adopt	adopt	VERB
easat-9142	335	19	a	a	DET
easat-9142	335	20	strategic	strategic	ADJ
easat-9142	335	21	approach	approach	NOUN
easat-9142	335	22	that	that	PRON
easat-9142	335	23	includes	include	VERB
easat-9142	335	24	the	the	DET
easat-9142	335	25	following	follow	VERB
easat-9142	335	26	key	key	ADJ
easat-9142	335	27	recommendations	recommendation	NOUN
easat-9142	335	28	:	:	PUNCT
easat-9142	335	29	1	1	X
easat-9142	335	30	.	.	X
easat-9142	335	31	invest	invest	VERB
easat-9142	335	32	in	in	ADP
easat-9142	335	33	data	datum	NOUN
easat-9142	335	34	security	security	NOUN
easat-9142	335	35	:	:	PUNCT
easat-9142	335	36	implement	implement	VERB
easat-9142	335	37	robust	robust	ADJ
easat-9142	335	38	data	datum	NOUN
easat-9142	335	39	security	security	NOUN
easat-9142	335	40	frameworks	framework	NOUN
easat-9142	335	41	to	to	PART
easat-9142	335	42	safeguard	safeguard	VERB
easat-9142	335	43	confidential	confidential	ADJ
easat-9142	335	44	information	information	NOUN
easat-9142	335	45	and	and	CCONJ
easat-9142	335	46	adhere	adhere	VERB
easat-9142	335	47	to	to	ADP
easat-9142	335	48	privacy	privacy	NOUN
easat-9142	335	49	standards	standard	NOUN
easat-9142	335	50	.	.	PUNCT
easat-9142	336	1	2	2	X
easat-9142	336	2	.	.	X
easat-9142	336	3	enhance	enhance	VERB
easat-9142	336	4	data	datum	NOUN
easat-9142	336	5	quality	quality	NOUN
easat-9142	336	6	:	:	PUNCT
easat-9142	336	7	emphasize	emphasize	VERB
easat-9142	336	8	data	data	NOUN
easat-9142	336	9	quality	quality	NOUN
easat-9142	336	10	management	management	NOUN
easat-9142	336	11	methods	method	NOUN
easat-9142	336	12	to	to	PART
easat-9142	336	13	guarantee	guarantee	VERB
easat-9142	336	14	the	the	DET
easat-9142	336	15	precision	precision	NOUN
easat-9142	336	16	and	and	CCONJ
easat-9142	336	17	dependability	dependability	NOUN
easat-9142	336	18	of	of	ADP
easat-9142	336	19	the	the	DET
easat-9142	336	20	data	datum	NOUN
easat-9142	336	21	utilized	utilize	VERB
easat-9142	336	22	in	in	ADP
easat-9142	336	23	predictive	predictive	ADJ
easat-9142	336	24	models	model	NOUN
easat-9142	336	25	.	.	PUNCT
easat-9142	337	1	3	3	X
easat-9142	337	2	.	.	X
easat-9142	337	3	upskill	upskill	VERB
easat-9142	337	4	the	the	DET
easat-9142	337	5	workforce	workforce	NOUN
easat-9142	337	6	:	:	PUNCT
easat-9142	337	7	provide	provide	VERB
easat-9142	337	8	training	training	NOUN
easat-9142	337	9	and	and	CCONJ
easat-9142	337	10	development	development	NOUN
easat-9142	337	11	programs	program	NOUN
easat-9142	337	12	to	to	PART
easat-9142	337	13	furnish	furnish	VERB
easat-9142	337	14	personnel	personnel	NOUN
easat-9142	337	15	with	with	ADP
easat-9142	337	16	the	the	DET
easat-9142	337	17	requisite	requisite	ADJ
easat-9142	337	18	competencies	competency	NOUN
easat-9142	337	19	to	to	PART
easat-9142	337	20	utilize	utilize	VERB
easat-9142	337	21	predictive	predictive	ADJ
easat-9142	337	22	analytics	analytic	NOUN
easat-9142	337	23	proficiently	proficiently	ADV
easat-9142	337	24	.	.	PUNCT
easat-9142	338	1	4	4	X
easat-9142	338	2	.	.	X
easat-9142	338	3	foster	foster	ADJ
easat-9142	338	4	collaboration	collaboration	NOUN
easat-9142	338	5	:	:	PUNCT
easat-9142	338	6	promote	promote	VERB
easat-9142	338	7	collaboration	collaboration	NOUN
easat-9142	338	8	between	between	ADP
easat-9142	338	9	data	datum	NOUN
easat-9142	338	10	scientists	scientist	NOUN
easat-9142	338	11	,	,	PUNCT
easat-9142	338	12	financial	financial	ADJ
easat-9142	338	13	analysts	analyst	NOUN
easat-9142	338	14	,	,	PUNCT
easat-9142	338	15	and	and	CCONJ
easat-9142	338	16	it	it	PRON
easat-9142	338	17	department	department	NOUN
easat-9142	338	18	to	to	PART
easat-9142	338	19	guarantee	guarantee	VERB
easat-9142	338	20	the	the	DET
easat-9142	338	21	effective	effective	ADJ
easat-9142	338	22	incorporation	incorporation	NOUN
easat-9142	338	23	of	of	ADP
easat-9142	338	24	predictive	predictive	ADJ
easat-9142	338	25	models	model	NOUN
easat-9142	338	26	into	into	ADP
easat-9142	338	27	financial	financial	ADJ
easat-9142	338	28	decisionmaking	decisionmake	VERB
easat-9142	338	29	procedures	procedure	NOUN
easat-9142	338	30	.	.	PUNCT
easat-9142	339	1	predictive	predictive	ADJ
easat-9142	339	2	analytics	analytic	NOUN
easat-9142	339	3	has	have	AUX
easat-9142	339	4	proven	prove	VERB
easat-9142	339	5	to	to	PART
easat-9142	339	6	be	be	AUX
easat-9142	339	7	a	a	DET
easat-9142	339	8	transformative	transformative	ADJ
easat-9142	339	9	tool	tool	NOUN
easat-9142	339	10	in	in	ADP
easat-9142	339	11	financial	financial	ADJ
easat-9142	339	12	information	information	NOUN
easat-9142	339	13	security	security	NOUN
easat-9142	339	14	,	,	PUNCT
easat-9142	339	15	enabling	enable	VERB
easat-9142	339	16	institutions	institution	NOUN
easat-9142	339	17	to	to	PART
easat-9142	339	18	enhance	enhance	VERB
easat-9142	339	19	risk	risk	NOUN
easat-9142	339	20	management	management	NOUN
easat-9142	339	21	,	,	PUNCT
easat-9142	339	22	improve	improve	VERB
easat-9142	339	23	decision	decision	NOUN
easat-9142	339	24	-	-	PUNCT
easat-9142	339	25	making	making	NOUN
easat-9142	339	26	,	,	PUNCT
easat-9142	339	27	and	and	CCONJ
easat-9142	339	28	ensure	ensure	VERB
easat-9142	339	29	market	market	NOUN
easat-9142	339	30	stability	stability	NOUN
easat-9142	339	31	[	[	X
easat-9142	339	32	72	72	NUM
easat-9142	339	33	]	]	PUNCT
easat-9142	339	34	.	.	PUNCT
easat-9142	340	1	by	by	ADP
easat-9142	340	2	harnessing	harness	VERB
easat-9142	340	3	advanced	advanced	ADJ
easat-9142	340	4	technologies	technology	NOUN
easat-9142	340	5	such	such	ADJ
easat-9142	340	6	as	as	ADP
easat-9142	340	7	machine	machine	NOUN
easat-9142	340	8	learning	learning	NOUN
easat-9142	340	9	,	,	PUNCT
easat-9142	340	10	big	big	ADJ
easat-9142	340	11	data	datum	NOUN
easat-9142	340	12	analytics	analytic	NOUN
easat-9142	340	13	,	,	PUNCT
easat-9142	340	14	and	and	CCONJ
easat-9142	340	15	ai	ai	VERB
easat-9142	340	16	,	,	PUNCT
easat-9142	340	17	financial	financial	ADJ
easat-9142	340	18	institutions	institution	NOUN
easat-9142	340	19	can	can	AUX
easat-9142	340	20	make	make	VERB
easat-9142	340	21	more	more	ADV
easat-9142	340	22	accurate	accurate	ADJ
easat-9142	340	23	predictions	prediction	NOUN
easat-9142	340	24	,	,	PUNCT
easat-9142	340	25	proactively	proactively	ADV
easat-9142	340	26	manage	manage	VERB
easat-9142	340	27	risks	risk	NOUN
easat-9142	340	28	,	,	PUNCT
easat-9142	340	29	and	and	CCONJ
easat-9142	340	30	optimize	optimize	VERB
easat-9142	340	31	financial	financial	ADJ
easat-9142	340	32	outcomes	outcome	NOUN
easat-9142	340	33	.	.	PUNCT
easat-9142	341	1	however	however	ADV
easat-9142	341	2	,	,	PUNCT
easat-9142	341	3	challenges	challenge	NOUN
easat-9142	341	4	related	relate	VERB
easat-9142	341	5	to	to	ADP
easat-9142	341	6	data	data	NOUN
easat-9142	341	7	privacy	privacy	NOUN
easat-9142	341	8	,	,	PUNCT
easat-9142	341	9	model	model	NOUN
easat-9142	341	10	accuracy	accuracy	NOUN
easat-9142	341	11	,	,	PUNCT
easat-9142	341	12	and	and	CCONJ
easat-9142	341	13	workforce	workforce	NOUN
easat-9142	341	14	skills	skill	NOUN
easat-9142	341	15	must	must	AUX
easat-9142	341	16	be	be	AUX
easat-9142	341	17	addressed	address	VERB
easat-9142	341	18	for	for	ADP
easat-9142	341	19	successful	successful	ADJ
easat-9142	341	20	implementation	implementation	NOUN
easat-9142	341	21	.	.	PUNCT
easat-9142	342	1	as	as	SCONJ
easat-9142	342	2	the	the	DET
easat-9142	342	3	financial	financial	ADJ
easat-9142	342	4	landscape	landscape	NOUN
easat-9142	342	5	continues	continue	VERB
easat-9142	342	6	to	to	PART
easat-9142	342	7	evolve	evolve	VERB
easat-9142	342	8	,	,	PUNCT
easat-9142	342	9	the	the	DET
easat-9142	342	10	role	role	NOUN
easat-9142	342	11	of	of	ADP
easat-9142	342	12	2236	2236	NUM
easat-9142	342	13	edelweiss	edelweiss	PROPN
easat-9142	342	14	applied	apply	VERB
easat-9142	342	15	science	science	NOUN
easat-9142	342	16	and	and	CCONJ
easat-9142	342	17	technology	technology	NOUN
easat-9142	342	18	issn	issn	PROPN
easat-9142	342	19	:	:	PUNCT
easat-9142	342	20	2576	2576	NUM
easat-9142	342	21	-	-	SYM
easat-9142	342	22	8484	8484	NUM
easat-9142	342	23	vol	vol	NOUN
easat-9142	342	24	.	.	PROPN
easat-9142	343	1	9	9	NUM
easat-9142	343	2	,	,	PUNCT
easat-9142	343	3	no	no	INTJ
easat-9142	343	4	.	.	NOUN
easat-9142	343	5	7	7	NUM
easat-9142	343	6	:	:	SYM
easat-9142	343	7	2222	2222	NUM
easat-9142	343	8	-	-	SYM
easat-9142	343	9	2245	2245	NUM
easat-9142	343	10	,	,	PUNCT
easat-9142	343	11	2025	2025	NUM
easat-9142	343	12	doi	doi	NOUN
easat-9142	343	13	:	:	PUNCT
easat-9142	343	14	10.55214/2576	10.55214/2576	NUM
easat-9142	343	15	-	-	PUNCT
easat-9142	343	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	344	1	©	©	PROPN
easat-9142	344	2	2025	2025	NUM
easat-9142	344	3	by	by	ADP
easat-9142	344	4	the	the	DET
easat-9142	344	5	authors	author	NOUN
easat-9142	344	6	;	;	PUNCT
easat-9142	344	7	licensee	licensee	PROPN
easat-9142	344	8	learning	learning	NOUN
easat-9142	344	9	gate	gate	PROPN
easat-9142	344	10	predictive	predictive	ADJ
easat-9142	344	11	analytics	analytic	NOUN
easat-9142	344	12	will	will	AUX
easat-9142	344	13	only	only	ADV
easat-9142	344	14	become	become	VERB
easat-9142	344	15	more	more	ADV
easat-9142	344	16	critical	critical	ADJ
easat-9142	344	17	in	in	ADP
easat-9142	344	18	ensuring	ensure	VERB
easat-9142	344	19	the	the	DET
easat-9142	344	20	resilience	resilience	NOUN
easat-9142	344	21	and	and	CCONJ
easat-9142	344	22	sustainability	sustainability	NOUN
easat-9142	344	23	of	of	ADP
easat-9142	344	24	financial	financial	ADJ
easat-9142	344	25	markets	market	NOUN
easat-9142	344	26	.	.	PUNCT
easat-9142	345	1	8.3	8.3	NUM
easat-9142	345	2	.	.	PUNCT
easat-9142	345	3	key	key	ADJ
easat-9142	345	4	market	market	NOUN
easat-9142	345	5	trends	trend	NOUN
easat-9142	345	6	●	●	NUM
easat-9142	345	7	increasing	increase	VERB
easat-9142	345	8	adoption	adoption	NOUN
easat-9142	345	9	of	of	ADP
easat-9142	345	10	ai	ai	NOUN
easat-9142	345	11	and	and	CCONJ
easat-9142	345	12	ml	ml	VERB
easat-9142	345	13	in	in	ADP
easat-9142	345	14	advanced	advanced	ADJ
easat-9142	345	15	analytics	analytic	NOUN
easat-9142	345	16	solutions	solution	NOUN
easat-9142	345	17	:	:	PUNCT
easat-9142	345	18	the	the	DET
easat-9142	345	19	incorporation	incorporation	NOUN
easat-9142	345	20	of	of	ADP
easat-9142	345	21	artificial	artificial	ADJ
easat-9142	345	22	intelligence	intelligence	NOUN
easat-9142	345	23	(	(	PUNCT
easat-9142	345	24	ai	ai	NOUN
easat-9142	345	25	)	)	PUNCT
easat-9142	345	26	and	and	CCONJ
easat-9142	345	27	machine	machine	NOUN
easat-9142	345	28	learning	learning	NOUN
easat-9142	345	29	(	(	PUNCT
easat-9142	345	30	ml	ml	NOUN
easat-9142	345	31	)	)	PUNCT
easat-9142	345	32	into	into	ADP
easat-9142	345	33	sophisticated	sophisticated	ADJ
easat-9142	345	34	analytics	analytic	NOUN
easat-9142	345	35	solutions	solution	NOUN
easat-9142	345	36	is	be	AUX
easat-9142	345	37	a	a	DET
easat-9142	345	38	significant	significant	ADJ
easat-9142	345	39	development	development	NOUN
easat-9142	345	40	.	.	PUNCT
easat-9142	346	1	these	these	DET
easat-9142	346	2	technologies	technology	NOUN
easat-9142	346	3	augment	augment	VERB
easat-9142	346	4	the	the	DET
easat-9142	346	5	functionalities	functionality	NOUN
easat-9142	346	6	of	of	ADP
easat-9142	346	7	analytics	analytic	NOUN
easat-9142	346	8	tools	tool	NOUN
easat-9142	346	9	,	,	PUNCT
easat-9142	346	10	facilitating	facilitate	VERB
easat-9142	346	11	more	more	ADV
easat-9142	346	12	precise	precise	ADJ
easat-9142	346	13	forecasts	forecast	NOUN
easat-9142	346	14	and	and	CCONJ
easat-9142	346	15	insights	insight	NOUN
easat-9142	346	16	.	.	PUNCT
easat-9142	347	1	●	●	PUNCT
easat-9142	347	2	growing	grow	VERB
easat-9142	347	3	demand	demand	NOUN
easat-9142	347	4	for	for	ADP
easat-9142	347	5	real	real	ADJ
easat-9142	347	6	-	-	PUNCT
easat-9142	347	7	time	time	NOUN
easat-9142	347	8	analytics	analytic	NOUN
easat-9142	347	9	:	:	PUNCT
easat-9142	347	10	real	real	ADJ
easat-9142	347	11	-	-	PUNCT
easat-9142	347	12	time	time	NOUN
easat-9142	347	13	analytics	analytic	NOUN
easat-9142	347	14	is	be	AUX
easat-9142	347	15	increasingly	increasingly	ADV
easat-9142	347	16	favored	favor	VERB
easat-9142	347	17	as	as	SCONJ
easat-9142	347	18	firms	firm	NOUN
easat-9142	347	19	aim	aim	VERB
easat-9142	347	20	to	to	PART
easat-9142	347	21	make	make	VERB
easat-9142	347	22	prompt	prompt	ADJ
easat-9142	347	23	decisions	decision	NOUN
easat-9142	347	24	based	base	VERB
easat-9142	347	25	on	on	ADP
easat-9142	347	26	the	the	DET
easat-9142	347	27	most	most	ADV
easat-9142	347	28	current	current	ADJ
easat-9142	347	29	data	datum	NOUN
easat-9142	347	30	.	.	PUNCT
easat-9142	348	1	this	this	DET
easat-9142	348	2	trend	trend	NOUN
easat-9142	348	3	is	be	AUX
easat-9142	348	4	especially	especially	ADV
easat-9142	348	5	pertinent	pertinent	ADJ
easat-9142	348	6	in	in	ADP
easat-9142	348	7	dynamic	dynamic	ADJ
easat-9142	348	8	sectors	sector	NOUN
easat-9142	348	9	like	like	ADP
easat-9142	348	10	banking	banking	NOUN
easat-9142	348	11	and	and	CCONJ
easat-9142	348	12	e	e	NOUN
easat-9142	348	13	-	-	NOUN
easat-9142	348	14	commerce	commerce	NOUN
easat-9142	348	15	[	[	X
easat-9142	348	16	73	73	NUM
easat-9142	348	17	]	]	PUNCT
easat-9142	348	18	.	.	PUNCT
easat-9142	349	1	●	●	PUNCT
easat-9142	349	2	increasing	increase	VERB
easat-9142	349	3	use	use	NOUN
easat-9142	349	4	of	of	ADP
easat-9142	349	5	predictive	predictive	ADJ
easat-9142	349	6	analytics	analytic	NOUN
easat-9142	349	7	in	in	ADP
easat-9142	349	8	various	various	ADJ
easat-9142	349	9	industries	industry	NOUN
easat-9142	349	10	:	:	PUNCT
easat-9142	349	11	predictive	predictive	ADJ
easat-9142	349	12	analytics	analytic	NOUN
easat-9142	349	13	is	be	AUX
easat-9142	349	14	being	be	AUX
easat-9142	349	15	adopted	adopt	VERB
easat-9142	349	16	across	across	ADP
easat-9142	349	17	various	various	ADJ
easat-9142	349	18	sectors	sector	NOUN
easat-9142	349	19	,	,	PUNCT
easat-9142	349	20	including	include	VERB
easat-9142	349	21	banking	banking	NOUN
easat-9142	349	22	and	and	CCONJ
easat-9142	349	23	healthcare	healthcare	PROPN
easat-9142	349	24	.	.	PUNCT
easat-9142	350	1	its	its	PRON
easat-9142	350	2	capacity	capacity	NOUN
easat-9142	350	3	to	to	PART
easat-9142	350	4	predict	predict	VERB
easat-9142	350	5	forthcoming	forthcoming	ADJ
easat-9142	350	6	occurrences	occurrence	NOUN
easat-9142	350	7	and	and	CCONJ
easat-9142	350	8	patterns	pattern	NOUN
easat-9142	350	9	is	be	AUX
easat-9142	350	10	propelling	propel	VERB
easat-9142	350	11	its	its	PRON
easat-9142	350	12	utilization	utilization	NOUN
easat-9142	350	13	for	for	ADP
easat-9142	350	14	strategic	strategic	ADJ
easat-9142	350	15	decision	decision	NOUN
easat-9142	350	16	-	-	PUNCT
easat-9142	350	17	making	making	NOUN
easat-9142	350	18	.	.	PUNCT
easat-9142	351	1	●	●	PUNCT
easat-9142	351	2	growing	grow	VERB
easat-9142	351	3	popularity	popularity	NOUN
easat-9142	351	4	of	of	ADP
easat-9142	351	5	cloud	cloud	NOUN
easat-9142	351	6	-	-	PUNCT
easat-9142	351	7	based	base	VERB
easat-9142	351	8	advanced	advanced	ADJ
easat-9142	351	9	analytics	analytic	NOUN
easat-9142	351	10	solutions	solution	NOUN
easat-9142	351	11	:	:	PUNCT
easat-9142	351	12	cloud	cloud	NOUN
easat-9142	351	13	-	-	PUNCT
easat-9142	351	14	based	base	VERB
easat-9142	351	15	advanced	advanced	ADJ
easat-9142	351	16	analytics	analytic	NOUN
easat-9142	351	17	solutions	solution	NOUN
easat-9142	351	18	are	be	AUX
easat-9142	351	19	gaining	gain	VERB
easat-9142	351	20	popularity	popularity	NOUN
easat-9142	351	21	for	for	ADP
easat-9142	351	22	their	their	PRON
easat-9142	351	23	flexibility	flexibility	NOUN
easat-9142	351	24	,	,	PUNCT
easat-9142	351	25	scalability	scalability	NOUN
easat-9142	351	26	,	,	PUNCT
easat-9142	351	27	and	and	CCONJ
easat-9142	351	28	accessibility	accessibility	NOUN
easat-9142	351	29	,	,	PUNCT
easat-9142	351	30	meeting	meet	VERB
easat-9142	351	31	the	the	DET
easat-9142	351	32	expanding	expand	VERB
easat-9142	351	33	requirements	requirement	NOUN
easat-9142	351	34	of	of	ADP
easat-9142	351	35	contemporary	contemporary	ADJ
easat-9142	351	36	enterprises	enterprise	NOUN
easat-9142	351	37	.	.	PUNCT
easat-9142	352	1	8.4	8.4	NUM
easat-9142	352	2	.	.	PUNCT
easat-9142	352	3	future	future	ADJ
easat-9142	352	4	trends	trend	NOUN
easat-9142	352	5	in	in	ADP
easat-9142	352	6	financial	financial	ADJ
easat-9142	352	7	information	information	NOUN
easat-9142	352	8	security	security	NOUN
easat-9142	352	9	8.4.1	8.4.1	NUM
easat-9142	352	10	.	.	PUNCT
easat-9142	353	1	artificial	artificial	ADJ
easat-9142	353	2	intelligence	intelligence	NOUN
easat-9142	353	3	and	and	CCONJ
easat-9142	353	4	machine	machine	NOUN
easat-9142	353	5	learning	learning	NOUN
easat-9142	353	6	for	for	ADP
easat-9142	353	7	real	real	ADJ
easat-9142	353	8	-	-	PUNCT
easat-9142	353	9	time	time	NOUN
easat-9142	353	10	threat	threat	NOUN
easat-9142	353	11	detection	detection	NOUN
easat-9142	353	12	a	a	DET
easat-9142	353	13	prominent	prominent	ADJ
easat-9142	353	14	trend	trend	NOUN
easat-9142	353	15	influencing	influence	VERB
easat-9142	353	16	the	the	DET
easat-9142	353	17	future	future	NOUN
easat-9142	353	18	of	of	ADP
easat-9142	353	19	financial	financial	ADJ
easat-9142	353	20	information	information	NOUN
easat-9142	353	21	security	security	NOUN
easat-9142	353	22	is	be	AUX
easat-9142	353	23	the	the	DET
easat-9142	353	24	heightened	heighten	VERB
easat-9142	353	25	use	use	NOUN
easat-9142	353	26	of	of	ADP
easat-9142	353	27	artificial	artificial	ADJ
easat-9142	353	28	intelligence	intelligence	NOUN
easat-9142	353	29	(	(	PUNCT
easat-9142	353	30	ai	ai	NOUN
easat-9142	353	31	)	)	PUNCT
easat-9142	353	32	and	and	CCONJ
easat-9142	353	33	machine	machine	NOUN
easat-9142	353	34	learning	learning	NOUN
easat-9142	353	35	(	(	PUNCT
easat-9142	353	36	ml	ml	NOUN
easat-9142	353	37	)	)	PUNCT
easat-9142	353	38	for	for	ADP
easat-9142	353	39	real	real	ADJ
easat-9142	353	40	-	-	PUNCT
easat-9142	353	41	time	time	NOUN
easat-9142	353	42	threat	threat	NOUN
easat-9142	353	43	identification	identification	NOUN
easat-9142	353	44	and	and	CCONJ
easat-9142	353	45	prevention	prevention	NOUN
easat-9142	353	46	[	[	X
easat-9142	353	47	74	74	NUM
easat-9142	353	48	]	]	PUNCT
easat-9142	353	49	.	.	PUNCT
easat-9142	354	1	as	as	SCONJ
easat-9142	354	2	cyber	cyber	PROPN
easat-9142	354	3	threats	threat	NOUN
easat-9142	354	4	increasingly	increasingly	ADV
easat-9142	354	5	advance	advance	VERB
easat-9142	354	6	in	in	ADP
easat-9142	354	7	complexity	complexity	NOUN
easat-9142	354	8	,	,	PUNCT
easat-9142	354	9	conventional	conventional	ADJ
easat-9142	354	10	security	security	NOUN
easat-9142	354	11	solutions	solution	NOUN
easat-9142	354	12	frequently	frequently	ADV
easat-9142	354	13	prove	prove	VERB
easat-9142	354	14	insufficient	insufficient	ADJ
easat-9142	354	15	.	.	PUNCT
easat-9142	355	1	artificial	artificial	ADJ
easat-9142	355	2	intelligence	intelligence	NOUN
easat-9142	355	3	and	and	CCONJ
easat-9142	355	4	machine	machine	NOUN
easat-9142	355	5	learning	learning	NOUN
easat-9142	355	6	,	,	PUNCT
easat-9142	355	7	through	through	ADP
easat-9142	355	8	the	the	DET
easat-9142	355	9	analysis	analysis	NOUN
easat-9142	355	10	of	of	ADP
easat-9142	355	11	extensive	extensive	ADJ
easat-9142	355	12	datasets	dataset	NOUN
easat-9142	355	13	and	and	CCONJ
easat-9142	355	14	the	the	DET
easat-9142	355	15	identification	identification	NOUN
easat-9142	355	16	of	of	ADP
easat-9142	355	17	user	user	NOUN
easat-9142	355	18	behavior	behavior	NOUN
easat-9142	355	19	patterns	pattern	NOUN
easat-9142	355	20	,	,	PUNCT
easat-9142	355	21	may	may	AUX
easat-9142	355	22	identify	identify	VERB
easat-9142	355	23	abnormalities	abnormality	NOUN
easat-9142	355	24	and	and	CCONJ
easat-9142	355	25	potential	potential	ADJ
easat-9142	355	26	dangers	danger	NOUN
easat-9142	355	27	significantly	significantly	ADV
easat-9142	355	28	more	more	ADV
easat-9142	355	29	rapidly	rapidly	ADV
easat-9142	355	30	than	than	ADP
easat-9142	355	31	human	human	ADJ
easat-9142	355	32	analysts	analyst	NOUN
easat-9142	355	33	[	[	X
easat-9142	355	34	75	75	NUM
easat-9142	355	35	]	]	PUNCT
easat-9142	355	36	.	.	PUNCT
easat-9142	356	1	this	this	PRON
easat-9142	356	2	will	will	AUX
easat-9142	356	3	enable	enable	VERB
easat-9142	356	4	financial	financial	ADJ
easat-9142	356	5	institutions	institution	NOUN
easat-9142	356	6	to	to	PART
easat-9142	356	7	implement	implement	VERB
easat-9142	356	8	preventive	preventive	ADJ
easat-9142	356	9	strategies	strategy	NOUN
easat-9142	356	10	to	to	PART
easat-9142	356	11	avert	avert	VERB
easat-9142	356	12	cyber	cyber	NOUN
easat-9142	356	13	-	-	PUNCT
easat-9142	356	14	attacks	attack	NOUN
easat-9142	356	15	prior	prior	ADV
easat-9142	356	16	to	to	ADP
easat-9142	356	17	their	their	PRON
easat-9142	356	18	occurrence	occurrence	NOUN
easat-9142	356	19	[	[	X
easat-9142	356	20	76	76	NUM
easat-9142	356	21	]	]	PUNCT
easat-9142	356	22	.	.	PUNCT
easat-9142	357	1	advanced	advanced	ADJ
easat-9142	357	2	machine	machine	NOUN
easat-9142	357	3	learning	learning	NOUN
easat-9142	357	4	models	model	NOUN
easat-9142	357	5	will	will	AUX
easat-9142	357	6	not	not	PART
easat-9142	357	7	only	only	ADV
easat-9142	357	8	identify	identify	VERB
easat-9142	357	9	known	know	VERB
easat-9142	357	10	dangers	danger	NOUN
easat-9142	357	11	but	but	CCONJ
easat-9142	357	12	also	also	ADV
easat-9142	357	13	anticipate	anticipate	VERB
easat-9142	357	14	and	and	CCONJ
easat-9142	357	15	adjust	adjust	VERB
easat-9142	357	16	to	to	ADP
easat-9142	357	17	novel	novel	NOUN
easat-9142	357	18	,	,	PUNCT
easat-9142	357	19	previously	previously	ADV
easat-9142	357	20	unrecognised	unrecognised	ADJ
easat-9142	357	21	attack	attack	NOUN
easat-9142	357	22	techniques	technique	NOUN
easat-9142	357	23	,	,	PUNCT
easat-9142	357	24	therefore	therefore	ADV
easat-9142	357	25	enhancing	enhance	VERB
easat-9142	357	26	the	the	DET
easat-9142	357	27	security	security	NOUN
easat-9142	357	28	posture	posture	NOUN
easat-9142	357	29	of	of	ADP
easat-9142	357	30	financial	financial	ADJ
easat-9142	357	31	systems	system	NOUN
easat-9142	357	32	over	over	ADP
easat-9142	357	33	time	time	NOUN
easat-9142	357	34	.	.	PUNCT
easat-9142	358	1	8.4.2	8.4.2	NUM
easat-9142	358	2	.	.	PUNCT
easat-9142	359	1	blockchain	blockchain	PROPN
easat-9142	359	2	technology	technology	PROPN
easat-9142	359	3	for	for	ADP
easat-9142	359	4	enhanced	enhanced	ADJ
easat-9142	359	5	data	datum	NOUN
easat-9142	359	6	integrity	integrity	NOUN
easat-9142	359	7	and	and	CCONJ
easat-9142	359	8	security	security	NOUN
easat-9142	359	9	a	a	DET
easat-9142	359	10	burgeoning	burgeon	VERB
easat-9142	359	11	trend	trend	NOUN
easat-9142	359	12	is	be	AUX
easat-9142	359	13	the	the	DET
easat-9142	359	14	incorporation	incorporation	NOUN
easat-9142	359	15	of	of	ADP
easat-9142	359	16	blockchain	blockchain	PROPN
easat-9142	359	17	technology	technology	PROPN
easat-9142	359	18	in	in	ADP
easat-9142	359	19	the	the	DET
easat-9142	359	20	security	security	NOUN
easat-9142	359	21	of	of	ADP
easat-9142	359	22	financial	financial	ADJ
easat-9142	359	23	information	information	NOUN
easat-9142	359	24	.	.	PUNCT
easat-9142	360	1	the	the	DET
easat-9142	360	2	decentralised	decentralise	VERB
easat-9142	360	3	nature	nature	NOUN
easat-9142	360	4	of	of	ADP
easat-9142	360	5	blockchain	blockchain	PROPN
easat-9142	360	6	guarantees	guarantee	VERB
easat-9142	360	7	data	datum	NOUN
easat-9142	360	8	security	security	NOUN
easat-9142	360	9	,	,	PUNCT
easat-9142	360	10	transparency	transparency	NOUN
easat-9142	360	11	,	,	PUNCT
easat-9142	360	12	and	and	CCONJ
easat-9142	360	13	immutability	immutability	NOUN
easat-9142	360	14	.	.	PUNCT
easat-9142	361	1	in	in	ADP
easat-9142	361	2	financial	financial	ADJ
easat-9142	361	3	systems	system	NOUN
easat-9142	361	4	,	,	PUNCT
easat-9142	361	5	these	these	DET
easat-9142	361	6	features	feature	NOUN
easat-9142	361	7	could	could	AUX
easat-9142	361	8	revolutionise	revolutionise	VERB
easat-9142	361	9	processes	process	NOUN
easat-9142	361	10	such	such	ADJ
easat-9142	361	11	as	as	ADP
easat-9142	361	12	transaction	transaction	NOUN
easat-9142	361	13	verification	verification	NOUN
easat-9142	361	14	,	,	PUNCT
easat-9142	361	15	secure	secure	ADJ
easat-9142	361	16	payment	payment	NOUN
easat-9142	361	17	systems	system	NOUN
easat-9142	361	18	,	,	PUNCT
easat-9142	361	19	and	and	CCONJ
easat-9142	361	20	contract	contract	NOUN
easat-9142	361	21	execution	execution	NOUN
easat-9142	361	22	.	.	PUNCT
easat-9142	362	1	by	by	ADP
easat-9142	362	2	providing	provide	VERB
easat-9142	362	3	a	a	DET
easat-9142	362	4	tamper	tamper	ADJ
easat-9142	362	5	-	-	ADJ
easat-9142	362	6	proof	proof	ADJ
easat-9142	362	7	ledger	ledger	NOUN
easat-9142	362	8	,	,	PUNCT
easat-9142	362	9	blockchain	blockchain	PROPN
easat-9142	362	10	can	can	AUX
easat-9142	362	11	help	help	VERB
easat-9142	362	12	reduce	reduce	VERB
easat-9142	362	13	fraud	fraud	NOUN
easat-9142	362	14	and	and	CCONJ
easat-9142	362	15	enhance	enhance	VERB
easat-9142	362	16	data	datum	NOUN
easat-9142	362	17	integrity	integrity	NOUN
easat-9142	362	18	.	.	PUNCT
easat-9142	363	1	additionally	additionally	ADV
easat-9142	363	2	,	,	PUNCT
easat-9142	363	3	blockchain	blockchain	PROPN
easat-9142	363	4	could	could	AUX
easat-9142	363	5	be	be	AUX
easat-9142	363	6	used	use	VERB
easat-9142	363	7	to	to	PART
easat-9142	363	8	track	track	VERB
easat-9142	363	9	and	and	CCONJ
easat-9142	363	10	authenticate	authenticate	VERB
easat-9142	363	11	financial	financial	ADJ
easat-9142	363	12	transactions	transaction	NOUN
easat-9142	363	13	,	,	PUNCT
easat-9142	363	14	ensuring	ensure	VERB
easat-9142	363	15	that	that	SCONJ
easat-9142	363	16	all	all	DET
easat-9142	363	17	data	datum	NOUN
easat-9142	363	18	remains	remain	VERB
easat-9142	363	19	secure	secure	ADJ
easat-9142	363	20	,	,	PUNCT
easat-9142	363	21	even	even	ADV
easat-9142	363	22	in	in	ADP
easat-9142	363	23	a	a	DET
easat-9142	363	24	highly	highly	ADV
easat-9142	363	25	connected	connect	VERB
easat-9142	363	26	digital	digital	ADJ
easat-9142	363	27	world	world	NOUN
easat-9142	364	1	[	[	X
easat-9142	364	2	77	77	NUM
easat-9142	364	3	]	]	PUNCT
easat-9142	364	4	.	.	PUNCT
easat-9142	365	1	8.4.3	8.4.3	NUM
easat-9142	365	2	.	.	PUNCT
easat-9142	365	3	cloud	cloud	ADJ
easat-9142	365	4	security	security	NOUN
easat-9142	365	5	innovations	innovation	NOUN
easat-9142	365	6	and	and	CCONJ
easat-9142	365	7	hybrid	hybrid	ADJ
easat-9142	365	8	security	security	NOUN
easat-9142	365	9	models	model	NOUN
easat-9142	365	10	as	as	SCONJ
easat-9142	365	11	financial	financial	ADJ
easat-9142	365	12	institutions	institution	NOUN
easat-9142	365	13	increasingly	increasingly	ADV
easat-9142	365	14	migrate	migrate	VERB
easat-9142	365	15	to	to	ADP
easat-9142	365	16	cloud	cloud	NOUN
easat-9142	365	17	-	-	PUNCT
easat-9142	365	18	based	base	VERB
easat-9142	365	19	environments	environment	NOUN
easat-9142	365	20	,	,	PUNCT
easat-9142	365	21	securing	secure	VERB
easat-9142	365	22	these	these	DET
easat-9142	365	23	platforms	platform	NOUN
easat-9142	365	24	will	will	AUX
easat-9142	365	25	become	become	VERB
easat-9142	365	26	a	a	DET
easat-9142	365	27	priority	priority	NOUN
easat-9142	365	28	.	.	PUNCT
easat-9142	366	1	the	the	DET
easat-9142	366	2	rise	rise	NOUN
easat-9142	366	3	of	of	ADP
easat-9142	366	4	cloud	cloud	NOUN
easat-9142	366	5	computing	computing	NOUN
easat-9142	366	6	has	have	AUX
easat-9142	366	7	led	lead	VERB
easat-9142	366	8	to	to	ADP
easat-9142	366	9	more	more	ADV
easat-9142	366	10	agile	agile	ADJ
easat-9142	366	11	,	,	PUNCT
easat-9142	366	12	scalable	scalable	ADJ
easat-9142	366	13	systems	system	NOUN
easat-9142	366	14	,	,	PUNCT
easat-9142	366	15	but	but	CCONJ
easat-9142	366	16	it	it	PRON
easat-9142	366	17	also	also	ADV
easat-9142	366	18	introduces	introduce	VERB
easat-9142	366	19	unique	unique	ADJ
easat-9142	366	20	security	security	NOUN
easat-9142	366	21	challenges	challenge	NOUN
easat-9142	366	22	.	.	PUNCT
easat-9142	367	1	future	future	ADJ
easat-9142	367	2	trends	trend	NOUN
easat-9142	367	3	will	will	AUX
easat-9142	367	4	see	see	VERB
easat-9142	367	5	the	the	DET
easat-9142	367	6	development	development	NOUN
easat-9142	367	7	of	of	ADP
easat-9142	367	8	more	more	ADJ
easat-9142	367	9	cloud	cloud	ADJ
easat-9142	367	10	-	-	PUNCT
easat-9142	367	11	specific	specific	ADJ
easat-9142	367	12	security	security	NOUN
easat-9142	367	13	frameworks	framework	NOUN
easat-9142	367	14	,	,	PUNCT
easat-9142	367	15	offering	offer	VERB
easat-9142	367	16	robust	robust	ADJ
easat-9142	367	17	protection	protection	NOUN
easat-9142	367	18	for	for	ADP
easat-9142	367	19	sensitive	sensitive	ADJ
easat-9142	367	20	financial	financial	ADJ
easat-9142	367	21	data	datum	NOUN
easat-9142	367	22	stored	store	VERB
easat-9142	367	23	in	in	ADP
easat-9142	367	24	cloud	cloud	ADJ
easat-9142	367	25	environments	environment	NOUN
easat-9142	367	26	[	[	X
easat-9142	367	27	78	78	NUM
easat-9142	367	28	]	]	PUNCT
easat-9142	367	29	.	.	PUNCT
easat-9142	368	1	additionally	additionally	ADV
easat-9142	368	2	,	,	PUNCT
easat-9142	368	3	hybrid	hybrid	ADJ
easat-9142	368	4	security	security	NOUN
easat-9142	368	5	models	model	NOUN
easat-9142	368	6	,	,	PUNCT
easat-9142	368	7	combining	combine	VERB
easat-9142	368	8	both	both	PRON
easat-9142	368	9	on	on	ADP
easat-9142	368	10	-	-	PUNCT
easat-9142	368	11	premise	premise	ADJ
easat-9142	368	12	and	and	CCONJ
easat-9142	368	13	cloud	cloud	ADJ
easat-9142	368	14	solutions	solution	NOUN
easat-9142	368	15	,	,	PUNCT
easat-9142	368	16	will	will	AUX
easat-9142	368	17	likely	likely	ADV
easat-9142	368	18	become	become	VERB
easat-9142	368	19	more	more	ADV
easat-9142	368	20	prevalent	prevalent	ADJ
easat-9142	368	21	to	to	PART
easat-9142	368	22	ensure	ensure	VERB
easat-9142	368	23	comprehensive	comprehensive	ADJ
easat-9142	368	24	data	datum	NOUN
easat-9142	368	25	protection	protection	NOUN
easat-9142	368	26	.	.	PUNCT
easat-9142	369	1	financial	financial	ADJ
easat-9142	369	2	institutions	institution	NOUN
easat-9142	369	3	will	will	AUX
easat-9142	369	4	focus	focus	VERB
easat-9142	369	5	on	on	ADP
easat-9142	369	6	securing	secure	VERB
easat-9142	369	7	data	datum	NOUN
easat-9142	369	8	across	across	ADP
easat-9142	369	9	multiple	multiple	ADJ
easat-9142	369	10	platforms	platform	NOUN
easat-9142	369	11	while	while	SCONJ
easat-9142	369	12	ensuring	ensure	VERB
easat-9142	369	13	regulatory	regulatory	ADJ
easat-9142	369	14	compliance	compliance	NOUN
easat-9142	369	15	and	and	CCONJ
easat-9142	369	16	privacy	privacy	NOUN
easat-9142	369	17	standards	standard	NOUN
easat-9142	369	18	.	.	PUNCT
easat-9142	370	1	2237	2237	NUM
easat-9142	370	2	edelweiss	edelweiss	PROPN
easat-9142	370	3	applied	apply	VERB
easat-9142	370	4	science	science	NOUN
easat-9142	370	5	and	and	CCONJ
easat-9142	370	6	technology	technology	NOUN
easat-9142	370	7	issn	issn	PROPN
easat-9142	370	8	:	:	PUNCT
easat-9142	370	9	2576	2576	NUM
easat-9142	370	10	-	-	SYM
easat-9142	370	11	8484	8484	NUM
easat-9142	370	12	vol	vol	NOUN
easat-9142	370	13	.	.	PROPN
easat-9142	371	1	9	9	NUM
easat-9142	371	2	,	,	PUNCT
easat-9142	371	3	no	no	INTJ
easat-9142	371	4	.	.	NOUN
easat-9142	371	5	7	7	NUM
easat-9142	371	6	:	:	SYM
easat-9142	371	7	2222	2222	NUM
easat-9142	371	8	-	-	SYM
easat-9142	371	9	2245	2245	NUM
easat-9142	371	10	,	,	PUNCT
easat-9142	371	11	2025	2025	NUM
easat-9142	371	12	doi	doi	NOUN
easat-9142	371	13	:	:	PUNCT
easat-9142	371	14	10.55214/2576	10.55214/2576	NUM
easat-9142	371	15	-	-	PUNCT
easat-9142	371	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	372	1	©	©	PROPN
easat-9142	372	2	2025	2025	NUM
easat-9142	372	3	by	by	ADP
easat-9142	372	4	the	the	DET
easat-9142	372	5	authors	author	NOUN
easat-9142	372	6	;	;	PUNCT
easat-9142	372	7	licensee	licensee	PROPN
easat-9142	372	8	learning	learn	VERB
easat-9142	372	9	gate	gate	NOUN
easat-9142	372	10	8.4.4	8.4.4	NUM
easat-9142	372	11	.	.	PUNCT
easat-9142	372	12	privacy	privacy	NOUN
easat-9142	372	13	-	-	PUNCT
easat-9142	372	14	preserving	preserve	VERB
easat-9142	372	15	technologies	technology	NOUN
easat-9142	372	16	and	and	CCONJ
easat-9142	372	17	regulations	regulation	NOUN
easat-9142	372	18	as	as	ADP
easat-9142	372	19	worries	worry	NOUN
easat-9142	372	20	regarding	regard	VERB
easat-9142	372	21	data	data	NOUN
easat-9142	372	22	privacy	privacy	NOUN
easat-9142	372	23	escalate	escalate	NOUN
easat-9142	372	24	,	,	PUNCT
easat-9142	372	25	particularly	particularly	ADV
easat-9142	372	26	due	due	ADJ
easat-9142	372	27	to	to	ADP
easat-9142	372	28	rigorous	rigorous	ADJ
easat-9142	372	29	rules	rule	NOUN
easat-9142	372	30	such	such	ADJ
easat-9142	372	31	as	as	ADP
easat-9142	372	32	the	the	DET
easat-9142	372	33	general	general	ADJ
easat-9142	372	34	data	data	PROPN
easat-9142	372	35	protection	protection	NOUN
easat-9142	372	36	regulation	regulation	NOUN
easat-9142	372	37	(	(	PUNCT
easat-9142	372	38	gdpr	gdpr	NOUN
easat-9142	372	39	)	)	PUNCT
easat-9142	372	40	and	and	CCONJ
easat-9142	372	41	the	the	DET
easat-9142	372	42	california	california	PROPN
easat-9142	372	43	consumer	consumer	PROPN
easat-9142	372	44	privacy	privacy	PROPN
easat-9142	372	45	act	act	PROPN
easat-9142	372	46	(	(	PUNCT
easat-9142	372	47	ccpa	ccpa	NOUN
easat-9142	372	48	)	)	PUNCT
easat-9142	372	49	,	,	PUNCT
easat-9142	372	50	the	the	DET
easat-9142	372	51	future	future	NOUN
easat-9142	372	52	of	of	ADP
easat-9142	372	53	financial	financial	ADJ
easat-9142	372	54	information	information	NOUN
easat-9142	372	55	security	security	NOUN
easat-9142	372	56	will	will	AUX
easat-9142	372	57	progressively	progressively	ADV
easat-9142	372	58	emphasize	emphasize	VERB
easat-9142	372	59	privacy	privacy	NOUN
easat-9142	372	60	-	-	PUNCT
easat-9142	372	61	preserving	preserve	VERB
easat-9142	372	62	solutions	solution	NOUN
easat-9142	372	63	.	.	PUNCT
easat-9142	373	1	differential	differential	ADJ
easat-9142	373	2	privacy	privacy	NOUN
easat-9142	373	3	and	and	CCONJ
easat-9142	373	4	federated	federated	ADJ
easat-9142	373	5	learning	learning	NOUN
easat-9142	373	6	are	be	AUX
easat-9142	373	7	two	two	NUM
easat-9142	373	8	emerging	emerge	VERB
easat-9142	373	9	technologies	technology	NOUN
easat-9142	373	10	enabling	enable	VERB
easat-9142	373	11	financial	financial	ADJ
easat-9142	373	12	institutions	institution	NOUN
easat-9142	373	13	to	to	PART
easat-9142	373	14	analyze	analyze	VERB
easat-9142	373	15	data	datum	NOUN
easat-9142	373	16	while	while	SCONJ
easat-9142	373	17	safeguarding	safeguard	VERB
easat-9142	373	18	individual	individual	ADJ
easat-9142	373	19	privacy	privacy	NOUN
easat-9142	373	20	[	[	X
easat-9142	373	21	79	79	NUM
easat-9142	373	22	]	]	PUNCT
easat-9142	373	23	.	.	PUNCT
easat-9142	374	1	these	these	DET
easat-9142	374	2	strategies	strategy	NOUN
easat-9142	374	3	facilitate	facilitate	VERB
easat-9142	374	4	the	the	DET
easat-9142	374	5	training	training	NOUN
easat-9142	374	6	of	of	ADP
easat-9142	374	7	prediction	prediction	NOUN
easat-9142	374	8	models	model	NOUN
easat-9142	374	9	using	use	VERB
easat-9142	374	10	aggregated	aggregate	VERB
easat-9142	374	11	data	datum	NOUN
easat-9142	374	12	while	while	SCONJ
easat-9142	374	13	safeguarding	safeguard	VERB
easat-9142	374	14	sensitive	sensitive	ADJ
easat-9142	374	15	information	information	NOUN
easat-9142	374	16	from	from	ADP
easat-9142	374	17	exposure	exposure	NOUN
easat-9142	374	18	.	.	PUNCT
easat-9142	375	1	,	,	PUNCT
easat-9142	375	2	which	which	PRON
easat-9142	375	3	would	would	AUX
easat-9142	375	4	be	be	AUX
easat-9142	375	5	particularly	particularly	ADV
easat-9142	375	6	important	important	ADJ
easat-9142	375	7	in	in	ADP
easat-9142	375	8	areas	area	NOUN
easat-9142	375	9	such	such	ADJ
easat-9142	375	10	as	as	ADP
easat-9142	375	11	customer	customer	NOUN
easat-9142	375	12	behavior	behavior	NOUN
easat-9142	375	13	analysis	analysis	NOUN
easat-9142	375	14	and	and	CCONJ
easat-9142	375	15	fraud	fraud	NOUN
easat-9142	375	16	detection	detection	NOUN
easat-9142	375	17	[	[	X
easat-9142	375	18	80	80	NUM
easat-9142	375	19	]	]	PUNCT
easat-9142	375	20	.	.	PUNCT
easat-9142	376	1	8.4.5	8.4.5	NUM
easat-9142	376	2	.	.	PUNCT
easat-9142	377	1	quantum	quantum	PROPN
easat-9142	377	2	computing	computing	NOUN
easat-9142	377	3	and	and	CCONJ
easat-9142	377	4	post	post	ADJ
easat-9142	377	5	-	-	ADJ
easat-9142	377	6	quantum	quantum	ADJ
easat-9142	377	7	cryptography	cryptography	NOUN
easat-9142	377	8	quantum	quantum	NOUN
easat-9142	377	9	computing	computing	NOUN
easat-9142	377	10	is	be	AUX
easat-9142	377	11	expected	expect	VERB
easat-9142	377	12	to	to	PART
easat-9142	377	13	revolutionise	revolutionise	VERB
easat-9142	377	14	many	many	ADJ
easat-9142	377	15	industries	industry	NOUN
easat-9142	377	16	,	,	PUNCT
easat-9142	377	17	including	include	VERB
easat-9142	377	18	financial	financial	ADJ
easat-9142	377	19	information	information	NOUN
easat-9142	377	20	security	security	NOUN
easat-9142	377	21	.	.	PUNCT
easat-9142	378	1	while	while	SCONJ
easat-9142	378	2	it	it	PRON
easat-9142	378	3	is	be	AUX
easat-9142	378	4	still	still	ADV
easat-9142	378	5	in	in	ADP
easat-9142	378	6	the	the	DET
easat-9142	378	7	initial	initial	ADJ
easat-9142	378	8	phases	phase	NOUN
easat-9142	378	9	,	,	PUNCT
easat-9142	378	10	quantum	quantum	ADJ
easat-9142	378	11	computing	computing	NOUN
easat-9142	378	12	holds	hold	VERB
easat-9142	378	13	the	the	DET
easat-9142	378	14	promise	promise	NOUN
easat-9142	378	15	of	of	ADP
easat-9142	378	16	disrupting	disrupt	VERB
easat-9142	378	17	numerous	numerous	ADJ
easat-9142	378	18	cryptographic	cryptographic	ADJ
easat-9142	378	19	systems	system	NOUN
easat-9142	378	20	that	that	PRON
easat-9142	378	21	currently	currently	ADV
easat-9142	378	22	protect	protect	VERB
easat-9142	378	23	financial	financial	ADJ
easat-9142	378	24	transactions	transaction	NOUN
easat-9142	378	25	[	[	X
easat-9142	378	26	81	81	NUM
easat-9142	378	27	]	]	PUNCT
easat-9142	378	28	.	.	PUNCT
easat-9142	379	1	in	in	ADP
easat-9142	379	2	response	response	NOUN
easat-9142	379	3	,	,	PUNCT
easat-9142	379	4	postquantum	postquantum	NOUN
easat-9142	379	5	cryptography	cryptography	NOUN
easat-9142	379	6	is	be	AUX
easat-9142	379	7	being	be	AUX
easat-9142	379	8	developed	develop	VERB
easat-9142	379	9	to	to	PART
easat-9142	379	10	create	create	VERB
easat-9142	379	11	encryption	encryption	NOUN
easat-9142	379	12	algorithms	algorithm	NOUN
easat-9142	379	13	resistant	resistant	ADJ
easat-9142	379	14	to	to	ADP
easat-9142	379	15	quantum	quantum	ADJ
easat-9142	379	16	attacks	attack	NOUN
easat-9142	379	17	[	[	X
easat-9142	379	18	82	82	NUM
easat-9142	379	19	]	]	PUNCT
easat-9142	379	20	.	.	PUNCT
easat-9142	380	1	financial	financial	ADJ
easat-9142	380	2	institutions	institution	NOUN
easat-9142	380	3	will	will	AUX
easat-9142	380	4	need	need	VERB
easat-9142	380	5	to	to	PART
easat-9142	380	6	stay	stay	VERB
easat-9142	380	7	ahead	ahead	ADV
easat-9142	380	8	of	of	ADP
easat-9142	380	9	these	these	DET
easat-9142	380	10	advancements	advancement	NOUN
easat-9142	380	11	by	by	ADP
easat-9142	380	12	implementing	implement	VERB
easat-9142	380	13	quantum	quantum	NOUN
easat-9142	380	14	-	-	ADJ
easat-9142	380	15	safe	safe	ADJ
easat-9142	380	16	cryptographic	cryptographic	ADJ
easat-9142	380	17	protocols	protocol	NOUN
easat-9142	380	18	to	to	PART
easat-9142	380	19	safeguard	safeguard	VERB
easat-9142	380	20	sensitive	sensitive	ADJ
easat-9142	380	21	financial	financial	ADJ
easat-9142	380	22	data	datum	NOUN
easat-9142	380	23	in	in	ADP
easat-9142	380	24	the	the	DET
easat-9142	380	25	coming	come	VERB
easat-9142	380	26	years	year	NOUN
easat-9142	380	27	.	.	PUNCT
easat-9142	381	1	9	9	X
easat-9142	381	2	.	.	X
easat-9142	381	3	advanced	advanced	ADJ
easat-9142	381	4	threat	threat	NOUN
easat-9142	381	5	intelligence	intelligence	NOUN
easat-9142	381	6	and	and	CCONJ
easat-9142	381	7	predictive	predictive	ADJ
easat-9142	381	8	analytics	analytic	NOUN
easat-9142	381	9	the	the	DET
easat-9142	381	10	future	future	NOUN
easat-9142	381	11	of	of	ADP
easat-9142	381	12	financial	financial	ADJ
easat-9142	381	13	information	information	NOUN
easat-9142	381	14	security	security	NOUN
easat-9142	381	15	will	will	AUX
easat-9142	381	16	also	also	ADV
easat-9142	381	17	see	see	VERB
easat-9142	381	18	the	the	DET
easat-9142	381	19	evolution	evolution	NOUN
easat-9142	381	20	of	of	ADP
easat-9142	381	21	advanced	advanced	ADJ
easat-9142	381	22	threat	threat	NOUN
easat-9142	381	23	intelligence	intelligence	NOUN
easat-9142	381	24	tools	tool	NOUN
easat-9142	381	25	,	,	PUNCT
easat-9142	381	26	powered	power	VERB
easat-9142	381	27	by	by	ADP
easat-9142	381	28	ai	ai	ADP
easat-9142	381	29	and	and	CCONJ
easat-9142	381	30	big	big	ADJ
easat-9142	381	31	data	datum	NOUN
easat-9142	381	32	analytics	analytic	NOUN
easat-9142	381	33	.	.	PUNCT
easat-9142	382	1	these	these	DET
easat-9142	382	2	tools	tool	NOUN
easat-9142	382	3	will	will	AUX
easat-9142	382	4	consistently	consistently	ADV
easat-9142	382	5	monitor	monitor	VERB
easat-9142	382	6	and	and	CCONJ
easat-9142	382	7	evaluate	evaluate	VERB
easat-9142	382	8	security	security	NOUN
easat-9142	382	9	data	datum	NOUN
easat-9142	382	10	from	from	ADP
easat-9142	382	11	diverse	diverse	ADJ
easat-9142	382	12	sources	source	NOUN
easat-9142	382	13	,	,	PUNCT
easat-9142	382	14	delivering	deliver	VERB
easat-9142	382	15	immediate	immediate	ADJ
easat-9142	382	16	insights	insight	NOUN
easat-9142	382	17	on	on	ADP
easat-9142	382	18	developing	develop	VERB
easat-9142	382	19	threats	threat	NOUN
easat-9142	382	20	.	.	PUNCT
easat-9142	383	1	the	the	DET
easat-9142	383	2	integration	integration	NOUN
easat-9142	383	3	of	of	ADP
easat-9142	383	4	predictive	predictive	ADJ
easat-9142	383	5	analytics	analytic	NOUN
easat-9142	383	6	with	with	ADP
easat-9142	383	7	threat	threat	NOUN
easat-9142	383	8	intelligence	intelligence	NOUN
easat-9142	383	9	empowers	empower	VERB
easat-9142	383	10	financial	financial	ADJ
easat-9142	383	11	institutions	institution	NOUN
easat-9142	383	12	to	to	PART
easat-9142	383	13	foresee	foresee	VERB
easat-9142	383	14	and	and	CCONJ
easat-9142	383	15	address	address	VERB
easat-9142	383	16	risks	risk	NOUN
easat-9142	383	17	proactively	proactively	ADV
easat-9142	383	18	,	,	PUNCT
easat-9142	383	19	before	before	SCONJ
easat-9142	383	20	they	they	PRON
easat-9142	383	21	emerge	emerge	VERB
easat-9142	383	22	[	[	X
easat-9142	383	23	83	83	NUM
easat-9142	383	24	]	]	PUNCT
easat-9142	383	25	.	.	PUNCT
easat-9142	384	1	by	by	ADP
easat-9142	384	2	leveraging	leverage	VERB
easat-9142	384	3	data	datum	NOUN
easat-9142	384	4	from	from	ADP
easat-9142	384	5	historical	historical	ADJ
easat-9142	384	6	cyber	cyber	NOUN
easat-9142	384	7	-	-	PUNCT
easat-9142	384	8	attacks	attack	NOUN
easat-9142	384	9	,	,	PUNCT
easat-9142	384	10	financial	financial	ADJ
easat-9142	384	11	organizations	organization	NOUN
easat-9142	384	12	will	will	AUX
easat-9142	384	13	be	be	AUX
easat-9142	384	14	able	able	ADJ
easat-9142	384	15	to	to	PART
easat-9142	384	16	predict	predict	VERB
easat-9142	384	17	the	the	DET
easat-9142	384	18	likelihood	likelihood	NOUN
easat-9142	384	19	of	of	ADP
easat-9142	384	20	new	new	ADJ
easat-9142	384	21	threats	threat	NOUN
easat-9142	384	22	and	and	CCONJ
easat-9142	384	23	adapt	adapt	VERB
easat-9142	384	24	their	their	PRON
easat-9142	384	25	security	security	NOUN
easat-9142	384	26	strategies	strategy	NOUN
easat-9142	384	27	accordingly	accordingly	ADV
easat-9142	384	28	.	.	PUNCT
easat-9142	385	1	one	one	NUM
easat-9142	385	2	of	of	ADP
easat-9142	385	3	the	the	DET
easat-9142	385	4	greatest	great	ADJ
easat-9142	385	5	predictive	predictive	ADJ
easat-9142	385	6	analytics	analytic	NOUN
easat-9142	385	7	methods	method	NOUN
easat-9142	385	8	is	be	AUX
easat-9142	385	9	decision	decision	NOUN
easat-9142	385	10	trees	tree	NOUN
easat-9142	385	11	since	since	SCONJ
easat-9142	385	12	it	it	PRON
easat-9142	385	13	can	can	AUX
easat-9142	385	14	handle	handle	VERB
easat-9142	385	15	missing	miss	VERB
easat-9142	385	16	variables	variable	NOUN
easat-9142	385	17	and	and	CCONJ
easat-9142	385	18	is	be	AUX
easat-9142	385	19	easy	easy	ADJ
easat-9142	385	20	to	to	PART
easat-9142	385	21	understand	understand	VERB
easat-9142	385	22	.	.	PUNCT
easat-9142	386	1	to	to	PART
easat-9142	386	2	visually	visually	ADV
easat-9142	386	3	represent	represent	VERB
easat-9142	386	4	the	the	DET
easat-9142	386	5	alternatives	alternative	NOUN
easat-9142	386	6	arising	arise	VERB
easat-9142	386	7	from	from	ADP
easat-9142	386	8	each	each	DET
easat-9142	386	9	choice	choice	NOUN
easat-9142	386	10	or	or	CCONJ
easat-9142	386	11	outcome	outcome	NOUN
easat-9142	386	12	,	,	PUNCT
easat-9142	386	13	decision	decision	NOUN
easat-9142	386	14	trees	tree	NOUN
easat-9142	386	15	employ	employ	VERB
easat-9142	386	16	branching	branch	VERB
easat-9142	386	17	[	[	X
easat-9142	386	18	39	39	NUM
easat-9142	386	19	]	]	PUNCT
easat-9142	386	20	.	.	PUNCT
easat-9142	387	1	three	three	NUM
easat-9142	387	2	different	different	ADJ
easat-9142	387	3	regression	regression	NOUN
easat-9142	387	4	approaches	approach	NOUN
easat-9142	387	5	are	be	AUX
easat-9142	387	6	available	available	ADJ
easat-9142	387	7	for	for	ADP
easat-9142	387	8	various	various	ADJ
easat-9142	387	9	contexts	contexts	NOUN
easat-9142	387	10	.	.	PUNCT
easat-9142	388	1	figure	figure	VERB
easat-9142	388	2	5	5	NUM
easat-9142	388	3	.	.	NOUN
easat-9142	388	4	types	type	NOUN
easat-9142	388	5	of	of	ADP
easat-9142	388	6	predictive	predictive	ADJ
easat-9142	388	7	analytics	analytic	NOUN
easat-9142	388	8	.	.	PUNCT
easat-9142	389	1	regression	regression	NOUN
easat-9142	389	2	can	can	AUX
easat-9142	389	3	be	be	AUX
easat-9142	389	4	applied	apply	VERB
easat-9142	389	5	differently	differently	ADV
easat-9142	389	6	depending	depend	VERB
easat-9142	389	7	on	on	ADP
easat-9142	389	8	the	the	DET
easat-9142	389	9	data	datum	NOUN
easat-9142	389	10	query	query	NOUN
easat-9142	389	11	,	,	PUNCT
easat-9142	389	12	but	but	CCONJ
easat-9142	389	13	in	in	ADP
easat-9142	389	14	general	general	ADJ
easat-9142	389	15	,	,	PUNCT
easat-9142	389	16	the	the	DET
easat-9142	389	17	predictive	predictive	ADJ
easat-9142	389	18	analytics	analytic	NOUN
easat-9142	389	19	regression	regression	NOUN
easat-9142	389	20	technique	technique	NOUN
easat-9142	389	21	helps	help	VERB
easat-9142	389	22	to	to	PART
easat-9142	389	23	understand	understand	VERB
easat-9142	389	24	the	the	DET
easat-9142	389	25	correlations	correlation	NOUN
easat-9142	389	26	between	between	ADP
easat-9142	389	27	variables	variable	NOUN
easat-9142	389	28	in	in	ADP
easat-9142	389	29	figure	figure	NOUN
easat-9142	389	30	5	5	NUM
easat-9142	389	31	.	.	PUNCT
easat-9142	389	32	when	when	SCONJ
easat-9142	389	33	an	an	DET
easat-9142	389	34	outcome	outcome	NOUN
easat-9142	389	35	can	can	AUX
easat-9142	389	36	be	be	AUX
easat-9142	389	37	attributed	attribute	VERB
easat-9142	389	38	to	to	ADP
easat-9142	389	39	only	only	ADV
easat-9142	389	40	one	one	NUM
easat-9142	389	41	independent	independent	ADJ
easat-9142	389	42	variable	variable	NOUN
easat-9142	389	43	,	,	PUNCT
easat-9142	389	44	linear	linear	ADJ
easat-9142	389	45	regression	regression	NOUN
easat-9142	389	46	is	be	AUX
easat-9142	389	47	employed	employ	VERB
easat-9142	389	48	.	.	PUNCT
easat-9142	390	1	if	if	SCONJ
easat-9142	390	2	an	an	DET
easat-9142	390	3	outcome	outcome	NOUN
easat-9142	390	4	is	be	AUX
easat-9142	390	5	influenced	influence	VERB
easat-9142	390	6	by	by	ADP
easat-9142	390	7	more	more	ADJ
easat-9142	390	8	than	than	ADP
easat-9142	390	9	one	one	NUM
easat-9142	390	10	independent	independent	ADJ
easat-9142	390	11	variable	variable	NOUN
easat-9142	390	12	,	,	PUNCT
easat-9142	390	13	multiple	multiple	ADJ
easat-9142	390	14	regression	regression	NOUN
easat-9142	390	15	is	be	AUX
easat-9142	390	16	employed	employ	VERB
easat-9142	390	17	.	.	PUNCT
easat-9142	391	1	additionally	additionally	ADV
easat-9142	391	2	,	,	PUNCT
easat-9142	391	3	when	when	SCONJ
easat-9142	391	4	the	the	DET
easat-9142	391	5	dependent	dependent	ADJ
easat-9142	391	6	variable	variable	NOUN
easat-9142	391	7	is	be	AUX
easat-9142	391	8	binary	binary	ADJ
easat-9142	391	9	,	,	PUNCT
easat-9142	391	10	logistic	logistic	ADJ
easat-9142	391	11	regression	regression	NOUN
easat-9142	391	12	is	be	AUX
easat-9142	391	13	employed	employ	VERB
easat-9142	391	14	[	[	X
easat-9142	391	15	82	82	NUM
easat-9142	391	16	]	]	PUNCT
easat-9142	391	17	.	.	PUNCT
easat-9142	392	1	the	the	DET
easat-9142	392	2	most	most	ADV
easat-9142	392	3	complex	complex	ADJ
easat-9142	392	4	predictive	predictive	ADJ
easat-9142	392	5	analytics	analytic	NOUN
easat-9142	392	6	method	method	NOUN
easat-9142	392	7	is	be	AUX
easat-9142	392	8	neural	neural	ADJ
easat-9142	392	9	networks	network	NOUN
easat-9142	392	10	.	.	PUNCT
easat-9142	393	1	it	it	PRON
easat-9142	393	2	makes	make	VERB
easat-9142	393	3	use	use	NOUN
easat-9142	393	4	of	of	ADP
easat-9142	393	5	algorithms	algorithm	NOUN
easat-9142	393	6	to	to	PART
easat-9142	393	7	identify	identify	VERB
easat-9142	393	8	potential	potential	ADJ
easat-9142	393	9	connections	connection	NOUN
easat-9142	393	10	among	among	ADP
easat-9142	393	11	data	datum	NOUN
easat-9142	393	12	sets	set	NOUN
easat-9142	393	13	in	in	ADP
easat-9142	393	14	figure	figure	NOUN
easat-9142	393	15	5	5	NUM
easat-9142	393	16	.	.	PUNCT
easat-9142	393	17	by	by	ADP
easat-9142	393	18	using	use	VERB
easat-9142	393	19	ai	ai	NOUN
easat-9142	393	20	,	,	PUNCT
easat-9142	393	21	neural	neural	ADJ
easat-9142	393	22	networks	network	NOUN
easat-9142	393	23	enable	enable	VERB
easat-9142	393	24	more	more	ADJ
easat-9142	393	25	complex	complex	ADJ
easat-9142	393	26	pattern	pattern	NOUN
easat-9142	393	27	2238	2238	NUM
easat-9142	393	28	edelweiss	edelweiss	PROPN
easat-9142	393	29	applied	apply	VERB
easat-9142	393	30	science	science	NOUN
easat-9142	393	31	and	and	CCONJ
easat-9142	393	32	technology	technology	NOUN
easat-9142	393	33	issn	issn	PROPN
easat-9142	393	34	:	:	PUNCT
easat-9142	393	35	2576	2576	NUM
easat-9142	393	36	-	-	SYM
easat-9142	393	37	8484	8484	NUM
easat-9142	393	38	vol	vol	NOUN
easat-9142	393	39	.	.	PROPN
easat-9142	394	1	9	9	NUM
easat-9142	394	2	,	,	PUNCT
easat-9142	394	3	no	no	INTJ
easat-9142	394	4	.	.	NOUN
easat-9142	394	5	7	7	NUM
easat-9142	394	6	:	:	SYM
easat-9142	394	7	2222	2222	NUM
easat-9142	394	8	-	-	SYM
easat-9142	394	9	2245	2245	NUM
easat-9142	394	10	,	,	PUNCT
easat-9142	394	11	2025	2025	NUM
easat-9142	394	12	doi	doi	NOUN
easat-9142	394	13	:	:	PUNCT
easat-9142	394	14	10.55214/2576	10.55214/2576	NUM
easat-9142	394	15	-	-	PUNCT
easat-9142	394	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	395	1	©	©	PROPN
easat-9142	395	2	2025	2025	NUM
easat-9142	395	3	by	by	ADP
easat-9142	395	4	the	the	DET
easat-9142	395	5	authors	author	NOUN
easat-9142	395	6	;	;	PUNCT
easat-9142	395	7	licensee	licensee	PROPN
easat-9142	395	8	learning	learning	NOUN
easat-9142	395	9	gate	gate	NOUN
easat-9142	395	10	identification	identification	NOUN
easat-9142	395	11	.	.	PUNCT
easat-9142	396	1	in	in	ADP
easat-9142	396	2	order	order	NOUN
easat-9142	396	3	to	to	PART
easat-9142	396	4	draw	draw	VERB
easat-9142	396	5	conclusions	conclusion	NOUN
easat-9142	396	6	about	about	ADP
easat-9142	396	7	the	the	DET
easat-9142	396	8	data	datum	NOUN
easat-9142	396	9	it	it	PRON
easat-9142	396	10	meets	meet	VERB
easat-9142	396	11	,	,	PUNCT
easat-9142	396	12	predictive	predictive	ADJ
easat-9142	396	13	analytics	analytic	NOUN
easat-9142	396	14	mostly	mostly	ADV
easat-9142	396	15	depends	depend	VERB
easat-9142	396	16	on	on	ADP
easat-9142	396	17	intricate	intricate	ADJ
easat-9142	396	18	models	model	NOUN
easat-9142	396	19	and	and	CCONJ
easat-9142	396	20	algorithms	algorithm	NOUN
easat-9142	396	21	.	.	PUNCT
easat-9142	397	1	in	in	ADP
easat-9142	397	2	order	order	NOUN
easat-9142	397	3	to	to	PART
easat-9142	397	4	forecast	forecast	VERB
easat-9142	397	5	future	future	ADJ
easat-9142	397	6	trends	trend	NOUN
easat-9142	397	7	,	,	PUNCT
easat-9142	397	8	these	these	DET
easat-9142	397	9	predictive	predictive	ADJ
easat-9142	397	10	analytics	analytic	NOUN
easat-9142	397	11	approaches	approach	VERB
easat-9142	397	12	analyse	analyse	VERB
easat-9142	397	13	both	both	CCONJ
easat-9142	397	14	historical	historical	ADJ
easat-9142	397	15	and	and	CCONJ
easat-9142	397	16	present	present	ADJ
easat-9142	397	17	data	datum	NOUN
easat-9142	397	18	using	use	VERB
easat-9142	397	19	algorithms	algorithm	NOUN
easat-9142	397	20	and	and	CCONJ
easat-9142	397	21	machine	machine	NOUN
easat-9142	397	22	learning	learn	VERB
easat-9142	398	1	[	[	X
easat-9142	398	2	81	81	NUM
easat-9142	398	3	]	]	PUNCT
easat-9142	398	4	.	.	PUNCT
easat-9142	399	1	neural	neural	ADJ
easat-9142	399	2	networks	network	NOUN
easat-9142	399	3	,	,	PUNCT
easat-9142	399	4	regression	regression	NOUN
easat-9142	399	5	,	,	PUNCT
easat-9142	399	6	and	and	CCONJ
easat-9142	399	7	decision	decision	NOUN
easat-9142	399	8	trees	tree	NOUN
easat-9142	399	9	are	be	AUX
easat-9142	399	10	the	the	DET
easat-9142	399	11	three	three	NUM
easat-9142	399	12	primary	primary	ADJ
easat-9142	399	13	methods	method	NOUN
easat-9142	399	14	in	in	ADP
easat-9142	399	15	predictive	predictive	ADJ
easat-9142	399	16	analytics	analytic	NOUN
easat-9142	399	17	.	.	PUNCT
easat-9142	400	1	10	10	NUM
easat-9142	400	2	.	.	PUNCT
easat-9142	400	3	security	security	NOUN
easat-9142	400	4	automation	automation	NOUN
easat-9142	400	5	and	and	CCONJ
easat-9142	400	6	orchestration	orchestration	NOUN
easat-9142	400	7	to	to	PART
easat-9142	400	8	combat	combat	VERB
easat-9142	400	9	the	the	DET
easat-9142	400	10	growing	grow	VERB
easat-9142	400	11	volume	volume	NOUN
easat-9142	400	12	and	and	CCONJ
easat-9142	400	13	complexity	complexity	NOUN
easat-9142	400	14	of	of	ADP
easat-9142	400	15	cyber	cyber	PROPN
easat-9142	400	16	threats	threat	NOUN
easat-9142	400	17	,	,	PUNCT
easat-9142	400	18	financial	financial	ADJ
easat-9142	400	19	institutions	institution	NOUN
easat-9142	400	20	will	will	AUX
easat-9142	400	21	increasingly	increasingly	ADV
easat-9142	400	22	implement	implement	VERB
easat-9142	400	23	security	security	NOUN
easat-9142	400	24	automation	automation	NOUN
easat-9142	400	25	and	and	CCONJ
easat-9142	400	26	orchestration	orchestration	NOUN
easat-9142	400	27	technologies	technology	NOUN
easat-9142	400	28	.	.	PUNCT
easat-9142	401	1	these	these	DET
easat-9142	401	2	solutions	solution	NOUN
easat-9142	401	3	will	will	AUX
easat-9142	401	4	help	help	VERB
easat-9142	401	5	automate	automate	VERB
easat-9142	401	6	routine	routine	ADJ
easat-9142	401	7	security	security	NOUN
easat-9142	401	8	tasks	task	NOUN
easat-9142	401	9	such	such	ADJ
easat-9142	401	10	as	as	ADP
easat-9142	401	11	incident	incident	NOUN
easat-9142	401	12	response	response	NOUN
easat-9142	401	13	,	,	PUNCT
easat-9142	401	14	threat	threat	NOUN
easat-9142	401	15	detection	detection	NOUN
easat-9142	401	16	,	,	PUNCT
easat-9142	401	17	and	and	CCONJ
easat-9142	401	18	vulnerability	vulnerability	NOUN
easat-9142	401	19	management	management	NOUN
easat-9142	401	20	[	[	X
easat-9142	401	21	84	84	NUM
easat-9142	401	22	]	]	PUNCT
easat-9142	401	23	.	.	PUNCT
easat-9142	402	1	with	with	ADP
easat-9142	402	2	ai	ai	ADV
easat-9142	402	3	-	-	PUNCT
easat-9142	402	4	driven	drive	VERB
easat-9142	402	5	automation	automation	NOUN
easat-9142	402	6	,	,	PUNCT
easat-9142	402	7	security	security	NOUN
easat-9142	402	8	teams	team	NOUN
easat-9142	402	9	can	can	AUX
easat-9142	402	10	focus	focus	VERB
easat-9142	402	11	on	on	ADP
easat-9142	402	12	more	more	ADJ
easat-9142	402	13	complex	complex	ADJ
easat-9142	402	14	issues	issue	NOUN
easat-9142	402	15	,	,	PUNCT
easat-9142	402	16	while	while	SCONJ
easat-9142	402	17	automated	automated	ADJ
easat-9142	402	18	systems	system	NOUN
easat-9142	402	19	handle	handle	VERB
easat-9142	402	20	repetitive	repetitive	ADJ
easat-9142	402	21	tasks	task	NOUN
easat-9142	402	22	,	,	PUNCT
easat-9142	402	23	reducing	reduce	VERB
easat-9142	402	24	response	response	NOUN
easat-9142	402	25	times	time	NOUN
easat-9142	402	26	and	and	CCONJ
easat-9142	402	27	minimizing	minimize	VERB
easat-9142	402	28	human	human	ADJ
easat-9142	402	29	error	error	NOUN
easat-9142	402	30	[	[	X
easat-9142	402	31	85	85	NUM
easat-9142	402	32	]	]	PUNCT
easat-9142	402	33	.	.	PUNCT
easat-9142	403	1	table	table	NOUN
easat-9142	403	2	3	3	NUM
easat-9142	403	3	.	.	X
easat-9142	404	1	overview	overview	NOUN
easat-9142	404	2	of	of	ADP
easat-9142	404	3	financial	financial	ADJ
easat-9142	404	4	information	information	NOUN
easat-9142	404	5	security	security	NOUN
easat-9142	404	6	categories	category	NOUN
easat-9142	404	7	,	,	PUNCT
easat-9142	404	8	applications	application	NOUN
easat-9142	404	9	,	,	PUNCT
easat-9142	404	10	and	and	CCONJ
easat-9142	404	11	implications	implication	NOUN
easat-9142	404	12	.	.	PUNCT
easat-9142	405	1	types	type	NOUN
easat-9142	405	2	of	of	ADP
easat-9142	405	3	financial	financial	ADJ
easat-9142	405	4	information	information	NOUN
easat-9142	405	5	security	security	NOUN
easat-9142	405	6	prospective	prospective	ADJ
easat-9142	405	7	applications	application	NOUN
easat-9142	405	8	method	method	VERB
easat-9142	405	9	key	key	ADJ
easat-9142	405	10	findings	finding	NOUN
easat-9142	405	11	implications	implication	NOUN
easat-9142	405	12	source	source	NOUN
easat-9142	405	13	fraud	fraud	NOUN
easat-9142	405	14	detection	detection	NOUN
easat-9142	405	15	machine	machine	NOUN
easat-9142	405	16	learning	learning	NOUN
easat-9142	405	17	models	model	NOUN
easat-9142	405	18	detect	detect	VERB
easat-9142	405	19	peculiar	peculiar	ADJ
easat-9142	405	20	transaction	transaction	NOUN
easat-9142	405	21	patterns	pattern	NOUN
easat-9142	405	22	to	to	PART
easat-9142	405	23	prevent	prevent	VERB
easat-9142	405	24	real	real	ADJ
easat-9142	405	25	-	-	PUNCT
easat-9142	405	26	time	time	NOUN
easat-9142	405	27	fraud	fraud	NOUN
easat-9142	405	28	.	.	PUNCT
easat-9142	406	1	models	model	NOUN
easat-9142	406	2	learn	learn	VERB
easat-9142	406	3	from	from	ADP
easat-9142	406	4	historical	historical	ADJ
easat-9142	406	5	data	datum	NOUN
easat-9142	406	6	to	to	PART
easat-9142	406	7	improve	improve	VERB
easat-9142	406	8	accuracy	accuracy	NOUN
easat-9142	406	9	.	.	PUNCT
easat-9142	407	1	systematic	systematic	ADJ
easat-9142	407	2	reviews	review	NOUN
easat-9142	407	3	,	,	PUNCT
easat-9142	407	4	ml	ml	PART
easat-9142	407	5	model	model	NOUN
easat-9142	407	6	analysis	analysis	NOUN
easat-9142	407	7	predictive	predictive	ADJ
easat-9142	407	8	models	model	NOUN
easat-9142	407	9	can	can	AUX
easat-9142	407	10	detect	detect	VERB
easat-9142	407	11	fraud	fraud	NOUN
easat-9142	407	12	early	early	ADV
easat-9142	407	13	,	,	PUNCT
easat-9142	407	14	reducing	reduce	VERB
easat-9142	407	15	losses	loss	NOUN
easat-9142	407	16	.	.	PUNCT
easat-9142	408	1	enhanced	enhance	VERB
easat-9142	408	2	realtime	realtime	NOUN
easat-9142	408	3	fraud	fraud	NOUN
easat-9142	408	4	prevention	prevention	NOUN
easat-9142	408	5	and	and	CCONJ
easat-9142	408	6	financial	financial	ADJ
easat-9142	408	7	security	security	NOUN
easat-9142	408	8	.	.	PUNCT
easat-9142	409	1	ashfaq	ashfaq	NOUN
easat-9142	409	2	,	,	PUNCT
easat-9142	409	3	et	et	PROPN
easat-9142	409	4	al	al	PROPN
easat-9142	409	5	.	.	PUNCT
easat-9142	410	1	[	[	X
easat-9142	410	2	24	24	NUM
easat-9142	410	3	]	]	PUNCT
easat-9142	410	4	and	and	CCONJ
easat-9142	410	5	njoku	njoku	PROPN
easat-9142	410	6	,	,	PUNCT
easat-9142	410	7	et	et	PROPN
easat-9142	410	8	al	al	PROPN
easat-9142	410	9	.	.	PUNCT
easat-9142	411	1	[	[	X
easat-9142	411	2	39	39	NUM
easat-9142	411	3	]	]	PUNCT
easat-9142	411	4	risk	risk	NOUN
easat-9142	411	5	management	management	NOUN
easat-9142	411	6	ai	ai	NOUN
easat-9142	411	7	-	-	PUNCT
easat-9142	411	8	based	base	VERB
easat-9142	411	9	models	model	NOUN
easat-9142	411	10	assess	assess	VERB
easat-9142	411	11	risks	risk	NOUN
easat-9142	411	12	in	in	ADP
easat-9142	411	13	transactions	transaction	NOUN
easat-9142	411	14	,	,	PUNCT
easat-9142	411	15	investments	investment	NOUN
easat-9142	411	16	,	,	PUNCT
easat-9142	411	17	or	or	CCONJ
easat-9142	411	18	customers	customer	NOUN
easat-9142	411	19	by	by	ADP
easat-9142	411	20	analyzing	analyze	VERB
easat-9142	411	21	behavior	behavior	NOUN
easat-9142	411	22	and	and	CCONJ
easat-9142	411	23	trends	trend	NOUN
easat-9142	411	24	.	.	PUNCT
easat-9142	412	1	ai	ai	VERB
easat-9142	412	2	and	and	CCONJ
easat-9142	412	3	ml	ml	ADP
easat-9142	412	4	model	model	NOUN
easat-9142	412	5	application	application	NOUN
easat-9142	412	6	,	,	PUNCT
easat-9142	412	7	review	review	NOUN
easat-9142	412	8	ai	ai	NOUN
easat-9142	412	9	models	model	NOUN
easat-9142	412	10	help	help	VERB
easat-9142	412	11	in	in	ADP
easat-9142	412	12	continuous	continuous	ADJ
easat-9142	412	13	risk	risk	NOUN
easat-9142	412	14	monitoring	monitoring	NOUN
easat-9142	412	15	and	and	CCONJ
easat-9142	412	16	alerting	alerting	NOUN
easat-9142	412	17	.	.	PUNCT
easat-9142	413	1	better	well	ADV
easat-9142	413	2	informed	inform	VERB
easat-9142	413	3	decisions	decision	NOUN
easat-9142	413	4	and	and	CCONJ
easat-9142	413	5	risk	risk	NOUN
easat-9142	413	6	mitigation	mitigation	NOUN
easat-9142	413	7	.	.	PUNCT
easat-9142	414	1	williams	williams	PROPN
easat-9142	414	2	,	,	PUNCT
easat-9142	414	3	et	et	PROPN
easat-9142	414	4	al	al	PROPN
easat-9142	414	5	.	.	PUNCT
easat-9142	415	1	[	[	X
easat-9142	415	2	11	11	NUM
easat-9142	415	3	]	]	PUNCT
easat-9142	415	4	and	and	CCONJ
easat-9142	415	5	fritzmorgenthal	fritzmorgenthal	NOUN
easat-9142	415	6	,	,	PUNCT
easat-9142	415	7	et	et	PROPN
easat-9142	415	8	al	al	PROPN
easat-9142	415	9	.	.	PUNCT
easat-9142	416	1	[	[	X
easat-9142	416	2	23	23	NUM
easat-9142	416	3	]	]	X
easat-9142	416	4	behavioral	behavioral	ADJ
easat-9142	416	5	analytics	analytic	NOUN
easat-9142	416	6	predictive	predictive	ADJ
easat-9142	416	7	analytics	analytic	NOUN
easat-9142	416	8	monitors	monitor	NOUN
easat-9142	416	9	user	user	NOUN
easat-9142	416	10	behavior	behavior	NOUN
easat-9142	416	11	to	to	PART
easat-9142	416	12	detect	detect	VERB
easat-9142	416	13	anomalies	anomaly	NOUN
easat-9142	416	14	like	like	ADP
easat-9142	416	15	unusual	unusual	ADJ
easat-9142	416	16	logins	login	NOUN
easat-9142	416	17	or	or	CCONJ
easat-9142	416	18	transactions	transaction	NOUN
easat-9142	416	19	.	.	PUNCT
easat-9142	417	1	behavioral	behavioral	ADJ
easat-9142	417	2	data	datum	NOUN
easat-9142	417	3	analysis	analysis	NOUN
easat-9142	417	4	,	,	PUNCT
easat-9142	417	5	ml	ml	PART
easat-9142	417	6	algorithms	algorithm	VERB
easat-9142	417	7	early	early	ADJ
easat-9142	417	8	detection	detection	NOUN
easat-9142	417	9	of	of	ADP
easat-9142	417	10	identity	identity	NOUN
easat-9142	417	11	theft	theft	NOUN
easat-9142	417	12	and	and	CCONJ
easat-9142	417	13	account	account	NOUN
easat-9142	417	14	takeovers	takeover	NOUN
easat-9142	417	15	.	.	PUNCT
easat-9142	418	1	reduced	reduce	VERB
easat-9142	418	2	unauthorized	unauthorized	ADJ
easat-9142	418	3	access	access	NOUN
easat-9142	418	4	and	and	CCONJ
easat-9142	418	5	fraud	fraud	NOUN
easat-9142	418	6	risk	risk	NOUN
easat-9142	418	7	.	.	PUNCT
easat-9142	419	1	shah	shah	NOUN
easat-9142	419	2	,	,	PUNCT
easat-9142	419	3	et	et	PROPN
easat-9142	419	4	al	al	PROPN
easat-9142	419	5	.	.	PUNCT
easat-9142	420	1	[	[	X
easat-9142	420	2	25	25	NUM
easat-9142	420	3	]	]	PUNCT
easat-9142	420	4	and	and	CCONJ
easat-9142	420	5	abbasi	abbasi	PROPN
easat-9142	420	6	,	,	PUNCT
easat-9142	420	7	et	et	PROPN
easat-9142	420	8	al	al	PROPN
easat-9142	420	9	.	.	PUNCT
easat-9142	421	1	[	[	X
easat-9142	421	2	44	44	NUM
easat-9142	421	3	]	]	SYM
easat-9142	421	4	cyber	cyber	NOUN
easat-9142	421	5	threat	threat	NOUN
easat-9142	421	6	intelligence	intelligence	NOUN
easat-9142	421	7	ai	ai	PROPN
easat-9142	421	8	models	model	NOUN
easat-9142	421	9	predict	predict	VERB
easat-9142	421	10	cyber	cyber	NOUN
easat-9142	421	11	-	-	PUNCT
easat-9142	421	12	attacks	attack	NOUN
easat-9142	421	13	by	by	ADP
easat-9142	421	14	analyzing	analyze	VERB
easat-9142	421	15	network	network	NOUN
easat-9142	421	16	traffic	traffic	NOUN
easat-9142	421	17	,	,	PUNCT
easat-9142	421	18	attack	attack	NOUN
easat-9142	421	19	history	history	NOUN
easat-9142	421	20	,	,	PUNCT
easat-9142	421	21	and	and	CCONJ
easat-9142	421	22	threat	threat	NOUN
easat-9142	421	23	feeds	feed	VERB
easat-9142	421	24	.	.	PUNCT
easat-9142	422	1	cybersecurity	cybersecurity	NOUN
easat-9142	422	2	data	datum	NOUN
easat-9142	422	3	analysis	analysis	NOUN
easat-9142	422	4	,	,	PUNCT
easat-9142	422	5	ai	ai	NOUN
easat-9142	422	6	models	model	NOUN
easat-9142	422	7	ai	ai	VERB
easat-9142	422	8	can	can	AUX
easat-9142	422	9	preemptively	preemptively	ADV
easat-9142	422	10	identify	identify	VERB
easat-9142	422	11	and	and	CCONJ
easat-9142	422	12	mitigate	mitigate	VERB
easat-9142	422	13	cyber	cyber	NOUN
easat-9142	422	14	threats	threat	NOUN
easat-9142	422	15	.	.	PUNCT
easat-9142	423	1	proactive	proactive	ADJ
easat-9142	423	2	cybersecurity	cybersecurity	NOUN
easat-9142	423	3	management	management	NOUN
easat-9142	423	4	in	in	ADP
easat-9142	423	5	financial	financial	ADJ
easat-9142	423	6	institutions	institution	NOUN
easat-9142	423	7	.	.	PUNCT
easat-9142	424	1	yeboah	yeboah	NOUN
easat-9142	424	2	-	-	PUNCT
easat-9142	424	3	ofori	ofori	PROPN
easat-9142	424	4	,	,	PUNCT
easat-9142	424	5	et	et	PROPN
easat-9142	424	6	al	al	PROPN
easat-9142	424	7	.	.	PUNCT
easat-9142	425	1	[	[	X
easat-9142	425	2	26	26	NUM
easat-9142	425	3	]	]	PUNCT
easat-9142	425	4	and	and	CCONJ
easat-9142	425	5	bala	bala	VERB
easat-9142	425	6	and	and	CCONJ
easat-9142	425	7	behal	behal	VERB
easat-9142	425	8	[	[	X
easat-9142	425	9	47	47	NUM
easat-9142	425	10	]	]	PUNCT
easat-9142	425	11	encryption	encryption	NOUN
easat-9142	425	12	protect	protect	VERB
easat-9142	425	13	sensitive	sensitive	ADJ
easat-9142	425	14	financial	financial	ADJ
easat-9142	425	15	data	datum	NOUN
easat-9142	425	16	by	by	ADP
easat-9142	425	17	converting	convert	VERB
easat-9142	425	18	into	into	ADP
easat-9142	425	19	unreadable	unreadable	ADJ
easat-9142	425	20	formats	format	NOUN
easat-9142	425	21	during	during	ADP
easat-9142	425	22	transmission	transmission	NOUN
easat-9142	425	23	/	/	SYM
easat-9142	425	24	storage	storage	NOUN
easat-9142	425	25	.	.	PUNCT
easat-9142	426	1	cryptography	cryptography	NOUN
easat-9142	426	2	implementati	implementati	NOUN
easat-9142	426	3	on	on	ADP
easat-9142	426	4	and	and	CCONJ
easat-9142	426	5	review	review	VERB
easat-9142	426	6	encryption	encryption	NOUN
easat-9142	426	7	ensures	ensure	VERB
easat-9142	426	8	data	data	NOUN
easat-9142	426	9	privacy	privacy	NOUN
easat-9142	426	10	and	and	CCONJ
easat-9142	426	11	confidentiality	confidentiality	NOUN
easat-9142	426	12	.	.	PUNCT
easat-9142	427	1	secure	secure	ADJ
easat-9142	427	2	transmission	transmission	NOUN
easat-9142	427	3	and	and	CCONJ
easat-9142	427	4	storage	storage	NOUN
easat-9142	427	5	of	of	ADP
easat-9142	427	6	financial	financial	ADJ
easat-9142	427	7	information	information	NOUN
easat-9142	427	8	.	.	PUNCT
easat-9142	428	1	karbasi	karbasi	NOUN
easat-9142	428	2	and	and	CCONJ
easat-9142	428	3	shahpasand	shahpasand	NOUN
easat-9142	428	4	[	[	X
easat-9142	428	5	27	27	NUM
easat-9142	428	6	]	]	PUNCT
easat-9142	428	7	access	access	NOUN
easat-9142	428	8	control	control	NOUN
easat-9142	428	9	ensure	ensure	VERB
easat-9142	428	10	only	only	ADV
easat-9142	428	11	authorized	authorize	VERB
easat-9142	428	12	personnel	personnel	NOUN
easat-9142	428	13	access	access	NOUN
easat-9142	428	14	sensitive	sensitive	ADJ
easat-9142	428	15	financial	financial	ADJ
easat-9142	428	16	data	datum	NOUN
easat-9142	428	17	,	,	PUNCT
easat-9142	428	18	preventing	prevent	VERB
easat-9142	428	19	breaches	breach	NOUN
easat-9142	428	20	.	.	PUNCT
easat-9142	429	1	security	security	NOUN
easat-9142	429	2	policy	policy	NOUN
easat-9142	429	3	reviews	review	NOUN
easat-9142	429	4	,	,	PUNCT
easat-9142	429	5	access	access	NOUN
easat-9142	429	6	management	management	NOUN
easat-9142	429	7	access	access	NOUN
easat-9142	429	8	control	control	NOUN
easat-9142	429	9	reduces	reduce	VERB
easat-9142	429	10	unauthorized	unauthorized	ADJ
easat-9142	429	11	data	datum	NOUN
easat-9142	429	12	access	access	NOUN
easat-9142	429	13	.	.	PUNCT
easat-9142	430	1	improved	improve	VERB
easat-9142	430	2	internal	internal	ADJ
easat-9142	430	3	security	security	NOUN
easat-9142	430	4	and	and	CCONJ
easat-9142	430	5	data	datum	NOUN
easat-9142	430	6	protection	protection	NOUN
easat-9142	430	7	.	.	PUNCT
easat-9142	431	1	ward	ward	NOUN
easat-9142	431	2	and	and	CCONJ
easat-9142	431	3	smith	smith	NOUN
easat-9142	432	1	[	[	X
easat-9142	432	2	28	28	NUM
easat-9142	432	3	]	]	PUNCT
easat-9142	432	4	network	network	NOUN
easat-9142	432	5	security	security	NOUN
easat-9142	432	6	firewalls	firewall	NOUN
easat-9142	432	7	,	,	PUNCT
easat-9142	432	8	intrusion	intrusion	NOUN
easat-9142	432	9	detection	detection	NOUN
easat-9142	432	10	systems	system	NOUN
easat-9142	432	11	,	,	PUNCT
easat-9142	432	12	and	and	CCONJ
easat-9142	432	13	secure	secure	ADJ
easat-9142	432	14	protocols	protocol	NOUN
easat-9142	432	15	serve	serve	VERB
easat-9142	432	16	to	to	PART
easat-9142	432	17	thwart	thwart	VERB
easat-9142	432	18	unauthorised	unauthorised	ADJ
easat-9142	432	19	network	network	NOUN
easat-9142	432	20	access	access	NOUN
easat-9142	432	21	and	and	CCONJ
easat-9142	432	22	mitigate	mitigate	VERB
easat-9142	432	23	cyber	cyber	NOUN
easat-9142	432	24	-	-	PUNCT
easat-9142	432	25	attacks	attack	NOUN
easat-9142	432	26	.	.	PUNCT
easat-9142	433	1	network	network	NOUN
easat-9142	433	2	security	security	NOUN
easat-9142	433	3	frameworks	framework	NOUN
easat-9142	433	4	and	and	CCONJ
easat-9142	433	5	evaluations	evaluation	VERB
easat-9142	433	6	robust	robust	ADJ
easat-9142	433	7	network	network	NOUN
easat-9142	433	8	security	security	NOUN
easat-9142	433	9	reduces	reduce	VERB
easat-9142	433	10	risk	risk	NOUN
easat-9142	433	11	of	of	ADP
easat-9142	433	12	cyber	cyber	PROPN
easat-9142	433	13	intrusion	intrusion	NOUN
easat-9142	433	14	.	.	PUNCT
easat-9142	434	1	strengthened	strengthen	VERB
easat-9142	434	2	defense	defense	NOUN
easat-9142	434	3	against	against	ADP
easat-9142	434	4	external	external	ADJ
easat-9142	434	5	cyber	cyber	NOUN
easat-9142	434	6	threats	threat	NOUN
easat-9142	434	7	.	.	PUNCT
easat-9142	435	1	qasaimeh	qasaimeh	NOUN
easat-9142	435	2	,	,	PUNCT
easat-9142	435	3	et	et	PROPN
easat-9142	435	4	al	al	PROPN
easat-9142	435	5	.	.	PUNCT
easat-9142	436	1	[	[	X
easat-9142	436	2	29	29	NUM
easat-9142	436	3	]	]	PUNCT
easat-9142	436	4	data	datum	NOUN
easat-9142	436	5	integrity	integrity	NOUN
easat-9142	436	6	ensure	ensure	VERB
easat-9142	436	7	data	datum	NOUN
easat-9142	436	8	accuracy	accuracy	NOUN
easat-9142	436	9	,	,	PUNCT
easat-9142	436	10	consistency	consistency	NOUN
easat-9142	436	11	,	,	PUNCT
easat-9142	436	12	and	and	CCONJ
easat-9142	436	13	reliability	reliability	NOUN
easat-9142	436	14	by	by	ADP
easat-9142	436	15	detecting	detect	VERB
easat-9142	436	16	and	and	CCONJ
easat-9142	436	17	preventing	prevent	VERB
easat-9142	436	18	unauthorised	unauthorised	ADJ
easat-9142	436	19	alterations	alteration	NOUN
easat-9142	436	20	.	.	PUNCT
easat-9142	437	1	data	datum	NOUN
easat-9142	437	2	audit	audit	NOUN
easat-9142	437	3	and	and	CCONJ
easat-9142	437	4	integrity	integrity	NOUN
easat-9142	437	5	protocols	protocol	NOUN
easat-9142	437	6	regular	regular	ADJ
easat-9142	437	7	audits	audit	NOUN
easat-9142	437	8	maintain	maintain	VERB
easat-9142	437	9	trustworthy	trustworthy	ADJ
easat-9142	437	10	financial	financial	ADJ
easat-9142	437	11	data	datum	NOUN
easat-9142	437	12	.	.	PUNCT
easat-9142	438	1	trustworthy	trustworthy	ADJ
easat-9142	438	2	financial	financial	ADJ
easat-9142	438	3	records	record	NOUN
easat-9142	438	4	and	and	CCONJ
easat-9142	438	5	compliance	compliance	NOUN
easat-9142	438	6	assurance	assurance	NOUN
easat-9142	438	7	.	.	PUNCT
easat-9142	439	1	sabale	sabale	NOUN
easat-9142	439	2	,	,	PUNCT
easat-9142	439	3	et	et	PROPN
easat-9142	439	4	al	al	PROPN
easat-9142	439	5	.	.	PUNCT
easat-9142	440	1	[	[	X
easat-9142	440	2	30	30	NUM
easat-9142	440	3	]	]	SYM
easat-9142	440	4	2239	2239	NUM
easat-9142	440	5	edelweiss	edelweiss	PROPN
easat-9142	440	6	applied	apply	VERB
easat-9142	440	7	science	science	NOUN
easat-9142	440	8	and	and	CCONJ
easat-9142	440	9	technology	technology	NOUN
easat-9142	440	10	issn	issn	PROPN
easat-9142	440	11	:	:	PUNCT
easat-9142	440	12	2576	2576	NUM
easat-9142	440	13	-	-	SYM
easat-9142	440	14	8484	8484	NUM
easat-9142	440	15	vol	vol	NOUN
easat-9142	440	16	.	.	PROPN
easat-9142	441	1	9	9	NUM
easat-9142	441	2	,	,	PUNCT
easat-9142	441	3	no	no	INTJ
easat-9142	441	4	.	.	NOUN
easat-9142	441	5	7	7	NUM
easat-9142	441	6	:	:	SYM
easat-9142	441	7	2222	2222	NUM
easat-9142	441	8	-	-	SYM
easat-9142	441	9	2245	2245	NUM
easat-9142	441	10	,	,	PUNCT
easat-9142	441	11	2025	2025	NUM
easat-9142	441	12	doi	doi	NOUN
easat-9142	441	13	:	:	PUNCT
easat-9142	441	14	10.55214/2576	10.55214/2576	NUM
easat-9142	441	15	-	-	PUNCT
easat-9142	441	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	442	1	©	©	PROPN
easat-9142	442	2	2025	2025	NUM
easat-9142	442	3	by	by	ADP
easat-9142	442	4	the	the	DET
easat-9142	442	5	authors	author	NOUN
easat-9142	442	6	;	;	PUNCT
easat-9142	442	7	licensee	licensee	PROPN
easat-9142	442	8	learning	learning	NOUN
easat-9142	442	9	gate	gate	NOUN
easat-9142	442	10	10.1	10.1	NUM
easat-9142	442	11	.	.	PUNCT
easat-9142	443	1	implications	implication	NOUN
easat-9142	443	2	of	of	ADP
easat-9142	443	3	the	the	DET
easat-9142	443	4	study	study	NOUN
easat-9142	443	5	the	the	DET
easat-9142	443	6	integration	integration	NOUN
easat-9142	443	7	of	of	ADP
easat-9142	443	8	advanced	advanced	ADJ
easat-9142	443	9	predictive	predictive	ADJ
easat-9142	443	10	analytics	analytic	NOUN
easat-9142	443	11	in	in	ADP
easat-9142	443	12	financial	financial	ADJ
easat-9142	443	13	information	information	NOUN
easat-9142	443	14	security	security	NOUN
easat-9142	443	15	carries	carry	VERB
easat-9142	443	16	serious	serious	ADJ
easat-9142	443	17	consequences	consequence	NOUN
easat-9142	443	18	for	for	ADP
easat-9142	443	19	both	both	CCONJ
easat-9142	443	20	the	the	DET
easat-9142	443	21	financial	financial	ADJ
easat-9142	443	22	industry	industry	NOUN
easat-9142	443	23	and	and	CCONJ
easat-9142	443	24	the	the	DET
easat-9142	443	25	broader	broad	ADJ
easat-9142	443	26	cybersecurity	cybersecurity	NOUN
easat-9142	443	27	landscape	landscape	NOUN
easat-9142	443	28	.	.	PUNCT
easat-9142	444	1	this	this	DET
easat-9142	444	2	study	study	NOUN
easat-9142	444	3	underscores	underscore	VERB
easat-9142	444	4	how	how	SCONJ
easat-9142	444	5	predictive	predictive	ADJ
easat-9142	444	6	analytics	analytic	NOUN
easat-9142	444	7	,	,	PUNCT
easat-9142	444	8	using	use	VERB
easat-9142	444	9	machine	machine	NOUN
easat-9142	444	10	learning	learning	NOUN
easat-9142	444	11	and	and	CCONJ
easat-9142	444	12	artificial	artificial	ADJ
easat-9142	444	13	intelligence	intelligence	NOUN
easat-9142	444	14	,	,	PUNCT
easat-9142	444	15	can	can	AUX
easat-9142	444	16	transform	transform	VERB
easat-9142	444	17	the	the	DET
easat-9142	444	18	way	way	NOUN
easat-9142	444	19	financial	financial	ADJ
easat-9142	444	20	institutions	institution	NOUN
easat-9142	444	21	identify	identify	VERB
easat-9142	444	22	,	,	PUNCT
easat-9142	444	23	mitigate	mitigate	VERB
easat-9142	444	24	,	,	PUNCT
easat-9142	444	25	and	and	CCONJ
easat-9142	444	26	respond	respond	VERB
easat-9142	444	27	to	to	ADP
easat-9142	444	28	emerging	emerge	VERB
easat-9142	444	29	cyber	cyber	NOUN
easat-9142	444	30	threats	threat	NOUN
easat-9142	444	31	[	[	X
easat-9142	444	32	86	86	NUM
easat-9142	444	33	]	]	PUNCT
easat-9142	444	34	.	.	PUNCT
easat-9142	445	1	10.2	10.2	NUM
easat-9142	445	2	.	.	PUNCT
easat-9142	446	1	practical	practical	ADJ
easat-9142	446	2	implications	implication	NOUN
easat-9142	446	3	financial	financial	ADJ
easat-9142	446	4	institutions	institution	NOUN
easat-9142	446	5	might	might	AUX
easat-9142	446	6	utilise	utilise	VERB
easat-9142	446	7	the	the	DET
easat-9142	446	8	findings	finding	NOUN
easat-9142	446	9	to	to	PART
easat-9142	446	10	create	create	VERB
easat-9142	446	11	more	more	ADV
easat-9142	446	12	proactive	proactive	ADJ
easat-9142	446	13	and	and	CCONJ
easat-9142	446	14	dynamic	dynamic	ADJ
easat-9142	446	15	security	security	NOUN
easat-9142	446	16	systems	system	NOUN
easat-9142	446	17	that	that	PRON
easat-9142	446	18	are	be	AUX
easat-9142	446	19	capable	capable	ADJ
easat-9142	446	20	of	of	ADP
easat-9142	446	21	detecting	detect	VERB
easat-9142	446	22	and	and	CCONJ
easat-9142	446	23	preventing	prevent	VERB
easat-9142	446	24	threats	threat	NOUN
easat-9142	446	25	in	in	ADP
easat-9142	446	26	real	real	ADJ
easat-9142	446	27	-	-	PUNCT
easat-9142	446	28	time	time	NOUN
easat-9142	446	29	.	.	PUNCT
easat-9142	447	1	by	by	ADP
easat-9142	447	2	adopting	adopt	VERB
easat-9142	447	3	predictive	predictive	ADJ
easat-9142	447	4	models	model	NOUN
easat-9142	447	5	,	,	PUNCT
easat-9142	447	6	organizations	organization	NOUN
easat-9142	447	7	can	can	AUX
easat-9142	447	8	switch	switch	VERB
easat-9142	447	9	from	from	ADP
easat-9142	447	10	reactive	reactive	ADJ
easat-9142	447	11	defence	defence	NOUN
easat-9142	447	12	mechanisms	mechanism	NOUN
easat-9142	447	13	to	to	ADP
easat-9142	447	14	anticipatory	anticipatory	ADJ
easat-9142	447	15	strategies	strategy	NOUN
easat-9142	447	16	,	,	PUNCT
easat-9142	447	17	thereby	thereby	ADV
easat-9142	447	18	reducing	reduce	VERB
easat-9142	447	19	the	the	DET
easat-9142	447	20	frequency	frequency	NOUN
easat-9142	447	21	and	and	CCONJ
easat-9142	447	22	impact	impact	NOUN
easat-9142	447	23	of	of	ADP
easat-9142	447	24	cyberattacks	cyberattack	NOUN
easat-9142	447	25	[	[	X
easat-9142	447	26	73	73	NUM
easat-9142	447	27	]	]	PUNCT
easat-9142	447	28	.	.	PUNCT
easat-9142	448	1	enhanced	enhance	VERB
easat-9142	448	2	fraud	fraud	NOUN
easat-9142	448	3	detection	detection	NOUN
easat-9142	448	4	capabilities	capability	NOUN
easat-9142	448	5	and	and	CCONJ
easat-9142	448	6	risk	risk	NOUN
easat-9142	448	7	assessment	assessment	NOUN
easat-9142	448	8	models	model	NOUN
easat-9142	448	9	have	have	VERB
easat-9142	448	10	the	the	DET
easat-9142	448	11	potential	potential	NOUN
easat-9142	448	12	to	to	PART
easat-9142	448	13	generate	generate	VERB
easat-9142	448	14	significant	significant	ADJ
easat-9142	448	15	cost	cost	NOUN
easat-9142	448	16	reductions	reduction	NOUN
easat-9142	448	17	by	by	ADP
easat-9142	448	18	minimising	minimise	VERB
easat-9142	448	19	losses	loss	NOUN
easat-9142	448	20	due	due	ADJ
easat-9142	448	21	to	to	ADP
easat-9142	448	22	fraudulent	fraudulent	ADJ
easat-9142	448	23	transactions	transaction	NOUN
easat-9142	448	24	and	and	CCONJ
easat-9142	448	25	improving	improve	VERB
easat-9142	448	26	credit	credit	NOUN
easat-9142	448	27	risk	risk	NOUN
easat-9142	448	28	evaluations	evaluation	NOUN
easat-9142	448	29	[	[	X
easat-9142	448	30	87	87	NUM
easat-9142	448	31	]	]	PUNCT
easat-9142	448	32	.	.	PUNCT
easat-9142	449	1	moreover	moreover	ADV
easat-9142	449	2	,	,	PUNCT
easat-9142	449	3	enhanced	enhanced	ADJ
easat-9142	449	4	data	datum	NOUN
easat-9142	449	5	integrity	integrity	NOUN
easat-9142	449	6	and	and	CCONJ
easat-9142	449	7	privacypreserving	privacypreserve	VERB
easat-9142	449	8	analytics	analytic	NOUN
easat-9142	449	9	facilitate	facilitate	VERB
easat-9142	449	10	adherence	adherence	NOUN
easat-9142	449	11	to	to	ADP
easat-9142	449	12	rigorous	rigorous	ADJ
easat-9142	449	13	regulatory	regulatory	ADJ
easat-9142	449	14	frameworks	framework	NOUN
easat-9142	449	15	like	like	ADP
easat-9142	449	16	gdpr	gdpr	VERB
easat-9142	449	17	and	and	CCONJ
easat-9142	449	18	ccpa	ccpa	VERB
easat-9142	449	19	,	,	PUNCT
easat-9142	449	20	thereby	thereby	ADV
easat-9142	449	21	minimising	minimise	VERB
easat-9142	449	22	the	the	DET
easat-9142	449	23	potential	potential	NOUN
easat-9142	449	24	for	for	ADP
easat-9142	449	25	legal	legal	ADJ
easat-9142	449	26	repercussions	repercussion	NOUN
easat-9142	449	27	and	and	CCONJ
easat-9142	449	28	harm	harm	NOUN
easat-9142	449	29	to	to	ADP
easat-9142	449	30	reputation	reputation	NOUN
easat-9142	449	31	[	[	X
easat-9142	449	32	88	88	NUM
easat-9142	449	33	]	]	PUNCT
easat-9142	449	34	.	.	PUNCT
easat-9142	450	1	10.3	10.3	NUM
easat-9142	450	2	.	.	PUNCT
easat-9142	451	1	technological	technological	ADJ
easat-9142	451	2	implications	implication	NOUN
easat-9142	451	3	the	the	DET
easat-9142	451	4	study	study	NOUN
easat-9142	451	5	emphasises	emphasise	VERB
easat-9142	451	6	that	that	SCONJ
easat-9142	451	7	there	there	PRON
easat-9142	451	8	must	must	AUX
easat-9142	451	9	be	be	AUX
easat-9142	451	10	ongoing	ongoing	ADJ
easat-9142	451	11	innovation	innovation	NOUN
easat-9142	451	12	in	in	ADP
easat-9142	451	13	ai	ai	PROPN
easat-9142	451	14	and	and	CCONJ
easat-9142	451	15	ml	ml	ADP
easat-9142	451	16	algorithms	algorithm	NOUN
easat-9142	451	17	to	to	PART
easat-9142	451	18	improve	improve	VERB
easat-9142	451	19	their	their	PRON
easat-9142	451	20	robustness	robustness	NOUN
easat-9142	451	21	against	against	ADP
easat-9142	451	22	adversarial	adversarial	ADJ
easat-9142	451	23	attacks	attack	NOUN
easat-9142	451	24	and	and	CCONJ
easat-9142	451	25	adjust	adjust	VERB
easat-9142	451	26	to	to	ADP
easat-9142	451	27	the	the	DET
easat-9142	451	28	swiftly	swiftly	ADV
easat-9142	451	29	changing	change	VERB
easat-9142	451	30	landscape	landscape	NOUN
easat-9142	451	31	of	of	ADP
easat-9142	451	32	cyber	cyber	ADJ
easat-9142	451	33	threats	threat	NOUN
easat-9142	451	34	[	[	X
easat-9142	451	35	89	89	NUM
easat-9142	451	36	]	]	PUNCT
easat-9142	451	37	.	.	PUNCT
easat-9142	452	1	financial	financial	ADJ
easat-9142	452	2	institutions	institution	NOUN
easat-9142	452	3	are	be	AUX
easat-9142	452	4	encouraged	encourage	VERB
easat-9142	452	5	to	to	PART
easat-9142	452	6	invest	invest	VERB
easat-9142	452	7	in	in	ADP
easat-9142	452	8	integrating	integrate	VERB
easat-9142	452	9	these	these	DET
easat-9142	452	10	predictive	predictive	ADJ
easat-9142	452	11	analytics	analytic	NOUN
easat-9142	452	12	tools	tool	NOUN
easat-9142	452	13	with	with	ADP
easat-9142	452	14	their	their	PRON
easat-9142	452	15	existing	exist	VERB
easat-9142	452	16	legacy	legacy	NOUN
easat-9142	452	17	systems	system	NOUN
easat-9142	452	18	to	to	PART
easat-9142	452	19	maximise	maximise	VERB
easat-9142	452	20	their	their	PRON
easat-9142	452	21	utility	utility	NOUN
easat-9142	452	22	and	and	CCONJ
easat-9142	452	23	operational	operational	ADJ
easat-9142	452	24	effectiveness	effectiveness	NOUN
easat-9142	452	25	.	.	PUNCT
easat-9142	453	1	furthermore	furthermore	ADV
easat-9142	453	2	,	,	PUNCT
easat-9142	453	3	the	the	DET
easat-9142	453	4	exploration	exploration	NOUN
easat-9142	453	5	of	of	ADP
easat-9142	453	6	emerging	emerge	VERB
easat-9142	453	7	technologies	technology	NOUN
easat-9142	453	8	such	such	ADJ
easat-9142	453	9	as	as	ADP
easat-9142	453	10	blockchain	blockchain	NOUN
easat-9142	453	11	,	,	PUNCT
easat-9142	453	12	quantum	quantum	NOUN
easat-9142	453	13	-	-	ADJ
easat-9142	453	14	safe	safe	ADJ
easat-9142	453	15	cryptography	cryptography	NOUN
easat-9142	453	16	,	,	PUNCT
easat-9142	453	17	and	and	CCONJ
easat-9142	453	18	security	security	NOUN
easat-9142	453	19	automation	automation	NOUN
easat-9142	453	20	offers	offer	VERB
easat-9142	453	21	a	a	DET
easat-9142	453	22	pathway	pathway	NOUN
easat-9142	453	23	toward	toward	ADP
easat-9142	453	24	building	build	VERB
easat-9142	453	25	more	more	ADV
easat-9142	453	26	resilient	resilient	ADJ
easat-9142	453	27	and	and	CCONJ
easat-9142	453	28	secure	secure	VERB
easat-9142	453	29	financial	financial	ADJ
easat-9142	453	30	infrastructures	infrastructure	NOUN
easat-9142	453	31	[	[	X
easat-9142	453	32	90	90	NUM
easat-9142	453	33	]	]	PUNCT
easat-9142	453	34	.	.	PUNCT
easat-9142	454	1	10.4	10.4	NUM
easat-9142	454	2	.	.	PUNCT
easat-9142	455	1	policy	policy	NOUN
easat-9142	455	2	and	and	CCONJ
easat-9142	455	3	regulatory	regulatory	ADJ
easat-9142	455	4	implications	implication	NOUN
easat-9142	455	5	findings	finding	NOUN
easat-9142	455	6	emphasise	emphasise	VERB
easat-9142	455	7	the	the	DET
easat-9142	455	8	critical	critical	ADJ
easat-9142	455	9	role	role	NOUN
easat-9142	455	10	of	of	ADP
easat-9142	455	11	data	datum	NOUN
easat-9142	455	12	privacy	privacy	NOUN
easat-9142	455	13	and	and	CCONJ
easat-9142	455	14	regulatory	regulatory	ADJ
easat-9142	455	15	compliance	compliance	NOUN
easat-9142	455	16	in	in	ADP
easat-9142	455	17	the	the	DET
easat-9142	455	18	deployment	deployment	NOUN
easat-9142	455	19	of	of	ADP
easat-9142	455	20	predictive	predictive	ADJ
easat-9142	455	21	analytics	analytic	NOUN
easat-9142	455	22	solutions	solution	NOUN
easat-9142	455	23	.	.	PUNCT
easat-9142	456	1	policymakers	policymaker	NOUN
easat-9142	456	2	and	and	CCONJ
easat-9142	456	3	regulators	regulator	NOUN
easat-9142	456	4	can	can	AUX
easat-9142	456	5	use	use	VERB
easat-9142	456	6	insights	insight	NOUN
easat-9142	456	7	from	from	ADP
easat-9142	456	8	this	this	DET
easat-9142	456	9	study	study	NOUN
easat-9142	456	10	to	to	PART
easat-9142	456	11	formulate	formulate	VERB
easat-9142	456	12	guidelines	guideline	NOUN
easat-9142	456	13	that	that	PRON
easat-9142	456	14	balance	balance	NOUN
easat-9142	456	15	innovation	innovation	NOUN
easat-9142	456	16	in	in	ADP
easat-9142	456	17	financial	financial	ADJ
easat-9142	456	18	cybersecurity	cybersecurity	NOUN
easat-9142	456	19	with	with	ADP
easat-9142	456	20	the	the	DET
easat-9142	456	21	protection	protection	NOUN
easat-9142	456	22	of	of	ADP
easat-9142	456	23	individual	individual	ADJ
easat-9142	456	24	privacy	privacy	NOUN
easat-9142	456	25	rights	right	NOUN
easat-9142	456	26	[	[	X
easat-9142	456	27	49	49	NUM
easat-9142	456	28	]	]	PUNCT
easat-9142	456	29	.	.	PUNCT
easat-9142	457	1	this	this	PRON
easat-9142	457	2	includes	include	VERB
easat-9142	457	3	encouraging	encourage	VERB
easat-9142	457	4	transparency	transparency	NOUN
easat-9142	457	5	and	and	CCONJ
easat-9142	457	6	explainability	explainability	NOUN
easat-9142	457	7	in	in	ADP
easat-9142	457	8	ai	ai	ADJ
easat-9142	457	9	-	-	PUNCT
easat-9142	457	10	driven	drive	VERB
easat-9142	457	11	decision	decision	NOUN
easat-9142	457	12	-	-	PUNCT
easat-9142	457	13	making	making	NOUN
easat-9142	457	14	,	,	PUNCT
easat-9142	457	15	fostering	foster	VERB
easat-9142	457	16	trust	trust	NOUN
easat-9142	457	17	between	between	ADP
easat-9142	457	18	consumers	consumer	NOUN
easat-9142	457	19	,	,	PUNCT
easat-9142	457	20	financial	financial	ADJ
easat-9142	457	21	institutions	institution	NOUN
easat-9142	457	22	,	,	PUNCT
easat-9142	457	23	and	and	CCONJ
easat-9142	457	24	regulatory	regulatory	ADJ
easat-9142	457	25	bodies	body	NOUN
easat-9142	457	26	[	[	X
easat-9142	457	27	91	91	NUM
easat-9142	457	28	]	]	PUNCT
easat-9142	457	29	.	.	PUNCT
easat-9142	458	1	10.5	10.5	NUM
easat-9142	458	2	.	.	PUNCT
easat-9142	459	1	academic	academic	ADJ
easat-9142	459	2	and	and	CCONJ
easat-9142	459	3	research	research	NOUN
easat-9142	459	4	implications	implication	NOUN
easat-9142	459	5	the	the	DET
easat-9142	459	6	study	study	NOUN
easat-9142	459	7	identifies	identify	VERB
easat-9142	459	8	key	key	ADJ
easat-9142	459	9	research	research	NOUN
easat-9142	459	10	gaps	gap	NOUN
easat-9142	459	11	,	,	PUNCT
easat-9142	459	12	such	such	ADJ
easat-9142	459	13	as	as	ADP
easat-9142	459	14	the	the	DET
easat-9142	459	15	need	need	NOUN
easat-9142	459	16	for	for	ADP
easat-9142	459	17	models	model	NOUN
easat-9142	459	18	that	that	PRON
easat-9142	459	19	predict	predict	VERB
easat-9142	459	20	novel	novel	ADJ
easat-9142	459	21	cyber	cyber	NOUN
easat-9142	459	22	-	-	PUNCT
easat-9142	459	23	attacks	attack	NOUN
easat-9142	459	24	and	and	CCONJ
easat-9142	459	25	seamless	seamless	ADJ
easat-9142	459	26	integration	integration	NOUN
easat-9142	459	27	with	with	ADP
easat-9142	459	28	legacy	legacy	NOUN
easat-9142	459	29	systems	system	NOUN
easat-9142	459	30	[	[	X
easat-9142	459	31	92	92	NUM
easat-9142	459	32	]	]	PUNCT
easat-9142	459	33	.	.	PUNCT
easat-9142	460	1	it	it	PRON
easat-9142	460	2	calls	call	VERB
easat-9142	460	3	for	for	SCONJ
easat-9142	460	4	further	further	ADJ
easat-9142	460	5	interdisciplinary	interdisciplinary	ADJ
easat-9142	460	6	research	research	NOUN
easat-9142	460	7	combining	combine	VERB
easat-9142	460	8	cybersecurity	cybersecurity	NOUN
easat-9142	460	9	,	,	PUNCT
easat-9142	460	10	finance	finance	NOUN
easat-9142	460	11	,	,	PUNCT
easat-9142	460	12	data	data	NOUN
easat-9142	460	13	science	science	NOUN
easat-9142	460	14	,	,	PUNCT
easat-9142	460	15	and	and	CCONJ
easat-9142	460	16	legal	legal	ADJ
easat-9142	460	17	expertise	expertise	NOUN
easat-9142	460	18	to	to	PART
easat-9142	460	19	develop	develop	VERB
easat-9142	460	20	holistic	holistic	ADJ
easat-9142	460	21	and	and	CCONJ
easat-9142	460	22	effective	effective	ADJ
easat-9142	460	23	predictive	predictive	ADJ
easat-9142	460	24	frameworks	framework	NOUN
easat-9142	460	25	.	.	PUNCT
easat-9142	461	1	future	future	ADJ
easat-9142	461	2	research	research	NOUN
easat-9142	461	3	can	can	AUX
easat-9142	461	4	build	build	VERB
easat-9142	461	5	on	on	ADP
easat-9142	461	6	this	this	DET
easat-9142	461	7	foundation	foundation	NOUN
easat-9142	461	8	to	to	PART
easat-9142	461	9	refine	refine	VERB
easat-9142	461	10	methodologies	methodology	NOUN
easat-9142	461	11	,	,	PUNCT
easat-9142	461	12	address	address	VERB
easat-9142	461	13	ethical	ethical	ADJ
easat-9142	461	14	concerns	concern	NOUN
easat-9142	461	15	,	,	PUNCT
easat-9142	461	16	and	and	CCONJ
easat-9142	461	17	enhance	enhance	VERB
easat-9142	461	18	model	model	NOUN
easat-9142	461	19	interpretability	interpretability	NOUN
easat-9142	461	20	.	.	PUNCT
easat-9142	462	1	in	in	ADP
easat-9142	462	2	conclusion	conclusion	NOUN
easat-9142	462	3	,	,	PUNCT
easat-9142	462	4	the	the	DET
easat-9142	462	5	implications	implication	NOUN
easat-9142	462	6	of	of	ADP
easat-9142	462	7	this	this	DET
easat-9142	462	8	study	study	NOUN
easat-9142	462	9	highlight	highlight	VERB
easat-9142	462	10	that	that	SCONJ
easat-9142	462	11	advanced	advanced	ADJ
easat-9142	462	12	predictive	predictive	ADJ
easat-9142	462	13	analytics	analytic	NOUN
easat-9142	462	14	is	be	AUX
easat-9142	462	15	pivotal	pivotal	ADJ
easat-9142	462	16	for	for	ADP
easat-9142	462	17	the	the	DET
easat-9142	462	18	evolution	evolution	NOUN
easat-9142	462	19	of	of	ADP
easat-9142	462	20	financial	financial	ADJ
easat-9142	462	21	information	information	NOUN
easat-9142	462	22	security	security	NOUN
easat-9142	462	23	,	,	PUNCT
easat-9142	462	24	enabling	enable	VERB
easat-9142	462	25	smarter	smart	ADJ
easat-9142	462	26	,	,	PUNCT
easat-9142	462	27	faster	fast	ADV
easat-9142	462	28	,	,	PUNCT
easat-9142	462	29	and	and	CCONJ
easat-9142	462	30	more	more	ADV
easat-9142	462	31	reliable	reliable	ADJ
easat-9142	462	32	protection	protection	NOUN
easat-9142	462	33	mechanisms	mechanism	NOUN
easat-9142	462	34	[	[	X
easat-9142	462	35	93	93	NUM
easat-9142	462	36	]	]	PUNCT
easat-9142	462	37	.	.	PUNCT
easat-9142	463	1	this	this	DET
easat-9142	463	2	transformation	transformation	NOUN
easat-9142	463	3	is	be	AUX
easat-9142	463	4	essential	essential	ADJ
easat-9142	463	5	to	to	ADP
easat-9142	463	6	sustaining	sustain	VERB
easat-9142	463	7	trust	trust	NOUN
easat-9142	463	8	and	and	CCONJ
easat-9142	463	9	stability	stability	NOUN
easat-9142	463	10	in	in	ADP
easat-9142	463	11	the	the	DET
easat-9142	463	12	increasingly	increasingly	ADV
easat-9142	463	13	digital	digital	ADJ
easat-9142	463	14	financial	financial	ADJ
easat-9142	463	15	ecosystem	ecosystem	NOUN
easat-9142	463	16	.	.	PUNCT
easat-9142	464	1	11	11	NUM
easat-9142	464	2	.	.	PUNCT
easat-9142	464	3	limitations	limitation	NOUN
easat-9142	464	4	despite	despite	SCONJ
easat-9142	464	5	the	the	DET
easat-9142	464	6	promising	promising	ADJ
easat-9142	464	7	capabilities	capability	NOUN
easat-9142	464	8	of	of	ADP
easat-9142	464	9	advanced	advanced	ADJ
easat-9142	464	10	predictive	predictive	ADJ
easat-9142	464	11	analytics	analytic	NOUN
easat-9142	464	12	in	in	ADP
easat-9142	464	13	enhancing	enhance	VERB
easat-9142	464	14	financial	financial	ADJ
easat-9142	464	15	information	information	NOUN
easat-9142	464	16	security	security	NOUN
easat-9142	464	17	,	,	PUNCT
easat-9142	464	18	this	this	DET
easat-9142	464	19	study	study	NOUN
easat-9142	464	20	faces	face	VERB
easat-9142	464	21	several	several	ADJ
easat-9142	464	22	limitations	limitation	NOUN
easat-9142	464	23	.	.	PUNCT
easat-9142	465	1	firstly	firstly	ADV
easat-9142	465	2	,	,	PUNCT
easat-9142	465	3	incorporating	incorporate	VERB
easat-9142	465	4	predictive	predictive	ADJ
easat-9142	465	5	models	model	NOUN
easat-9142	465	6	into	into	ADP
easat-9142	465	7	existing	exist	VERB
easat-9142	465	8	financial	financial	ADJ
easat-9142	465	9	systems	system	NOUN
easat-9142	465	10	presents	present	VERB
easat-9142	465	11	a	a	DET
easat-9142	465	12	significant	significant	ADJ
easat-9142	465	13	challenge	challenge	NOUN
easat-9142	465	14	[	[	X
easat-9142	465	15	94	94	NUM
easat-9142	465	16	]	]	PUNCT
easat-9142	465	17	.	.	PUNCT
easat-9142	466	1	numerous	numerous	ADJ
easat-9142	466	2	financial	financial	ADJ
easat-9142	466	3	institutions	institution	NOUN
easat-9142	466	4	function	function	VERB
easat-9142	466	5	using	use	VERB
easat-9142	466	6	obsolete	obsolete	ADJ
easat-9142	466	7	infrastructures	infrastructure	NOUN
easat-9142	466	8	that	that	PRON
easat-9142	466	9	lack	lack	VERB
easat-9142	466	10	compatibility	compatibility	NOUN
easat-9142	466	11	with	with	ADP
easat-9142	466	12	modern	modern	ADJ
easat-9142	466	13	ai	ai	NOUN
easat-9142	466	14	and	and	CCONJ
easat-9142	466	15	machine	machine	NOUN
easat-9142	466	16	learning	learning	NOUN
easat-9142	466	17	technologies	technology	NOUN
easat-9142	466	18	,	,	PUNCT
easat-9142	466	19	making	make	VERB
easat-9142	466	20	seamless	seamless	ADJ
easat-9142	466	21	adoption	adoption	NOUN
easat-9142	466	22	difficult	difficult	ADJ
easat-9142	466	23	and	and	CCONJ
easat-9142	466	24	costly	costly	ADJ
easat-9142	466	25	.	.	PUNCT
easat-9142	467	1	secondly	secondly	ADV
easat-9142	467	2	,	,	PUNCT
easat-9142	467	3	data	datum	NOUN
easat-9142	467	4	privacy	privacy	NOUN
easat-9142	467	5	and	and	CCONJ
easat-9142	467	6	regulatory	regulatory	ADJ
easat-9142	467	7	compliance	compliance	NOUN
easat-9142	467	8	impose	impose	VERB
easat-9142	467	9	constraints	constraint	NOUN
easat-9142	467	10	on	on	ADP
easat-9142	467	11	the	the	DET
easat-9142	467	12	extent	extent	NOUN
easat-9142	467	13	to	to	PART
easat-9142	467	14	which	which	PRON
easat-9142	467	15	personal	personal	ADJ
easat-9142	467	16	and	and	CCONJ
easat-9142	467	17	transactional	transactional	ADJ
easat-9142	467	18	data	datum	NOUN
easat-9142	467	19	can	can	AUX
easat-9142	467	20	be	be	AUX
easat-9142	467	21	used	use	VERB
easat-9142	467	22	for	for	ADP
easat-9142	467	23	model	model	NOUN
easat-9142	467	24	training	training	NOUN
easat-9142	467	25	as	as	ADV
easat-9142	467	26	well	well	ADV
easat-9142	467	27	as	as	ADP
easat-9142	467	28	real	real	ADJ
easat-9142	467	29	-	-	PUNCT
easat-9142	467	30	time	time	NOUN
easat-9142	467	31	analytics	analytic	NOUN
easat-9142	467	32	[	[	X
easat-9142	467	33	95	95	NUM
easat-9142	467	34	]	]	PUNCT
easat-9142	467	35	.	.	PUNCT
easat-9142	468	1	2240	2240	NUM
easat-9142	468	2	edelweiss	edelweiss	PROPN
easat-9142	468	3	applied	apply	VERB
easat-9142	468	4	science	science	NOUN
easat-9142	468	5	and	and	CCONJ
easat-9142	468	6	technology	technology	NOUN
easat-9142	468	7	issn	issn	PROPN
easat-9142	468	8	:	:	PUNCT
easat-9142	468	9	2576	2576	NUM
easat-9142	468	10	-	-	SYM
easat-9142	468	11	8484	8484	NUM
easat-9142	468	12	vol	vol	NOUN
easat-9142	468	13	.	.	PROPN
easat-9142	469	1	9	9	NUM
easat-9142	469	2	,	,	PUNCT
easat-9142	469	3	no	no	INTJ
easat-9142	469	4	.	.	NOUN
easat-9142	469	5	7	7	NUM
easat-9142	469	6	:	:	SYM
easat-9142	469	7	2222	2222	NUM
easat-9142	469	8	-	-	SYM
easat-9142	469	9	2245	2245	NUM
easat-9142	469	10	,	,	PUNCT
easat-9142	469	11	2025	2025	NUM
easat-9142	469	12	doi	doi	NOUN
easat-9142	469	13	:	:	PUNCT
easat-9142	469	14	10.55214/2576	10.55214/2576	NUM
easat-9142	469	15	-	-	PUNCT
easat-9142	469	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	470	1	©	©	PROPN
easat-9142	470	2	2025	2025	NUM
easat-9142	470	3	by	by	ADP
easat-9142	470	4	the	the	DET
easat-9142	470	5	authors	author	NOUN
easat-9142	470	6	;	;	PUNCT
easat-9142	470	7	licensee	licensee	PROPN
easat-9142	470	8	learning	learning	NOUN
easat-9142	470	9	gate	gate	VERB
easat-9142	470	10	strict	strict	ADJ
easat-9142	470	11	regulations	regulation	NOUN
easat-9142	470	12	,	,	PUNCT
easat-9142	470	13	for	for	ADP
easat-9142	470	14	example	example	NOUN
easat-9142	470	15	,	,	PUNCT
easat-9142	470	16	gdpr	gdpr	VERB
easat-9142	470	17	and	and	CCONJ
easat-9142	470	18	ccpa	ccpa	VERB
easat-9142	470	19	,	,	PUNCT
easat-9142	470	20	require	require	VERB
easat-9142	470	21	careful	careful	ADJ
easat-9142	470	22	balancing	balancing	NOUN
easat-9142	470	23	of	of	ADP
easat-9142	470	24	predictive	predictive	ADJ
easat-9142	470	25	accuracy	accuracy	NOUN
easat-9142	470	26	with	with	ADP
easat-9142	470	27	privacy	privacy	NOUN
easat-9142	470	28	protection	protection	NOUN
easat-9142	470	29	,	,	PUNCT
easat-9142	470	30	limiting	limit	VERB
easat-9142	470	31	data	datum	NOUN
easat-9142	470	32	accessibility	accessibility	NOUN
easat-9142	470	33	and	and	CCONJ
easat-9142	470	34	potentially	potentially	ADV
easat-9142	470	35	impacting	impact	VERB
easat-9142	470	36	model	model	NOUN
easat-9142	470	37	performance	performance	NOUN
easat-9142	470	38	.	.	PUNCT
easat-9142	471	1	additionally	additionally	ADV
easat-9142	471	2	,	,	PUNCT
easat-9142	471	3	predictive	predictive	ADJ
easat-9142	471	4	models	model	NOUN
easat-9142	471	5	face	face	VERB
easat-9142	471	6	significant	significant	ADJ
easat-9142	471	7	risks	risk	NOUN
easat-9142	471	8	from	from	ADP
easat-9142	471	9	adversarial	adversarial	ADJ
easat-9142	471	10	attacks	attack	NOUN
easat-9142	471	11	,	,	PUNCT
easat-9142	471	12	as	as	SCONJ
easat-9142	471	13	malicious	malicious	ADJ
easat-9142	471	14	individuals	individual	NOUN
easat-9142	471	15	intentionally	intentionally	ADV
easat-9142	471	16	alter	alter	VERB
easat-9142	471	17	inputs	input	NOUN
easat-9142	471	18	to	to	PART
easat-9142	471	19	mislead	mislead	VERB
easat-9142	471	20	systems	system	NOUN
easat-9142	471	21	,	,	PUNCT
easat-9142	471	22	raising	raise	VERB
easat-9142	471	23	concerns	concern	NOUN
easat-9142	471	24	about	about	ADP
easat-9142	471	25	model	model	NOUN
easat-9142	471	26	robustness	robustness	NOUN
easat-9142	471	27	and	and	CCONJ
easat-9142	471	28	trustworthiness	trustworthiness	NOUN
easat-9142	471	29	.	.	PUNCT
easat-9142	472	1	lastly	lastly	ADV
easat-9142	472	2	,	,	PUNCT
easat-9142	472	3	the	the	DET
easat-9142	472	4	scarcity	scarcity	NOUN
easat-9142	472	5	of	of	ADP
easat-9142	472	6	skilled	skilled	ADJ
easat-9142	472	7	personnel	personnel	NOUN
easat-9142	472	8	proficient	proficient	NOUN
easat-9142	472	9	in	in	ADP
easat-9142	472	10	both	both	PRON
easat-9142	472	11	finance	finance	NOUN
easat-9142	472	12	and	and	CCONJ
easat-9142	472	13	advanced	advanced	ADJ
easat-9142	472	14	analytics	analytic	NOUN
easat-9142	472	15	hampers	hamper	VERB
easat-9142	472	16	the	the	DET
easat-9142	472	17	effective	effective	ADJ
easat-9142	472	18	development	development	NOUN
easat-9142	472	19	,	,	PUNCT
easat-9142	472	20	deployment	deployment	NOUN
easat-9142	472	21	,	,	PUNCT
easat-9142	472	22	and	and	CCONJ
easat-9142	472	23	maintenance	maintenance	NOUN
easat-9142	472	24	of	of	ADP
easat-9142	472	25	these	these	DET
easat-9142	472	26	technologies	technology	NOUN
easat-9142	472	27	in	in	ADP
easat-9142	472	28	many	many	ADJ
easat-9142	472	29	organizations	organization	NOUN
easat-9142	472	30	[	[	X
easat-9142	472	31	15	15	NUM
easat-9142	472	32	]	]	PUNCT
easat-9142	472	33	.	.	PUNCT
easat-9142	473	1	12	12	NUM
easat-9142	473	2	.	.	PUNCT
easat-9142	474	1	future	future	ADJ
easat-9142	474	2	directions	direction	NOUN
easat-9142	474	3	future	future	ADJ
easat-9142	474	4	investigations	investigation	NOUN
easat-9142	474	5	should	should	AUX
easat-9142	474	6	concentrate	concentrate	VERB
easat-9142	474	7	on	on	ADP
easat-9142	474	8	creating	create	VERB
easat-9142	474	9	more	more	ADV
easat-9142	474	10	flexible	flexible	ADJ
easat-9142	474	11	and	and	CCONJ
easat-9142	474	12	resilient	resilient	ADJ
easat-9142	474	13	predictive	predictive	ADJ
easat-9142	474	14	analytics	analytic	NOUN
easat-9142	474	15	models	model	NOUN
easat-9142	474	16	that	that	PRON
easat-9142	474	17	can	can	AUX
easat-9142	474	18	seamlessly	seamlessly	ADV
easat-9142	474	19	integrate	integrate	VERB
easat-9142	474	20	with	with	ADP
easat-9142	474	21	various	various	ADJ
easat-9142	474	22	and	and	CCONJ
easat-9142	474	23	legacy	legacy	NOUN
easat-9142	474	24	financial	financial	ADJ
easat-9142	474	25	systems	system	NOUN
easat-9142	474	26	without	without	ADP
easat-9142	474	27	compromising	compromise	VERB
easat-9142	474	28	performance	performance	NOUN
easat-9142	474	29	or	or	CCONJ
easat-9142	474	30	security	security	NOUN
easat-9142	474	31	[	[	X
easat-9142	474	32	72	72	NUM
easat-9142	474	33	]	]	PUNCT
easat-9142	474	34	.	.	PUNCT
easat-9142	475	1	emphasis	emphasis	NOUN
easat-9142	475	2	should	should	AUX
easat-9142	475	3	be	be	AUX
easat-9142	475	4	placed	place	VERB
easat-9142	475	5	on	on	ADP
easat-9142	475	6	enhancing	enhance	VERB
easat-9142	475	7	model	model	NOUN
easat-9142	475	8	explainability	explainability	NOUN
easat-9142	475	9	to	to	PART
easat-9142	475	10	ensure	ensure	VERB
easat-9142	475	11	transparency	transparency	NOUN
easat-9142	475	12	,	,	PUNCT
easat-9142	475	13	regulatory	regulatory	ADJ
easat-9142	475	14	compliance	compliance	NOUN
easat-9142	475	15	,	,	PUNCT
easat-9142	475	16	and	and	CCONJ
easat-9142	475	17	greater	great	ADJ
easat-9142	475	18	stakeholder	stakeholder	NOUN
easat-9142	475	19	trust	trust	PROPN
easat-9142	475	20	.	.	PUNCT
easat-9142	476	1	privacy	privacy	NOUN
easat-9142	476	2	-	-	PUNCT
easat-9142	476	3	preserving	preserve	VERB
easat-9142	476	4	machine	machine	NOUN
easat-9142	476	5	learning	learn	VERB
easat-9142	476	6	methods	method	NOUN
easat-9142	476	7	like	like	ADP
easat-9142	476	8	federated	federated	ADJ
easat-9142	476	9	learning	learning	NOUN
easat-9142	476	10	and	and	CCONJ
easat-9142	476	11	differential	differential	PROPN
easat-9142	476	12	privacy	privacy	NOUN
easat-9142	476	13	present	present	ADJ
easat-9142	476	14	exciting	exciting	ADJ
easat-9142	476	15	opportunities	opportunity	NOUN
easat-9142	476	16	for	for	ADP
easat-9142	476	17	enhancing	enhance	VERB
easat-9142	476	18	predictive	predictive	ADJ
easat-9142	476	19	analytics	analytic	NOUN
easat-9142	476	20	,	,	PUNCT
easat-9142	476	21	all	all	PRON
easat-9142	476	22	while	while	SCONJ
easat-9142	476	23	adhering	adhere	VERB
easat-9142	476	24	to	to	ADP
easat-9142	476	25	data	datum	NOUN
easat-9142	476	26	protection	protection	NOUN
easat-9142	476	27	regulations	regulation	NOUN
easat-9142	476	28	and	and	CCONJ
easat-9142	476	29	ethical	ethical	ADJ
easat-9142	476	30	standards	standard	NOUN
easat-9142	476	31	.	.	PUNCT
easat-9142	477	1	additionally	additionally	ADV
easat-9142	477	2	,	,	PUNCT
easat-9142	477	3	ongoing	ongoing	ADJ
easat-9142	477	4	work	work	NOUN
easat-9142	477	5	is	be	AUX
easat-9142	477	6	needed	need	VERB
easat-9142	477	7	to	to	PART
easat-9142	477	8	defend	defend	VERB
easat-9142	477	9	predictive	predictive	ADJ
easat-9142	477	10	models	model	NOUN
easat-9142	477	11	against	against	ADP
easat-9142	477	12	adversarial	adversarial	ADJ
easat-9142	477	13	attacks	attack	NOUN
easat-9142	477	14	and	and	CCONJ
easat-9142	477	15	improve	improve	VERB
easat-9142	477	16	their	their	PRON
easat-9142	477	17	resilience	resilience	NOUN
easat-9142	477	18	to	to	ADP
easat-9142	477	19	evolving	evolve	VERB
easat-9142	477	20	cyber	cyber	NOUN
easat-9142	477	21	threats	threat	NOUN
easat-9142	477	22	.	.	PUNCT
easat-9142	478	1	expanding	expand	VERB
easat-9142	478	2	interdisciplinary	interdisciplinary	ADJ
easat-9142	478	3	training	training	NOUN
easat-9142	478	4	programs	program	NOUN
easat-9142	478	5	will	will	AUX
easat-9142	478	6	also	also	ADV
easat-9142	478	7	be	be	AUX
easat-9142	478	8	critical	critical	ADJ
easat-9142	478	9	to	to	PART
easat-9142	478	10	bridge	bridge	VERB
easat-9142	478	11	the	the	DET
easat-9142	478	12	skills	skill	NOUN
easat-9142	478	13	gap	gap	NOUN
easat-9142	478	14	,	,	PUNCT
easat-9142	478	15	equipping	equip	VERB
easat-9142	478	16	financial	financial	ADJ
easat-9142	478	17	professionals	professional	NOUN
easat-9142	478	18	with	with	ADP
easat-9142	478	19	expertise	expertise	NOUN
easat-9142	478	20	in	in	ADP
easat-9142	478	21	both	both	DET
easat-9142	478	22	cybersecurity	cybersecurity	NOUN
easat-9142	478	23	and	and	CCONJ
easat-9142	478	24	data	datum	NOUN
easat-9142	478	25	science	science	NOUN
easat-9142	478	26	.	.	PUNCT
easat-9142	479	1	finally	finally	ADV
easat-9142	479	2	,	,	PUNCT
easat-9142	479	3	exploring	explore	VERB
easat-9142	479	4	the	the	DET
easat-9142	479	5	integration	integration	NOUN
easat-9142	479	6	of	of	ADP
easat-9142	479	7	emerging	emerge	VERB
easat-9142	479	8	technologies	technology	NOUN
easat-9142	479	9	like	like	ADP
easat-9142	479	10	quantum	quantum	NOUN
easat-9142	479	11	computing	computing	NOUN
easat-9142	479	12	and	and	CCONJ
easat-9142	479	13	blockchain	blockchain	PROPN
easat-9142	479	14	could	could	AUX
easat-9142	479	15	further	far	ADV
easat-9142	479	16	revolutionize	revolutionize	VERB
easat-9142	479	17	predictive	predictive	ADJ
easat-9142	479	18	capabilities	capability	NOUN
easat-9142	479	19	and	and	CCONJ
easat-9142	479	20	data	datum	NOUN
easat-9142	479	21	security	security	NOUN
easat-9142	479	22	in	in	ADP
easat-9142	479	23	financial	financial	ADJ
easat-9142	479	24	systems	system	NOUN
easat-9142	479	25	.	.	PUNCT
easat-9142	480	1	13	13	NUM
easat-9142	480	2	.	.	X
easat-9142	480	3	conclusion	conclusion	NOUN
easat-9142	480	4	this	this	DET
easat-9142	480	5	study	study	NOUN
easat-9142	480	6	highlights	highlight	VERB
easat-9142	480	7	the	the	DET
easat-9142	480	8	essential	essential	ADJ
easat-9142	480	9	function	function	NOUN
easat-9142	480	10	of	of	ADP
easat-9142	480	11	predictive	predictive	ADJ
easat-9142	480	12	models	model	NOUN
easat-9142	480	13	in	in	ADP
easat-9142	480	14	improving	improve	VERB
easat-9142	480	15	real	real	ADJ
easat-9142	480	16	-	-	PUNCT
easat-9142	480	17	time	time	NOUN
easat-9142	480	18	threat	threat	NOUN
easat-9142	480	19	detection	detection	NOUN
easat-9142	480	20	,	,	PUNCT
easat-9142	480	21	risk	risk	NOUN
easat-9142	480	22	evaluation	evaluation	NOUN
easat-9142	480	23	,	,	PUNCT
easat-9142	480	24	and	and	CCONJ
easat-9142	480	25	decision	decision	NOUN
easat-9142	480	26	-	-	PUNCT
easat-9142	480	27	making	making	NOUN
easat-9142	480	28	in	in	ADP
easat-9142	480	29	the	the	DET
easat-9142	480	30	ever	ever	ADV
easat-9142	480	31	-	-	PUNCT
easat-9142	480	32	evolving	evolve	VERB
easat-9142	480	33	and	and	CCONJ
easat-9142	480	34	data	datum	NOUN
easat-9142	480	35	-	-	PUNCT
easat-9142	480	36	centric	centric	ADJ
easat-9142	480	37	financial	financial	ADJ
easat-9142	480	38	landscape	landscape	NOUN
easat-9142	480	39	[	[	X
easat-9142	480	40	83	83	NUM
easat-9142	480	41	]	]	PUNCT
easat-9142	480	42	.	.	PUNCT
easat-9142	481	1	despite	despite	SCONJ
easat-9142	481	2	the	the	DET
easat-9142	481	3	significant	significant	ADJ
easat-9142	481	4	benefits	benefit	NOUN
easat-9142	481	5	,	,	PUNCT
easat-9142	481	6	challenges	challenge	NOUN
easat-9142	481	7	such	such	ADJ
easat-9142	481	8	as	as	ADP
easat-9142	481	9	data	datum	NOUN
easat-9142	481	10	privacy	privacy	NOUN
easat-9142	481	11	concerns	concern	NOUN
easat-9142	481	12	,	,	PUNCT
easat-9142	481	13	integration	integration	NOUN
easat-9142	481	14	with	with	ADP
easat-9142	481	15	legacy	legacy	NOUN
easat-9142	481	16	systems	system	NOUN
easat-9142	481	17	,	,	PUNCT
easat-9142	481	18	model	model	NOUN
easat-9142	481	19	robustness	robustness	NOUN
easat-9142	481	20	against	against	ADP
easat-9142	481	21	adversarial	adversarial	ADJ
easat-9142	481	22	attacks	attack	NOUN
easat-9142	481	23	,	,	PUNCT
easat-9142	481	24	and	and	CCONJ
easat-9142	481	25	skill	skill	NOUN
easat-9142	481	26	shortages	shortage	NOUN
easat-9142	481	27	remain	remain	VERB
easat-9142	481	28	substantial	substantial	ADJ
easat-9142	481	29	barriers	barrier	NOUN
easat-9142	481	30	to	to	ADP
easat-9142	481	31	widespread	widespread	ADJ
easat-9142	481	32	adoption	adoption	NOUN
easat-9142	481	33	.	.	PUNCT
easat-9142	482	1	addressing	address	VERB
easat-9142	482	2	these	these	DET
easat-9142	482	3	limitations	limitation	NOUN
easat-9142	482	4	requires	require	VERB
easat-9142	482	5	ongoing	ongoing	ADJ
easat-9142	482	6	innovation	innovation	NOUN
easat-9142	482	7	in	in	ADP
easat-9142	482	8	privacy	privacy	NOUN
easat-9142	482	9	-	-	PUNCT
easat-9142	482	10	preserving	preserve	VERB
easat-9142	482	11	techniques	technique	NOUN
easat-9142	482	12	,	,	PUNCT
easat-9142	482	13	improved	improve	VERB
easat-9142	482	14	model	model	NOUN
easat-9142	482	15	transparency	transparency	NOUN
easat-9142	482	16	,	,	PUNCT
easat-9142	482	17	and	and	CCONJ
easat-9142	482	18	resilient	resilient	ADJ
easat-9142	482	19	cybersecurity	cybersecurity	NOUN
easat-9142	482	20	frameworks	framework	NOUN
easat-9142	482	21	[	[	X
easat-9142	482	22	73	73	NUM
easat-9142	482	23	]	]	PUNCT
easat-9142	482	24	.	.	PUNCT
easat-9142	483	1	furthermore	furthermore	ADV
easat-9142	483	2	,	,	PUNCT
easat-9142	483	3	the	the	DET
easat-9142	483	4	evolving	evolve	VERB
easat-9142	483	5	landscape	landscape	NOUN
easat-9142	483	6	of	of	ADP
easat-9142	483	7	cyber	cyber	NOUN
easat-9142	483	8	threats	threat	NOUN
easat-9142	483	9	demands	demand	VERB
easat-9142	483	10	that	that	SCONJ
easat-9142	483	11	predictive	predictive	ADJ
easat-9142	483	12	analytics	analytic	NOUN
easat-9142	483	13	evolve	evolve	VERB
easat-9142	483	14	continuously	continuously	ADV
easat-9142	483	15	,	,	PUNCT
easat-9142	483	16	incorporating	incorporate	VERB
easat-9142	483	17	new	new	ADJ
easat-9142	483	18	methodologies	methodology	NOUN
easat-9142	483	19	and	and	CCONJ
easat-9142	483	20	novel	novel	NOUN
easat-9142	483	21	technologies	technology	NOUN
easat-9142	483	22	like	like	ADP
easat-9142	483	23	quantum	quantum	NOUN
easat-9142	483	24	computing	computing	NOUN
easat-9142	483	25	and	and	CCONJ
easat-9142	483	26	blockchain	blockchain	PROPN
easat-9142	483	27	to	to	PART
easat-9142	483	28	uphold	uphold	VERB
easat-9142	483	29	robust	robust	ADJ
easat-9142	483	30	defence	defence	NOUN
easat-9142	483	31	strategies	strategy	NOUN
easat-9142	483	32	[	[	X
easat-9142	483	33	96	96	NUM
easat-9142	483	34	]	]	PUNCT
easat-9142	483	35	.	.	PUNCT
easat-9142	484	1	as	as	SCONJ
easat-9142	484	2	financial	financial	ADJ
easat-9142	484	3	institutions	institution	NOUN
easat-9142	484	4	embrace	embrace	VERB
easat-9142	484	5	these	these	DET
easat-9142	484	6	advanced	advanced	ADJ
easat-9142	484	7	analytics	analytic	NOUN
easat-9142	484	8	tools	tool	NOUN
easat-9142	484	9	,	,	PUNCT
easat-9142	484	10	they	they	PRON
easat-9142	484	11	must	must	AUX
easat-9142	484	12	also	also	ADV
easat-9142	484	13	invest	invest	VERB
easat-9142	484	14	in	in	ADP
easat-9142	484	15	workforce	workforce	PROPN
easat-9142	484	16	development	development	NOUN
easat-9142	484	17	and	and	CCONJ
easat-9142	484	18	cross	cross	ADJ
easat-9142	484	19	-	-	ADJ
easat-9142	484	20	disciplinary	disciplinary	ADJ
easat-9142	484	21	collaboration	collaboration	NOUN
easat-9142	484	22	to	to	AUX
easat-9142	484	23	fully	fully	ADV
easat-9142	484	24	harness	harness	VERB
easat-9142	484	25	their	their	PRON
easat-9142	484	26	potential	potential	NOUN
easat-9142	484	27	.	.	PUNCT
easat-9142	485	1	ultimately	ultimately	ADV
easat-9142	485	2	,	,	PUNCT
easat-9142	485	3	the	the	DET
easat-9142	485	4	successful	successful	ADJ
easat-9142	485	5	implementation	implementation	NOUN
easat-9142	485	6	of	of	ADP
easat-9142	485	7	predictive	predictive	ADJ
easat-9142	485	8	analytics	analytic	NOUN
easat-9142	485	9	will	will	AUX
easat-9142	485	10	not	not	PART
easat-9142	485	11	only	only	ADV
easat-9142	485	12	strengthen	strengthen	VERB
easat-9142	485	13	financial	financial	ADJ
easat-9142	485	14	information	information	NOUN
easat-9142	485	15	security	security	NOUN
easat-9142	485	16	but	but	CCONJ
easat-9142	485	17	also	also	ADV
easat-9142	485	18	contribute	contribute	VERB
easat-9142	485	19	to	to	ADP
easat-9142	485	20	greater	great	ADJ
easat-9142	485	21	market	market	NOUN
easat-9142	485	22	stability	stability	NOUN
easat-9142	485	23	and	and	CCONJ
easat-9142	485	24	regulatory	regulatory	ADJ
easat-9142	485	25	compliance	compliance	NOUN
easat-9142	485	26	,	,	PUNCT
easat-9142	485	27	safeguarding	safeguard	VERB
easat-9142	485	28	both	both	CCONJ
easat-9142	485	29	institutions	institution	NOUN
easat-9142	485	30	and	and	CCONJ
easat-9142	485	31	consumers	consumer	NOUN
easat-9142	485	32	in	in	ADP
easat-9142	485	33	a	a	DET
easat-9142	485	34	rapidly	rapidly	ADV
easat-9142	485	35	digitizing	digitize	VERB
easat-9142	485	36	financial	financial	ADJ
easat-9142	485	37	world	world	NOUN
easat-9142	485	38	.	.	PUNCT
easat-9142	486	1	transparency	transparency	NOUN
easat-9142	486	2	:	:	PUNCT
easat-9142	486	3	the	the	DET
easat-9142	486	4	authors	author	NOUN
easat-9142	486	5	confirm	confirm	VERB
easat-9142	486	6	that	that	SCONJ
easat-9142	486	7	the	the	DET
easat-9142	486	8	manuscript	manuscript	NOUN
easat-9142	486	9	is	be	AUX
easat-9142	486	10	an	an	DET
easat-9142	486	11	honest	honest	ADJ
easat-9142	486	12	,	,	PUNCT
easat-9142	486	13	accurate	accurate	ADJ
easat-9142	486	14	,	,	PUNCT
easat-9142	486	15	and	and	CCONJ
easat-9142	486	16	transparent	transparent	ADJ
easat-9142	486	17	account	account	NOUN
easat-9142	486	18	of	of	ADP
easat-9142	486	19	the	the	DET
easat-9142	486	20	study	study	NOUN
easat-9142	486	21	;	;	PUNCT
easat-9142	486	22	that	that	SCONJ
easat-9142	486	23	no	no	DET
easat-9142	486	24	vital	vital	ADJ
easat-9142	486	25	features	feature	NOUN
easat-9142	486	26	of	of	ADP
easat-9142	486	27	the	the	DET
easat-9142	486	28	study	study	NOUN
easat-9142	486	29	have	have	AUX
easat-9142	486	30	been	be	AUX
easat-9142	486	31	omitted	omit	VERB
easat-9142	486	32	;	;	PUNCT
easat-9142	486	33	and	and	CCONJ
easat-9142	486	34	that	that	SCONJ
easat-9142	486	35	any	any	DET
easat-9142	486	36	discrepancies	discrepancy	NOUN
easat-9142	486	37	from	from	ADP
easat-9142	486	38	the	the	DET
easat-9142	486	39	study	study	NOUN
easat-9142	486	40	as	as	SCONJ
easat-9142	486	41	planned	plan	VERB
easat-9142	486	42	have	have	AUX
easat-9142	486	43	been	be	AUX
easat-9142	486	44	explained	explain	VERB
easat-9142	486	45	.	.	PUNCT
easat-9142	487	1	this	this	DET
easat-9142	487	2	study	study	NOUN
easat-9142	487	3	followed	follow	VERB
easat-9142	487	4	all	all	DET
easat-9142	487	5	ethical	ethical	ADJ
easat-9142	487	6	practices	practice	NOUN
easat-9142	487	7	during	during	ADP
easat-9142	487	8	writing	writing	NOUN
easat-9142	487	9	.	.	PUNCT
easat-9142	488	1	copyright	copyright	NOUN
easat-9142	488	2	:	:	PUNCT
easat-9142	488	3	©	©	PROPN
easat-9142	488	4	2025	2025	NUM
easat-9142	488	5	by	by	ADP
easat-9142	488	6	the	the	DET
easat-9142	488	7	authors	author	NOUN
easat-9142	488	8	.	.	PUNCT
easat-9142	489	1	this	this	DET
easat-9142	489	2	open	open	ADJ
easat-9142	489	3	-	-	PUNCT
easat-9142	489	4	access	access	NOUN
easat-9142	489	5	article	article	NOUN
easat-9142	489	6	is	be	AUX
easat-9142	489	7	distributed	distribute	VERB
easat-9142	489	8	under	under	ADP
easat-9142	489	9	the	the	DET
easat-9142	489	10	terms	term	NOUN
easat-9142	489	11	and	and	CCONJ
easat-9142	489	12	conditions	condition	NOUN
easat-9142	489	13	of	of	ADP
easat-9142	489	14	the	the	DET
easat-9142	489	15	creative	creative	ADJ
easat-9142	489	16	commons	common	NOUN
easat-9142	489	17	attribution	attribution	NOUN
easat-9142	489	18	(	(	PUNCT
easat-9142	489	19	cc	cc	NOUN
easat-9142	489	20	by	by	ADP
easat-9142	489	21	)	)	PUNCT
easat-9142	489	22	license	license	NOUN
easat-9142	489	23	(	(	PUNCT
easat-9142	489	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9142	489	25	)	)	PUNCT
easat-9142	489	26	.	.	PUNCT
easat-9142	490	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9142	490	2	2241	2241	NUM
easat-9142	490	3	edelweiss	edelweiss	PROPN
easat-9142	490	4	applied	apply	VERB
easat-9142	490	5	science	science	NOUN
easat-9142	490	6	and	and	CCONJ
easat-9142	490	7	technology	technology	NOUN
easat-9142	490	8	issn	issn	PROPN
easat-9142	490	9	:	:	PUNCT
easat-9142	490	10	2576	2576	NUM
easat-9142	490	11	-	-	SYM
easat-9142	490	12	8484	8484	NUM
easat-9142	490	13	vol	vol	NOUN
easat-9142	490	14	.	.	PROPN
easat-9142	491	1	9	9	NUM
easat-9142	491	2	,	,	PUNCT
easat-9142	491	3	no	no	INTJ
easat-9142	491	4	.	.	NOUN
easat-9142	491	5	7	7	NUM
easat-9142	491	6	:	:	SYM
easat-9142	491	7	2222	2222	NUM
easat-9142	491	8	-	-	SYM
easat-9142	491	9	2245	2245	NUM
easat-9142	491	10	,	,	PUNCT
easat-9142	491	11	2025	2025	NUM
easat-9142	491	12	doi	doi	NOUN
easat-9142	491	13	:	:	PUNCT
easat-9142	491	14	10.55214/2576	10.55214/2576	NUM
easat-9142	491	15	-	-	PUNCT
easat-9142	491	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	492	1	©	©	PROPN
easat-9142	492	2	2025	2025	NUM
easat-9142	492	3	by	by	ADP
easat-9142	492	4	the	the	DET
easat-9142	492	5	authors	author	NOUN
easat-9142	492	6	;	;	PUNCT
easat-9142	492	7	licensee	licensee	PROPN
easat-9142	492	8	learning	learn	VERB
easat-9142	492	9	gate	gate	NOUN
easat-9142	492	10	references	reference	NOUN
easat-9142	492	11	[	[	X
easat-9142	492	12	1	1	NUM
easat-9142	492	13	]	]	PUNCT
easat-9142	492	14	z.	z.	PROPN
easat-9142	492	15	zong	zong	PROPN
easat-9142	492	16	and	and	CCONJ
easat-9142	492	17	y.	y.	PROPN
easat-9142	492	18	guan	guan	PROPN
easat-9142	492	19	,	,	PUNCT
easat-9142	492	20	"	"	PUNCT
easat-9142	492	21	ai	ai	ADJ
easat-9142	492	22	-	-	PUNCT
easat-9142	492	23	driven	drive	VERB
easat-9142	492	24	intelligent	intelligent	ADJ
easat-9142	492	25	data	datum	NOUN
easat-9142	492	26	analytics	analytic	NOUN
easat-9142	492	27	and	and	CCONJ
easat-9142	492	28	predictive	predictive	ADJ
easat-9142	492	29	analysis	analysis	NOUN
easat-9142	492	30	in	in	ADP
easat-9142	492	31	industry	industry	NOUN
easat-9142	492	32	4.0	4.0	NUM
easat-9142	492	33	:	:	PUNCT
easat-9142	492	34	transforming	transform	VERB
easat-9142	492	35	knowledge	knowledge	NOUN
easat-9142	492	36	,	,	PUNCT
easat-9142	492	37	innovation	innovation	NOUN
easat-9142	492	38	,	,	PUNCT
easat-9142	492	39	and	and	CCONJ
easat-9142	492	40	efficiency	efficiency	NOUN
easat-9142	492	41	,	,	PUNCT
easat-9142	492	42	"	"	PUNCT
easat-9142	492	43	journal	journal	NOUN
easat-9142	492	44	of	of	ADP
easat-9142	492	45	the	the	DET
easat-9142	492	46	knowledge	knowledge	NOUN
easat-9142	492	47	economy	economy	NOUN
easat-9142	492	48	,	,	PUNCT
easat-9142	492	49	vol	vol	NOUN
easat-9142	492	50	.	.	PROPN
easat-9142	492	51	16	16	NUM
easat-9142	492	52	,	,	PUNCT
easat-9142	492	53	no	no	INTJ
easat-9142	492	54	.	.	NOUN
easat-9142	492	55	1	1	NUM
easat-9142	492	56	,	,	PUNCT
easat-9142	492	57	pp	pp	ADJ
easat-9142	492	58	.	.	PUNCT
easat-9142	493	1	864	864	NUM
easat-9142	493	2	-	-	SYM
easat-9142	493	3	903	903	NUM
easat-9142	493	4	,	,	PUNCT
easat-9142	493	5	2025/03/01	2025/03/01	NUM
easat-9142	493	6	2025	2025	NUM
easat-9142	493	7	.	.	PUNCT
easat-9142	494	1	https://doi.org/10.1007/s13132-024-02001-z	https://doi.org/10.1007/s13132-024-02001-z	NOUN
easat-9142	494	2	[	[	X
easat-9142	494	3	2	2	X
easat-9142	494	4	]	]	PUNCT
easat-9142	494	5	h.	h.	PROPN
easat-9142	494	6	a.	a.	PROPN
easat-9142	494	7	javaid	javaid	PROPN
easat-9142	494	8	,	,	PUNCT
easat-9142	494	9	"	"	PUNCT
easat-9142	494	10	ai	ai	ADJ
easat-9142	494	11	-	-	PUNCT
easat-9142	494	12	driven	drive	VERB
easat-9142	494	13	predictive	predictive	ADJ
easat-9142	494	14	analytics	analytic	NOUN
easat-9142	494	15	in	in	ADP
easat-9142	494	16	finance	finance	NOUN
easat-9142	494	17	:	:	PUNCT
easat-9142	494	18	transforming	transform	VERB
easat-9142	494	19	risk	risk	NOUN
easat-9142	494	20	assessment	assessment	NOUN
easat-9142	494	21	and	and	CCONJ
easat-9142	494	22	decision	decision	NOUN
easat-9142	494	23	-	-	PUNCT
easat-9142	494	24	making	making	NOUN
easat-9142	494	25	,	,	PUNCT
easat-9142	494	26	"	"	PUNCT
easat-9142	494	27	advances	advance	NOUN
easat-9142	494	28	in	in	ADP
easat-9142	494	29	computer	computer	NOUN
easat-9142	494	30	sciences	science	NOUN
easat-9142	494	31	,	,	PUNCT
easat-9142	494	32	vol	vol	NOUN
easat-9142	494	33	.	.	PROPN
easat-9142	494	34	7	7	NUM
easat-9142	494	35	,	,	PUNCT
easat-9142	494	36	no	no	INTJ
easat-9142	494	37	.	.	NOUN
easat-9142	494	38	1	1	NUM
easat-9142	494	39	,	,	PUNCT
easat-9142	494	40	pp	pp	ADJ
easat-9142	494	41	.	.	PUNCT
easat-9142	495	1	1	1	NUM
easat-9142	495	2	-	-	SYM
easat-9142	495	3	9	9	NUM
easat-9142	495	4	,	,	PUNCT
easat-9142	495	5	2024	2024	NUM
easat-9142	495	6	.	.	PUNCT
easat-9142	496	1	[	[	X
easat-9142	496	2	3	3	X
easat-9142	496	3	]	]	X
easat-9142	496	4	p.	p.	PROPN
easat-9142	496	5	ghose	ghose	PROPN
easat-9142	496	6	,	,	PUNCT
easat-9142	496	7	m.	m.	PROPN
easat-9142	496	8	r.	r.	PROPN
easat-9142	496	9	i.	i.	PROPN
easat-9142	496	10	bhuiyan	bhuiyan	PROPN
easat-9142	496	11	,	,	PUNCT
easat-9142	496	12	m.	m.	PROPN
easat-9142	496	13	n.	n.	PROPN
easat-9142	496	14	hasan	hasan	PROPN
easat-9142	496	15	,	,	PUNCT
easat-9142	496	16	s.	s.	PROPN
easat-9142	496	17	h.	h.	PROPN
easat-9142	496	18	rakib	rakib	PROPN
easat-9142	496	19	,	,	PUNCT
easat-9142	496	20	and	and	CCONJ
easat-9142	496	21	l.	l.	PROPN
easat-9142	496	22	mani	mani	PROPN
easat-9142	496	23	,	,	PUNCT
easat-9142	496	24	"	"	PUNCT
easat-9142	496	25	mediated	mediate	VERB
easat-9142	496	26	and	and	CCONJ
easat-9142	496	27	moderating	moderating	NOUN
easat-9142	496	28	variables	variable	NOUN
easat-9142	496	29	between	between	ADP
easat-9142	496	30	behavioral	behavioral	ADJ
easat-9142	496	31	intentions	intention	NOUN
easat-9142	496	32	and	and	CCONJ
easat-9142	496	33	actual	actual	ADJ
easat-9142	496	34	usages	usage	NOUN
easat-9142	496	35	of	of	ADP
easat-9142	496	36	fintech	fintech	NOUN
easat-9142	496	37	in	in	ADP
easat-9142	496	38	the	the	DET
easat-9142	496	39	usa	usa	PROPN
easat-9142	496	40	and	and	CCONJ
easat-9142	496	41	bangladesh	bangladesh	PROPN
easat-9142	496	42	through	through	ADP
easat-9142	496	43	the	the	DET
easat-9142	496	44	extended	extended	ADJ
easat-9142	496	45	utaut	utaut	PROPN
easat-9142	496	46	model	model	NOUN
easat-9142	496	47	,	,	PUNCT
easat-9142	496	48	"	"	PUNCT
easat-9142	496	49	international	international	ADJ
easat-9142	496	50	journal	journal	NOUN
easat-9142	496	51	of	of	ADP
easat-9142	496	52	innovative	innovative	ADJ
easat-9142	496	53	research	research	NOUN
easat-9142	496	54	and	and	CCONJ
easat-9142	496	55	scientific	scientific	ADJ
easat-9142	496	56	studies	study	NOUN
easat-9142	496	57	,	,	PUNCT
easat-9142	496	58	vol	vol	NOUN
easat-9142	496	59	.	.	PROPN
easat-9142	496	60	8	8	NUM
easat-9142	496	61	,	,	PUNCT
easat-9142	496	62	no	no	INTJ
easat-9142	496	63	.	.	NOUN
easat-9142	496	64	2	2	NUM
easat-9142	496	65	,	,	PUNCT
easat-9142	496	66	pp	pp	ADJ
easat-9142	496	67	.	.	PUNCT
easat-9142	497	1	113	113	NUM
easat-9142	497	2	-	-	SYM
easat-9142	497	3	125	125	NUM
easat-9142	497	4	,	,	PUNCT
easat-9142	497	5	2025	2025	NUM
easat-9142	497	6	.	.	PUNCT
easat-9142	498	1	[	[	X
easat-9142	498	2	4	4	X
easat-9142	498	3	]	]	PUNCT
easat-9142	498	4	m.	m.	NOUN
easat-9142	498	5	a.	a.	PROPN
easat-9142	498	6	al	al	PROPN
easat-9142	498	7	mahmud	mahmud	PROPN
easat-9142	498	8	et	et	PROPN
easat-9142	498	9	al	al	PROPN
easat-9142	498	10	.	.	PROPN
easat-9142	498	11	,	,	PUNCT
easat-9142	498	12	"	"	PUNCT
easat-9142	498	13	securing	secure	VERB
easat-9142	498	14	financial	financial	ADJ
easat-9142	498	15	information	information	NOUN
easat-9142	498	16	in	in	ADP
easat-9142	498	17	the	the	DET
easat-9142	498	18	digital	digital	ADJ
easat-9142	498	19	age	age	NOUN
easat-9142	498	20	:	:	PUNCT
easat-9142	498	21	an	an	DET
easat-9142	498	22	overview	overview	NOUN
easat-9142	498	23	of	of	ADP
easat-9142	498	24	cybersecurity	cybersecurity	NOUN
easat-9142	498	25	threat	threat	NOUN
easat-9142	498	26	evaluation	evaluation	NOUN
easat-9142	498	27	in	in	ADP
easat-9142	498	28	banking	banking	NOUN
easat-9142	498	29	systems	system	NOUN
easat-9142	498	30	,	,	PUNCT
easat-9142	498	31	"	"	PUNCT
easat-9142	498	32	journal	journal	NOUN
easat-9142	498	33	of	of	ADP
easat-9142	498	34	ecohumanism	ecohumanism	NOUN
easat-9142	498	35	,	,	PUNCT
easat-9142	498	36	vol	vol	NOUN
easat-9142	498	37	.	.	PROPN
easat-9142	498	38	4	4	NUM
easat-9142	498	39	,	,	PUNCT
easat-9142	498	40	no	no	INTJ
easat-9142	498	41	.	.	NOUN
easat-9142	498	42	2	2	NUM
easat-9142	498	43	,	,	PUNCT
easat-9142	498	44	pp	pp	ADJ
easat-9142	498	45	.	.	PUNCT
easat-9142	498	46	1508	1508	NUM
easat-9142	498	47	–	–	PUNCT
easat-9142	498	48	1517	1517	NUM
easat-9142	498	49	,	,	PUNCT
easat-9142	498	50	2025	2025	NUM
easat-9142	498	51	.	.	PUNCT
easat-9142	499	1	https://doi.org/10.62754/joe.v4i2.6526	https://doi.org/10.62754/joe.v4i2.6526	NOUN
easat-9142	500	1	[	[	X
easat-9142	500	2	5	5	NUM
easat-9142	500	3	]	]	PUNCT
easat-9142	500	4	a.	a.	NOUN
easat-9142	500	5	despotović	despotović	PROPN
easat-9142	500	6	,	,	PUNCT
easat-9142	500	7	a.	a.	NOUN
easat-9142	500	8	parmaković	parmaković	NOUN
easat-9142	500	9	,	,	PUNCT
easat-9142	500	10	and	and	CCONJ
easat-9142	500	11	m.	m.	NOUN
easat-9142	500	12	miljković	miljković	PROPN
easat-9142	500	13	,	,	PUNCT
easat-9142	500	14	cybercrime	cybercrime	NOUN
easat-9142	500	15	and	and	CCONJ
easat-9142	500	16	cyber	cyber	ADJ
easat-9142	500	17	security	security	NOUN
easat-9142	500	18	in	in	ADP
easat-9142	500	19	fintech	fintech	NOUN
easat-9142	500	20	in	in	ADP
easat-9142	500	21	digital	digital	ADJ
easat-9142	500	22	transformation	transformation	NOUN
easat-9142	500	23	of	of	ADP
easat-9142	500	24	the	the	DET
easat-9142	500	25	financial	financial	ADJ
easat-9142	500	26	industry	industry	NOUN
easat-9142	500	27	:	:	PUNCT
easat-9142	500	28	approaches	approach	NOUN
easat-9142	500	29	and	and	CCONJ
easat-9142	500	30	applications	application	NOUN
easat-9142	500	31	.	.	PUNCT
easat-9142	501	1	cham	cham	PROPN
easat-9142	501	2	:	:	PUNCT
easat-9142	501	3	springer	springer	NOUN
easat-9142	501	4	international	international	ADJ
easat-9142	501	5	publishing	publishing	NOUN
easat-9142	501	6	,	,	PUNCT
easat-9142	501	7	2023	2023	NUM
easat-9142	501	8	.	.	PUNCT
easat-9142	502	1	[	[	X
easat-9142	502	2	6	6	NUM
easat-9142	502	3	]	]	PUNCT
easat-9142	502	4	t.	t.	NOUN
easat-9142	502	5	braun	braun	NOUN
easat-9142	502	6	,	,	PUNCT
easat-9142	502	7	b.	b.	PROPN
easat-9142	502	8	c.	c.	PROPN
easat-9142	502	9	m.	m.	PROPN
easat-9142	502	10	fung	fung	PROPN
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easat-9142	502	12	f.	f.	PROPN
easat-9142	502	13	iqbal	iqbal	PROPN
easat-9142	502	14	,	,	PUNCT
easat-9142	502	15	and	and	CCONJ
easat-9142	502	16	b.	b.	PROPN
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easat-9142	502	18	,	,	PUNCT
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easat-9142	502	20	security	security	NOUN
easat-9142	502	21	and	and	CCONJ
easat-9142	502	22	privacy	privacy	NOUN
easat-9142	502	23	challenges	challenge	NOUN
easat-9142	502	24	in	in	ADP
easat-9142	502	25	smart	smart	ADJ
easat-9142	502	26	cities	city	NOUN
easat-9142	502	27	,	,	PUNCT
easat-9142	502	28	"	"	PUNCT
easat-9142	502	29	sustainable	sustainable	ADJ
easat-9142	502	30	cities	city	NOUN
easat-9142	502	31	and	and	CCONJ
easat-9142	502	32	society	society	NOUN
easat-9142	502	33	,	,	PUNCT
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easat-9142	502	37	,	,	PUNCT
easat-9142	502	38	pp	pp	ADJ
easat-9142	502	39	.	.	PUNCT
easat-9142	503	1	499	499	NUM
easat-9142	503	2	-	-	SYM
easat-9142	503	3	507	507	NUM
easat-9142	503	4	,	,	PUNCT
easat-9142	503	5	2018	2018	NUM
easat-9142	503	6	.	.	PUNCT
easat-9142	504	1	https://doi.org/10.1016/j.scs.2018.02.039	https://doi.org/10.1016/j.scs.2018.02.039	NOUN
easat-9142	504	2	[	[	X
easat-9142	504	3	7	7	X
easat-9142	504	4	]	]	PUNCT
easat-9142	504	5	ö.	ö.	PROPN
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easat-9142	504	8	s.	s.	PROPN
easat-9142	504	9	s.	s.	PROPN
easat-9142	504	10	aktuğ	aktuğ	PROPN
easat-9142	504	11	,	,	PUNCT
easat-9142	504	12	m.	m.	NOUN
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easat-9142	504	14	-	-	PUNCT
easat-9142	504	15	okay	okay	PROPN
easat-9142	504	16	,	,	PUNCT
easat-9142	504	17	a.	a.	NOUN
easat-9142	504	18	a.	a.	NOUN
easat-9142	504	19	yilmaz	yilmaz	PROPN
easat-9142	504	20	,	,	PUNCT
easat-9142	504	21	and	and	CCONJ
easat-9142	504	22	e.	e.	PROPN
easat-9142	504	23	akin	akin	PROPN
easat-9142	504	24	,	,	PUNCT
easat-9142	504	25	"	"	PUNCT
easat-9142	504	26	a	a	DET
easat-9142	504	27	comprehensive	comprehensive	ADJ
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easat-9142	504	33	,	,	PUNCT
easat-9142	504	34	threats	threat	NOUN
easat-9142	504	35	,	,	PUNCT
easat-9142	504	36	attacks	attack	NOUN
easat-9142	504	37	,	,	PUNCT
easat-9142	504	38	and	and	CCONJ
easat-9142	504	39	solutionsb	solutionsb	NOUN
easat-9142	504	40	,	,	PUNCT
easat-9142	504	41	"	"	PUNCT
easat-9142	504	42	electronics	electronic	NOUN
easat-9142	504	43	,	,	PUNCT
easat-9142	504	44	vol	vol	NOUN
easat-9142	504	45	.	.	PROPN
easat-9142	504	46	12	12	NUM
easat-9142	504	47	,	,	PUNCT
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easat-9142	504	49	.	.	NOUN
easat-9142	504	50	6	6	NUM
easat-9142	504	51	,	,	PUNCT
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easat-9142	504	54	,	,	PUNCT
easat-9142	504	55	2023	2023	NUM
easat-9142	504	56	.	.	PUNCT
easat-9142	505	1	https://doi.org/10.3390/electronics12061333	https://doi.org/10.3390/electronics12061333	PROPN
easat-9142	505	2	[	[	X
easat-9142	505	3	8	8	X
easat-9142	505	4	]	]	PUNCT
easat-9142	505	5	s.	s.	PROPN
easat-9142	505	6	abdelkader	abdelkader	PROPN
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easat-9142	505	8	al	al	PROPN
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easat-9142	505	10	,	,	PUNCT
easat-9142	505	11	"	"	PUNCT
easat-9142	505	12	securing	secure	VERB
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easat-9142	505	15	systems	system	NOUN
easat-9142	505	16	:	:	PUNCT
easat-9142	505	17	implementing	implement	VERB
easat-9142	505	18	comprehensive	comprehensive	ADJ
easat-9142	505	19	strategies	strategy	NOUN
easat-9142	505	20	to	to	PART
easat-9142	505	21	enhance	enhance	VERB
easat-9142	505	22	resilience	resilience	NOUN
easat-9142	505	23	and	and	CCONJ
easat-9142	505	24	reliability	reliability	NOUN
easat-9142	505	25	against	against	ADP
easat-9142	505	26	cyber	cyber	NOUN
easat-9142	505	27	-	-	PUNCT
easat-9142	505	28	attacks	attack	NOUN
easat-9142	505	29	,	,	PUNCT
easat-9142	505	30	"	"	PUNCT
easat-9142	505	31	results	result	NOUN
easat-9142	505	32	in	in	ADP
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easat-9142	505	34	,	,	PUNCT
easat-9142	505	35	vol	vol	NOUN
easat-9142	505	36	.	.	PROPN
easat-9142	505	37	23	23	NUM
easat-9142	505	38	,	,	PUNCT
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easat-9142	505	40	102647	102647	NUM
easat-9142	505	41	,	,	PUNCT
easat-9142	505	42	2024	2024	NUM
easat-9142	505	43	.	.	PUNCT
easat-9142	506	1	https://doi.org/10.1016/j.rineng.2024.102647	https://doi.org/10.1016/j.rineng.2024.102647	ADJ
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easat-9142	506	3	9	9	NUM
easat-9142	506	4	]	]	PUNCT
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easat-9142	506	26	"	"	PUNCT
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easat-9142	506	30	science	science	NOUN
easat-9142	506	31	,	,	PUNCT
easat-9142	506	32	vol	vol	NOUN
easat-9142	506	33	.	.	PROPN
easat-9142	506	34	10	10	NUM
easat-9142	506	35	,	,	PUNCT
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easat-9142	506	37	.	.	NOUN
easat-9142	506	38	6	6	NUM
easat-9142	506	39	,	,	PUNCT
easat-9142	506	40	pp	pp	ADJ
easat-9142	506	41	.	.	PUNCT
easat-9142	507	1	1473	1473	NUM
easat-9142	507	2	-	-	SYM
easat-9142	507	3	1498	1498	NUM
easat-9142	507	4	,	,	PUNCT
easat-9142	507	5	2023	2023	NUM
easat-9142	507	6	.	.	PUNCT
easat-9142	508	1	https://doi.org/10.1007/s40745-022-00444-2	https://doi.org/10.1007/s40745-022-00444-2	NOUN
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easat-9142	509	2	10	10	NUM
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easat-9142	509	29	role	role	NOUN
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easat-9142	509	32	artificial	artificial	ADJ
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easat-9142	509	40	financial	financial	ADJ
easat-9142	509	41	services	service	NOUN
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easat-9142	509	45	competitive	competitive	ADJ
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easat-9142	509	47	,	,	PUNCT
easat-9142	509	48	"	"	PUNCT
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easat-9142	509	52	proceedings	proceeding	NOUN
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easat-9142	511	1	2252	2252	NUM
easat-9142	511	2	-	-	SYM
easat-9142	511	3	2255	2255	NUM
easat-9142	511	4	,	,	PUNCT
easat-9142	511	5	2022	2022	NUM
easat-9142	511	6	.	.	PUNCT
easat-9142	512	1	https://doi.org/10.1016/j.matpr.2021.11.577	https://doi.org/10.1016/j.matpr.2021.11.577	PROPN
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easat-9142	513	2	11	11	NUM
easat-9142	513	3	]	]	PUNCT
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easat-9142	513	32	"	"	PUNCT
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easat-9142	513	37	20	20	NUM
easat-9142	513	38	,	,	PUNCT
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easat-9142	513	41	,	,	PUNCT
easat-9142	513	42	2021	2021	NUM
easat-9142	513	43	.	.	PUNCT
easat-9142	514	1	[	[	X
easat-9142	514	2	12	12	NUM
easat-9142	514	3	]	]	PUNCT
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easat-9142	514	14	"	"	PUNCT
easat-9142	514	15	artificial	artificial	ADJ
easat-9142	514	16	intelligence	intelligence	NOUN
easat-9142	514	17	,	,	PUNCT
easat-9142	514	18	data	datum	NOUN
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easat-9142	514	23	a	a	DET
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easat-9142	514	32	artificial	artificial	ADJ
easat-9142	514	33	intelligence	intelligence	NOUN
easat-9142	514	34	,	,	PUNCT
easat-9142	514	35	data	datum	NOUN
easat-9142	514	36	protection	protection	NOUN
easat-9142	514	37	and	and	CCONJ
easat-9142	514	38	transparency	transparency	NOUN
easat-9142	514	39	:	:	PUNCT
easat-9142	514	40	a	a	DET
easat-9142	514	41	comparative	comparative	ADJ
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easat-9142	514	44	gdpr	gdpr	PROPN
easat-9142	514	45	and	and	CCONJ
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easat-9142	514	50	,	,	PUNCT
easat-9142	514	51	2024	2024	NUM
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easat-9142	515	2	13	13	NUM
easat-9142	515	3	]	]	PUNCT
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easat-9142	515	8	.	.	PROPN
easat-9142	515	9	,	,	PUNCT
easat-9142	515	10	"	"	PUNCT
easat-9142	515	11	the	the	DET
easat-9142	515	12	role	role	NOUN
easat-9142	515	13	of	of	ADP
easat-9142	515	14	financial	financial	ADJ
easat-9142	515	15	technology	technology	NOUN
easat-9142	515	16	and	and	CCONJ
easat-9142	515	17	financial	financial	ADJ
easat-9142	515	18	inclusion	inclusion	NOUN
easat-9142	515	19	in	in	ADP
easat-9142	515	20	sustainable	sustainable	ADJ
easat-9142	515	21	governance	governance	NOUN
easat-9142	515	22	and	and	CCONJ
easat-9142	515	23	performance	performance	NOUN
easat-9142	515	24	:	:	PUNCT
easat-9142	515	25	a	a	DET
easat-9142	515	26	systematic	systematic	ADJ
easat-9142	515	27	review	review	NOUN
easat-9142	515	28	of	of	ADP
easat-9142	515	29	global	global	ADJ
easat-9142	515	30	insights	insight	NOUN
easat-9142	515	31	,	,	PUNCT
easat-9142	515	32	"	"	PUNCT
easat-9142	515	33	journal	journal	NOUN
easat-9142	515	34	of	of	ADP
easat-9142	515	35	governance	governance	NOUN
easat-9142	515	36	&	&	CCONJ
easat-9142	515	37	regulation	regulation	NOUN
easat-9142	515	38	,	,	PUNCT
easat-9142	515	39	vol	vol	NOUN
easat-9142	515	40	.	.	PROPN
easat-9142	515	41	14	14	NUM
easat-9142	515	42	,	,	PUNCT
easat-9142	515	43	no	no	INTJ
easat-9142	515	44	.	.	NOUN
easat-9142	515	45	2	2	NUM
easat-9142	515	46	,	,	PUNCT
easat-9142	515	47	pp	pp	ADJ
easat-9142	515	48	.	.	PUNCT
easat-9142	516	1	341–352	341–352	NUM
easat-9142	516	2	,	,	PUNCT
easat-9142	516	3	2025	2025	NUM
easat-9142	516	4	.	.	PUNCT
easat-9142	517	1	https://doi.org/10.22495/jgrv14i2siart13	https://doi.org/10.22495/jgrv14i2siart13	PROPN
easat-9142	517	2	[	[	X
easat-9142	517	3	14	14	NUM
easat-9142	517	4	]	]	X
easat-9142	517	5	h.	h.	PROPN
easat-9142	517	6	baniecki	baniecki	PROPN
easat-9142	517	7	and	and	CCONJ
easat-9142	517	8	p.	p.	PROPN
easat-9142	517	9	biecek	biecek	PROPN
easat-9142	517	10	,	,	PUNCT
easat-9142	517	11	"	"	PUNCT
easat-9142	517	12	adversarial	adversarial	ADJ
easat-9142	517	13	attacks	attack	NOUN
easat-9142	517	14	and	and	CCONJ
easat-9142	517	15	defenses	defense	NOUN
easat-9142	517	16	in	in	ADP
easat-9142	517	17	explainable	explainable	ADJ
easat-9142	517	18	artificial	artificial	ADJ
easat-9142	517	19	intelligence	intelligence	NOUN
easat-9142	517	20	:	:	PUNCT
easat-9142	517	21	a	a	DET
easat-9142	517	22	survey	survey	NOUN
easat-9142	517	23	,	,	PUNCT
easat-9142	517	24	"	"	PUNCT
easat-9142	517	25	information	information	NOUN
easat-9142	517	26	fusion	fusion	NOUN
easat-9142	517	27	,	,	PUNCT
easat-9142	517	28	vol	vol	NOUN
easat-9142	517	29	.	.	PUNCT
easat-9142	517	30	107	107	NUM
easat-9142	517	31	,	,	PUNCT
easat-9142	517	32	p.	p.	NOUN
easat-9142	517	33	102303	102303	NUM
easat-9142	517	34	,	,	PUNCT
easat-9142	517	35	2024	2024	NUM
easat-9142	517	36	.	.	PUNCT
easat-9142	518	1	https://doi.org/10.1016/j.inffus.2024.102303	https://doi.org/10.1016/j.inffus.2024.102303	VERB
easat-9142	518	2	[	[	X
easat-9142	518	3	15	15	NUM
easat-9142	518	4	]	]	X
easat-9142	518	5	j.	j.	PROPN
easat-9142	518	6	m.	m.	PROPN
easat-9142	518	7	nwaogu	nwaogu	PROPN
easat-9142	518	8	,	,	PUNCT
easat-9142	518	9	y.	y.	PROPN
easat-9142	518	10	yang	yang	PROPN
easat-9142	518	11	,	,	PUNCT
easat-9142	518	12	a.	a.	PROPN
easat-9142	518	13	p.	p.	PROPN
easat-9142	518	14	c.	c.	PROPN
easat-9142	518	15	chan	chan	PROPN
easat-9142	518	16	,	,	PUNCT
easat-9142	518	17	and	and	CCONJ
easat-9142	518	18	x.	x.	NOUN
easat-9142	518	19	wang	wang	PROPN
easat-9142	518	20	,	,	PUNCT
easat-9142	518	21	"	"	PUNCT
easat-9142	518	22	enhancing	enhance	VERB
easat-9142	518	23	drone	drone	NOUN
easat-9142	518	24	operator	operator	NOUN
easat-9142	518	25	competency	competency	NOUN
easat-9142	518	26	within	within	ADP
easat-9142	518	27	the	the	DET
easat-9142	518	28	construction	construction	NOUN
easat-9142	518	29	industry	industry	NOUN
easat-9142	518	30	:	:	PUNCT
easat-9142	518	31	assessing	assess	VERB
easat-9142	518	32	training	training	NOUN
easat-9142	518	33	needs	need	NOUN
easat-9142	518	34	and	and	CCONJ
easat-9142	518	35	roadmap	roadmap	NOUN
easat-9142	518	36	for	for	ADP
easat-9142	518	37	skill	skill	NOUN
easat-9142	518	38	development	development	NOUN
easat-9142	518	39	,	,	PUNCT
easat-9142	518	40	"	"	PUNCT
easat-9142	518	41	buildings	building	NOUN
easat-9142	518	42	,	,	PUNCT
easat-9142	518	43	vol	vol	NOUN
easat-9142	518	44	.	.	PROPN
easat-9142	518	45	14	14	NUM
easat-9142	518	46	,	,	PUNCT
easat-9142	518	47	no	no	INTJ
easat-9142	518	48	.	.	NOUN
easat-9142	518	49	4	4	NUM
easat-9142	518	50	,	,	PUNCT
easat-9142	518	51	p.	p.	NOUN
easat-9142	518	52	1153	1153	NUM
easat-9142	518	53	,	,	PUNCT
easat-9142	518	54	2024	2024	NUM
easat-9142	518	55	.	.	PUNCT
easat-9142	519	1	https://doi.org/10.3390/buildings14041153	https://doi.org/10.3390/buildings14041153	NOUN
easat-9142	519	2	[	[	X
easat-9142	519	3	16	16	NUM
easat-9142	519	4	]	]	X
easat-9142	519	5	f.	f.	PROPN
easat-9142	519	6	ekundayo	ekundayo	PROPN
easat-9142	519	7	,	,	PUNCT
easat-9142	519	8	i.	i.	NOUN
easat-9142	519	9	atoyebi	atoyebi	PROPN
easat-9142	519	10	,	,	PUNCT
easat-9142	519	11	a.	a.	NOUN
easat-9142	519	12	soyele	soyele	PROPN
easat-9142	519	13	,	,	PUNCT
easat-9142	519	14	and	and	CCONJ
easat-9142	519	15	e.	e.	PROPN
easat-9142	519	16	ogunwobi	ogunwobi	PROPN
easat-9142	519	17	,	,	PUNCT
easat-9142	519	18	"	"	PUNCT
easat-9142	519	19	predictive	predictive	ADJ
easat-9142	519	20	analytics	analytic	NOUN
easat-9142	519	21	for	for	ADP
easat-9142	519	22	cyber	cyber	NOUN
easat-9142	519	23	threat	threat	NOUN
easat-9142	519	24	intelligence	intelligence	NOUN
easat-9142	519	25	in	in	ADP
easat-9142	519	26	fintech	fintech	NOUN
easat-9142	519	27	using	use	VERB
easat-9142	519	28	big	big	ADJ
easat-9142	519	29	data	datum	NOUN
easat-9142	519	30	and	and	CCONJ
easat-9142	519	31	machine	machine	NOUN
easat-9142	519	32	learning	learning	NOUN
easat-9142	519	33	,	,	PUNCT
easat-9142	519	34	"	"	PUNCT
easat-9142	519	35	international	international	ADJ
easat-9142	519	36	journal	journal	NOUN
easat-9142	519	37	of	of	ADP
easat-9142	519	38	research	research	NOUN
easat-9142	519	39	and	and	CCONJ
easat-9142	519	40	publications	publication	NOUN
easat-9142	519	41	review	review	VERB
easat-9142	519	42	,	,	PUNCT
easat-9142	519	43	vol	vol	NOUN
easat-9142	519	44	.	.	PROPN
easat-9142	520	1	5	5	NUM
easat-9142	520	2	,	,	PUNCT
easat-9142	520	3	no	no	INTJ
easat-9142	520	4	.	.	NOUN
easat-9142	520	5	11	11	NUM
easat-9142	520	6	,	,	PUNCT
easat-9142	520	7	pp	pp	ADJ
easat-9142	520	8	.	.	PUNCT
easat-9142	521	1	1	1	NUM
easat-9142	521	2	-	-	SYM
easat-9142	521	3	15	15	NUM
easat-9142	521	4	,	,	PUNCT
easat-9142	521	5	2024	2024	NUM
easat-9142	521	6	.	.	PUNCT
easat-9142	522	1	[	[	X
easat-9142	522	2	17	17	NUM
easat-9142	522	3	]	]	PUNCT
easat-9142	522	4	a.	a.	NOUN
easat-9142	522	5	aljohani	aljohani	PROPN
easat-9142	522	6	,	,	PUNCT
easat-9142	522	7	"	"	PUNCT
easat-9142	522	8	predictive	predictive	ADJ
easat-9142	522	9	analytics	analytic	NOUN
easat-9142	522	10	and	and	CCONJ
easat-9142	522	11	machine	machine	NOUN
easat-9142	522	12	learning	learning	NOUN
easat-9142	522	13	for	for	ADP
easat-9142	522	14	real	real	ADJ
easat-9142	522	15	-	-	PUNCT
easat-9142	522	16	time	time	NOUN
easat-9142	522	17	supply	supply	NOUN
easat-9142	522	18	chain	chain	NOUN
easat-9142	522	19	risk	risk	NOUN
easat-9142	522	20	mitigation	mitigation	NOUN
easat-9142	522	21	and	and	CCONJ
easat-9142	522	22	agility	agility	NOUN
easat-9142	522	23	,	,	PUNCT
easat-9142	522	24	"	"	PUNCT
easat-9142	522	25	sustainability	sustainability	NOUN
easat-9142	522	26	,	,	PUNCT
easat-9142	522	27	vol	vol	NOUN
easat-9142	522	28	.	.	PROPN
easat-9142	522	29	15	15	NUM
easat-9142	522	30	,	,	PUNCT
easat-9142	522	31	no	no	INTJ
easat-9142	522	32	.	.	NOUN
easat-9142	522	33	20	20	NUM
easat-9142	522	34	,	,	PUNCT
easat-9142	522	35	p.	p.	NOUN
easat-9142	522	36	15088	15088	NUM
easat-9142	522	37	,	,	PUNCT
easat-9142	522	38	2023	2023	NUM
easat-9142	522	39	.	.	PUNCT
easat-9142	523	1	https://doi.org/10.3390/su152015088	https://doi.org/10.3390/su152015088	PRON
easat-9142	524	1	[	[	X
easat-9142	524	2	18	18	NUM
easat-9142	524	3	]	]	PUNCT
easat-9142	524	4	m.	m.	NOUN
easat-9142	524	5	m.	m.	NOUN
easat-9142	524	6	maja	maja	PROPN
easat-9142	524	7	and	and	CCONJ
easat-9142	524	8	p.	p.	PROPN
easat-9142	524	9	letaba	letaba	PROPN
easat-9142	524	10	,	,	PUNCT
easat-9142	524	11	"	"	PUNCT
easat-9142	524	12	towards	towards	ADP
easat-9142	524	13	a	a	DET
easat-9142	524	14	data	data	NOUN
easat-9142	524	15	-	-	PUNCT
easat-9142	524	16	driven	drive	VERB
easat-9142	524	17	technology	technology	NOUN
easat-9142	524	18	roadmap	roadmap	NOUN
easat-9142	524	19	for	for	ADP
easat-9142	524	20	the	the	DET
easat-9142	524	21	bank	bank	NOUN
easat-9142	524	22	of	of	ADP
easat-9142	524	23	the	the	DET
easat-9142	524	24	future	future	NOUN
easat-9142	524	25	:	:	PUNCT
easat-9142	524	26	exploring	explore	VERB
easat-9142	524	27	big	big	ADJ
easat-9142	524	28	data	datum	NOUN
easat-9142	524	29	analytics	analytic	NOUN
easat-9142	524	30	to	to	PART
easat-9142	524	31	support	support	VERB
easat-9142	524	32	technology	technology	NOUN
easat-9142	524	33	roadmapping	roadmappe	VERB
easat-9142	524	34	,	,	PUNCT
easat-9142	524	35	"	"	PUNCT
easat-9142	524	36	social	social	ADJ
easat-9142	524	37	sciences	sciences	PROPN
easat-9142	524	38	&	&	CCONJ
easat-9142	524	39	humanities	humanity	NOUN
easat-9142	524	40	open	open	VERB
easat-9142	524	41	,	,	PUNCT
easat-9142	524	42	vol	vol	NOUN
easat-9142	524	43	.	.	PROPN
easat-9142	524	44	6	6	NUM
easat-9142	524	45	,	,	PUNCT
easat-9142	524	46	no	no	INTJ
easat-9142	524	47	.	.	NOUN
easat-9142	524	48	1	1	NUM
easat-9142	524	49	,	,	PUNCT
easat-9142	524	50	p.	p.	NOUN
easat-9142	524	51	100270	100270	NUM
easat-9142	524	52	,	,	PUNCT
easat-9142	524	53	2022	2022	NUM
easat-9142	524	54	.	.	PUNCT
easat-9142	525	1	https://doi.org/10.1016/j.ssaho.2022.100270	https://doi.org/10.1016/j.ssaho.2022.100270	PROPN
easat-9142	526	1	[	[	X
easat-9142	526	2	19	19	NUM
easat-9142	526	3	]	]	PUNCT
easat-9142	526	4	m.	m.	NOUN
easat-9142	526	5	m.	m.	PROPN
easat-9142	526	6	rahman	rahman	PROPN
easat-9142	526	7	,	,	PUNCT
easat-9142	526	8	b.	b.	PROPN
easat-9142	526	9	p.	p.	PROPN
easat-9142	526	10	pokharel	pokharel	PROPN
easat-9142	526	11	,	,	PUNCT
easat-9142	526	12	s.	s.	PROPN
easat-9142	526	13	a.	a.	PROPN
easat-9142	526	14	sayeed	sayeed	PROPN
easat-9142	526	15	,	,	PUNCT
easat-9142	526	16	s.	s.	PROPN
easat-9142	526	17	k.	k.	PROPN
easat-9142	526	18	bhowmik	bhowmik	PROPN
easat-9142	526	19	,	,	PUNCT
easat-9142	526	20	n.	n.	PROPN
easat-9142	526	21	kshetri	kshetri	PROPN
easat-9142	526	22	,	,	PUNCT
easat-9142	526	23	and	and	CCONJ
easat-9142	526	24	n.	n.	PROPN
easat-9142	526	25	eashrak	eashrak	PROPN
easat-9142	526	26	,	,	PUNCT
easat-9142	526	27	"	"	PUNCT
easat-9142	526	28	riskaichain	riskaichain	NOUN
easat-9142	526	29	:	:	PUNCT
easat-9142	526	30	ai	ai	AUX
easat-9142	526	31	-	-	PUNCT
easat-9142	526	32	driven	drive	VERB
easat-9142	526	33	it	it	PRON
easat-9142	526	34	infrastructure	infrastructure	NOUN
easat-9142	526	35	—	—	PUNCT
easat-9142	526	36	blockchain	blockchain	PROPN
easat-9142	526	37	-	-	PUNCT
easat-9142	526	38	backed	back	VERB
easat-9142	526	39	approach	approach	NOUN
easat-9142	526	40	for	for	ADP
easat-9142	526	41	enhanced	enhanced	ADJ
easat-9142	526	42	risk	risk	NOUN
easat-9142	526	43	management	management	NOUN
easat-9142	526	44	,	,	PUNCT
easat-9142	526	45	"	"	PUNCT
easat-9142	526	46	risks	risk	NOUN
easat-9142	526	47	,	,	PUNCT
easat-9142	526	48	vol	vol	NOUN
easat-9142	526	49	.	.	PROPN
easat-9142	526	50	12	12	NUM
easat-9142	526	51	,	,	PUNCT
easat-9142	526	52	no	no	INTJ
easat-9142	526	53	.	.	NOUN
easat-9142	526	54	12	12	NUM
easat-9142	526	55	,	,	PUNCT
easat-9142	526	56	p.	p.	NOUN
easat-9142	526	57	206	206	NUM
easat-9142	526	58	,	,	PUNCT
easat-9142	526	59	2024	2024	NUM
easat-9142	526	60	.	.	PUNCT
easat-9142	527	1	https://doi.org/10.3390/risks12120206	https://doi.org/10.3390/risks12120206	PROPN
easat-9142	527	2	[	[	X
easat-9142	527	3	20	20	NUM
easat-9142	527	4	]	]	PUNCT
easat-9142	527	5	w.	w.	PROPN
easat-9142	527	6	steingartner	steingartner	PROPN
easat-9142	527	7	,	,	PUNCT
easat-9142	527	8	d.	d.	PROPN
easat-9142	527	9	galinec	galinec	PROPN
easat-9142	527	10	,	,	PUNCT
easat-9142	527	11	and	and	CCONJ
easat-9142	527	12	a.	a.	NOUN
easat-9142	527	13	kozina	kozina	PROPN
easat-9142	527	14	,	,	PUNCT
easat-9142	527	15	"	"	PUNCT
easat-9142	527	16	threat	threat	NOUN
easat-9142	527	17	defense	defense	NOUN
easat-9142	527	18	:	:	PUNCT
easat-9142	527	19	cyber	cyber	NOUN
easat-9142	527	20	deception	deception	NOUN
easat-9142	527	21	approach	approach	NOUN
easat-9142	527	22	and	and	CCONJ
easat-9142	527	23	education	education	NOUN
easat-9142	527	24	for	for	ADP
easat-9142	527	25	resilience	resilience	NOUN
easat-9142	527	26	in	in	ADP
easat-9142	527	27	hybrid	hybrid	ADJ
easat-9142	527	28	threats	threat	NOUN
easat-9142	527	29	model	model	NOUN
easat-9142	527	30	,	,	PUNCT
easat-9142	527	31	"	"	PUNCT
easat-9142	527	32	symmetry	symmetry	NOUN
easat-9142	527	33	,	,	PUNCT
easat-9142	527	34	vol	vol	NOUN
easat-9142	527	35	.	.	PROPN
easat-9142	527	36	13	13	NUM
easat-9142	527	37	,	,	PUNCT
easat-9142	527	38	no	no	INTJ
easat-9142	527	39	.	.	NOUN
easat-9142	527	40	4	4	NUM
easat-9142	527	41	,	,	PUNCT
easat-9142	527	42	p.	p.	NOUN
easat-9142	527	43	597	597	NUM
easat-9142	527	44	,	,	PUNCT
easat-9142	527	45	2021	2021	NUM
easat-9142	527	46	.	.	PUNCT
easat-9142	528	1	https://doi.org/10.3390/sym13040597	https://doi.org/10.3390/sym13040597	PROPN
easat-9142	528	2	[	[	X
easat-9142	528	3	21	21	NUM
easat-9142	528	4	]	]	PUNCT
easat-9142	528	5	p.	p.	PROPN
easat-9142	528	6	ghose	ghose	PROPN
easat-9142	528	7	,	,	PUNCT
easat-9142	528	8	m.	m.	NOUN
easat-9142	528	9	parvin	parvin	PROPN
easat-9142	528	10	,	,	PUNCT
easat-9142	528	11	s.	s.	PROPN
easat-9142	528	12	akter	akter	PROPN
easat-9142	528	13	,	,	PUNCT
easat-9142	528	14	s.	s.	PROPN
easat-9142	528	15	h.	h.	PROPN
easat-9142	528	16	rakib	rakib	PROPN
easat-9142	528	17	,	,	PUNCT
easat-9142	528	18	and	and	CCONJ
easat-9142	528	19	m.	m.	PROPN
easat-9142	528	20	r.	r.	PROPN
easat-9142	528	21	islam	islam	PROPN
easat-9142	528	22	,	,	PUNCT
easat-9142	528	23	"	"	PUNCT
easat-9142	528	24	gravitating	gravitate	VERB
easat-9142	528	25	towards	towards	ADP
easat-9142	528	26	technology	technology	NOUN
easat-9142	528	27	-	-	PUNCT
easat-9142	528	28	based	base	VERB
easat-9142	528	29	emerging	emerge	VERB
easat-9142	528	30	financial	financial	ADJ
easat-9142	528	31	crime	crime	NOUN
easat-9142	528	32	:	:	PUNCT
easat-9142	528	33	a	a	DET
easat-9142	528	34	prisma	prisma	NOUN
easat-9142	528	35	-	-	PUNCT
easat-9142	528	36	based	base	VERB
easat-9142	528	37	systematic	systematic	NOUN
easat-9142	528	38	,	,	PUNCT
easat-9142	528	39	"	"	PUNCT
easat-9142	528	40	international	international	ADJ
easat-9142	528	41	journal	journal	NOUN
easat-9142	528	42	of	of	ADP
easat-9142	528	43	innovative	innovative	ADJ
easat-9142	528	44	research	research	NOUN
easat-9142	528	45	and	and	CCONJ
easat-9142	528	46	scientific	scientific	ADJ
easat-9142	528	47	studies	study	NOUN
easat-9142	528	48	,	,	PUNCT
easat-9142	528	49	vol	vol	NOUN
easat-9142	528	50	.	.	PROPN
easat-9142	528	51	8	8	NUM
easat-9142	528	52	,	,	PUNCT
easat-9142	528	53	no	no	INTJ
easat-9142	528	54	.	.	NOUN
easat-9142	528	55	2	2	NUM
easat-9142	528	56	,	,	PUNCT
easat-9142	528	57	p.	p.	NOUN
easat-9142	528	58	2025	2025	NUM
easat-9142	528	59	,	,	PUNCT
easat-9142	528	60	2025	2025	NUM
easat-9142	528	61	.	.	PUNCT
easat-9142	529	1	[	[	X
easat-9142	529	2	22	22	NUM
easat-9142	529	3	]	]	PUNCT
easat-9142	529	4	a.	a.	NOUN
easat-9142	529	5	a.	a.	PROPN
easat-9142	529	6	h.	h.	PROPN
easat-9142	529	7	de	de	PROPN
easat-9142	529	8	hond	hond	PROPN
easat-9142	529	9	et	et	PROPN
easat-9142	529	10	al	al	PROPN
easat-9142	529	11	.	.	PROPN
easat-9142	529	12	,	,	PUNCT
easat-9142	529	13	"	"	PUNCT
easat-9142	529	14	guidelines	guideline	NOUN
easat-9142	529	15	and	and	CCONJ
easat-9142	529	16	quality	quality	NOUN
easat-9142	529	17	criteria	criterion	NOUN
easat-9142	529	18	for	for	ADP
easat-9142	529	19	artificial	artificial	ADJ
easat-9142	529	20	intelligence	intelligence	NOUN
easat-9142	529	21	-	-	PUNCT
easat-9142	529	22	based	base	VERB
easat-9142	529	23	prediction	prediction	NOUN
easat-9142	529	24	models	model	NOUN
easat-9142	529	25	in	in	ADP
easat-9142	529	26	healthcare	healthcare	PROPN
easat-9142	529	27	:	:	PUNCT
easat-9142	529	28	a	a	DET
easat-9142	529	29	scoping	scope	VERB
easat-9142	529	30	review	review	NOUN
easat-9142	529	31	,	,	PUNCT
easat-9142	529	32	"	"	PUNCT
easat-9142	529	33	npj	npj	X
easat-9142	529	34	digital	digital	ADJ
easat-9142	529	35	medicine	medicine	NOUN
easat-9142	529	36	,	,	PUNCT
easat-9142	529	37	vol	vol	NOUN
easat-9142	529	38	.	.	PROPN
easat-9142	529	39	5	5	NUM
easat-9142	529	40	,	,	PUNCT
easat-9142	529	41	no	no	INTJ
easat-9142	529	42	.	.	NOUN
easat-9142	529	43	1	1	NUM
easat-9142	529	44	,	,	PUNCT
easat-9142	529	45	p.	p.	NOUN
easat-9142	529	46	2	2	NUM
easat-9142	529	47	,	,	PUNCT
easat-9142	529	48	2022	2022	NUM
easat-9142	529	49	.	.	PUNCT
easat-9142	529	50	https://doi.org/10.1038/s41746-021-00549-7	https://doi.org/10.1038/s41746-021-00549-7	PUNCT
easat-9142	530	1	[	[	X
easat-9142	530	2	23	23	NUM
easat-9142	530	3	]	]	X
easat-9142	530	4	s.	s.	PROPN
easat-9142	530	5	fritz	fritz	PROPN
easat-9142	530	6	-	-	PUNCT
easat-9142	530	7	morgenthal	morgenthal	NOUN
easat-9142	530	8	,	,	PUNCT
easat-9142	530	9	b.	b.	PROPN
easat-9142	530	10	hein	hein	PROPN
easat-9142	530	11	,	,	PUNCT
easat-9142	530	12	and	and	CCONJ
easat-9142	530	13	j.	j.	PROPN
easat-9142	530	14	papenbrock	papenbrock	PROPN
easat-9142	530	15	,	,	PUNCT
easat-9142	530	16	"	"	PUNCT
easat-9142	530	17	financial	financial	ADJ
easat-9142	530	18	risk	risk	NOUN
easat-9142	530	19	management	management	NOUN
easat-9142	530	20	and	and	CCONJ
easat-9142	530	21	explainable	explainable	ADJ
easat-9142	530	22	,	,	PUNCT
easat-9142	530	23	trustworthy	trustworthy	ADJ
easat-9142	530	24	,	,	PUNCT
easat-9142	530	25	responsible	responsible	ADJ
easat-9142	530	26	ai	ai	NOUN
easat-9142	530	27	,	,	PUNCT
easat-9142	530	28	"	"	PUNCT
easat-9142	530	29	frontiers	frontier	NOUN
easat-9142	530	30	in	in	ADP
easat-9142	530	31	artificial	artificial	ADJ
easat-9142	530	32	intelligence	intelligence	NOUN
easat-9142	530	33	,	,	PUNCT
easat-9142	530	34	vol	vol	NOUN
easat-9142	530	35	.	.	PROPN
easat-9142	530	36	5	5	NUM
easat-9142	530	37	,	,	PUNCT
easat-9142	530	38	p.	p.	NOUN
easat-9142	530	39	779799	779799	NUM
easat-9142	530	40	,	,	PUNCT
easat-9142	530	41	2022	2022	NUM
easat-9142	530	42	.	.	PUNCT
easat-9142	531	1	https://doi.org/10.3389/frai.2022.779799	https://doi.org/10.3389/frai.2022.779799	PROPN
easat-9142	531	2	https://doi.org/10.1007/s13132-024-02001-z	https://doi.org/10.1007/s13132-024-02001-z	PROPN
easat-9142	531	3	https://doi.org/10.62754/joe.v4i2.6526	https://doi.org/10.62754/joe.v4i2.6526	PROPN
easat-9142	531	4	https://doi.org/10.1016/j.scs.2018.02.039	https://doi.org/10.1016/j.scs.2018.02.039	VERB
easat-9142	531	5	https://doi.org/10.3390/electronics12061333	https://doi.org/10.3390/electronics12061333	ADV
easat-9142	531	6	https://doi.org/10.1016/j.rineng.2024.102647	https://doi.org/10.1016/j.rineng.2024.102647	PROPN
easat-9142	531	7	https://doi.org/10.1007/s40745-022-00444-2	https://doi.org/10.1007/s40745-022-00444-2	NUM
easat-9142	532	1	https://doi.org/10.1016/j.matpr.2021.11.577	https://doi.org/10.1016/j.matpr.2021.11.577	PROPN
easat-9142	532	2	https://doi.org/10.22495/jgrv14i2siart13	https://doi.org/10.22495/jgrv14i2siart13	PROPN
easat-9142	532	3	https://doi.org/10.1016/j.inffus.2024.102303	https://doi.org/10.1016/j.inffus.2024.102303	PROPN
easat-9142	532	4	https://doi.org/10.3390/buildings14041153	https://doi.org/10.3390/buildings14041153	VERB
easat-9142	532	5	https://doi.org/10.3390/su152015088	https://doi.org/10.3390/su152015088	AUX
easat-9142	532	6	https://doi.org/10.1016/j.ssaho.2022.100270	https://doi.org/10.1016/j.ssaho.2022.100270	PROPN
easat-9142	532	7	https://doi.org/10.3390/risks12120206	https://doi.org/10.3390/risks12120206	PROPN
easat-9142	532	8	https://doi.org/10.3390/sym13040597	https://doi.org/10.3390/sym13040597	PROPN
easat-9142	532	9	https://doi.org/10.1038/s41746-021-00549-7	https://doi.org/10.1038/s41746-021-00549-7	ADP
easat-9142	532	10	https://doi.org/10.3389/frai.2022.779799	https://doi.org/10.3389/frai.2022.779799	PROPN
easat-9142	532	11	2242	2242	NUM
easat-9142	532	12	edelweiss	edelweiss	PROPN
easat-9142	532	13	applied	apply	VERB
easat-9142	532	14	science	science	NOUN
easat-9142	532	15	and	and	CCONJ
easat-9142	532	16	technology	technology	NOUN
easat-9142	532	17	issn	issn	PROPN
easat-9142	532	18	:	:	PUNCT
easat-9142	532	19	2576	2576	NUM
easat-9142	532	20	-	-	SYM
easat-9142	532	21	8484	8484	NUM
easat-9142	532	22	vol	vol	NOUN
easat-9142	532	23	.	.	PROPN
easat-9142	533	1	9	9	NUM
easat-9142	533	2	,	,	PUNCT
easat-9142	533	3	no	no	INTJ
easat-9142	533	4	.	.	NOUN
easat-9142	533	5	7	7	NUM
easat-9142	533	6	:	:	SYM
easat-9142	533	7	2222	2222	NUM
easat-9142	533	8	-	-	SYM
easat-9142	533	9	2245	2245	NUM
easat-9142	533	10	,	,	PUNCT
easat-9142	533	11	2025	2025	NUM
easat-9142	533	12	doi	doi	NOUN
easat-9142	533	13	:	:	PUNCT
easat-9142	533	14	10.55214/2576	10.55214/2576	NUM
easat-9142	533	15	-	-	PUNCT
easat-9142	533	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	534	1	©	©	PROPN
easat-9142	534	2	2025	2025	NUM
easat-9142	534	3	by	by	ADP
easat-9142	534	4	the	the	DET
easat-9142	534	5	authors	author	NOUN
easat-9142	534	6	;	;	PUNCT
easat-9142	534	7	licensee	licensee	PROPN
easat-9142	534	8	learning	learning	NOUN
easat-9142	534	9	gate	gate	NOUN
easat-9142	535	1	[	[	X
easat-9142	535	2	24	24	NUM
easat-9142	535	3	]	]	PUNCT
easat-9142	535	4	t.	t.	PROPN
easat-9142	535	5	ashfaq	ashfaq	PROPN
easat-9142	535	6	et	et	PROPN
easat-9142	535	7	al	al	PROPN
easat-9142	535	8	.	.	PROPN
easat-9142	535	9	,	,	PUNCT
easat-9142	535	10	"	"	PUNCT
easat-9142	535	11	a	a	DET
easat-9142	535	12	machine	machine	NOUN
easat-9142	535	13	learning	learning	NOUN
easat-9142	535	14	and	and	CCONJ
easat-9142	535	15	blockchain	blockchain	PROPN
easat-9142	535	16	based	base	VERB
easat-9142	535	17	efficient	efficient	ADJ
easat-9142	535	18	fraud	fraud	NOUN
easat-9142	535	19	detection	detection	NOUN
easat-9142	535	20	mechanism	mechanism	NOUN
easat-9142	535	21	,	,	PUNCT
easat-9142	535	22	"	"	PUNCT
easat-9142	535	23	sensors	sensor	NOUN
easat-9142	535	24	,	,	PUNCT
easat-9142	535	25	vol	vol	NOUN
easat-9142	535	26	.	.	PROPN
easat-9142	536	1	22	22	NUM
easat-9142	536	2	,	,	PUNCT
easat-9142	536	3	no	no	INTJ
easat-9142	536	4	.	.	NOUN
easat-9142	536	5	19	19	NUM
easat-9142	536	6	,	,	PUNCT
easat-9142	536	7	p.	p.	NOUN
easat-9142	536	8	7162	7162	NUM
easat-9142	536	9	,	,	PUNCT
easat-9142	536	10	2022	2022	NUM
easat-9142	536	11	.	.	PUNCT
easat-9142	537	1	https://doi.org/10.3390/s22197162	https://doi.org/10.3390/s22197162	NUM
easat-9142	538	1	[	[	X
easat-9142	538	2	25	25	NUM
easat-9142	538	3	]	]	X
easat-9142	538	4	s.	s.	PROPN
easat-9142	538	5	shah	shah	PROPN
easat-9142	538	6	et	et	PROPN
easat-9142	538	7	al	al	PROPN
easat-9142	538	8	.	.	PROPN
easat-9142	538	9	,	,	PUNCT
easat-9142	538	10	"	"	PUNCT
easat-9142	538	11	compromised	compromise	VERB
easat-9142	538	12	user	user	NOUN
easat-9142	538	13	credentials	credential	NOUN
easat-9142	538	14	detection	detection	NOUN
easat-9142	538	15	in	in	ADP
easat-9142	538	16	a	a	DET
easat-9142	538	17	digital	digital	ADJ
easat-9142	538	18	enterprise	enterprise	NOUN
easat-9142	538	19	using	use	VERB
easat-9142	538	20	behavioral	behavioral	ADJ
easat-9142	538	21	analytics	analytic	NOUN
easat-9142	538	22	,	,	PUNCT
easat-9142	538	23	"	"	PUNCT
easat-9142	538	24	future	future	ADJ
easat-9142	538	25	generation	generation	NOUN
easat-9142	538	26	computer	computer	NOUN
easat-9142	538	27	systems	system	NOUN
easat-9142	538	28	,	,	PUNCT
easat-9142	538	29	vol	vol	NOUN
easat-9142	538	30	.	.	PROPN
easat-9142	539	1	93	93	NUM
easat-9142	539	2	,	,	PUNCT
easat-9142	539	3	pp	pp	ADJ
easat-9142	539	4	.	.	PUNCT
easat-9142	540	1	407	407	NUM
easat-9142	540	2	-	-	SYM
easat-9142	540	3	417	417	NUM
easat-9142	540	4	,	,	PUNCT
easat-9142	540	5	2019	2019	NUM
easat-9142	540	6	.	.	PUNCT
easat-9142	541	1	https://doi.org/10.1016/j.future.2018.09.064	https://doi.org/10.1016/j.future.2018.09.064	NOUN
easat-9142	541	2	[	[	X
easat-9142	541	3	26	26	NUM
easat-9142	541	4	]	]	PUNCT
easat-9142	541	5	a.	a.	NOUN
easat-9142	541	6	yeboah	yeboah	NOUN
easat-9142	541	7	-	-	PUNCT
easat-9142	541	8	ofori	ofori	NOUN
easat-9142	541	9	et	et	PROPN
easat-9142	541	10	al	al	PROPN
easat-9142	541	11	.	.	PROPN
easat-9142	541	12	,	,	PUNCT
easat-9142	541	13	"	"	PUNCT
easat-9142	541	14	cyber	cyber	ADJ
easat-9142	541	15	threat	threat	NOUN
easat-9142	541	16	predictive	predictive	ADJ
easat-9142	541	17	analytics	analytic	NOUN
easat-9142	541	18	for	for	ADP
easat-9142	541	19	improving	improve	VERB
easat-9142	541	20	cyber	cyber	NOUN
easat-9142	541	21	supply	supply	NOUN
easat-9142	541	22	chain	chain	NOUN
easat-9142	541	23	security	security	NOUN
easat-9142	541	24	,	,	PUNCT
easat-9142	541	25	"	"	PUNCT
easat-9142	541	26	ieee	ieee	NOUN
easat-9142	541	27	access	access	NOUN
easat-9142	541	28	,	,	PUNCT
easat-9142	541	29	vol	vol	NOUN
easat-9142	541	30	.	.	NOUN
easat-9142	541	31	9	9	NUM
easat-9142	541	32	,	,	PUNCT
easat-9142	541	33	pp	pp	ADJ
easat-9142	541	34	.	.	PUNCT
easat-9142	542	1	94318	94318	NUM
easat-9142	542	2	-	-	SYM
easat-9142	542	3	94337	94337	NUM
easat-9142	542	4	,	,	PUNCT
easat-9142	542	5	2021	2021	NUM
easat-9142	542	6	.	.	PUNCT
easat-9142	543	1	https://doi.org/10.1109/access.2021.3087109	https://doi.org/10.1109/access.2021.3087109	PROPN
easat-9142	543	2	[	[	X
easat-9142	543	3	27	27	NUM
easat-9142	543	4	]	]	PUNCT
easat-9142	543	5	a.	a.	NOUN
easat-9142	543	6	h.	h.	PROPN
easat-9142	543	7	karbasi	karbasi	PROPN
easat-9142	543	8	and	and	CCONJ
easat-9142	543	9	s.	s.	PROPN
easat-9142	543	10	shahpasand	shahpasand	PROPN
easat-9142	543	11	,	,	PUNCT
easat-9142	543	12	"	"	PUNCT
easat-9142	543	13	a	a	DET
easat-9142	543	14	post	post	ADJ
easat-9142	543	15	-	-	ADJ
easat-9142	543	16	quantum	quantum	ADJ
easat-9142	543	17	end	end	NOUN
easat-9142	543	18	-	-	PUNCT
easat-9142	543	19	to	to	ADP
easat-9142	543	20	-	-	PUNCT
easat-9142	543	21	end	end	NOUN
easat-9142	543	22	encryption	encryption	NOUN
easat-9142	543	23	over	over	ADP
easat-9142	543	24	smart	smart	ADJ
easat-9142	543	25	contract	contract	NOUN
easat-9142	543	26	-	-	PUNCT
easat-9142	543	27	based	base	VERB
easat-9142	543	28	blockchain	blockchain	NOUN
easat-9142	543	29	for	for	ADP
easat-9142	543	30	defeating	defeat	VERB
easat-9142	543	31	man	man	NOUN
easat-9142	543	32	-	-	PUNCT
easat-9142	543	33	in	in	ADP
easat-9142	543	34	-	-	PUNCT
easat-9142	543	35	the	the	DET
easat-9142	543	36	-	-	PUNCT
easat-9142	543	37	middle	middle	ADJ
easat-9142	543	38	and	and	CCONJ
easat-9142	543	39	interception	interception	NOUN
easat-9142	543	40	attacks	attack	NOUN
easat-9142	543	41	,	,	PUNCT
easat-9142	543	42	"	"	PUNCT
easat-9142	543	43	peer	peer	NOUN
easat-9142	543	44	-	-	PUNCT
easat-9142	543	45	to	to	ADP
easat-9142	543	46	-	-	PUNCT
easat-9142	543	47	peer	peer	NOUN
easat-9142	543	48	networking	networking	NOUN
easat-9142	543	49	and	and	CCONJ
easat-9142	543	50	applications	application	NOUN
easat-9142	543	51	,	,	PUNCT
easat-9142	543	52	vol	vol	NOUN
easat-9142	543	53	.	.	PROPN
easat-9142	543	54	13	13	NUM
easat-9142	543	55	,	,	PUNCT
easat-9142	543	56	no	no	INTJ
easat-9142	543	57	.	.	NOUN
easat-9142	543	58	5	5	NUM
easat-9142	543	59	,	,	PUNCT
easat-9142	543	60	pp	pp	ADJ
easat-9142	543	61	.	.	PUNCT
easat-9142	543	62	14231441	14231441	NUM
easat-9142	543	63	,	,	PUNCT
easat-9142	543	64	2020	2020	NUM
easat-9142	543	65	.	.	PUNCT
easat-9142	544	1	https://doi.org/10.1007/s12083-020-00901-w	https://doi.org/10.1007/s12083-020-00901-w	NOUN
easat-9142	544	2	[	[	X
easat-9142	544	3	28	28	NUM
easat-9142	544	4	]	]	X
easat-9142	544	5	p.	p.	NOUN
easat-9142	544	6	ward	ward	NOUN
easat-9142	544	7	and	and	CCONJ
easat-9142	544	8	c.	c.	PROPN
easat-9142	544	9	l.	l.	PROPN
easat-9142	544	10	smith	smith	PROPN
easat-9142	544	11	,	,	PUNCT
easat-9142	544	12	"	"	PUNCT
easat-9142	544	13	the	the	DET
easat-9142	544	14	development	development	NOUN
easat-9142	544	15	of	of	ADP
easat-9142	544	16	access	access	NOUN
easat-9142	544	17	control	control	NOUN
easat-9142	544	18	policies	policy	NOUN
easat-9142	544	19	for	for	ADP
easat-9142	544	20	information	information	NOUN
easat-9142	544	21	technology	technology	NOUN
easat-9142	544	22	systems	system	NOUN
easat-9142	544	23	,	,	PUNCT
easat-9142	544	24	"	"	PUNCT
easat-9142	544	25	computers	computer	NOUN
easat-9142	544	26	&	&	CCONJ
easat-9142	544	27	security	security	NOUN
easat-9142	544	28	,	,	PUNCT
easat-9142	544	29	vol	vol	NOUN
easat-9142	544	30	.	.	PROPN
easat-9142	544	31	21	21	NUM
easat-9142	544	32	,	,	PUNCT
easat-9142	544	33	no	no	INTJ
easat-9142	544	34	.	.	NOUN
easat-9142	544	35	4	4	NUM
easat-9142	544	36	,	,	PUNCT
easat-9142	544	37	pp	pp	ADJ
easat-9142	544	38	.	.	PUNCT
easat-9142	545	1	356	356	NUM
easat-9142	545	2	-	-	SYM
easat-9142	545	3	371	371	NUM
easat-9142	545	4	,	,	PUNCT
easat-9142	545	5	2002	2002	NUM
easat-9142	545	6	.	.	PUNCT
easat-9142	546	1	https://doi.org/10.1016/s0167-4048(02)00414-5	https://doi.org/10.1016/s0167-4048(02)00414-5	PROPN
easat-9142	547	1	[	[	X
easat-9142	547	2	29	29	NUM
easat-9142	547	3	]	]	PUNCT
easat-9142	547	4	m.	m.	NOUN
easat-9142	547	5	qasaimeh	qasaimeh	NOUN
easat-9142	547	6	,	,	PUNCT
easat-9142	547	7	r.	r.	PROPN
easat-9142	547	8	a.	a.	PROPN
easat-9142	547	9	hammour	hammour	PROPN
easat-9142	547	10	,	,	PUNCT
easat-9142	547	11	m.	m.	PROPN
easat-9142	547	12	b.	b.	PROPN
easat-9142	547	13	yassein	yassein	PROPN
easat-9142	547	14	,	,	PUNCT
easat-9142	547	15	r.	r.	PROPN
easat-9142	547	16	s.	s.	PROPN
easat-9142	547	17	al	al	PROPN
easat-9142	547	18	-	-	PUNCT
easat-9142	547	19	qassas	qassas	PROPN
easat-9142	547	20	,	,	PUNCT
easat-9142	547	21	j.	j.	PROPN
easat-9142	547	22	a.	a.	PROPN
easat-9142	547	23	l.	l.	PROPN
easat-9142	547	24	torralbo	torralbo	PROPN
easat-9142	547	25	,	,	PUNCT
easat-9142	547	26	and	and	CCONJ
easat-9142	547	27	d.	d.	PROPN
easat-9142	547	28	lizcano	lizcano	PROPN
easat-9142	547	29	,	,	PUNCT
easat-9142	547	30	"	"	PUNCT
easat-9142	547	31	advanced	advanced	ADJ
easat-9142	547	32	security	security	NOUN
easat-9142	547	33	testing	testing	NOUN
easat-9142	547	34	using	use	VERB
easat-9142	547	35	a	a	DET
easat-9142	547	36	cyber	cyber	NOUN
easat-9142	547	37	-	-	PUNCT
easat-9142	547	38	attack	attack	NOUN
easat-9142	547	39	forecasting	forecasting	NOUN
easat-9142	547	40	model	model	NOUN
easat-9142	547	41	:	:	PUNCT
easat-9142	547	42	a	a	DET
easat-9142	547	43	case	case	NOUN
easat-9142	547	44	study	study	NOUN
easat-9142	547	45	of	of	ADP
easat-9142	547	46	financial	financial	ADJ
easat-9142	547	47	institutions	institution	NOUN
easat-9142	547	48	,	,	PUNCT
easat-9142	547	49	"	"	PUNCT
easat-9142	547	50	journal	journal	NOUN
easat-9142	547	51	of	of	ADP
easat-9142	547	52	software	software	NOUN
easat-9142	547	53	:	:	PUNCT
easat-9142	547	54	evolution	evolution	NOUN
easat-9142	547	55	and	and	CCONJ
easat-9142	547	56	process	process	NOUN
easat-9142	547	57	,	,	PUNCT
easat-9142	547	58	vol	vol	NOUN
easat-9142	547	59	.	.	PROPN
easat-9142	548	1	34	34	NUM
easat-9142	548	2	,	,	PUNCT
easat-9142	548	3	no	no	INTJ
easat-9142	548	4	.	.	NOUN
easat-9142	548	5	11	11	NUM
easat-9142	548	6	,	,	PUNCT
easat-9142	548	7	p.	p.	NOUN
easat-9142	548	8	e2489	e2489	PROPN
easat-9142	548	9	,	,	PUNCT
easat-9142	548	10	2022	2022	NUM
easat-9142	548	11	.	.	PUNCT
easat-9142	549	1	https://doi.org/10.1002/smr.2489	https://doi.org/10.1002/smr.2489	PROPN
easat-9142	549	2	[	[	X
easat-9142	549	3	30	30	NUM
easat-9142	549	4	]	]	PUNCT
easat-9142	549	5	m.	m.	NOUN
easat-9142	549	6	m.	m.	NOUN
easat-9142	549	7	sabale	sabale	NOUN
easat-9142	549	8	,	,	PUNCT
easat-9142	549	9	v.	v.	ADP
easat-9142	549	10	a.	a.	NOUN
easat-9142	549	11	pande	pande	PROPN
easat-9142	549	12	,	,	PUNCT
easat-9142	549	13	a.	a.	NOUN
easat-9142	549	14	a.	a.	NOUN
easat-9142	549	15	tagalpallewar	tagalpallewar	PROPN
easat-9142	549	16	,	,	PUNCT
easat-9142	549	17	a.	a.	NOUN
easat-9142	549	18	g.	g.	PROPN
easat-9142	549	19	swami	swami	PROPN
easat-9142	549	20	,	,	PUNCT
easat-9142	549	21	a.	a.	NOUN
easat-9142	549	22	t.	t.	PROPN
easat-9142	549	23	pawar	pawar	PROPN
easat-9142	549	24	,	,	PUNCT
easat-9142	549	25	and	and	CCONJ
easat-9142	549	26	a.	a.	NOUN
easat-9142	549	27	m.	m.	PROPN
easat-9142	549	28	baheti	baheti	PROPN
easat-9142	549	29	,	,	PUNCT
easat-9142	549	30	"	"	PUNCT
easat-9142	549	31	maintaining	maintain	VERB
easat-9142	549	32	data	data	NOUN
easat-9142	549	33	safety	safety	NOUN
easat-9142	549	34	and	and	CCONJ
easat-9142	549	35	accuracy	accuracy	NOUN
easat-9142	549	36	through	through	ADP
easat-9142	549	37	data	datum	NOUN
easat-9142	549	38	integrity	integrity	NOUN
easat-9142	549	39	(	(	PUNCT
easat-9142	549	40	di	di	NOUN
easat-9142	549	41	):	):	PUNCT
easat-9142	549	42	a	a	DET
easat-9142	549	43	comprehensive	comprehensive	ADJ
easat-9142	549	44	review	review	NOUN
easat-9142	549	45	,	,	PUNCT
easat-9142	549	46	"	"	PUNCT
easat-9142	549	47	research	research	NOUN
easat-9142	549	48	journal	journal	NOUN
easat-9142	549	49	of	of	ADP
easat-9142	549	50	pharmacy	pharmacy	NOUN
easat-9142	549	51	and	and	CCONJ
easat-9142	549	52	technology	technology	NOUN
easat-9142	549	53	,	,	PUNCT
easat-9142	549	54	vol	vol	NOUN
easat-9142	549	55	.	.	PROPN
easat-9142	549	56	17	17	NUM
easat-9142	549	57	,	,	PUNCT
easat-9142	549	58	no	no	INTJ
easat-9142	549	59	.	.	NOUN
easat-9142	549	60	5	5	NUM
easat-9142	549	61	,	,	PUNCT
easat-9142	549	62	pp	pp	ADJ
easat-9142	549	63	.	.	PUNCT
easat-9142	550	1	2431	2431	NUM
easat-9142	550	2	-	-	SYM
easat-9142	550	3	2440	2440	NUM
easat-9142	550	4	,	,	PUNCT
easat-9142	550	5	2024	2024	NUM
easat-9142	550	6	.	.	PUNCT
easat-9142	551	1	http://dx.doi.org/10.52711/0974-360x.2024.00381	http://dx.doi.org/10.52711/0974-360x.2024.00381	VERB
easat-9142	552	1	[	[	X
easat-9142	552	2	31	31	NUM
easat-9142	552	3	]	]	PUNCT
easat-9142	552	4	a.	a.	NOUN
easat-9142	552	5	mimi	mimi	PROPN
easat-9142	552	6	and	and	CCONJ
easat-9142	552	7	l.	l.	PROPN
easat-9142	552	8	mani	mani	PROPN
easat-9142	552	9	,	,	PUNCT
easat-9142	552	10	"	"	PUNCT
easat-9142	552	11	gravitating	gravitate	VERB
easat-9142	552	12	the	the	DET
easat-9142	552	13	gig	gig	NOUN
easat-9142	552	14	economy	economy	NOUN
easat-9142	552	15	for	for	ADP
easat-9142	552	16	reshaping	reshape	VERB
easat-9142	552	17	the	the	DET
easat-9142	552	18	careers	career	NOUN
easat-9142	552	19	using	use	VERB
easat-9142	552	20	technological	technological	ADJ
easat-9142	552	21	platform	platform	NOUN
easat-9142	552	22	in	in	ADP
easat-9142	552	23	the	the	DET
easat-9142	552	24	digital	digital	ADJ
easat-9142	552	25	age	age	NOUN
easat-9142	552	26	in	in	ADP
easat-9142	552	27	an	an	DET
easat-9142	552	28	emerging	emerge	VERB
easat-9142	552	29	economy	economy	NOUN
easat-9142	552	30	,	,	PUNCT
easat-9142	552	31	"	"	PUNCT
easat-9142	552	32	journal	journal	NOUN
easat-9142	552	33	of	of	ADP
easat-9142	552	34	information	information	NOUN
easat-9142	552	35	systems	system	NOUN
easat-9142	552	36	and	and	CCONJ
easat-9142	552	37	informatics	informatic	NOUN
easat-9142	552	38	,	,	PUNCT
easat-9142	552	39	vol	vol	NOUN
easat-9142	552	40	.	.	PROPN
easat-9142	552	41	6	6	NUM
easat-9142	552	42	,	,	PUNCT
easat-9142	552	43	no	no	INTJ
easat-9142	552	44	.	.	NOUN
easat-9142	552	45	4	4	NUM
easat-9142	552	46	,	,	PUNCT
easat-9142	552	47	pp	pp	ADJ
easat-9142	552	48	.	.	PUNCT
easat-9142	553	1	3129	3129	NUM
easat-9142	553	2	-	-	SYM
easat-9142	553	3	3161	3161	NUM
easat-9142	553	4	,	,	PUNCT
easat-9142	553	5	2024	2024	NUM
easat-9142	553	6	.	.	PUNCT
easat-9142	554	1	[	[	X
easat-9142	554	2	32	32	NUM
easat-9142	554	3	]	]	PUNCT
easat-9142	554	4	m.	m.	NOUN
easat-9142	554	5	j.	j.	PROPN
easat-9142	554	6	page	page	PROPN
easat-9142	554	7	et	et	PROPN
easat-9142	554	8	al	al	PROPN
easat-9142	554	9	.	.	PROPN
easat-9142	554	10	,	,	PUNCT
easat-9142	554	11	"	"	PUNCT
easat-9142	554	12	the	the	DET
easat-9142	554	13	prisma	prisma	PROPN
easat-9142	554	14	2020	2020	NUM
easat-9142	554	15	statement	statement	NOUN
easat-9142	554	16	:	:	PUNCT
easat-9142	554	17	an	an	DET
easat-9142	554	18	updated	update	VERB
easat-9142	554	19	guideline	guideline	NOUN
easat-9142	554	20	for	for	ADP
easat-9142	554	21	reporting	report	VERB
easat-9142	554	22	systematic	systematic	ADJ
easat-9142	554	23	reviews	review	NOUN
easat-9142	554	24	,	,	PUNCT
easat-9142	554	25	"	"	PUNCT
easat-9142	554	26	bmj	bmj	NOUN
easat-9142	554	27	,	,	PUNCT
easat-9142	554	28	vol	vol	NOUN
easat-9142	554	29	.	.	PROPN
easat-9142	554	30	372	372	NUM
easat-9142	554	31	,	,	PUNCT
easat-9142	554	32	p.	p.	NOUN
easat-9142	554	33	n71	n71	NOUN
easat-9142	554	34	,	,	PUNCT
easat-9142	554	35	2021	2021	NUM
easat-9142	554	36	.	.	PUNCT
easat-9142	555	1	[	[	X
easat-9142	555	2	33	33	NUM
easat-9142	555	3	]	]	X
easat-9142	555	4	d.	d.	PROPN
easat-9142	555	5	moher	moher	PROPN
easat-9142	555	6	,	,	PUNCT
easat-9142	555	7	a.	a.	PROPN
easat-9142	555	8	liberati	liberati	PROPN
easat-9142	555	9	,	,	PUNCT
easat-9142	555	10	j.	j.	PROPN
easat-9142	555	11	tetzlaff	tetzlaff	PROPN
easat-9142	555	12	,	,	PUNCT
easat-9142	555	13	d.	d.	PROPN
easat-9142	555	14	g.	g.	PROPN
easat-9142	555	15	altman	altman	PROPN
easat-9142	555	16	,	,	PUNCT
easat-9142	555	17	and	and	CCONJ
easat-9142	555	18	the	the	DET
easat-9142	555	19	prisma	prisma	PROPN
easat-9142	555	20	group	group	NOUN
easat-9142	555	21	,	,	PUNCT
easat-9142	555	22	"	"	PUNCT
easat-9142	555	23	preferred	preferred	ADJ
easat-9142	555	24	reporting	reporting	NOUN
easat-9142	555	25	items	item	NOUN
easat-9142	555	26	for	for	ADP
easat-9142	555	27	systematic	systematic	ADJ
easat-9142	555	28	reviews	review	NOUN
easat-9142	555	29	and	and	CCONJ
easat-9142	555	30	meta	meta	NOUN
easat-9142	555	31	-	-	PUNCT
easat-9142	555	32	analyses	analysis	NOUN
easat-9142	555	33	:	:	PUNCT
easat-9142	555	34	the	the	DET
easat-9142	555	35	prisma	prisma	PROPN
easat-9142	555	36	statement	statement	NOUN
easat-9142	555	37	,	,	PUNCT
easat-9142	555	38	"	"	PUNCT
easat-9142	555	39	plos	plos	PROPN
easat-9142	555	40	medicine	medicine	NOUN
easat-9142	555	41	,	,	PUNCT
easat-9142	555	42	vol	vol	NOUN
easat-9142	555	43	.	.	PROPN
easat-9142	555	44	6	6	NUM
easat-9142	555	45	,	,	PUNCT
easat-9142	555	46	no	no	INTJ
easat-9142	555	47	.	.	NOUN
easat-9142	555	48	7	7	NUM
easat-9142	555	49	,	,	PUNCT
easat-9142	555	50	p.	p.	NOUN
easat-9142	555	51	e1000097	e1000097	PROPN
easat-9142	555	52	,	,	PUNCT
easat-9142	555	53	2009	2009	NUM
easat-9142	555	54	.	.	PUNCT
easat-9142	556	1	[	[	X
easat-9142	556	2	34	34	NUM
easat-9142	556	3	]	]	PUNCT
easat-9142	556	4	t.	t.	NOUN
easat-9142	556	5	pervin	pervin	NOUN
easat-9142	556	6	et	et	PROPN
easat-9142	556	7	al	al	PROPN
easat-9142	556	8	.	.	PROPN
easat-9142	556	9	,	,	PUNCT
easat-9142	556	10	"	"	PUNCT
easat-9142	556	11	a	a	DET
easat-9142	556	12	hybrid	hybrid	ADJ
easat-9142	556	13	cnn	cnn	PROPN
easat-9142	556	14	-	-	PUNCT
easat-9142	556	15	lstm	lstm	ADJ
easat-9142	556	16	approach	approach	NOUN
easat-9142	556	17	for	for	ADP
easat-9142	556	18	detecting	detect	VERB
easat-9142	556	19	anomalous	anomalous	ADJ
easat-9142	556	20	bank	bank	NOUN
easat-9142	556	21	transactions	transaction	NOUN
easat-9142	556	22	:	:	PUNCT
easat-9142	556	23	enhancing	enhance	VERB
easat-9142	556	24	financial	financial	ADJ
easat-9142	556	25	fraud	fraud	NOUN
easat-9142	556	26	detection	detection	NOUN
easat-9142	556	27	accuracy	accuracy	NOUN
easat-9142	556	28	,	,	PUNCT
easat-9142	556	29	"	"	PUNCT
easat-9142	556	30	the	the	DET
easat-9142	556	31	american	american	PROPN
easat-9142	556	32	journal	journal	PROPN
easat-9142	556	33	of	of	ADP
easat-9142	556	34	management	management	NOUN
easat-9142	556	35	and	and	CCONJ
easat-9142	556	36	economics	economic	NOUN
easat-9142	556	37	innovations	innovation	NOUN
easat-9142	556	38	,	,	PUNCT
easat-9142	556	39	vol	vol	NOUN
easat-9142	556	40	.	.	PROPN
easat-9142	556	41	7	7	NUM
easat-9142	556	42	,	,	PUNCT
easat-9142	556	43	no	no	INTJ
easat-9142	556	44	.	.	NOUN
easat-9142	556	45	04	04	NUM
easat-9142	556	46	,	,	PUNCT
easat-9142	556	47	pp	pp	ADJ
easat-9142	556	48	.	.	PUNCT
easat-9142	557	1	116	116	NUM
easat-9142	557	2	-	-	SYM
easat-9142	557	3	123	123	NUM
easat-9142	557	4	,	,	PUNCT
easat-9142	557	5	2025	2025	NUM
easat-9142	557	6	.	.	PUNCT
easat-9142	558	1	[	[	X
easat-9142	558	2	35	35	NUM
easat-9142	558	3	]	]	X
easat-9142	558	4	m.	m.	NOUN
easat-9142	558	5	i.	i.	PROPN
easat-9142	558	6	bhuiyan	bhuiyan	PROPN
easat-9142	558	7	,	,	PUNCT
easat-9142	558	8	m.	m.	PROPN
easat-9142	558	9	n.	n.	PROPN
easat-9142	558	10	u.	u.	PROPN
easat-9142	558	11	milon	milon	PROPN
easat-9142	558	12	,	,	PUNCT
easat-9142	558	13	r.	r.	PROPN
easat-9142	558	14	hossain	hossain	PROPN
easat-9142	558	15	,	,	PUNCT
easat-9142	558	16	t.	t.	PROPN
easat-9142	558	17	a.	a.	NOUN
easat-9142	558	18	poli	poli	PROPN
easat-9142	558	19	,	,	PUNCT
easat-9142	558	20	and	and	CCONJ
easat-9142	558	21	m.	m.	NOUN
easat-9142	558	22	a.	a.	PROPN
easat-9142	558	23	salam	salam	PROPN
easat-9142	558	24	,	,	PUNCT
easat-9142	558	25	"	"	PUNCT
easat-9142	558	26	examining	examine	VERB
easat-9142	558	27	the	the	DET
easat-9142	558	28	relationship	relationship	NOUN
easat-9142	558	29	between	between	ADP
easat-9142	558	30	poverty	poverty	NOUN
easat-9142	558	31	and	and	CCONJ
easat-9142	558	32	juvenile	juvenile	ADJ
easat-9142	558	33	delinquency	delinquency	NOUN
easat-9142	558	34	trends	trend	NOUN
easat-9142	558	35	in	in	ADP
easat-9142	558	36	a	a	DET
easat-9142	558	37	developing	develop	VERB
easat-9142	558	38	country	country	NOUN
easat-9142	558	39	,	,	PUNCT
easat-9142	558	40	"	"	PUNCT
easat-9142	558	41	academic	academic	ADJ
easat-9142	558	42	journal	journal	NOUN
easat-9142	558	43	of	of	ADP
easat-9142	558	44	interdisciplinary	interdisciplinary	ADJ
easat-9142	558	45	studies	study	NOUN
easat-9142	558	46	,	,	PUNCT
easat-9142	558	47	vol	vol	NOUN
easat-9142	558	48	.	.	PROPN
easat-9142	558	49	13	13	NUM
easat-9142	558	50	,	,	PUNCT
easat-9142	558	51	no	no	INTJ
easat-9142	558	52	.	.	NOUN
easat-9142	558	53	6	6	NUM
easat-9142	558	54	,	,	PUNCT
easat-9142	558	55	pp	pp	ADJ
easat-9142	558	56	.	.	PUNCT
easat-9142	559	1	255	255	NUM
easat-9142	559	2	-	-	SYM
easat-9142	559	3	274	274	NUM
easat-9142	559	4	,	,	PUNCT
easat-9142	559	5	2024	2024	NUM
easat-9142	559	6	.	.	PUNCT
easat-9142	560	1	[	[	X
easat-9142	560	2	36	36	NUM
easat-9142	560	3	]	]	X
easat-9142	560	4	r.	r.	PROPN
easat-9142	560	5	malhotra	malhotra	PROPN
easat-9142	560	6	and	and	CCONJ
easat-9142	560	7	d.	d.	PROPN
easat-9142	560	8	malhotra	malhotra	PROPN
easat-9142	560	9	,	,	PUNCT
easat-9142	560	10	"	"	PUNCT
easat-9142	560	11	the	the	DET
easat-9142	560	12	impact	impact	NOUN
easat-9142	560	13	of	of	ADP
easat-9142	560	14	technology	technology	NOUN
easat-9142	560	15	,	,	PUNCT
easat-9142	560	16	big	big	ADJ
easat-9142	560	17	data	datum	NOUN
easat-9142	560	18	,	,	PUNCT
easat-9142	560	19	and	and	CCONJ
easat-9142	560	20	analytics	analytic	NOUN
easat-9142	560	21	:	:	PUNCT
easat-9142	560	22	the	the	DET
easat-9142	560	23	evolving	evolve	VERB
easat-9142	560	24	data	data	NOUN
easat-9142	560	25	-	-	PUNCT
easat-9142	560	26	driven	drive	VERB
easat-9142	560	27	model	model	NOUN
easat-9142	560	28	of	of	ADP
easat-9142	560	29	innovation	innovation	NOUN
easat-9142	560	30	in	in	ADP
easat-9142	560	31	the	the	DET
easat-9142	560	32	finance	finance	NOUN
easat-9142	560	33	industry	industry	NOUN
easat-9142	560	34	,	,	PUNCT
easat-9142	560	35	"	"	PUNCT
easat-9142	560	36	journal	journal	NOUN
easat-9142	560	37	of	of	ADP
easat-9142	560	38	financial	financial	ADJ
easat-9142	560	39	data	datum	NOUN
easat-9142	560	40	science	science	NOUN
easat-9142	560	41	,	,	PUNCT
easat-9142	560	42	vol	vol	NOUN
easat-9142	560	43	.	.	PROPN
easat-9142	560	44	5	5	NUM
easat-9142	560	45	,	,	PUNCT
easat-9142	560	46	no	no	INTJ
easat-9142	560	47	.	.	NOUN
easat-9142	560	48	3	3	NUM
easat-9142	560	49	,	,	PUNCT
easat-9142	560	50	p.	p.	NOUN
easat-9142	560	51	129	129	NUM
easat-9142	560	52	,	,	PUNCT
easat-9142	560	53	2023	2023	NUM
easat-9142	560	54	.	.	PUNCT
easat-9142	561	1	https://doi.org/10.3905/jfds.2023.1.129	https://doi.org/10.3905/jfds.2023.1.129	PROPN
easat-9142	561	2	[	[	X
easat-9142	561	3	37	37	NUM
easat-9142	561	4	]	]	PUNCT
easat-9142	561	5	l.	l.	PROPN
easat-9142	561	6	mani	mani	PROPN
easat-9142	561	7	,	,	PUNCT
easat-9142	561	8	"	"	PUNCT
easat-9142	561	9	gravitating	gravitate	VERB
easat-9142	561	10	towards	towards	ADP
easat-9142	561	11	the	the	DET
easat-9142	561	12	digital	digital	ADJ
easat-9142	561	13	economy	economy	NOUN
easat-9142	561	14	:	:	PUNCT
easat-9142	561	15	opportunities	opportunity	NOUN
easat-9142	561	16	and	and	CCONJ
easat-9142	561	17	challenges	challenge	NOUN
easat-9142	561	18	for	for	ADP
easat-9142	561	19	transforming	transform	VERB
easat-9142	561	20	smart	smart	ADJ
easat-9142	561	21	bangladesh	bangladesh	NOUN
easat-9142	561	22	,	,	PUNCT
easat-9142	561	23	"	"	PUNCT
easat-9142	561	24	pakistan	pakistan	PROPN
easat-9142	561	25	journal	journal	NOUN
easat-9142	561	26	of	of	ADP
easat-9142	561	27	life	life	PROPN
easat-9142	561	28	&	&	CCONJ
easat-9142	561	29	social	social	ADJ
easat-9142	561	30	sciences	sciences	PROPN
easat-9142	561	31	,	,	PUNCT
easat-9142	561	32	vol	vol	NOUN
easat-9142	561	33	.	.	PROPN
easat-9142	561	34	22	22	NUM
easat-9142	561	35	,	,	PUNCT
easat-9142	561	36	no	no	INTJ
easat-9142	561	37	.	.	NOUN
easat-9142	561	38	1	1	NUM
easat-9142	561	39	,	,	PUNCT
easat-9142	561	40	pp	pp	ADJ
easat-9142	561	41	.	.	PUNCT
easat-9142	561	42	3324–3334	3324–3334	NUM
easat-9142	561	43	,	,	PUNCT
easat-9142	561	44	2024	2024	NUM
easat-9142	561	45	.	.	PUNCT
easat-9142	562	1	[	[	X
easat-9142	562	2	38	38	NUM
easat-9142	562	3	]	]	PUNCT
easat-9142	562	4	w.	w.	PROPN
easat-9142	562	5	hilal	hilal	PROPN
easat-9142	562	6	,	,	PUNCT
easat-9142	562	7	s.	s.	PROPN
easat-9142	562	8	a.	a.	PROPN
easat-9142	562	9	gadsden	gadsden	PROPN
easat-9142	562	10	,	,	PUNCT
easat-9142	562	11	and	and	CCONJ
easat-9142	562	12	j.	j.	PROPN
easat-9142	562	13	yawney	yawney	PROPN
easat-9142	562	14	,	,	PUNCT
easat-9142	562	15	"	"	PUNCT
easat-9142	562	16	financial	financial	ADJ
easat-9142	562	17	fraud	fraud	NOUN
easat-9142	562	18	:	:	PUNCT
easat-9142	562	19	a	a	DET
easat-9142	562	20	review	review	NOUN
easat-9142	562	21	of	of	ADP
easat-9142	562	22	anomaly	anomaly	NOUN
easat-9142	562	23	detection	detection	NOUN
easat-9142	562	24	techniques	technique	NOUN
easat-9142	562	25	and	and	CCONJ
easat-9142	562	26	recent	recent	ADJ
easat-9142	562	27	advances	advance	NOUN
easat-9142	562	28	,	,	PUNCT
easat-9142	562	29	"	"	PUNCT
easat-9142	562	30	expert	expert	NOUN
easat-9142	562	31	systems	system	NOUN
easat-9142	562	32	with	with	ADP
easat-9142	562	33	applications	application	NOUN
easat-9142	562	34	,	,	PUNCT
easat-9142	562	35	vol	vol	NOUN
easat-9142	562	36	.	.	NOUN
easat-9142	562	37	193	193	NUM
easat-9142	562	38	,	,	PUNCT
easat-9142	562	39	p.	p.	NOUN
easat-9142	562	40	116429	116429	NUM
easat-9142	562	41	,	,	PUNCT
easat-9142	562	42	2022	2022	NUM
easat-9142	562	43	.	.	PUNCT
easat-9142	563	1	https://doi.org/10.1016/j.eswa.2021.116429	https://doi.org/10.1016/j.eswa.2021.116429	NOUN
easat-9142	563	2	[	[	X
easat-9142	563	3	39	39	NUM
easat-9142	563	4	]	]	PUNCT
easat-9142	563	5	d.	d.	PROPN
easat-9142	563	6	o.	o.	PROPN
easat-9142	563	7	njoku	njoku	PROPN
easat-9142	563	8	,	,	PUNCT
easat-9142	563	9	v.	v.	PROPN
easat-9142	563	10	c.	c.	PROPN
easat-9142	563	11	iwuchukwu	iwuchukwu	PROPN
easat-9142	563	12	,	,	PUNCT
easat-9142	563	13	j.	j.	PROPN
easat-9142	563	14	e.	e.	PROPN
easat-9142	563	15	jibiri	jibiri	PROPN
easat-9142	563	16	,	,	PUNCT
easat-9142	563	17	c.	c.	PROPN
easat-9142	563	18	t.	t.	PROPN
easat-9142	563	19	ikwuazom	ikwuazom	NOUN
easat-9142	563	20	,	,	PUNCT
easat-9142	563	21	c.	c.	PROPN
easat-9142	563	22	i.	i.	PROPN
easat-9142	563	23	ofoegbu	ofoegbu	PROPN
easat-9142	563	24	,	,	PUNCT
easat-9142	563	25	and	and	CCONJ
easat-9142	563	26	f.	f.	PROPN
easat-9142	563	27	o.	o.	PROPN
easat-9142	563	28	nwokoma	nwokoma	PROPN
easat-9142	563	29	,	,	PUNCT
easat-9142	563	30	"	"	PUNCT
easat-9142	563	31	machine	machine	NOUN
easat-9142	563	32	learning	learn	VERB
easat-9142	563	33	approach	approach	NOUN
easat-9142	563	34	for	for	ADP
easat-9142	563	35	fraud	fraud	NOUN
easat-9142	563	36	detection	detection	NOUN
easat-9142	563	37	system	system	NOUN
easat-9142	563	38	in	in	ADP
easat-9142	563	39	financial	financial	ADJ
easat-9142	563	40	institution	institution	NOUN
easat-9142	563	41	:	:	PUNCT
easat-9142	563	42	a	a	DET
easat-9142	563	43	web	web	NOUN
easat-9142	563	44	base	base	NOUN
easat-9142	563	45	application	application	NOUN
easat-9142	563	46	,	,	PUNCT
easat-9142	563	47	"	"	PUNCT
easat-9142	563	48	machine	machine	NOUN
easat-9142	563	49	learning	learning	NOUN
easat-9142	563	50	,	,	PUNCT
easat-9142	563	51	vol	vol	NOUN
easat-9142	563	52	.	.	PROPN
easat-9142	563	53	20	20	NUM
easat-9142	563	54	,	,	PUNCT
easat-9142	563	55	no	no	INTJ
easat-9142	563	56	.	.	NOUN
easat-9142	563	57	4	4	NUM
easat-9142	563	58	,	,	PUNCT
easat-9142	563	59	pp	pp	ADJ
easat-9142	563	60	.	.	PUNCT
easat-9142	564	1	1–12	1–12	NOUN
easat-9142	564	2	,	,	PUNCT
easat-9142	564	3	2024	2024	NUM
easat-9142	564	4	.	.	PUNCT
easat-9142	565	1	[	[	X
easat-9142	565	2	40	40	NUM
easat-9142	565	3	]	]	PUNCT
easat-9142	565	4	m.	m.	NOUN
easat-9142	565	5	i.	i.	PROPN
easat-9142	565	6	pramanik	pramanik	PROPN
easat-9142	565	7	,	,	PUNCT
easat-9142	565	8	p.	p.	PROPN
easat-9142	565	9	ghose	ghose	PROPN
easat-9142	565	10	,	,	PUNCT
easat-9142	565	11	m.	m.	NOUN
easat-9142	565	12	hossen	hossen	PROPN
easat-9142	565	13	,	,	PUNCT
easat-9142	565	14	m.	m.	NOUN
easat-9142	565	15	ahmed	ahmed	PROPN
easat-9142	565	16	,	,	PUNCT
easat-9142	565	17	m.	m.	NOUN
easat-9142	565	18	rahman	rahman	PROPN
easat-9142	565	19	,	,	PUNCT
easat-9142	565	20	and	and	CCONJ
easat-9142	565	21	m.	m.	NOUN
easat-9142	565	22	bhuiyan	bhuiyan	PROPN
easat-9142	565	23	,	,	PUNCT
easat-9142	565	24	"	"	PUNCT
easat-9142	565	25	emerging	emerge	VERB
easat-9142	565	26	technological	technological	ADJ
easat-9142	565	27	trends	trend	NOUN
easat-9142	565	28	in	in	ADP
easat-9142	565	29	financial	financial	ADJ
easat-9142	565	30	crime	crime	NOUN
easat-9142	565	31	and	and	CCONJ
easat-9142	565	32	money	money	NOUN
easat-9142	565	33	laundering	laundering	NOUN
easat-9142	565	34	:	:	PUNCT
easat-9142	565	35	a	a	DET
easat-9142	565	36	bibliometric	bibliometric	ADJ
easat-9142	565	37	analysis	analysis	NOUN
easat-9142	565	38	of	of	ADP
easat-9142	565	39	cryptocurrency	cryptocurrency	NOUN
easat-9142	565	40	's	's	PART
easat-9142	565	41	role	role	NOUN
easat-9142	565	42	and	and	CCONJ
easat-9142	565	43	global	global	ADJ
easat-9142	565	44	research	research	NOUN
easat-9142	565	45	collaboration	collaboration	NOUN
easat-9142	565	46	,	,	PUNCT
easat-9142	565	47	"	"	PUNCT
easat-9142	565	48	journal	journal	NOUN
easat-9142	565	49	of	of	ADP
easat-9142	565	50	posthumanism	posthumanism	NOUN
easat-9142	565	51	,	,	PUNCT
easat-9142	565	52	vol	vol	NOUN
easat-9142	565	53	.	.	PROPN
easat-9142	566	1	5	5	NUM
easat-9142	566	2	,	,	PUNCT
easat-9142	566	3	no	no	INTJ
easat-9142	566	4	.	.	NOUN
easat-9142	566	5	6	6	NUM
easat-9142	566	6	,	,	PUNCT
easat-9142	566	7	pp	pp	ADJ
easat-9142	566	8	.	.	PUNCT
easat-9142	567	1	3611–3633	3611–3633	NUM
easat-9142	567	2	,	,	PUNCT
easat-9142	567	3	2025	2025	NUM
easat-9142	567	4	.	.	PUNCT
easat-9142	568	1	[	[	X
easat-9142	568	2	41	41	NUM
easat-9142	568	3	]	]	X
easat-9142	568	4	s.	s.	PROPN
easat-9142	568	5	pakhchanyan	pakhchanyan	PROPN
easat-9142	568	6	,	,	PUNCT
easat-9142	568	7	"	"	PUNCT
easat-9142	568	8	operational	operational	ADJ
easat-9142	568	9	risk	risk	NOUN
easat-9142	568	10	management	management	NOUN
easat-9142	568	11	in	in	ADP
easat-9142	568	12	financial	financial	ADJ
easat-9142	568	13	institutions	institution	NOUN
easat-9142	568	14	:	:	PUNCT
easat-9142	568	15	a	a	DET
easat-9142	568	16	literature	literature	NOUN
easat-9142	568	17	review	review	NOUN
easat-9142	568	18	,	,	PUNCT
easat-9142	568	19	"	"	PUNCT
easat-9142	568	20	international	international	ADJ
easat-9142	568	21	journal	journal	NOUN
easat-9142	568	22	of	of	ADP
easat-9142	568	23	financial	financial	ADJ
easat-9142	568	24	studies	study	NOUN
easat-9142	568	25	,	,	PUNCT
easat-9142	568	26	vol	vol	NOUN
easat-9142	568	27	.	.	PROPN
easat-9142	569	1	4	4	NUM
easat-9142	569	2	,	,	PUNCT
easat-9142	569	3	no	no	INTJ
easat-9142	569	4	.	.	NOUN
easat-9142	569	5	4	4	NUM
easat-9142	569	6	,	,	PUNCT
easat-9142	569	7	p.	p.	NOUN
easat-9142	569	8	20	20	NUM
easat-9142	569	9	,	,	PUNCT
easat-9142	569	10	2016	2016	NUM
easat-9142	569	11	.	.	PUNCT
easat-9142	570	1	https://doi.org/10.3390/ijfs4040020	https://doi.org/10.3390/ijfs4040020	PROPN
easat-9142	570	2	[	[	X
easat-9142	570	3	42	42	NUM
easat-9142	570	4	]	]	PUNCT
easat-9142	570	5	m.	m.	NOUN
easat-9142	570	6	arunkumar	arunkumar	PROPN
easat-9142	570	7	,	,	PUNCT
easat-9142	570	8	k.	k.	PROPN
easat-9142	570	9	rajkumar	rajkumar	PROPN
easat-9142	570	10	,	,	PUNCT
easat-9142	570	11	w.	w.	PROPN
easat-9142	570	12	jeyaseelan	jeyaseelan	PROPN
easat-9142	570	13	,	,	PUNCT
easat-9142	570	14	and	and	CCONJ
easat-9142	570	15	n.	n.	NOUN
easat-9142	570	16	natraj	natraj	NOUN
easat-9142	570	17	,	,	PUNCT
easat-9142	570	18	"	"	PUNCT
easat-9142	570	19	data	data	NOUN
easat-9142	570	20	mining	mining	NOUN
easat-9142	570	21	,	,	PUNCT
easat-9142	570	22	machine	machine	NOUN
easat-9142	570	23	learning	learning	NOUN
easat-9142	570	24	,	,	PUNCT
easat-9142	570	25	and	and	CCONJ
easat-9142	570	26	statistical	statistical	ADJ
easat-9142	570	27	modeling	modeling	NOUN
easat-9142	570	28	for	for	ADP
easat-9142	570	29	predictive	predictive	ADJ
easat-9142	570	30	analytics	analytic	NOUN
easat-9142	570	31	with	with	ADP
easat-9142	570	32	behavioral	behavioral	ADJ
easat-9142	570	33	big	big	ADJ
easat-9142	570	34	data	datum	NOUN
easat-9142	570	35	,	,	PUNCT
easat-9142	570	36	"	"	PUNCT
easat-9142	570	37	tehnički	tehnički	NOUN
easat-9142	570	38	vjesnik	vjesnik	PROPN
easat-9142	570	39	,	,	PUNCT
easat-9142	570	40	vol	vol	NOUN
easat-9142	570	41	.	.	PROPN
easat-9142	570	42	32	32	NUM
easat-9142	570	43	,	,	PUNCT
easat-9142	570	44	no	no	INTJ
easat-9142	570	45	.	.	NOUN
easat-9142	570	46	1	1	NUM
easat-9142	570	47	,	,	PUNCT
easat-9142	570	48	pp	pp	ADJ
easat-9142	570	49	.	.	PUNCT
easat-9142	571	1	72	72	NUM
easat-9142	571	2	-	-	SYM
easat-9142	571	3	77	77	NUM
easat-9142	571	4	,	,	PUNCT
easat-9142	571	5	2025	2025	NUM
easat-9142	571	6	.	.	PUNCT
easat-9142	572	1	https://doi.org/10.17559/tv-20231102001073	https://doi.org/10.17559/tv-20231102001073	NOUN
easat-9142	573	1	[	[	X
easat-9142	573	2	43	43	NUM
easat-9142	573	3	]	]	X
easat-9142	573	4	f.	f.	PROPN
easat-9142	573	5	r.	r.	PROPN
easat-9142	573	6	alzaabi	alzaabi	PROPN
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easat-9142	573	8	a.	a.	PROPN
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easat-9142	573	10	,	,	PUNCT
easat-9142	573	11	"	"	PUNCT
easat-9142	573	12	a	a	DET
easat-9142	573	13	review	review	NOUN
easat-9142	573	14	of	of	ADP
easat-9142	573	15	recent	recent	ADJ
easat-9142	573	16	advances	advance	NOUN
easat-9142	573	17	,	,	PUNCT
easat-9142	573	18	challenges	challenge	NOUN
easat-9142	573	19	,	,	PUNCT
easat-9142	573	20	and	and	CCONJ
easat-9142	573	21	opportunities	opportunity	NOUN
easat-9142	573	22	in	in	ADP
easat-9142	573	23	malicious	malicious	ADJ
easat-9142	573	24	insider	insider	NOUN
easat-9142	573	25	threat	threat	NOUN
easat-9142	573	26	detection	detection	NOUN
easat-9142	573	27	using	use	VERB
easat-9142	573	28	machine	machine	NOUN
easat-9142	573	29	learning	learning	NOUN
easat-9142	573	30	methods	method	NOUN
easat-9142	573	31	,	,	PUNCT
easat-9142	573	32	"	"	PUNCT
easat-9142	573	33	ieee	ieee	NOUN
easat-9142	573	34	access	access	NOUN
easat-9142	573	35	,	,	PUNCT
easat-9142	573	36	vol	vol	NOUN
easat-9142	573	37	.	.	PROPN
easat-9142	573	38	12	12	NUM
easat-9142	573	39	,	,	PUNCT
easat-9142	573	40	pp	pp	ADJ
easat-9142	573	41	.	.	PUNCT
easat-9142	574	1	30907	30907	NUM
easat-9142	574	2	-	-	SYM
easat-9142	574	3	30927	30927	NUM
easat-9142	574	4	,	,	PUNCT
easat-9142	574	5	2024	2024	NUM
easat-9142	574	6	.	.	PUNCT
easat-9142	575	1	https://doi.org/10.1109/access.2024.3369906	https://doi.org/10.1109/access.2024.3369906	PROPN
easat-9142	575	2	[	[	X
easat-9142	575	3	44	44	NUM
easat-9142	575	4	]	]	PUNCT
easat-9142	575	5	a.	a.	PROPN
easat-9142	575	6	abbasi	abbasi	PROPN
easat-9142	575	7	,	,	PUNCT
easat-9142	575	8	r.	r.	PROPN
easat-9142	575	9	y.	y.	PROPN
easat-9142	575	10	lau	lau	PROPN
easat-9142	575	11	,	,	PUNCT
easat-9142	575	12	and	and	CCONJ
easat-9142	575	13	d.	d.	PROPN
easat-9142	575	14	e.	e.	PROPN
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easat-9142	575	17	"	"	PUNCT
easat-9142	575	18	predicting	predict	VERB
easat-9142	575	19	behavior	behavior	NOUN
easat-9142	575	20	,	,	PUNCT
easat-9142	575	21	"	"	PUNCT
easat-9142	575	22	ieee	ieee	NOUN
easat-9142	575	23	intelligent	intelligent	ADJ
easat-9142	575	24	systems	system	NOUN
easat-9142	575	25	,	,	PUNCT
easat-9142	575	26	vol	vol	NOUN
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easat-9142	575	29	,	,	PUNCT
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easat-9142	575	31	.	.	NOUN
easat-9142	575	32	3	3	NUM
easat-9142	575	33	,	,	PUNCT
easat-9142	575	34	pp	pp	ADJ
easat-9142	575	35	.	.	PUNCT
easat-9142	576	1	35	35	NUM
easat-9142	576	2	-	-	SYM
easat-9142	576	3	43	43	NUM
easat-9142	576	4	,	,	PUNCT
easat-9142	576	5	2015	2015	NUM
easat-9142	576	6	.	.	PUNCT
easat-9142	577	1	https://doi.org/10.1109/mis.2015.19	https://doi.org/10.1109/mis.2015.19	X
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easat-9142	578	2	45	45	NUM
easat-9142	578	3	]	]	PUNCT
easat-9142	578	4	m.	m.	NOUN
easat-9142	578	5	khatun	khatun	PROPN
easat-9142	578	6	,	,	PUNCT
easat-9142	578	7	r.	r.	PROPN
easat-9142	578	8	islam	islam	PROPN
easat-9142	578	9	,	,	PUNCT
easat-9142	578	10	s.	s.	PROPN
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easat-9142	578	13	r.	r.	PROPN
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easat-9142	578	20	"	"	PUNCT
easat-9142	578	21	the	the	DET
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easat-9142	578	29	:	:	PUNCT
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easat-9142	578	31	and	and	CCONJ
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easat-9142	578	35	"	"	PUNCT
easat-9142	578	36	journal	journal	NOUN
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easat-9142	578	38	information	information	NOUN
easat-9142	578	39	systems	system	NOUN
easat-9142	578	40	and	and	CCONJ
easat-9142	578	41	informatics	informatic	NOUN
easat-9142	578	42	,	,	PUNCT
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easat-9142	578	44	.	.	PROPN
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easat-9142	578	46	,	,	PUNCT
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easat-9142	578	49	4	4	NUM
easat-9142	578	50	,	,	PUNCT
easat-9142	578	51	pp	pp	ADJ
easat-9142	578	52	.	.	PUNCT
easat-9142	579	1	2347	2347	NUM
easat-9142	579	2	-	-	SYM
easat-9142	579	3	2373	2373	NUM
easat-9142	579	4	,	,	PUNCT
easat-9142	579	5	2024	2024	NUM
easat-9142	579	6	.	.	PUNCT
easat-9142	580	1	[	[	X
easat-9142	580	2	46	46	NUM
easat-9142	580	3	]	]	PUNCT
easat-9142	580	4	s.	s.	PROPN
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easat-9142	580	6	,	,	PUNCT
easat-9142	580	7	s.	s.	PROPN
easat-9142	580	8	a.	a.	PROPN
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easat-9142	580	12	s.	s.	PROPN
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easat-9142	580	14	-	-	PUNCT
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easat-9142	580	21	,	,	PUNCT
easat-9142	580	22	and	and	CCONJ
easat-9142	580	23	a.	a.	NOUN
easat-9142	580	24	m.	m.	NOUN
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easat-9142	580	28	a	a	DET
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easat-9142	580	31	review	review	NOUN
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easat-9142	580	40	,	,	PUNCT
easat-9142	580	41	"	"	PUNCT
easat-9142	580	42	sensors	sensor	NOUN
easat-9142	580	43	,	,	PUNCT
easat-9142	580	44	vol	vol	NOUN
easat-9142	580	45	.	.	PROPN
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easat-9142	580	47	,	,	PUNCT
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easat-9142	580	51	,	,	PUNCT
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easat-9142	580	54	,	,	PUNCT
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easat-9142	580	56	.	.	PUNCT
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easat-9142	581	2	.	.	PUNCT
easat-9142	582	1	[	[	X
easat-9142	582	2	47	47	NUM
easat-9142	582	3	]	]	PUNCT
easat-9142	582	4	b.	b.	PROPN
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easat-9142	582	6	and	and	CCONJ
easat-9142	582	7	s.	s.	PROPN
easat-9142	582	8	behal	behal	PROPN
easat-9142	582	9	,	,	PUNCT
easat-9142	582	10	"	"	PUNCT
easat-9142	582	11	ai	ai	VERB
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easat-9142	582	13	for	for	ADP
easat-9142	582	14	iot	iot	NOUN
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easat-9142	582	19	detection	detection	NOUN
easat-9142	582	20	:	:	PUNCT
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easat-9142	582	22	,	,	PUNCT
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easat-9142	582	25	and	and	CCONJ
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easat-9142	582	29	"	"	PUNCT
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easat-9142	582	32	review	review	PROPN
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easat-9142	582	34	vol	vol	NOUN
easat-9142	582	35	.	.	PROPN
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easat-9142	582	37	,	,	PUNCT
easat-9142	582	38	p.	p.	NOUN
easat-9142	582	39	100631	100631	NUM
easat-9142	582	40	,	,	PUNCT
easat-9142	582	41	2024	2024	NUM
easat-9142	582	42	.	.	PUNCT
easat-9142	583	1	https://doi.org/10.1016/j.cosrev.2024.100631	https://doi.org/10.1016/j.cosrev.2024.100631	PROPN
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easat-9142	583	12	https://doi.org/10.17559/tv-20231102001073	https://doi.org/10.17559/tv-20231102001073	NOUN
easat-9142	584	1	https://doi.org/10.1109/access.2024.3369906	https://doi.org/10.1109/access.2024.3369906	PROPN
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easat-9142	584	3	https://doi.org/10.3390/s23167273	https://doi.org/10.3390/s23167273	PROPN
easat-9142	584	4	https://doi.org/10.1016/j.cosrev.2024.100631	https://doi.org/10.1016/j.cosrev.2024.100631	PROPN
easat-9142	584	5	2243	2243	NUM
easat-9142	584	6	edelweiss	edelweiss	PROPN
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easat-9142	584	8	science	science	NOUN
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easat-9142	584	14	-	-	SYM
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easat-9142	584	23	:	:	SYM
easat-9142	584	24	2222	2222	NUM
easat-9142	584	25	-	-	SYM
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easat-9142	584	32	-	-	PUNCT
easat-9142	584	33	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	584	34	©	©	PROPN
easat-9142	584	35	2025	2025	NUM
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easat-9142	584	37	the	the	DET
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easat-9142	584	42	gate	gate	NOUN
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easat-9142	585	2	48	48	NUM
easat-9142	585	3	]	]	PUNCT
easat-9142	585	4	s.	s.	PROPN
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easat-9142	585	11	a.	a.	PROPN
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easat-9142	585	14	e.	e.	PROPN
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easat-9142	585	16	-	-	PUNCT
easat-9142	585	17	shaer	shaer	PROPN
easat-9142	585	18	,	,	PUNCT
easat-9142	585	19	and	and	CCONJ
easat-9142	585	20	b.-t	b.-t	NOUN
easat-9142	585	21	.	.	PUNCT
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easat-9142	586	3	"	"	PUNCT
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easat-9142	586	10	-	-	PUNCT
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easat-9142	586	13	and	and	CCONJ
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easat-9142	586	15	sharing	sharing	NOUN
easat-9142	586	16	,	,	PUNCT
easat-9142	586	17	"	"	PUNCT
easat-9142	586	18	computers	computer	NOUN
easat-9142	586	19	&	&	CCONJ
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easat-9142	586	21	,	,	PUNCT
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easat-9142	586	25	,	,	PUNCT
easat-9142	586	26	pp	pp	ADJ
easat-9142	586	27	.	.	PUNCT
easat-9142	587	1	35	35	NUM
easat-9142	587	2	-	-	SYM
easat-9142	587	3	58	58	NUM
easat-9142	587	4	,	,	PUNCT
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easat-9142	588	3	49	49	NUM
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easat-9142	588	21	the	the	DET
easat-9142	588	22	extended	extended	ADJ
easat-9142	588	23	toe	toe	NOUN
easat-9142	588	24	framework	framework	NOUN
easat-9142	588	25	,	,	PUNCT
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easat-9142	588	32	,	,	PUNCT
easat-9142	588	33	vol	vol	NOUN
easat-9142	588	34	.	.	PROPN
easat-9142	588	35	2024	2024	NUM
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easat-9142	588	42	8830228	8830228	NUM
easat-9142	588	43	,	,	PUNCT
easat-9142	588	44	2024	2024	NUM
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easat-9142	589	2	50	50	NUM
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easat-9142	590	11	m.	m.	NOUN
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easat-9142	590	13	redwan	redwan	NOUN
easat-9142	590	14	,	,	PUNCT
easat-9142	590	15	m.	m.	NOUN
easat-9142	590	16	ahmed	ahmed	PROPN
easat-9142	590	17	,	,	PUNCT
easat-9142	590	18	and	and	CCONJ
easat-9142	590	19	s.	s.	PROPN
easat-9142	590	20	r.	r.	PROPN
easat-9142	590	21	sabuj	sabuj	PROPN
easat-9142	590	22	,	,	PUNCT
easat-9142	590	23	"	"	PUNCT
easat-9142	590	24	artificialintelligence	artificialintelligence	NOUN
easat-9142	590	25	for	for	ADP
easat-9142	590	26	cyber	cyber	ADJ
easat-9142	590	27	security	security	NOUN
easat-9142	590	28	:	:	PUNCT
easat-9142	590	29	performance	performance	NOUN
easat-9142	590	30	analysis	analysis	NOUN
easat-9142	590	31	of	of	ADP
easat-9142	590	32	network	network	NOUN
easat-9142	590	33	intrusion	intrusion	NOUN
easat-9142	590	34	detection	detection	NOUN
easat-9142	590	35	,	,	PUNCT
easat-9142	590	36	"	"	PUNCT
easat-9142	590	37	in	in	ADP
easat-9142	590	38	explainable	explainable	ADJ
easat-9142	590	39	artificial	artificial	ADJ
easat-9142	590	40	intelligence	intelligence	NOUN
easat-9142	590	41	for	for	ADP
easat-9142	590	42	cyber	cyber	ADJ
easat-9142	590	43	security	security	NOUN
easat-9142	590	44	:	:	PUNCT
easat-9142	590	45	next	next	ADJ
easat-9142	590	46	generation	generation	NOUN
easat-9142	590	47	artificial	artificial	ADJ
easat-9142	590	48	intelligence	intelligence	NOUN
easat-9142	590	49	,	,	PUNCT
easat-9142	590	50	m.	m.	NOUN
easat-9142	590	51	ahmed	ahmed	PROPN
easat-9142	590	52	,	,	PUNCT
easat-9142	590	53	s.	s.	PROPN
easat-9142	590	54	r.	r.	PROPN
easat-9142	590	55	islam	islam	PROPN
easat-9142	590	56	,	,	PUNCT
easat-9142	590	57	a.	a.	PROPN
easat-9142	590	58	anwar	anwar	PROPN
easat-9142	590	59	,	,	PUNCT
easat-9142	590	60	n.	n.	PROPN
easat-9142	590	61	moustafa	moustafa	PROPN
easat-9142	590	62	,	,	PUNCT
easat-9142	590	63	and	and	CCONJ
easat-9142	590	64	a.-s	a.-	NOUN
easat-9142	590	65	.	.	PUNCT
easat-9142	591	1	k.	k.	PROPN
easat-9142	591	2	pathan	pathan	PROPN
easat-9142	591	3	eds	eds	PROPN
easat-9142	591	4	.	.	PUNCT
easat-9142	592	1	cham	cham	PROPN
easat-9142	592	2	:	:	PUNCT
easat-9142	592	3	springer	springer	NOUN
easat-9142	592	4	international	international	ADJ
easat-9142	592	5	publishing	publishing	NOUN
easat-9142	592	6	,	,	PUNCT
easat-9142	592	7	2022	2022	NUM
easat-9142	592	8	.	.	PUNCT
easat-9142	593	1	[	[	X
easat-9142	593	2	52	52	NUM
easat-9142	593	3	]	]	PUNCT
easat-9142	593	4	s.	s.	PROPN
easat-9142	593	5	v.	v.	ADP
easat-9142	593	6	flowerday	flowerday	PROPN
easat-9142	593	7	and	and	CCONJ
easat-9142	593	8	r.	r.	PROPN
easat-9142	593	9	von	von	PROPN
easat-9142	593	10	solms	solms	PROPN
easat-9142	593	11	,	,	PUNCT
easat-9142	593	12	"	"	PUNCT
easat-9142	593	13	real	real	ADJ
easat-9142	593	14	-	-	PUNCT
easat-9142	593	15	time	time	NOUN
easat-9142	593	16	information	information	NOUN
easat-9142	593	17	integrity	integrity	NOUN
easat-9142	593	18	=	=	PUNCT
easat-9142	593	19	real	real	ADJ
easat-9142	593	20	-	-	PUNCT
easat-9142	593	21	time	time	NOUN
easat-9142	593	22	business	business	NOUN
easat-9142	593	23	integrity	integrity	NOUN
easat-9142	593	24	,	,	PUNCT
easat-9142	593	25	"	"	PUNCT
easat-9142	593	26	computers	computer	NOUN
easat-9142	593	27	&	&	CCONJ
easat-9142	593	28	security	security	NOUN
easat-9142	593	29	,	,	PUNCT
easat-9142	593	30	vol	vol	NOUN
easat-9142	593	31	.	.	PROPN
easat-9142	593	32	24	24	NUM
easat-9142	593	33	,	,	PUNCT
easat-9142	593	34	no	no	INTJ
easat-9142	593	35	.	.	NOUN
easat-9142	593	36	8	8	NUM
easat-9142	593	37	,	,	PUNCT
easat-9142	593	38	pp	pp	ADJ
easat-9142	593	39	.	.	PUNCT
easat-9142	594	1	604–613	604–613	NUM
easat-9142	594	2	,	,	PUNCT
easat-9142	594	3	2005	2005	NUM
easat-9142	594	4	.	.	PUNCT
easat-9142	595	1	[	[	X
easat-9142	595	2	53	53	NUM
easat-9142	595	3	]	]	PUNCT
easat-9142	595	4	s.-a	s.-a	NOUN
easat-9142	595	5	.	.	PUNCT
easat-9142	596	1	ionescu	ionescu	PROPN
easat-9142	596	2	and	and	CCONJ
easat-9142	596	3	v.	v.	ADP
easat-9142	596	4	diaconita	diaconita	PROPN
easat-9142	596	5	,	,	PUNCT
easat-9142	596	6	"	"	PUNCT
easat-9142	596	7	transforming	transform	VERB
easat-9142	596	8	financial	financial	ADJ
easat-9142	596	9	decision	decision	NOUN
easat-9142	596	10	-	-	PUNCT
easat-9142	596	11	making	making	NOUN
easat-9142	596	12	:	:	PUNCT
easat-9142	596	13	the	the	DET
easat-9142	596	14	interplay	interplay	NOUN
easat-9142	596	15	of	of	ADP
easat-9142	596	16	ai	ai	PROPN
easat-9142	596	17	,	,	PUNCT
easat-9142	596	18	cloud	cloud	NOUN
easat-9142	596	19	computing	computing	NOUN
easat-9142	596	20	and	and	CCONJ
easat-9142	596	21	advanced	advanced	ADJ
easat-9142	596	22	data	data	NOUN
easat-9142	596	23	management	management	NOUN
easat-9142	596	24	technologies	technology	NOUN
easat-9142	596	25	,	,	PUNCT
easat-9142	596	26	"	"	PUNCT
easat-9142	596	27	international	international	ADJ
easat-9142	596	28	journal	journal	NOUN
easat-9142	596	29	of	of	ADP
easat-9142	596	30	computers	computer	NOUN
easat-9142	596	31	communications	communication	NOUN
easat-9142	596	32	&	&	CCONJ
easat-9142	596	33	control	control	PROPN
easat-9142	596	34	,	,	PUNCT
easat-9142	596	35	vol	vol	NOUN
easat-9142	596	36	.	.	PROPN
easat-9142	596	37	18	18	NUM
easat-9142	596	38	,	,	PUNCT
easat-9142	596	39	no	no	INTJ
easat-9142	596	40	.	.	NOUN
easat-9142	596	41	6	6	NUM
easat-9142	596	42	,	,	PUNCT
easat-9142	596	43	2023	2023	NUM
easat-9142	596	44	.	.	PUNCT
easat-9142	597	1	[	[	X
easat-9142	597	2	54	54	NUM
easat-9142	597	3	]	]	PUNCT
easat-9142	597	4	m.	m.	NOUN
easat-9142	597	5	a.	a.	PROPN
easat-9142	597	6	j.	j.	PROPN
easat-9142	597	7	riaj	riaj	PROPN
easat-9142	597	8	,	,	PUNCT
easat-9142	597	9	m.	m.	NOUN
easat-9142	597	10	n.	n.	PROPN
easat-9142	597	11	tabassum	tabassum	PROPN
easat-9142	597	12	,	,	PUNCT
easat-9142	597	13	r.	r.	PROPN
easat-9142	597	14	hossain	hossain	PROPN
easat-9142	597	15	,	,	PUNCT
easat-9142	597	16	m.	m.	PROPN
easat-9142	597	17	r.	r.	PROPN
easat-9142	597	18	i.	i.	PROPN
easat-9142	597	19	bhuiyan	bhuiyan	PROPN
easat-9142	597	20	,	,	PUNCT
easat-9142	597	21	and	and	CCONJ
easat-9142	597	22	m.	m.	PROPN
easat-9142	597	23	khatun	khatun	PROPN
easat-9142	597	24	,	,	PUNCT
easat-9142	597	25	"	"	PUNCT
easat-9142	597	26	digitalization	digitalization	NOUN
easat-9142	597	27	transformation	transformation	NOUN
easat-9142	597	28	in	in	ADP
easat-9142	597	29	entrepreneurship	entrepreneurship	NOUN
easat-9142	597	30	and	and	CCONJ
easat-9142	597	31	enterprise	enterprise	NOUN
easat-9142	597	32	green	green	ADJ
easat-9142	597	33	innovation	innovation	NOUN
easat-9142	597	34	,	,	PUNCT
easat-9142	597	35	"	"	PUNCT
easat-9142	597	36	in	in	ADP
easat-9142	597	37	digitizing	digitize	VERB
easat-9142	597	38	green	green	ADJ
easat-9142	597	39	entrepreneurship	entrepreneurship	NOUN
easat-9142	597	40	:	:	PUNCT
easat-9142	597	41	igi	igi	PROPN
easat-9142	597	42	global	global	ADJ
easat-9142	597	43	scientific	scientific	ADJ
easat-9142	597	44	publishing	publishing	NOUN
easat-9142	597	45	,	,	PUNCT
easat-9142	597	46	2025	2025	NUM
easat-9142	597	47	.	.	PUNCT
easat-9142	598	1	[	[	X
easat-9142	598	2	55	55	NUM
easat-9142	598	3	]	]	X
easat-9142	598	4	o.	o.	PROPN
easat-9142	598	5	renn	renn	PROPN
easat-9142	598	6	,	,	PUNCT
easat-9142	598	7	k.	k.	PROPN
easat-9142	598	8	lucas	lucas	PROPN
easat-9142	598	9	,	,	PUNCT
easat-9142	598	10	a.	a.	NOUN
easat-9142	598	11	haas	haas	PROPN
easat-9142	598	12	,	,	PUNCT
easat-9142	598	13	and	and	CCONJ
easat-9142	598	14	c.	c.	PROPN
easat-9142	598	15	jaeger	jaeger	NOUN
easat-9142	598	16	,	,	PUNCT
easat-9142	598	17	"	"	PUNCT
easat-9142	598	18	things	thing	NOUN
easat-9142	598	19	are	be	AUX
easat-9142	598	20	different	different	ADJ
easat-9142	598	21	today	today	NOUN
easat-9142	598	22	:	:	PUNCT
easat-9142	598	23	the	the	DET
easat-9142	598	24	challenge	challenge	NOUN
easat-9142	598	25	of	of	ADP
easat-9142	598	26	global	global	ADJ
easat-9142	598	27	systemic	systemic	ADJ
easat-9142	598	28	risks	risk	NOUN
easat-9142	598	29	,	,	PUNCT
easat-9142	598	30	"	"	PUNCT
easat-9142	598	31	journal	journal	NOUN
easat-9142	598	32	of	of	ADP
easat-9142	598	33	risk	risk	NOUN
easat-9142	598	34	research	research	NOUN
easat-9142	598	35	,	,	PUNCT
easat-9142	598	36	vol	vol	NOUN
easat-9142	598	37	.	.	PROPN
easat-9142	598	38	22	22	NUM
easat-9142	598	39	,	,	PUNCT
easat-9142	598	40	no	no	INTJ
easat-9142	598	41	.	.	NOUN
easat-9142	598	42	4	4	NUM
easat-9142	598	43	,	,	PUNCT
easat-9142	598	44	pp	pp	ADJ
easat-9142	598	45	.	.	PUNCT
easat-9142	599	1	401	401	NUM
easat-9142	599	2	-	-	SYM
easat-9142	599	3	415	415	NUM
easat-9142	599	4	,	,	PUNCT
easat-9142	599	5	2019	2019	NUM
easat-9142	599	6	.	.	PUNCT
easat-9142	600	1	https://doi.org/10.1080/13669877.2017.1409252	https://doi.org/10.1080/13669877.2017.1409252	VERB
easat-9142	601	1	[	[	X
easat-9142	601	2	56	56	NUM
easat-9142	601	3	]	]	X
easat-9142	601	4	b.	b.	PROPN
easat-9142	601	5	w.	w.	PROPN
easat-9142	601	6	yap	yap	PROPN
easat-9142	601	7	,	,	PUNCT
easat-9142	601	8	s.	s.	PROPN
easat-9142	601	9	h.	h.	PROPN
easat-9142	601	10	ong	ong	PROPN
easat-9142	601	11	,	,	PUNCT
easat-9142	601	12	and	and	CCONJ
easat-9142	601	13	n.	n.	PROPN
easat-9142	601	14	h.	h.	PROPN
easat-9142	601	15	m.	m.	PROPN
easat-9142	601	16	husain	husain	PROPN
easat-9142	601	17	,	,	PUNCT
easat-9142	601	18	"	"	PUNCT
easat-9142	601	19	using	use	VERB
easat-9142	601	20	data	datum	NOUN
easat-9142	601	21	mining	mining	NOUN
easat-9142	601	22	to	to	PART
easat-9142	601	23	improve	improve	VERB
easat-9142	601	24	assessment	assessment	NOUN
easat-9142	601	25	of	of	ADP
easat-9142	601	26	credit	credit	NOUN
easat-9142	601	27	worthiness	worthiness	NOUN
easat-9142	601	28	via	via	ADP
easat-9142	601	29	credit	credit	NOUN
easat-9142	601	30	scoring	scoring	NOUN
easat-9142	601	31	models	model	NOUN
easat-9142	601	32	,	,	PUNCT
easat-9142	601	33	"	"	PUNCT
easat-9142	601	34	expert	expert	NOUN
easat-9142	601	35	systems	system	NOUN
easat-9142	601	36	with	with	ADP
easat-9142	601	37	applications	application	NOUN
easat-9142	601	38	,	,	PUNCT
easat-9142	601	39	vol	vol	NOUN
easat-9142	601	40	.	.	PROPN
easat-9142	601	41	38	38	NUM
easat-9142	601	42	,	,	PUNCT
easat-9142	601	43	no	no	INTJ
easat-9142	601	44	.	.	NOUN
easat-9142	601	45	10	10	NUM
easat-9142	601	46	,	,	PUNCT
easat-9142	601	47	pp	pp	ADJ
easat-9142	601	48	.	.	PUNCT
easat-9142	601	49	13274	13274	NUM
easat-9142	601	50	-	-	SYM
easat-9142	601	51	13283	13283	NUM
easat-9142	601	52	,	,	PUNCT
easat-9142	601	53	2011	2011	NUM
easat-9142	601	54	.	.	PUNCT
easat-9142	602	1	https://doi.org/10.1016/j.eswa.2011.04.147	https://doi.org/10.1016/j.eswa.2011.04.147	PRON
easat-9142	602	2	[	[	X
easat-9142	602	3	57	57	NUM
easat-9142	602	4	]	]	PUNCT
easat-9142	602	5	a.	a.	PROPN
easat-9142	602	6	e.	e.	PROPN
easat-9142	602	7	khandani	khandani	PROPN
easat-9142	602	8	,	,	PUNCT
easat-9142	602	9	a.	a.	PROPN
easat-9142	602	10	j.	j.	PROPN
easat-9142	602	11	kim	kim	PROPN
easat-9142	602	12	,	,	PUNCT
easat-9142	602	13	and	and	CCONJ
easat-9142	602	14	a.	a.	NOUN
easat-9142	602	15	w.	w.	PROPN
easat-9142	602	16	lo	lo	PROPN
easat-9142	602	17	,	,	PUNCT
easat-9142	602	18	"	"	PUNCT
easat-9142	602	19	consumer	consumer	NOUN
easat-9142	602	20	credit	credit	NOUN
easat-9142	602	21	-	-	PUNCT
easat-9142	602	22	risk	risk	NOUN
easat-9142	602	23	models	model	NOUN
easat-9142	602	24	via	via	ADP
easat-9142	602	25	machine	machine	NOUN
easat-9142	602	26	-	-	PUNCT
easat-9142	602	27	learning	learn	VERB
easat-9142	602	28	algorithms	algorithm	NOUN
easat-9142	602	29	,	,	PUNCT
easat-9142	602	30	"	"	PUNCT
easat-9142	602	31	journal	journal	NOUN
easat-9142	602	32	of	of	ADP
easat-9142	602	33	banking	banking	NOUN
easat-9142	602	34	&	&	CCONJ
easat-9142	602	35	finance	finance	PROPN
easat-9142	602	36	,	,	PUNCT
easat-9142	602	37	vol	vol	NOUN
easat-9142	602	38	.	.	PROPN
easat-9142	603	1	34	34	NUM
easat-9142	603	2	,	,	PUNCT
easat-9142	603	3	no	no	INTJ
easat-9142	603	4	.	.	NOUN
easat-9142	603	5	11	11	NUM
easat-9142	603	6	,	,	PUNCT
easat-9142	603	7	pp	pp	ADJ
easat-9142	603	8	.	.	PUNCT
easat-9142	604	1	2767	2767	NUM
easat-9142	604	2	-	-	SYM
easat-9142	604	3	2787	2787	NUM
easat-9142	604	4	,	,	PUNCT
easat-9142	604	5	2010	2010	NUM
easat-9142	604	6	.	.	PUNCT
easat-9142	605	1	https://doi.org/10.1016/j.jbankfin.2010.06.001	https://doi.org/10.1016/j.jbankfin.2010.06.001	ADJ
easat-9142	605	2	[	[	X
easat-9142	605	3	58	58	NUM
easat-9142	605	4	]	]	PUNCT
easat-9142	605	5	e.	e.	PROPN
easat-9142	605	6	l.	l.	PROPN
easat-9142	605	7	grinols	grinols	PROPN
easat-9142	605	8	and	and	CCONJ
easat-9142	605	9	s.	s.	PROPN
easat-9142	605	10	j.	j.	PROPN
easat-9142	605	11	turnovsky	turnovsky	PROPN
easat-9142	605	12	,	,	PUNCT
easat-9142	605	13	"	"	PUNCT
easat-9142	605	14	risk	risk	NOUN
easat-9142	605	15	,	,	PUNCT
easat-9142	605	16	the	the	DET
easat-9142	605	17	financial	financial	ADJ
easat-9142	605	18	market	market	NOUN
easat-9142	605	19	,	,	PUNCT
easat-9142	605	20	and	and	CCONJ
easat-9142	605	21	macroeconomic	macroeconomic	ADJ
easat-9142	605	22	equilibrium	equilibrium	NOUN
easat-9142	605	23	,	,	PUNCT
easat-9142	605	24	"	"	PUNCT
easat-9142	605	25	journal	journal	NOUN
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easat-9142	605	27	economic	economic	ADJ
easat-9142	605	28	dynamics	dynamic	NOUN
easat-9142	605	29	and	and	CCONJ
easat-9142	605	30	control	control	NOUN
easat-9142	605	31	,	,	PUNCT
easat-9142	605	32	vol	vol	NOUN
easat-9142	605	33	.	.	PROPN
easat-9142	605	34	17	17	NUM
easat-9142	605	35	,	,	PUNCT
easat-9142	605	36	no	no	INTJ
easat-9142	605	37	.	.	NOUN
easat-9142	605	38	1	1	NUM
easat-9142	605	39	,	,	PUNCT
easat-9142	605	40	pp	pp	ADJ
easat-9142	605	41	.	.	PUNCT
easat-9142	606	1	1	1	NUM
easat-9142	606	2	-	-	SYM
easat-9142	606	3	36	36	NUM
easat-9142	606	4	,	,	PUNCT
easat-9142	606	5	1993	1993	NUM
easat-9142	606	6	.	.	PUNCT
easat-9142	607	1	https://doi.org/10.1016/s0165-1889(06)80002-3	https://doi.org/10.1016/s0165-1889(06)80002-3	PROPN
easat-9142	608	1	[	[	X
easat-9142	608	2	59	59	NUM
easat-9142	608	3	]	]	PUNCT
easat-9142	608	4	r.	r.	PROPN
easat-9142	608	5	iqbal	iqbal	PROPN
easat-9142	608	6	,	,	PUNCT
easat-9142	608	7	f.	f.	PROPN
easat-9142	608	8	doctor	doctor	PROPN
easat-9142	608	9	,	,	PUNCT
easat-9142	608	10	b.	b.	PROPN
easat-9142	608	11	more	more	ADV
easat-9142	608	12	,	,	PUNCT
easat-9142	608	13	s.	s.	PROPN
easat-9142	608	14	mahmud	mahmud	PROPN
easat-9142	608	15	,	,	PUNCT
easat-9142	608	16	and	and	CCONJ
easat-9142	608	17	u.	u.	PROPN
easat-9142	608	18	yousuf	yousuf	PROPN
easat-9142	608	19	,	,	PUNCT
easat-9142	608	20	"	"	PUNCT
easat-9142	608	21	big	big	ADJ
easat-9142	608	22	data	datum	NOUN
easat-9142	608	23	analytics	analytic	NOUN
easat-9142	608	24	:	:	PUNCT
easat-9142	608	25	computational	computational	ADJ
easat-9142	608	26	intelligence	intelligence	NOUN
easat-9142	608	27	techniques	technique	NOUN
easat-9142	608	28	and	and	CCONJ
easat-9142	608	29	application	application	NOUN
easat-9142	608	30	areas	area	NOUN
easat-9142	608	31	,	,	PUNCT
easat-9142	608	32	"	"	PUNCT
easat-9142	608	33	technological	technological	ADJ
easat-9142	608	34	forecasting	forecasting	NOUN
easat-9142	608	35	and	and	CCONJ
easat-9142	608	36	social	social	ADJ
easat-9142	608	37	change	change	NOUN
easat-9142	608	38	,	,	PUNCT
easat-9142	608	39	vol	vol	NOUN
easat-9142	608	40	.	.	PROPN
easat-9142	608	41	153	153	NUM
easat-9142	608	42	,	,	PUNCT
easat-9142	608	43	p.	p.	NOUN
easat-9142	608	44	119253	119253	NUM
easat-9142	608	45	,	,	PUNCT
easat-9142	608	46	2020	2020	NUM
easat-9142	608	47	.	.	PUNCT
easat-9142	609	1	[	[	X
easat-9142	609	2	60	60	NUM
easat-9142	609	3	]	]	PUNCT
easat-9142	609	4	m.	m.	NOUN
easat-9142	609	5	a.	a.	PROPN
easat-9142	609	6	lewis	lewis	PROPN
easat-9142	609	7	,	,	PUNCT
easat-9142	609	8	"	"	PUNCT
easat-9142	609	9	cause	cause	NOUN
easat-9142	609	10	,	,	PUNCT
easat-9142	609	11	consequence	consequence	NOUN
easat-9142	609	12	and	and	CCONJ
easat-9142	609	13	control	control	NOUN
easat-9142	609	14	:	:	PUNCT
easat-9142	609	15	towards	towards	ADP
easat-9142	609	16	a	a	DET
easat-9142	609	17	theoretical	theoretical	ADJ
easat-9142	609	18	and	and	CCONJ
easat-9142	609	19	practical	practical	ADJ
easat-9142	609	20	model	model	NOUN
easat-9142	609	21	of	of	ADP
easat-9142	609	22	operational	operational	ADJ
easat-9142	609	23	risk	risk	NOUN
easat-9142	609	24	,	,	PUNCT
easat-9142	609	25	"	"	PUNCT
easat-9142	609	26	journal	journal	NOUN
easat-9142	609	27	of	of	ADP
easat-9142	609	28	operations	operation	NOUN
easat-9142	609	29	management	management	NOUN
easat-9142	609	30	,	,	PUNCT
easat-9142	609	31	vol	vol	NOUN
easat-9142	609	32	.	.	PROPN
easat-9142	609	33	21	21	NUM
easat-9142	609	34	,	,	PUNCT
easat-9142	609	35	no	no	INTJ
easat-9142	609	36	.	.	NOUN
easat-9142	609	37	2	2	NUM
easat-9142	609	38	,	,	PUNCT
easat-9142	609	39	pp	pp	ADJ
easat-9142	609	40	.	.	PUNCT
easat-9142	609	41	205	205	NUM
easat-9142	609	42	-	-	SYM
easat-9142	609	43	224	224	NUM
easat-9142	609	44	,	,	PUNCT
easat-9142	609	45	2003	2003	NUM
easat-9142	609	46	.	.	PUNCT
easat-9142	610	1	https://doi.org/10.1016/s0272-6963(02)00071-2	https://doi.org/10.1016/s0272-6963(02)00071-2	PROPN
easat-9142	610	2	[	[	X
easat-9142	610	3	61	61	NUM
easat-9142	610	4	]	]	PUNCT
easat-9142	610	5	j.	j.	PROPN
easat-9142	610	6	kim	kim	PROPN
easat-9142	610	7	,	,	PUNCT
easat-9142	610	8	h.	h.	PROPN
easat-9142	610	9	jung	jung	PROPN
easat-9142	610	10	,	,	PUNCT
easat-9142	610	11	and	and	CCONJ
easat-9142	610	12	w.	w.	PROPN
easat-9142	610	13	kim	kim	PROPN
easat-9142	610	14	,	,	PUNCT
easat-9142	610	15	"	"	PUNCT
easat-9142	610	16	sequential	sequential	ADJ
easat-9142	610	17	pattern	pattern	NOUN
easat-9142	610	18	mining	mining	NOUN
easat-9142	610	19	approach	approach	NOUN
easat-9142	610	20	for	for	ADP
easat-9142	610	21	personalized	personalize	VERB
easat-9142	610	22	fraudulent	fraudulent	ADJ
easat-9142	610	23	transaction	transaction	NOUN
easat-9142	610	24	detection	detection	NOUN
easat-9142	610	25	in	in	ADP
easat-9142	610	26	online	online	ADJ
easat-9142	610	27	banking	banking	NOUN
easat-9142	610	28	,	,	PUNCT
easat-9142	610	29	"	"	PUNCT
easat-9142	610	30	sustainability	sustainability	NOUN
easat-9142	610	31	,	,	PUNCT
easat-9142	610	32	vol	vol	NOUN
easat-9142	610	33	.	.	PROPN
easat-9142	610	34	14	14	NUM
easat-9142	610	35	,	,	PUNCT
easat-9142	610	36	no	no	INTJ
easat-9142	610	37	.	.	NOUN
easat-9142	610	38	15	15	NUM
easat-9142	610	39	,	,	PUNCT
easat-9142	610	40	p.	p.	NOUN
easat-9142	610	41	9791	9791	NUM
easat-9142	610	42	,	,	PUNCT
easat-9142	610	43	2022	2022	NUM
easat-9142	610	44	.	.	PUNCT
easat-9142	611	1	https://doi.org/10.3390/su14159791	https://doi.org/10.3390/su14159791	X
easat-9142	612	1	[	[	X
easat-9142	612	2	62	62	NUM
easat-9142	612	3	]	]	PUNCT
easat-9142	612	4	r.	r.	PROPN
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easat-9142	612	6	,	,	PUNCT
easat-9142	612	7	t.	t.	PROPN
easat-9142	612	8	kraiwanit	kraiwanit	PROPN
easat-9142	612	9	,	,	PUNCT
easat-9142	612	10	and	and	CCONJ
easat-9142	612	11	n.	n.	PROPN
easat-9142	612	12	yuenyong	yuenyong	PROPN
easat-9142	612	13	,	,	PUNCT
easat-9142	612	14	"	"	PUNCT
easat-9142	612	15	predictive	predictive	ADJ
easat-9142	612	16	analytics	analytic	NOUN
easat-9142	612	17	in	in	ADP
easat-9142	612	18	customer	customer	NOUN
easat-9142	612	19	behavior	behavior	NOUN
easat-9142	612	20	:	:	PUNCT
easat-9142	612	21	unveiling	unveil	VERB
easat-9142	612	22	economic	economic	ADJ
easat-9142	612	23	and	and	CCONJ
easat-9142	612	24	governance	governance	NOUN
easat-9142	612	25	insights	insight	NOUN
easat-9142	612	26	through	through	ADP
easat-9142	612	27	machine	machine	NOUN
easat-9142	612	28	learning	learning	NOUN
easat-9142	612	29	,	,	PUNCT
easat-9142	612	30	"	"	PUNCT
easat-9142	612	31	journal	journal	NOUN
easat-9142	612	32	of	of	ADP
easat-9142	612	33	governance	governance	NOUN
easat-9142	612	34	and	and	CCONJ
easat-9142	612	35	regulation	regulation	NOUN
easat-9142	612	36	/	/	SYM
easat-9142	612	37	volume	volume	NOUN
easat-9142	612	38	,	,	PUNCT
easat-9142	612	39	vol	vol	NOUN
easat-9142	612	40	.	.	PROPN
easat-9142	612	41	14	14	NUM
easat-9142	612	42	,	,	PUNCT
easat-9142	612	43	no	no	INTJ
easat-9142	612	44	.	.	NOUN
easat-9142	612	45	1	1	NUM
easat-9142	612	46	,	,	PUNCT
easat-9142	612	47	2025	2025	NUM
easat-9142	612	48	.	.	PUNCT
easat-9142	613	1	https://doi.org/10.22495/jgrv14i1siart8	https://doi.org/10.22495/jgrv14i1siart8	PROPN
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easat-9142	614	2	63	63	NUM
easat-9142	614	3	]	]	PUNCT
easat-9142	614	4	k.	k.	PROPN
easat-9142	614	5	o.	o.	PROPN
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easat-9142	614	7	,	,	PUNCT
easat-9142	614	8	k.	k.	PROPN
easat-9142	614	9	a.	a.	PROPN
easat-9142	614	10	abdullah	abdullah	PROPN
easat-9142	614	11	,	,	PUNCT
easat-9142	614	12	r.	r.	PROPN
easat-9142	614	13	daoud	daoud	PROPN
easat-9142	614	14	,	,	PUNCT
easat-9142	614	15	y.	y.	PROPN
easat-9142	614	16	moulana	moulana	PROPN
easat-9142	614	17	,	,	PUNCT
easat-9142	614	18	and	and	CCONJ
easat-9142	614	19	m.	m.	NOUN
easat-9142	614	20	t.	t.	PROPN
easat-9142	614	21	matriano	matriano	PROPN
easat-9142	614	22	,	,	PUNCT
easat-9142	614	23	"	"	PUNCT
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easat-9142	614	25	budgeting	budget	VERB
easat-9142	614	26	and	and	CCONJ
easat-9142	614	27	forecasting	forecasting	NOUN
easat-9142	614	28	analysis	analysis	NOUN
easat-9142	614	29	and	and	CCONJ
easat-9142	614	30	the	the	DET
easat-9142	614	31	impact	impact	NOUN
easat-9142	614	32	on	on	ADP
easat-9142	614	33	company	company	NOUN
easat-9142	614	34	financial	financial	ADJ
easat-9142	614	35	performance	performance	NOUN
easat-9142	614	36	and	and	CCONJ
easat-9142	614	37	strategic	strategic	ADJ
easat-9142	614	38	decision	decision	NOUN
easat-9142	614	39	-	-	PUNCT
easat-9142	614	40	making	making	NOUN
easat-9142	614	41	:	:	PUNCT
easat-9142	614	42	a	a	DET
easat-9142	614	43	case	case	NOUN
easat-9142	614	44	of	of	ADP
easat-9142	614	45	national	national	ADJ
easat-9142	614	46	finance	finance	NOUN
easat-9142	614	47	,	,	PUNCT
easat-9142	614	48	oman	oman	NOUN
easat-9142	614	49	,	,	PUNCT
easat-9142	614	50	"	"	PUNCT
easat-9142	614	51	gsj	gsj	NOUN
easat-9142	614	52	,	,	PUNCT
easat-9142	614	53	vol	vol	NOUN
easat-9142	614	54	.	.	PROPN
easat-9142	614	55	12	12	NUM
easat-9142	614	56	,	,	PUNCT
easat-9142	614	57	no	no	INTJ
easat-9142	614	58	.	.	NOUN
easat-9142	614	59	6	6	NUM
easat-9142	614	60	,	,	PUNCT
easat-9142	614	61	pp	pp	ADJ
easat-9142	614	62	.	.	PUNCT
easat-9142	615	1	2133	2133	NUM
easat-9142	615	2	-	-	SYM
easat-9142	615	3	2157	2157	NUM
easat-9142	615	4	,	,	PUNCT
easat-9142	615	5	2024	2024	NUM
easat-9142	615	6	.	.	PUNCT
easat-9142	616	1	[	[	X
easat-9142	616	2	64	64	NUM
easat-9142	616	3	]	]	PUNCT
easat-9142	616	4	s.	s.	PROPN
easat-9142	616	5	mishra	mishra	PROPN
easat-9142	616	6	,	,	PUNCT
easat-9142	616	7	"	"	PUNCT
easat-9142	616	8	exploring	explore	VERB
easat-9142	616	9	the	the	DET
easat-9142	616	10	impact	impact	NOUN
easat-9142	616	11	of	of	ADP
easat-9142	616	12	ai	ai	NOUN
easat-9142	616	13	-	-	PUNCT
easat-9142	616	14	based	base	VERB
easat-9142	616	15	cyber	cyber	NOUN
easat-9142	616	16	security	security	NOUN
easat-9142	616	17	financial	financial	ADJ
easat-9142	616	18	sector	sector	NOUN
easat-9142	616	19	management	management	NOUN
easat-9142	616	20	,	,	PUNCT
easat-9142	616	21	"	"	PUNCT
easat-9142	616	22	applied	apply	VERB
easat-9142	616	23	sciences	science	NOUN
easat-9142	616	24	,	,	PUNCT
easat-9142	616	25	vol	vol	NOUN
easat-9142	616	26	.	.	PROPN
easat-9142	616	27	13	13	NUM
easat-9142	616	28	,	,	PUNCT
easat-9142	616	29	no	no	INTJ
easat-9142	616	30	.	.	NOUN
easat-9142	616	31	10	10	NUM
easat-9142	616	32	,	,	PUNCT
easat-9142	616	33	p.	p.	NOUN
easat-9142	616	34	5875	5875	NUM
easat-9142	616	35	,	,	PUNCT
easat-9142	616	36	2023	2023	NUM
easat-9142	616	37	.	.	PUNCT
easat-9142	617	1	https://doi.org/10.3390/app13105875	https://doi.org/10.3390/app13105875	NOUN
easat-9142	617	2	[	[	X
easat-9142	617	3	65	65	NUM
easat-9142	617	4	]	]	X
easat-9142	617	5	s.	s.	PROPN
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easat-9142	617	7	,	,	PUNCT
easat-9142	617	8	d.	d.	PROPN
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easat-9142	617	10	,	,	PUNCT
easat-9142	617	11	s.	s.	PROPN
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easat-9142	617	13	,	,	PUNCT
easat-9142	617	14	w.	w.	PROPN
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easat-9142	617	17	,	,	PUNCT
easat-9142	617	18	and	and	CCONJ
easat-9142	617	19	s.	s.	PROPN
easat-9142	617	20	k.	k.	PROPN
easat-9142	617	21	mangla	mangla	PROPN
easat-9142	617	22	,	,	PUNCT
easat-9142	617	23	"	"	PUNCT
easat-9142	617	24	past	past	ADJ
easat-9142	617	25	,	,	PUNCT
easat-9142	617	26	present	present	ADJ
easat-9142	617	27	,	,	PUNCT
easat-9142	617	28	and	and	CCONJ
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easat-9142	617	30	of	of	ADP
easat-9142	617	31	sustainable	sustainable	ADJ
easat-9142	617	32	finance	finance	NOUN
easat-9142	617	33	:	:	PUNCT
easat-9142	617	34	insights	insight	NOUN
easat-9142	617	35	from	from	ADP
easat-9142	617	36	big	big	ADJ
easat-9142	617	37	data	datum	NOUN
easat-9142	617	38	analytics	analytic	NOUN
easat-9142	617	39	through	through	ADP
easat-9142	617	40	machine	machine	NOUN
easat-9142	617	41	learning	learning	NOUN
easat-9142	617	42	of	of	ADP
easat-9142	617	43	scholarly	scholarly	ADJ
easat-9142	617	44	research	research	NOUN
easat-9142	617	45	,	,	PUNCT
easat-9142	617	46	"	"	PUNCT
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easat-9142	617	48	of	of	ADP
easat-9142	617	49	operations	operation	NOUN
easat-9142	617	50	research	research	NOUN
easat-9142	617	51	,	,	PUNCT
easat-9142	617	52	vol	vol	NOUN
easat-9142	617	53	.	.	PROPN
easat-9142	617	54	345	345	NUM
easat-9142	617	55	,	,	PUNCT
easat-9142	617	56	no	no	INTJ
easat-9142	617	57	.	.	NOUN
easat-9142	617	58	2	2	NUM
easat-9142	617	59	,	,	PUNCT
easat-9142	617	60	pp	pp	ADJ
easat-9142	617	61	.	.	PUNCT
easat-9142	617	62	1061	1061	NUM
easat-9142	617	63	-	-	SYM
easat-9142	617	64	1104	1104	NUM
easat-9142	617	65	,	,	PUNCT
easat-9142	617	66	2025	2025	NUM
easat-9142	617	67	.	.	PUNCT
easat-9142	618	1	https://doi.org/10.1007/s10479-021-04410-8	https://doi.org/10.1007/s10479-021-04410-8	PRON
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easat-9142	619	2	66	66	NUM
easat-9142	619	3	]	]	PUNCT
easat-9142	619	4	s.	s.	PROPN
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easat-9142	619	6	and	and	CCONJ
easat-9142	619	7	z.	z.	PROPN
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easat-9142	619	10	"	"	PUNCT
easat-9142	619	11	optimization	optimization	NOUN
easat-9142	619	12	of	of	ADP
easat-9142	619	13	financial	financial	ADJ
easat-9142	619	14	asset	asset	NOUN
easat-9142	619	15	allocation	allocation	NOUN
easat-9142	619	16	and	and	CCONJ
easat-9142	619	17	risk	risk	NOUN
easat-9142	619	18	management	management	NOUN
easat-9142	619	19	strategies	strategy	NOUN
easat-9142	619	20	combining	combine	VERB
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easat-9142	619	22	of	of	ADP
easat-9142	619	23	things	thing	NOUN
easat-9142	619	24	and	and	CCONJ
easat-9142	619	25	clustering	clustering	ADJ
easat-9142	619	26	algorithms	algorithm	NOUN
easat-9142	619	27	,	,	PUNCT
easat-9142	619	28	"	"	PUNCT
easat-9142	619	29	ieee	ieee	NOUN
easat-9142	619	30	internet	internet	NOUN
easat-9142	619	31	of	of	ADP
easat-9142	619	32	things	thing	NOUN
easat-9142	619	33	journal	journal	NOUN
easat-9142	619	34	,	,	PUNCT
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easat-9142	619	36	.	.	PROPN
easat-9142	620	1	12	12	NUM
easat-9142	620	2	,	,	PUNCT
easat-9142	620	3	no	no	INTJ
easat-9142	620	4	.	.	NOUN
easat-9142	620	5	4	4	NUM
easat-9142	620	6	,	,	PUNCT
easat-9142	620	7	pp	pp	ADJ
easat-9142	620	8	.	.	PUNCT
easat-9142	621	1	3654	3654	NUM
easat-9142	621	2	-	-	SYM
easat-9142	621	3	3669	3669	NUM
easat-9142	621	4	,	,	PUNCT
easat-9142	621	5	2025	2025	NUM
easat-9142	621	6	.	.	PUNCT
easat-9142	622	1	https://doi.org/10.1109/jiot.2024.3486714	https://doi.org/10.1109/jiot.2024.3486714	PROPN
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easat-9142	623	2	67	67	NUM
easat-9142	623	3	]	]	PUNCT
easat-9142	623	4	t.	t.	PROPN
easat-9142	623	5	k.	k.	PROPN
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easat-9142	623	8	v.	v.	PROPN
easat-9142	623	9	sharma	sharma	PROPN
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easat-9142	623	11	b.	b.	PROPN
easat-9142	623	12	kumar	kumar	PROPN
easat-9142	623	13	,	,	PUNCT
easat-9142	623	14	and	and	CCONJ
easat-9142	623	15	k.	k.	PROPN
easat-9142	623	16	k.	k.	PROPN
easat-9142	623	17	sharma	sharma	PROPN
easat-9142	623	18	,	,	PUNCT
easat-9142	623	19	"	"	PUNCT
easat-9142	623	20	cloud	cloud	NOUN
easat-9142	623	21	-	-	PUNCT
easat-9142	623	22	based	base	VERB
easat-9142	623	23	data	data	NOUN
easat-9142	623	24	management	management	NOUN
easat-9142	623	25	for	for	ADP
easat-9142	623	26	behavior	behavior	NOUN
easat-9142	623	27	analytics	analytic	NOUN
easat-9142	623	28	in	in	ADP
easat-9142	623	29	business	business	NOUN
easat-9142	623	30	and	and	CCONJ
easat-9142	623	31	finance	finance	NOUN
easat-9142	623	32	sectors	sector	NOUN
easat-9142	623	33	,	,	PUNCT
easat-9142	623	34	"	"	PUNCT
easat-9142	623	35	in	in	ADP
easat-9142	623	36	data	data	NOUN
easat-9142	623	37	-	-	PUNCT
easat-9142	623	38	driven	drive	VERB
easat-9142	623	39	modelling	modelling	NOUN
easat-9142	623	40	and	and	CCONJ
easat-9142	623	41	predictive	predictive	ADJ
easat-9142	623	42	analytics	analytic	NOUN
easat-9142	623	43	in	in	ADP
easat-9142	623	44	business	business	NOUN
easat-9142	623	45	and	and	CCONJ
easat-9142	623	46	finance	finance	NOUN
easat-9142	623	47	:	:	PUNCT
easat-9142	623	48	auerbach	auerbach	VERB
easat-9142	623	49	publications	publication	NOUN
easat-9142	623	50	,	,	PUNCT
easat-9142	623	51	2024	2024	NUM
easat-9142	623	52	.	.	PUNCT
easat-9142	624	1	[	[	X
easat-9142	624	2	68	68	NUM
easat-9142	624	3	]	]	PUNCT
easat-9142	624	4	s.	s.	PROPN
easat-9142	624	5	sampaio	sampaio	PROPN
easat-9142	624	6	,	,	PUNCT
easat-9142	624	7	p.	p.	PROPN
easat-9142	624	8	r.	r.	PROPN
easat-9142	624	9	sousa	sousa	PROPN
easat-9142	624	10	,	,	PUNCT
easat-9142	624	11	c.	c.	PROPN
easat-9142	624	12	martins	martins	PROPN
easat-9142	624	13	,	,	PUNCT
easat-9142	624	14	a.	a.	PROPN
easat-9142	624	15	ferreira	ferreira	PROPN
easat-9142	624	16	,	,	PUNCT
easat-9142	624	17	l.	l.	PROPN
easat-9142	624	18	antunes	antunes	PROPN
easat-9142	624	19	,	,	PUNCT
easat-9142	624	20	and	and	CCONJ
easat-9142	624	21	r.	r.	PROPN
easat-9142	624	22	cruz	cruz	PROPN
easat-9142	624	23	-	-	PUNCT
easat-9142	624	24	correia	correia	PROPN
easat-9142	624	25	,	,	PUNCT
easat-9142	624	26	"	"	PUNCT
easat-9142	624	27	collecting	collect	VERB
easat-9142	624	28	,	,	PUNCT
easat-9142	624	29	processing	processing	NOUN
easat-9142	624	30	and	and	CCONJ
easat-9142	624	31	secondary	secondary	ADJ
easat-9142	624	32	using	use	VERB
easat-9142	624	33	personal	personal	ADJ
easat-9142	624	34	and	and	CCONJ
easat-9142	624	35	(	(	PUNCT
easat-9142	624	36	pseudo)anonymized	pseudo)anonymize	VERB
easat-9142	624	37	data	datum	NOUN
easat-9142	624	38	in	in	ADP
easat-9142	624	39	smart	smart	ADJ
easat-9142	624	40	cities	city	NOUN
easat-9142	624	41	,	,	PUNCT
easat-9142	624	42	"	"	PUNCT
easat-9142	624	43	applied	apply	VERB
easat-9142	624	44	sciences	science	NOUN
easat-9142	624	45	,	,	PUNCT
easat-9142	624	46	vol	vol	NOUN
easat-9142	624	47	.	.	PROPN
easat-9142	624	48	13	13	NUM
easat-9142	624	49	,	,	PUNCT
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easat-9142	624	52	6	6	NUM
easat-9142	624	53	,	,	PUNCT
easat-9142	624	54	p.	p.	NOUN
easat-9142	624	55	3830	3830	NUM
easat-9142	624	56	,	,	PUNCT
easat-9142	624	57	2023	2023	NUM
easat-9142	624	58	.	.	PUNCT
easat-9142	625	1	https://doi.org/10.3390/app13063830	https://doi.org/10.3390/app13063830	NOUN
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easat-9142	626	2	69	69	NUM
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easat-9142	626	6	,	,	PUNCT
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easat-9142	626	10	,	,	PUNCT
easat-9142	626	11	and	and	CCONJ
easat-9142	626	12	y.	y.	PROPN
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easat-9142	626	14	,	,	PUNCT
easat-9142	626	15	"	"	PUNCT
easat-9142	626	16	an	an	DET
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easat-9142	626	18	big	big	ADJ
easat-9142	626	19	data	datum	NOUN
easat-9142	626	20	quality	quality	NOUN
easat-9142	626	21	anomaly	anomaly	NOUN
easat-9142	626	22	correction	correction	NOUN
easat-9142	626	23	framework	framework	NOUN
easat-9142	626	24	using	use	VERB
easat-9142	626	25	predictive	predictive	ADJ
easat-9142	626	26	analysis	analysis	NOUN
easat-9142	626	27	,	,	PUNCT
easat-9142	626	28	"	"	PUNCT
easat-9142	626	29	data	datum	NOUN
easat-9142	626	30	,	,	PUNCT
easat-9142	626	31	vol	vol	NOUN
easat-9142	626	32	.	.	PROPN
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easat-9142	626	34	,	,	PUNCT
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easat-9142	626	36	.	.	NOUN
easat-9142	626	37	12	12	NUM
easat-9142	626	38	,	,	PUNCT
easat-9142	626	39	p.	p.	NOUN
easat-9142	626	40	182	182	NUM
easat-9142	626	41	,	,	PUNCT
easat-9142	626	42	2023	2023	NUM
easat-9142	626	43	.	.	PUNCT
easat-9142	627	1	https://doi.org/10.3390/data8120182	https://doi.org/10.3390/data8120182	PROPN
easat-9142	627	2	[	[	X
easat-9142	627	3	70	70	NUM
easat-9142	627	4	]	]	X
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easat-9142	627	8	s.	s.	PROPN
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easat-9142	627	13	,	,	PUNCT
easat-9142	627	14	and	and	CCONJ
easat-9142	627	15	p.	p.	PROPN
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easat-9142	627	17	,	,	PUNCT
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easat-9142	627	20	data	datum	NOUN
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easat-9142	627	23	machine	machine	NOUN
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easat-9142	627	26	:	:	PUNCT
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easat-9142	627	30	science	science	NOUN
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easat-9142	627	32	a	a	DET
easat-9142	627	33	service	service	NOUN
easat-9142	627	34	,	,	PUNCT
easat-9142	627	35	"	"	PUNCT
easat-9142	627	36	big	big	ADJ
easat-9142	627	37	data	datum	NOUN
easat-9142	627	38	research	research	NOUN
easat-9142	627	39	,	,	PUNCT
easat-9142	627	40	vol	vol	NOUN
easat-9142	627	41	.	.	PROPN
easat-9142	628	1	14	14	NUM
easat-9142	628	2	,	,	PUNCT
easat-9142	628	3	pp	pp	ADJ
easat-9142	628	4	.	.	PUNCT
easat-9142	629	1	1	1	NUM
easat-9142	629	2	-	-	SYM
easat-9142	629	3	11	11	NUM
easat-9142	629	4	,	,	PUNCT
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easat-9142	629	6	.	.	PUNCT
easat-9142	630	1	https://doi.org/10.1016/j.bdr.2018.04.004	https://doi.org/10.1016/j.bdr.2018.04.004	PROPN
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easat-9142	630	4	]	]	PUNCT
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easat-9142	630	6	s.	s.	PROPN
easat-9142	630	7	a.	a.	PROPN
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easat-9142	630	10	l.	l.	PROPN
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easat-9142	630	12	,	,	PUNCT
easat-9142	630	13	and	and	CCONJ
easat-9142	630	14	a.	a.	NOUN
easat-9142	630	15	denev	denev	PROPN
easat-9142	630	16	,	,	PUNCT
easat-9142	630	17	"	"	PUNCT
easat-9142	630	18	innovating	innovate	VERB
easat-9142	630	19	with	with	ADP
easat-9142	630	20	confidence	confidence	NOUN
easat-9142	630	21	:	:	PUNCT
easat-9142	630	22	embedding	embed	VERB
easat-9142	630	23	ai	ai	NOUN
easat-9142	630	24	governance	governance	NOUN
easat-9142	630	25	and	and	CCONJ
easat-9142	630	26	fairness	fairness	NOUN
easat-9142	630	27	in	in	ADP
easat-9142	630	28	a	a	DET
easat-9142	630	29	financial	financial	ADJ
easat-9142	630	30	services	service	NOUN
easat-9142	630	31	risk	risk	NOUN
easat-9142	630	32	management	management	NOUN
easat-9142	630	33	framework	framework	NOUN
easat-9142	630	34	.	.	PUNCT
easat-9142	630	35	"	"	PUNCT
easat-9142	630	36	cham	cham	PROPN
easat-9142	630	37	:	:	PUNCT
easat-9142	630	38	springer	springer	NOUN
easat-9142	630	39	international	international	ADJ
easat-9142	630	40	publishing	publishing	NOUN
easat-9142	630	41	,	,	PUNCT
easat-9142	630	42	2021	2021	NUM
easat-9142	630	43	.	.	PUNCT
easat-9142	631	1	https://doi.org/10.1016/j.cose.2017.02.005	https://doi.org/10.1016/j.cose.2017.02.005	NUM
easat-9142	631	2	https://doi.org/10.1080/13669877.2017.1409252	https://doi.org/10.1080/13669877.2017.1409252	PROPN
easat-9142	632	1	https://doi.org/10.1016/j.eswa.2011.04.147	https://doi.org/10.1016/j.eswa.2011.04.147	NOUN
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easat-9142	632	13	2244	2244	NUM
easat-9142	632	14	edelweiss	edelweiss	PROPN
easat-9142	632	15	applied	apply	VERB
easat-9142	632	16	science	science	NOUN
easat-9142	632	17	and	and	CCONJ
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easat-9142	632	19	issn	issn	PROPN
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easat-9142	632	22	-	-	SYM
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easat-9142	632	25	.	.	PROPN
easat-9142	633	1	9	9	NUM
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easat-9142	633	4	.	.	NOUN
easat-9142	633	5	7	7	NUM
easat-9142	633	6	:	:	SYM
easat-9142	633	7	2222	2222	NUM
easat-9142	633	8	-	-	SYM
easat-9142	633	9	2245	2245	NUM
easat-9142	633	10	,	,	PUNCT
easat-9142	633	11	2025	2025	NUM
easat-9142	633	12	doi	doi	NOUN
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easat-9142	633	15	-	-	PUNCT
easat-9142	633	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	634	1	©	©	PROPN
easat-9142	634	2	2025	2025	NUM
easat-9142	634	3	by	by	ADP
easat-9142	634	4	the	the	DET
easat-9142	634	5	authors	author	NOUN
easat-9142	634	6	;	;	PUNCT
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easat-9142	634	9	gate	gate	NOUN
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easat-9142	635	2	72	72	NUM
easat-9142	635	3	]	]	X
easat-9142	635	4	h.	h.	PROPN
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easat-9142	635	6	and	and	CCONJ
easat-9142	635	7	y.	y.	PROPN
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easat-9142	635	10	"	"	PUNCT
easat-9142	635	11	exploring	explore	VERB
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easat-9142	635	20	growth	growth	NOUN
easat-9142	635	21	and	and	CCONJ
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easat-9142	635	23	:	:	PUNCT
easat-9142	635	24	a	a	DET
easat-9142	635	25	comprehensive	comprehensive	ADJ
easat-9142	635	26	survey	survey	NOUN
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easat-9142	635	28	"	"	PUNCT
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easat-9142	635	38	,	,	PUNCT
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easat-9142	635	41	,	,	PUNCT
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easat-9142	635	43	.	.	PUNCT
easat-9142	636	1	https://doi.org/10.3390/s23198015	https://doi.org/10.3390/s23198015	PRON
easat-9142	637	1	[	[	X
easat-9142	637	2	73	73	NUM
easat-9142	637	3	]	]	PUNCT
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easat-9142	637	16	m.	m.	PROPN
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easat-9142	637	19	r.	r.	PROPN
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easat-9142	637	22	and	and	CCONJ
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easat-9142	639	2	-	-	SYM
easat-9142	639	3	224	224	NUM
easat-9142	639	4	,	,	PUNCT
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easat-9142	639	6	.	.	PUNCT
easat-9142	640	1	https://doi.org/10.62754/joe.v3i4.3594	https://doi.org/10.62754/joe.v3i4.3594	PRON
easat-9142	640	2	[	[	X
easat-9142	640	3	74	74	NUM
easat-9142	640	4	]	]	PUNCT
easat-9142	640	5	m.	m.	NOUN
easat-9142	640	6	el	el	PROPN
easat-9142	640	7	hajj	hajj	PROPN
easat-9142	640	8	and	and	CCONJ
easat-9142	640	9	j.	j.	PROPN
easat-9142	640	10	hammoud	hammoud	PROPN
easat-9142	640	11	,	,	PUNCT
easat-9142	640	12	"	"	PUNCT
easat-9142	640	13	unveiling	unveil	VERB
easat-9142	640	14	the	the	DET
easat-9142	640	15	influence	influence	NOUN
easat-9142	640	16	of	of	ADP
easat-9142	640	17	artificial	artificial	ADJ
easat-9142	640	18	intelligence	intelligence	NOUN
easat-9142	640	19	and	and	CCONJ
easat-9142	640	20	machine	machine	NOUN
easat-9142	640	21	learning	learn	VERB
easat-9142	640	22	on	on	ADP
easat-9142	640	23	financial	financial	ADJ
easat-9142	640	24	markets	market	NOUN
easat-9142	640	25	:	:	PUNCT
easat-9142	640	26	a	a	DET
easat-9142	640	27	comprehensive	comprehensive	ADJ
easat-9142	640	28	analysis	analysis	NOUN
easat-9142	640	29	of	of	ADP
easat-9142	640	30	ai	ai	ADJ
easat-9142	640	31	applications	application	NOUN
easat-9142	640	32	in	in	ADP
easat-9142	640	33	trading	trading	NOUN
easat-9142	640	34	,	,	PUNCT
easat-9142	640	35	risk	risk	NOUN
easat-9142	640	36	management	management	NOUN
easat-9142	640	37	,	,	PUNCT
easat-9142	640	38	and	and	CCONJ
easat-9142	640	39	financial	financial	ADJ
easat-9142	640	40	operations	operation	NOUN
easat-9142	640	41	,	,	PUNCT
easat-9142	640	42	"	"	PUNCT
easat-9142	640	43	journal	journal	NOUN
easat-9142	640	44	of	of	ADP
easat-9142	640	45	risk	risk	NOUN
easat-9142	640	46	and	and	CCONJ
easat-9142	640	47	financial	financial	ADJ
easat-9142	640	48	management	management	NOUN
easat-9142	640	49	,	,	PUNCT
easat-9142	640	50	vol	vol	NOUN
easat-9142	640	51	.	.	PROPN
easat-9142	640	52	16	16	NUM
easat-9142	640	53	,	,	PUNCT
easat-9142	640	54	no	no	INTJ
easat-9142	640	55	.	.	NOUN
easat-9142	640	56	10	10	NUM
easat-9142	640	57	,	,	PUNCT
easat-9142	640	58	p.	p.	NOUN
easat-9142	640	59	434	434	NUM
easat-9142	640	60	,	,	PUNCT
easat-9142	640	61	2023	2023	NUM
easat-9142	640	62	.	.	PUNCT
easat-9142	641	1	https://doi.org/10.3390/jrfm16100434	https://doi.org/10.3390/jrfm16100434	NOUN
easat-9142	642	1	[	[	X
easat-9142	642	2	75	75	NUM
easat-9142	642	3	]	]	PUNCT
easat-9142	642	4	a.	a.	NOUN
easat-9142	642	5	g.	g.	PROPN
easat-9142	642	6	martín	martín	PROPN
easat-9142	642	7	,	,	PUNCT
easat-9142	642	8	a.	a.	PROPN
easat-9142	642	9	fernández	fernández	PROPN
easat-9142	642	10	-	-	PUNCT
easat-9142	642	11	isabel	isabel	PROPN
easat-9142	642	12	,	,	PUNCT
easat-9142	642	13	i.	i.	PROPN
easat-9142	642	14	martín	martín	PROPN
easat-9142	642	15	de	de	PROPN
easat-9142	642	16	diego	diego	PROPN
easat-9142	642	17	,	,	PUNCT
easat-9142	642	18	and	and	CCONJ
easat-9142	642	19	m.	m.	NOUN
easat-9142	642	20	beltrán	beltrán	NOUN
easat-9142	642	21	,	,	PUNCT
easat-9142	642	22	"	"	PUNCT
easat-9142	642	23	a	a	DET
easat-9142	642	24	survey	survey	NOUN
easat-9142	642	25	for	for	ADP
easat-9142	642	26	user	user	NOUN
easat-9142	642	27	behavior	behavior	NOUN
easat-9142	642	28	analysis	analysis	NOUN
easat-9142	642	29	based	base	VERB
easat-9142	642	30	on	on	ADP
easat-9142	642	31	machine	machine	NOUN
easat-9142	642	32	learning	learn	VERB
easat-9142	642	33	techniques	technique	NOUN
easat-9142	642	34	:	:	PUNCT
easat-9142	642	35	current	current	ADJ
easat-9142	642	36	models	model	NOUN
easat-9142	642	37	and	and	CCONJ
easat-9142	642	38	applications	application	NOUN
easat-9142	642	39	,	,	PUNCT
easat-9142	642	40	"	"	PUNCT
easat-9142	642	41	applied	apply	VERB
easat-9142	642	42	intelligence	intelligence	NOUN
easat-9142	642	43	,	,	PUNCT
easat-9142	642	44	vol	vol	NOUN
easat-9142	642	45	.	.	PROPN
easat-9142	642	46	51	51	NUM
easat-9142	642	47	,	,	PUNCT
easat-9142	642	48	no	no	INTJ
easat-9142	642	49	.	.	NOUN
easat-9142	642	50	8	8	NUM
easat-9142	642	51	,	,	PUNCT
easat-9142	642	52	pp	pp	ADJ
easat-9142	642	53	.	.	PUNCT
easat-9142	642	54	6029	6029	NUM
easat-9142	642	55	-	-	SYM
easat-9142	642	56	6055	6055	NUM
easat-9142	642	57	,	,	PUNCT
easat-9142	642	58	2021	2021	NUM
easat-9142	642	59	.	.	PUNCT
easat-9142	643	1	https://doi.org/10.1007/s10489-020-02160-x	https://doi.org/10.1007/s10489-020-02160-x	PROPN
easat-9142	644	1	[	[	X
easat-9142	644	2	76	76	NUM
easat-9142	644	3	]	]	X
easat-9142	644	4	m.	m.	PROPN
easat-9142	644	5	r.	r.	PROPN
easat-9142	644	6	i.	i.	PROPN
easat-9142	644	7	bhuiyan	bhuiyan	PROPN
easat-9142	644	8	,	,	PUNCT
easat-9142	644	9	t.	t.	PROPN
easat-9142	644	10	husain	husain	PROPN
easat-9142	644	11	,	,	PUNCT
easat-9142	644	12	s.	s.	PROPN
easat-9142	644	13	islam	islam	PROPN
easat-9142	644	14	,	,	PUNCT
easat-9142	644	15	and	and	CCONJ
easat-9142	644	16	a.	a.	NOUN
easat-9142	644	17	amin	amin	PROPN
easat-9142	644	18	,	,	PUNCT
easat-9142	644	19	"	"	PUNCT
easat-9142	644	20	exploring	explore	VERB
easat-9142	644	21	the	the	DET
easat-9142	644	22	prospective	prospective	ADJ
easat-9142	644	23	influence	influence	NOUN
easat-9142	644	24	of	of	ADP
easat-9142	644	25	artificial	artificial	ADJ
easat-9142	644	26	intelligence	intelligence	NOUN
easat-9142	644	27	on	on	ADP
easat-9142	644	28	the	the	DET
easat-9142	644	29	health	health	NOUN
easat-9142	644	30	sector	sector	NOUN
easat-9142	644	31	in	in	ADP
easat-9142	644	32	bangladesh	bangladesh	PROPN
easat-9142	644	33	:	:	PUNCT
easat-9142	644	34	a	a	DET
easat-9142	644	35	study	study	NOUN
easat-9142	644	36	on	on	ADP
easat-9142	644	37	awareness	awareness	NOUN
easat-9142	644	38	,	,	PUNCT
easat-9142	644	39	perception	perception	NOUN
easat-9142	644	40	and	and	CCONJ
easat-9142	644	41	adoption	adoption	NOUN
easat-9142	644	42	,	,	PUNCT
easat-9142	644	43	"	"	PUNCT
easat-9142	644	44	health	health	NOUN
easat-9142	644	45	education	education	NOUN
easat-9142	644	46	,	,	PUNCT
easat-9142	644	47	vol	vol	NOUN
easat-9142	644	48	.	.	PROPN
easat-9142	644	49	125	125	NUM
easat-9142	644	50	,	,	PUNCT
easat-9142	644	51	no	no	INTJ
easat-9142	644	52	.	.	NOUN
easat-9142	644	53	3	3	NUM
easat-9142	644	54	,	,	PUNCT
easat-9142	644	55	pp	pp	ADJ
easat-9142	644	56	.	.	PUNCT
easat-9142	644	57	279297	279297	NUM
easat-9142	644	58	,	,	PUNCT
easat-9142	644	59	2025	2025	NUM
easat-9142	644	60	.	.	PUNCT
easat-9142	645	1	[	[	X
easat-9142	645	2	77	77	NUM
easat-9142	645	3	]	]	X
easat-9142	645	4	s.	s.	PROPN
easat-9142	645	5	ahamad	ahamad	PROPN
easat-9142	645	6	,	,	PUNCT
easat-9142	645	7	p.	p.	PROPN
easat-9142	645	8	gupta	gupta	PROPN
easat-9142	645	9	,	,	PUNCT
easat-9142	645	10	p.	p.	PROPN
easat-9142	645	11	bikash	bikash	PROPN
easat-9142	645	12	acharjee	acharjee	PROPN
easat-9142	645	13	,	,	PUNCT
easat-9142	645	14	k.	k.	PROPN
easat-9142	645	15	padma	padma	PROPN
easat-9142	645	16	kiran	kiran	PROPN
easat-9142	645	17	,	,	PUNCT
easat-9142	645	18	z.	z.	PROPN
easat-9142	645	19	khan	khan	PROPN
easat-9142	645	20	,	,	PUNCT
easat-9142	645	21	and	and	CCONJ
easat-9142	645	22	m.	m.	PROPN
easat-9142	645	23	faez	faez	PROPN
easat-9142	645	24	hasan	hasan	PROPN
easat-9142	645	25	,	,	PUNCT
easat-9142	645	26	"	"	PUNCT
easat-9142	645	27	the	the	DET
easat-9142	645	28	role	role	NOUN
easat-9142	645	29	of	of	ADP
easat-9142	645	30	block	block	NOUN
easat-9142	645	31	chain	chain	NOUN
easat-9142	645	32	technology	technology	NOUN
easat-9142	645	33	and	and	CCONJ
easat-9142	645	34	internet	internet	NOUN
easat-9142	645	35	of	of	ADP
easat-9142	645	36	things	thing	NOUN
easat-9142	645	37	(	(	PUNCT
easat-9142	645	38	iot	iot	NOUN
easat-9142	645	39	)	)	PUNCT
easat-9142	645	40	to	to	PART
easat-9142	645	41	protect	protect	VERB
easat-9142	645	42	financial	financial	ADJ
easat-9142	645	43	transactions	transaction	NOUN
easat-9142	645	44	in	in	ADP
easat-9142	645	45	crypto	crypto	NOUN
easat-9142	645	46	currency	currency	NOUN
easat-9142	645	47	market	market	NOUN
easat-9142	645	48	,	,	PUNCT
easat-9142	645	49	"	"	PUNCT
easat-9142	645	50	materials	material	NOUN
easat-9142	645	51	today	today	NOUN
easat-9142	645	52	:	:	PUNCT
easat-9142	645	53	proceedings	proceeding	NOUN
easat-9142	645	54	,	,	PUNCT
easat-9142	645	55	vol	vol	NOUN
easat-9142	645	56	.	.	PROPN
easat-9142	645	57	56	56	NUM
easat-9142	645	58	,	,	PUNCT
easat-9142	645	59	pp	pp	ADJ
easat-9142	645	60	.	.	PUNCT
easat-9142	645	61	2070	2070	NUM
easat-9142	645	62	-	-	SYM
easat-9142	645	63	2074	2074	NUM
easat-9142	645	64	,	,	PUNCT
easat-9142	645	65	2022	2022	NUM
easat-9142	645	66	.	.	PUNCT
easat-9142	646	1	https://doi.org/10.1016/j.matpr.2021.11.405	https://doi.org/10.1016/j.matpr.2021.11.405	PROPN
easat-9142	646	2	[	[	X
easat-9142	646	3	78	78	NUM
easat-9142	646	4	]	]	PUNCT
easat-9142	646	5	s.	s.	PROPN
easat-9142	646	6	drissi	drissi	PROPN
easat-9142	646	7	,	,	PUNCT
easat-9142	646	8	m.	m.	NOUN
easat-9142	646	9	chergui	chergui	PROPN
easat-9142	646	10	,	,	PUNCT
easat-9142	646	11	and	and	CCONJ
easat-9142	646	12	z.	z.	PROPN
easat-9142	646	13	khatar	khatar	PROPN
easat-9142	646	14	,	,	PUNCT
easat-9142	646	15	"	"	PUNCT
easat-9142	646	16	a	a	DET
easat-9142	646	17	systematic	systematic	ADJ
easat-9142	646	18	literature	literature	NOUN
easat-9142	646	19	review	review	NOUN
easat-9142	646	20	on	on	ADP
easat-9142	646	21	risk	risk	NOUN
easat-9142	646	22	assessment	assessment	NOUN
easat-9142	646	23	in	in	ADP
easat-9142	646	24	cloud	cloud	NOUN
easat-9142	646	25	computing	computing	NOUN
easat-9142	646	26	:	:	PUNCT
easat-9142	646	27	recent	recent	ADJ
easat-9142	646	28	research	research	NOUN
easat-9142	646	29	advancements	advancement	NOUN
easat-9142	646	30	,	,	PUNCT
easat-9142	646	31	"	"	PUNCT
easat-9142	646	32	ieee	ieee	NOUN
easat-9142	646	33	access	access	NOUN
easat-9142	646	34	,	,	PUNCT
easat-9142	646	35	vol	vol	NOUN
easat-9142	646	36	.	.	PROPN
easat-9142	646	37	13	13	NUM
easat-9142	646	38	,	,	PUNCT
easat-9142	646	39	pp	pp	ADJ
easat-9142	646	40	.	.	PUNCT
easat-9142	647	1	76289	76289	NUM
easat-9142	647	2	-	-	SYM
easat-9142	647	3	76307	76307	NUM
easat-9142	647	4	,	,	PUNCT
easat-9142	647	5	2025	2025	NUM
easat-9142	647	6	.	.	PUNCT
easat-9142	648	1	https://doi.org/10.1109/access.2025.3561123	https://doi.org/10.1109/access.2025.3561123	PROPN
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easat-9142	648	3	79	79	NUM
easat-9142	648	4	]	]	PUNCT
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easat-9142	648	6	yuxin	yuxin	PROPN
easat-9142	648	7	and	and	CCONJ
easat-9142	648	8	w.	w.	PROPN
easat-9142	648	9	honglin	honglin	PROPN
easat-9142	648	10	,	,	PUNCT
easat-9142	648	11	"	"	PUNCT
easat-9142	648	12	federated	federated	ADJ
easat-9142	648	13	learning	learning	NOUN
easat-9142	648	14	based	base	VERB
easat-9142	648	15	on	on	ADP
easat-9142	648	16	data	datum	NOUN
easat-9142	648	17	divergence	divergence	NOUN
easat-9142	648	18	and	and	CCONJ
easat-9142	648	19	differential	differential	NOUN
easat-9142	648	20	privacy	privacy	NOUN
easat-9142	648	21	in	in	ADP
easat-9142	648	22	financial	financial	ADJ
easat-9142	648	23	risk	risk	NOUN
easat-9142	648	24	control	control	NOUN
easat-9142	648	25	research	research	NOUN
easat-9142	648	26	,	,	PUNCT
easat-9142	648	27	"	"	PUNCT
easat-9142	648	28	computers	computer	NOUN
easat-9142	648	29	,	,	PUNCT
easat-9142	648	30	materials	material	NOUN
easat-9142	648	31	and	and	CCONJ
easat-9142	648	32	continua	continuum	NOUN
easat-9142	648	33	,	,	PUNCT
easat-9142	648	34	vol	vol	NOUN
easat-9142	648	35	.	.	PROPN
easat-9142	648	36	75	75	NUM
easat-9142	648	37	,	,	PUNCT
easat-9142	648	38	no	no	INTJ
easat-9142	648	39	.	.	NOUN
easat-9142	648	40	1	1	NUM
easat-9142	648	41	,	,	PUNCT
easat-9142	648	42	pp	pp	ADJ
easat-9142	648	43	.	.	PUNCT
easat-9142	648	44	863	863	NUM
easat-9142	648	45	-	-	SYM
easat-9142	648	46	878	878	NUM
easat-9142	648	47	,	,	PUNCT
easat-9142	648	48	2023	2023	NUM
easat-9142	648	49	.	.	PUNCT
easat-9142	649	1	https://doi.org/10.32604/cmc.2023.034879	https://doi.org/10.32604/cmc.2023.034879	VERB
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easat-9142	649	3	80	80	NUM
easat-9142	649	4	]	]	PUNCT
easat-9142	649	5	a.	a.	NOUN
easat-9142	649	6	amin	amin	PROPN
easat-9142	649	7	,	,	PUNCT
easat-9142	649	8	m.	m.	PROPN
easat-9142	649	9	r.	r.	PROPN
easat-9142	649	10	i.	i.	PROPN
easat-9142	649	11	bhuiyan	bhuiyan	PROPN
easat-9142	649	12	,	,	PUNCT
easat-9142	649	13	r.	r.	PROPN
easat-9142	649	14	hossain	hossain	PROPN
easat-9142	649	15	,	,	PUNCT
easat-9142	649	16	c.	c.	PROPN
easat-9142	649	17	molla	molla	PROPN
easat-9142	649	18	,	,	PUNCT
easat-9142	649	19	t.	t.	PROPN
easat-9142	649	20	a.	a.	NOUN
easat-9142	649	21	poli	poli	PROPN
easat-9142	649	22	,	,	PUNCT
easat-9142	649	23	and	and	CCONJ
easat-9142	649	24	m.	m.	PROPN
easat-9142	649	25	n.	n.	PROPN
easat-9142	649	26	u.	u.	PROPN
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easat-9142	649	28	,	,	PUNCT
easat-9142	649	29	"	"	PUNCT
easat-9142	649	30	the	the	DET
easat-9142	649	31	adoption	adoption	NOUN
easat-9142	649	32	of	of	ADP
easat-9142	649	33	industry	industry	NOUN
easat-9142	649	34	4.0	4.0	NUM
easat-9142	649	35	technologies	technology	NOUN
easat-9142	649	36	by	by	ADP
easat-9142	649	37	using	use	VERB
easat-9142	649	38	the	the	DET
easat-9142	649	39	technology	technology	NOUN
easat-9142	649	40	organizational	organizational	ADJ
easat-9142	649	41	environment	environment	NOUN
easat-9142	649	42	framework	framework	NOUN
easat-9142	649	43	:	:	PUNCT
easat-9142	649	44	the	the	DET
easat-9142	649	45	mediating	mediate	VERB
easat-9142	649	46	role	role	NOUN
easat-9142	649	47	to	to	ADP
easat-9142	649	48	manufacturing	manufacture	VERB
easat-9142	649	49	performance	performance	NOUN
easat-9142	649	50	in	in	ADP
easat-9142	649	51	a	a	DET
easat-9142	649	52	developing	develop	VERB
easat-9142	649	53	country	country	NOUN
easat-9142	649	54	,	,	PUNCT
easat-9142	649	55	"	"	PUNCT
easat-9142	649	56	business	business	NOUN
easat-9142	649	57	strategy	strategy	NOUN
easat-9142	649	58	&	&	CCONJ
easat-9142	649	59	development	development	NOUN
easat-9142	649	60	,	,	PUNCT
easat-9142	649	61	vol	vol	NOUN
easat-9142	649	62	.	.	PROPN
easat-9142	649	63	7	7	NUM
easat-9142	649	64	,	,	PUNCT
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easat-9142	649	66	.	.	NOUN
easat-9142	649	67	2	2	NUM
easat-9142	649	68	,	,	PUNCT
easat-9142	649	69	p.	p.	NOUN
easat-9142	649	70	e363	e363	NUM
easat-9142	649	71	,	,	PUNCT
easat-9142	649	72	2024	2024	NUM
easat-9142	649	73	.	.	PUNCT
easat-9142	650	1	https://doi.org/10.1002/bsd2.363	https://doi.org/10.1002/bsd2.363	VERB
easat-9142	651	1	[	[	X
easat-9142	651	2	81	81	NUM
easat-9142	651	3	]	]	X
easat-9142	651	4	n.	n.	PROPN
easat-9142	651	5	r.	r.	PROPN
easat-9142	651	6	mosteanu	mosteanu	PROPN
easat-9142	651	7	and	and	CCONJ
easat-9142	651	8	a.	a.	NOUN
easat-9142	651	9	faccia	faccia	PROPN
easat-9142	651	10	,	,	PUNCT
easat-9142	651	11	"	"	PUNCT
easat-9142	651	12	fintech	fintech	NOUN
easat-9142	651	13	frontiers	frontier	NOUN
easat-9142	651	14	in	in	ADP
easat-9142	651	15	quantum	quantum	ADJ
easat-9142	651	16	computing	computing	NOUN
easat-9142	651	17	,	,	PUNCT
easat-9142	651	18	fractals	fractal	NOUN
easat-9142	651	19	,	,	PUNCT
easat-9142	651	20	and	and	CCONJ
easat-9142	651	21	blockchain	blockchain	PROPN
easat-9142	651	22	distributed	distribute	VERB
easat-9142	651	23	ledger	ledger	NOUN
easat-9142	651	24	:	:	PUNCT
easat-9142	651	25	paradigm	paradigm	NOUN
easat-9142	651	26	shifts	shift	NOUN
easat-9142	651	27	and	and	CCONJ
easat-9142	651	28	open	open	ADJ
easat-9142	651	29	innovation	innovation	NOUN
easat-9142	651	30	,	,	PUNCT
easat-9142	651	31	"	"	PUNCT
easat-9142	651	32	journal	journal	NOUN
easat-9142	651	33	of	of	ADP
easat-9142	651	34	open	open	ADJ
easat-9142	651	35	innovation	innovation	NOUN
easat-9142	651	36	:	:	PUNCT
easat-9142	651	37	technology	technology	NOUN
easat-9142	651	38	,	,	PUNCT
easat-9142	651	39	market	market	NOUN
easat-9142	651	40	,	,	PUNCT
easat-9142	651	41	and	and	CCONJ
easat-9142	651	42	complexity	complexity	NOUN
easat-9142	651	43	,	,	PUNCT
easat-9142	651	44	vol	vol	NOUN
easat-9142	651	45	.	.	PROPN
easat-9142	651	46	7	7	NUM
easat-9142	651	47	,	,	PUNCT
easat-9142	651	48	no	no	INTJ
easat-9142	651	49	.	.	NOUN
easat-9142	651	50	1	1	NUM
easat-9142	651	51	,	,	PUNCT
easat-9142	651	52	p.	p.	NOUN
easat-9142	651	53	19	19	NUM
easat-9142	651	54	,	,	PUNCT
easat-9142	651	55	2021	2021	NUM
easat-9142	651	56	.	.	PUNCT
easat-9142	652	1	https://doi.org/10.3390/joitmc7010019	https://doi.org/10.3390/joitmc7010019	PROPN
easat-9142	653	1	[	[	X
easat-9142	653	2	82	82	NUM
easat-9142	653	3	]	]	X
easat-9142	653	4	m.	m.	NOUN
easat-9142	653	5	a.	a.	PROPN
easat-9142	653	6	islam	islam	PROPN
easat-9142	653	7	and	and	CCONJ
easat-9142	653	8	m.	m.	PROPN
easat-9142	653	9	r.	r.	PROPN
easat-9142	653	10	i.	i.	PROPN
easat-9142	653	11	bhuiyan	bhuiyan	PROPN
easat-9142	653	12	,	,	PUNCT
easat-9142	653	13	"	"	PUNCT
easat-9142	653	14	digital	digital	ADJ
easat-9142	653	15	transformation	transformation	NOUN
easat-9142	653	16	and	and	CCONJ
easat-9142	653	17	society	society	NOUN
easat-9142	653	18	,	,	PUNCT
easat-9142	653	19	"	"	PUNCT
easat-9142	653	20	rochester	rochester	PROPN
easat-9142	653	21	,	,	PUNCT
easat-9142	653	22	ny	ny	PROPN
easat-9142	653	23	,	,	PUNCT
easat-9142	653	24	2022	2022	NUM
easat-9142	653	25	.	.	PUNCT
easat-9142	654	1	[	[	X
easat-9142	654	2	83	83	NUM
easat-9142	654	3	]	]	PUNCT
easat-9142	654	4	a.	a.	NOUN
easat-9142	654	5	abisoye	abisoye	PROPN
easat-9142	654	6	and	and	CCONJ
easat-9142	654	7	j.	j.	PROPN
easat-9142	654	8	i.	i.	PROPN
easat-9142	654	9	akerele	akerele	PROPN
easat-9142	654	10	,	,	PUNCT
easat-9142	654	11	"	"	PUNCT
easat-9142	654	12	high	high	ADJ
easat-9142	654	13	-	-	PUNCT
easat-9142	654	14	impact	impact	NOUN
easat-9142	654	15	data	data	NOUN
easat-9142	654	16	-	-	PUNCT
easat-9142	654	17	driven	drive	VERB
easat-9142	654	18	decision	decision	NOUN
easat-9142	654	19	-	-	PUNCT
easat-9142	654	20	making	make	VERB
easat-9142	654	21	model	model	NOUN
easat-9142	654	22	for	for	ADP
easat-9142	654	23	integrating	integrate	VERB
easat-9142	654	24	cutting	cutting	NOUN
easat-9142	654	25	-	-	PUNCT
easat-9142	654	26	edge	edge	NOUN
easat-9142	654	27	cybersecurity	cybersecurity	NOUN
easat-9142	654	28	strategies	strategy	NOUN
easat-9142	654	29	into	into	ADP
easat-9142	654	30	public	public	ADJ
easat-9142	654	31	policy	policy	NOUN
easat-9142	654	32	,	,	PUNCT
easat-9142	654	33	"	"	PUNCT
easat-9142	654	34	governance	governance	NOUN
easat-9142	654	35	,	,	PUNCT
easat-9142	654	36	and	and	CCONJ
easat-9142	654	37	organizational	organizational	ADJ
easat-9142	654	38	frameworks	framework	NOUN
easat-9142	654	39	,	,	PUNCT
easat-9142	654	40	2021	2021	NUM
easat-9142	654	41	.	.	PUNCT
easat-9142	655	1	[	[	X
easat-9142	655	2	84	84	NUM
easat-9142	655	3	]	]	PUNCT
easat-9142	655	4	m.	m.	NOUN
easat-9142	655	5	papel	papel	PROPN
easat-9142	655	6	,	,	PUNCT
easat-9142	655	7	a.	a.	NOUN
easat-9142	655	8	mridha	mridha	PROPN
easat-9142	655	9	,	,	PUNCT
easat-9142	655	10	a.	a.	PROPN
easat-9142	655	11	rahman	rahman	PROPN
easat-9142	655	12	,	,	PUNCT
easat-9142	655	13	and	and	CCONJ
easat-9142	655	14	m.	m.	NOUN
easat-9142	655	15	ashrafuzzaman	ashrafuzzaman	NOUN
easat-9142	655	16	,	,	PUNCT
easat-9142	655	17	"	"	PUNCT
easat-9142	655	18	enhancing	enhance	VERB
easat-9142	655	19	government	government	NOUN
easat-9142	655	20	it	it	PRON
easat-9142	655	21	infrastructure	infrastructure	NOUN
easat-9142	655	22	:	:	PUNCT
easat-9142	655	23	develop	develop	VERB
easat-9142	655	24	frameworks	framework	NOUN
easat-9142	655	25	for	for	ADP
easat-9142	655	26	modernizing	modernize	VERB
easat-9142	655	27	government	government	NOUN
easat-9142	655	28	it	it	PRON
easat-9142	655	29	systems	system	NOUN
easat-9142	655	30	to	to	PART
easat-9142	655	31	improve	improve	VERB
easat-9142	655	32	security	security	NOUN
easat-9142	655	33	,	,	PUNCT
easat-9142	655	34	efficiency	efficiency	NOUN
easat-9142	655	35	,	,	PUNCT
easat-9142	655	36	and	and	CCONJ
easat-9142	655	37	citizen	citizen	NOUN
easat-9142	655	38	engagement	engagement	NOUN
easat-9142	655	39	,	,	PUNCT
easat-9142	655	40	"	"	PUNCT
easat-9142	655	41	frontiers	frontier	NOUN
easat-9142	655	42	in	in	ADP
easat-9142	655	43	applied	applied	ADJ
easat-9142	655	44	engineering	engineering	NOUN
easat-9142	655	45	and	and	CCONJ
easat-9142	655	46	technology	technology	NOUN
easat-9142	655	47	,	,	PUNCT
easat-9142	655	48	vol	vol	NOUN
easat-9142	655	49	.	.	PROPN
easat-9142	655	50	1	1	NUM
easat-9142	655	51	,	,	PUNCT
easat-9142	655	52	no	no	INTJ
easat-9142	655	53	.	.	NOUN
easat-9142	655	54	01	01	NUM
easat-9142	655	55	,	,	PUNCT
easat-9142	655	56	pp	pp	ADJ
easat-9142	655	57	.	.	PUNCT
easat-9142	656	1	157	157	NUM
easat-9142	656	2	-	-	SYM
easat-9142	656	3	174	174	NUM
easat-9142	656	4	,	,	PUNCT
easat-9142	656	5	2024	2024	NUM
easat-9142	656	6	.	.	PUNCT
easat-9142	657	1	[	[	X
easat-9142	657	2	85	85	NUM
easat-9142	657	3	]	]	PUNCT
easat-9142	657	4	a.	a.	NOUN
easat-9142	657	5	tariq	tariq	PROPN
easat-9142	657	6	et	et	PROPN
easat-9142	657	7	al	al	PROPN
easat-9142	657	8	.	.	PROPN
easat-9142	657	9	,	,	PUNCT
easat-9142	657	10	"	"	PUNCT
easat-9142	657	11	optimizing	optimize	VERB
easat-9142	657	12	optical	optical	ADJ
easat-9142	657	13	,	,	PUNCT
easat-9142	657	14	dielectric	dielectric	NOUN
easat-9142	657	15	,	,	PUNCT
easat-9142	657	16	structural	structural	ADJ
easat-9142	657	17	,	,	PUNCT
easat-9142	657	18	and	and	CCONJ
easat-9142	657	19	electrical	electrical	ADJ
easat-9142	657	20	properties	property	NOUN
easat-9142	657	21	in	in	ADP
easat-9142	657	22	cu	cu	PROPN
easat-9142	657	23	-	-	PUNCT
easat-9142	657	24	substituted	substitute	VERB
easat-9142	657	25	mg	mg	PROPN
easat-9142	657	26	-	-	PUNCT
easat-9142	657	27	zn	zn	PROPN
easat-9142	657	28	ferrite	ferrite	NOUN
easat-9142	657	29	nanoparticles	nanoparticle	NOUN
easat-9142	657	30	:	:	PUNCT
easat-9142	657	31	insights	insight	NOUN
easat-9142	657	32	for	for	ADP
easat-9142	657	33	sustainable	sustainable	ADJ
easat-9142	657	34	energy	energy	NOUN
easat-9142	657	35	and	and	CCONJ
easat-9142	657	36	environmental	environmental	ADJ
easat-9142	657	37	solutions	solution	NOUN
easat-9142	657	38	,	,	PUNCT
easat-9142	657	39	"	"	PUNCT
easat-9142	657	40	journal	journal	NOUN
easat-9142	657	41	of	of	ADP
easat-9142	657	42	alloys	alloy	NOUN
easat-9142	657	43	and	and	CCONJ
easat-9142	657	44	compounds	compound	NOUN
easat-9142	657	45	,	,	PUNCT
easat-9142	657	46	p.	p.	NOUN
easat-9142	657	47	182252	182252	NUM
easat-9142	657	48	,	,	PUNCT
easat-9142	657	49	2025	2025	NUM
easat-9142	657	50	.	.	PUNCT
easat-9142	658	1	[	[	X
easat-9142	658	2	86	86	NUM
easat-9142	658	3	]	]	PUNCT
easat-9142	658	4	k.	k.	PROPN
easat-9142	658	5	c.	c.	PROPN
easat-9142	658	6	nwafor	nwafor	PROPN
easat-9142	658	7	,	,	PUNCT
easat-9142	658	8	a.	a.	NOUN
easat-9142	658	9	o.	o.	NOUN
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easat-9142	658	11	,	,	PUNCT
easat-9142	658	12	and	and	CCONJ
easat-9142	658	13	c.	c.	PROPN
easat-9142	658	14	c.	c.	PROPN
easat-9142	658	15	onyeje	onyeje	PROPN
easat-9142	658	16	,	,	PUNCT
easat-9142	658	17	"	"	PUNCT
easat-9142	658	18	mitigating	mitigate	VERB
easat-9142	658	19	cybersecurity	cybersecurity	NOUN
easat-9142	658	20	risks	risk	NOUN
easat-9142	658	21	in	in	ADP
easat-9142	658	22	financial	financial	ADJ
easat-9142	658	23	institutions	institution	NOUN
easat-9142	658	24	:	:	PUNCT
easat-9142	658	25	the	the	DET
easat-9142	658	26	role	role	NOUN
easat-9142	658	27	of	of	ADP
easat-9142	658	28	ai	ai	NOUN
easat-9142	658	29	and	and	CCONJ
easat-9142	658	30	data	datum	NOUN
easat-9142	658	31	analytics	analytic	NOUN
easat-9142	658	32	,	,	PUNCT
easat-9142	658	33	"	"	PUNCT
easat-9142	658	34	international	international	ADJ
easat-9142	658	35	journal	journal	NOUN
easat-9142	658	36	of	of	ADP
easat-9142	658	37	scientific	scientific	ADJ
easat-9142	658	38	research	research	NOUN
easat-9142	658	39	and	and	CCONJ
easat-9142	658	40	applications	application	NOUN
easat-9142	658	41	,	,	PUNCT
easat-9142	658	42	2024	2024	NUM
easat-9142	658	43	.	.	PUNCT
easat-9142	659	1	https://doi.org/10.30574/ijsra.2024.13.1.2014	https://doi.org/10.30574/ijsra.2024.13.1.2014	PRON
easat-9142	660	1	[	[	X
easat-9142	660	2	87	87	NUM
easat-9142	660	3	]	]	PUNCT
easat-9142	660	4	n.	n.	NOUN
easat-9142	660	5	akter	akter	PROPN
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easat-9142	660	8	.	.	PROPN
easat-9142	660	9	,	,	PUNCT
easat-9142	660	10	"	"	PUNCT
easat-9142	660	11	advanced	advanced	ADJ
easat-9142	660	12	detection	detection	NOUN
easat-9142	660	13	and	and	CCONJ
easat-9142	660	14	forecasting	forecasting	NOUN
easat-9142	660	15	of	of	ADP
easat-9142	660	16	fake	fake	ADJ
easat-9142	660	17	news	news	NOUN
easat-9142	660	18	on	on	ADP
easat-9142	660	19	social	social	ADJ
easat-9142	660	20	media	medium	NOUN
easat-9142	660	21	platforms	platform	NOUN
easat-9142	660	22	using	use	VERB
easat-9142	660	23	natural	natural	ADJ
easat-9142	660	24	language	language	NOUN
easat-9142	660	25	processing	processing	NOUN
easat-9142	660	26	and	and	CCONJ
easat-9142	660	27	artificial	artificial	ADJ
easat-9142	660	28	intelligence	intelligence	NOUN
easat-9142	660	29	,	,	PUNCT
easat-9142	660	30	"	"	PUNCT
easat-9142	660	31	journal	journal	NOUN
easat-9142	660	32	of	of	ADP
easat-9142	660	33	posthumanism	posthumanism	NOUN
easat-9142	660	34	,	,	PUNCT
easat-9142	660	35	vol	vol	NOUN
easat-9142	660	36	.	.	PROPN
easat-9142	660	37	5	5	NUM
easat-9142	660	38	,	,	PUNCT
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easat-9142	660	40	.	.	NOUN
easat-9142	660	41	6	6	NUM
easat-9142	660	42	,	,	PUNCT
easat-9142	660	43	pp	pp	ADJ
easat-9142	660	44	.	.	PUNCT
easat-9142	661	1	3208	3208	NUM
easat-9142	661	2	-	-	SYM
easat-9142	661	3	3236	3236	NUM
easat-9142	661	4	,	,	PUNCT
easat-9142	661	5	2025	2025	NUM
easat-9142	661	6	.	.	PUNCT
easat-9142	662	1	[	[	X
easat-9142	662	2	88	88	NUM
easat-9142	662	3	]	]	PUNCT
easat-9142	662	4	a.	a.	NOUN
easat-9142	662	5	k.	k.	PROPN
easat-9142	662	6	y.	y.	PROPN
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easat-9142	662	8	and	and	CCONJ
easat-9142	662	9	s.	s.	PROPN
easat-9142	662	10	suryadevara	suryadevara	PROPN
easat-9142	662	11	,	,	PUNCT
easat-9142	662	12	"	"	PUNCT
easat-9142	662	13	navigating	navigate	VERB
easat-9142	662	14	data	datum	NOUN
easat-9142	662	15	protection	protection	NOUN
easat-9142	662	16	challenges	challenge	NOUN
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easat-9142	662	18	the	the	DET
easat-9142	662	19	era	era	NOUN
easat-9142	662	20	of	of	ADP
easat-9142	662	21	artificial	artificial	ADJ
easat-9142	662	22	intelligence	intelligence	NOUN
easat-9142	662	23	:	:	PUNCT
easat-9142	662	24	a	a	DET
easat-9142	662	25	comprehensive	comprehensive	ADJ
easat-9142	662	26	review	review	NOUN
easat-9142	662	27	,	,	PUNCT
easat-9142	662	28	"	"	PUNCT
easat-9142	662	29	revista	revista	X
easat-9142	662	30	de	de	X
easat-9142	662	31	inteligencia	inteligencia	PROPN
easat-9142	662	32	artificial	artificial	PROPN
easat-9142	662	33	en	en	PROPN
easat-9142	662	34	medicina	medicina	PROPN
easat-9142	662	35	,	,	PUNCT
easat-9142	662	36	vol	vol	NOUN
easat-9142	662	37	.	.	PROPN
easat-9142	662	38	15	15	NUM
easat-9142	662	39	,	,	PUNCT
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easat-9142	662	41	.	.	NOUN
easat-9142	662	42	1	1	NUM
easat-9142	662	43	,	,	PUNCT
easat-9142	662	44	pp	pp	ADJ
easat-9142	662	45	.	.	PUNCT
easat-9142	663	1	113	113	NUM
easat-9142	663	2	-	-	SYM
easat-9142	663	3	146	146	NUM
easat-9142	663	4	,	,	PUNCT
easat-9142	663	5	2024	2024	NUM
easat-9142	663	6	.	.	PUNCT
easat-9142	664	1	[	[	X
easat-9142	664	2	89	89	NUM
easat-9142	664	3	]	]	PUNCT
easat-9142	664	4	m.	m.	PROPN
easat-9142	664	5	i.	i.	PROPN
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easat-9142	664	7	,	,	PUNCT
easat-9142	664	8	t.	t.	NOUN
easat-9142	664	9	sultana	sultana	NOUN
easat-9142	664	10	,	,	PUNCT
easat-9142	664	11	m.	m.	NOUN
easat-9142	664	12	n.	n.	PROPN
easat-9142	664	13	u.	u.	PROPN
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easat-9142	664	15	,	,	PUNCT
easat-9142	664	16	a.	a.	PROPN
easat-9142	664	17	akther	akther	PROPN
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easat-9142	664	19	a.	a.	PROPN
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easat-9142	664	22	,	,	PUNCT
easat-9142	664	23	and	and	CCONJ
easat-9142	664	24	f.	f.	PROPN
easat-9142	664	25	akter	akter	PROPN
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easat-9142	664	27	"	"	PUNCT
easat-9142	664	28	enhancing	enhance	VERB
easat-9142	664	29	project	project	NOUN
easat-9142	664	30	management	management	NOUN
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easat-9142	664	32	outsourcing	outsourcing	NOUN
easat-9142	664	33	:	:	PUNCT
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easat-9142	664	35	growth	growth	NOUN
easat-9142	664	36	in	in	ADP
easat-9142	664	37	information	information	NOUN
easat-9142	664	38	technology	technology	NOUN
easat-9142	664	39	(	(	PUNCT
easat-9142	664	40	it	it	PRON
easat-9142	664	41	)	)	PUNCT
easat-9142	664	42	,	,	PUNCT
easat-9142	664	43	"	"	PUNCT
easat-9142	664	44	journal	journal	NOUN
easat-9142	664	45	of	of	ADP
easat-9142	664	46	knowledge	knowledge	NOUN
easat-9142	664	47	management	management	NOUN
easat-9142	664	48	practice	practice	NOUN
easat-9142	664	49	,	,	PUNCT
easat-9142	664	50	vol	vol	NOUN
easat-9142	664	51	.	.	PROPN
easat-9142	664	52	25	25	NUM
easat-9142	664	53	,	,	PUNCT
easat-9142	664	54	no	no	INTJ
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easat-9142	664	56	1	1	NUM
easat-9142	664	57	,	,	PUNCT
easat-9142	664	58	2025	2025	NUM
easat-9142	664	59	.	.	PUNCT
easat-9142	665	1	https://doi.org/10.62477/jkmp.v25i1.489	https://doi.org/10.62477/jkmp.v25i1.489	NOUN
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easat-9142	665	4	]	]	X
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easat-9142	665	11	and	and	CCONJ
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easat-9142	665	14	,	,	PUNCT
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easat-9142	665	21	networked	networked	ADJ
easat-9142	665	22	environments	environment	NOUN
easat-9142	665	23	:	:	PUNCT
easat-9142	665	24	a	a	DET
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easat-9142	665	27	of	of	ADP
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easat-9142	665	29	-	-	ADJ
easat-9142	665	30	safe	safe	ADJ
easat-9142	665	31	network	network	NOUN
easat-9142	665	32	protocols	protocol	NOUN
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easat-9142	665	36	&	&	CCONJ
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easat-9142	665	38	,	,	PUNCT
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easat-9142	665	40	.	.	PROPN
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easat-9142	665	42	,	,	PUNCT
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easat-9142	665	45	,	,	PUNCT
easat-9142	665	46	2024	2024	NUM
easat-9142	665	47	.	.	PUNCT
easat-9142	666	1	https://doi.org/10.1016/j.cose.2024.103883	https://doi.org/10.1016/j.cose.2024.103883	VERB
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easat-9142	666	4	]	]	PUNCT
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easat-9142	666	24	a.	a.	PROPN
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easat-9142	666	48	"	"	PUNCT
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easat-9142	666	54	in	in	ADP
easat-9142	666	55	science	science	NOUN
easat-9142	666	56	,	,	PUNCT
easat-9142	666	57	vol	vol	NOUN
easat-9142	666	58	.	.	PROPN
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easat-9142	667	2	,	,	PUNCT
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easat-9142	667	5	2	2	NUM
easat-9142	667	6	,	,	PUNCT
easat-9142	667	7	pp	pp	ADJ
easat-9142	667	8	.	.	PUNCT
easat-9142	667	9	001	001	NUM
easat-9142	667	10	-	-	PUNCT
easat-9142	667	11	009	009	NUM
easat-9142	667	12	,	,	PUNCT
easat-9142	667	13	2024	2024	NUM
easat-9142	667	14	.	.	PUNCT
easat-9142	668	1	https://doi.org/10.56355/ijfrms.2024.3.2.0024	https://doi.org/10.56355/ijfrms.2024.3.2.0024	NUM
easat-9142	669	1	[	[	X
easat-9142	669	2	92	92	NUM
easat-9142	669	3	]	]	PUNCT
easat-9142	669	4	j.	j.	PROPN
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easat-9142	669	8	v.	v.	ADP
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easat-9142	669	10	,	,	PUNCT
easat-9142	669	11	and	and	CCONJ
easat-9142	669	12	a.	a.	PROPN
easat-9142	669	13	s.	s.	PROPN
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easat-9142	669	23	in	in	ADP
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easat-9142	669	26	:	:	PUNCT
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easat-9142	669	28	and	and	CCONJ
easat-9142	669	29	future	future	ADJ
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easat-9142	669	37	.	.	PROPN
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easat-9142	669	39	,	,	PUNCT
easat-9142	669	40	pp	pp	ADJ
easat-9142	669	41	.	.	PUNCT
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easat-9142	669	43	-	-	SYM
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easat-9142	669	45	,	,	PUNCT
easat-9142	669	46	2024	2024	NUM
easat-9142	669	47	.	.	PUNCT
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easat-9142	670	14	https://doi.org/10.56355/ijfrms.2024.3.2.0024	https://doi.org/10.56355/ijfrms.2024.3.2.0024	NUM
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easat-9142	670	22	issn	issn	PROPN
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easat-9142	670	25	-	-	SYM
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easat-9142	671	6	:	:	SYM
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easat-9142	671	8	-	-	SYM
easat-9142	671	9	2245	2245	NUM
easat-9142	671	10	,	,	PUNCT
easat-9142	671	11	2025	2025	NUM
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easat-9142	671	15	-	-	PUNCT
easat-9142	671	16	8484.v9i7.9142	8484.v9i7.9142	NUM
easat-9142	672	1	©	©	PROPN
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easat-9142	673	14	and	and	CCONJ
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easat-9142	673	21	:	:	PUNCT
easat-9142	673	22	assessing	assess	VERB
easat-9142	673	23	and	and	CCONJ
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easat-9142	673	35	in	in	ADP
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easat-9142	673	37	-	-	ADJ
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easat-9142	673	41	"	"	PUNCT
easat-9142	673	42	presented	present	VERB
easat-9142	673	43	at	at	ADP
easat-9142	673	44	the	the	DET
easat-9142	673	45	in	in	ADP
easat-9142	673	46	2025	2025	NUM
easat-9142	673	47	13th	13th	NOUN
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easat-9142	673	49	symposium	symposium	NOUN
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easat-9142	673	52	forensics	forensic	NOUN
easat-9142	673	53	and	and	CCONJ
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easat-9142	673	55	(	(	PUNCT
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easat-9142	674	1	1	1	NUM
easat-9142	674	2	-	-	SYM
easat-9142	674	3	6	6	NUM
easat-9142	674	4	)	)	PUNCT
easat-9142	674	5	.	.	PUNCT
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easat-9142	675	2	,	,	PUNCT
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easat-9142	675	4	.	.	PUNCT
easat-9142	676	1	[	[	X
easat-9142	676	2	94	94	NUM
easat-9142	676	3	]	]	X
easat-9142	676	4	d.	d.	PROPN
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easat-9142	676	13	in	in	ADP
easat-9142	676	14	finance	finance	NOUN
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easat-9142	676	21	and	and	CCONJ
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easat-9142	676	23	science	science	NOUN
easat-9142	676	24	,	,	PUNCT
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easat-9142	676	32	-	-	SYM
easat-9142	676	33	161	161	NUM
easat-9142	676	34	,	,	PUNCT
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easat-9142	676	36	.	.	PUNCT
easat-9142	677	1	https://doi.org/10.1016/j.jfds.2022.05.003	https://doi.org/10.1016/j.jfds.2022.05.003	PROPN
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easat-9142	678	1	p.	p.	PROPN
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easat-9142	678	22	a	a	DET
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easat-9142	678	37	,	,	PUNCT
easat-9142	678	38	pp	pp	ADJ
easat-9142	678	39	.	.	PUNCT
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easat-9142	679	2	-	-	SYM
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easat-9142	679	4	,	,	PUNCT
easat-9142	679	5	2021	2021	NUM
easat-9142	679	6	.	.	PUNCT
easat-9142	680	1	https://doi.org/10.1016/j.jbusres.2019.05.005	https://doi.org/10.1016/j.jbusres.2019.05.005	NOUN
easat-9142	680	2	[	[	X
easat-9142	680	3	96	96	NUM
easat-9142	680	4	]	]	X
easat-9142	680	5	d.	d.	PROPN
easat-9142	680	6	chatziamanetoglou	chatziamanetoglou	PROPN
easat-9142	680	7	and	and	CCONJ
easat-9142	680	8	k.	k.	PROPN
easat-9142	680	9	rantos	rantos	PROPN
easat-9142	680	10	,	,	PUNCT
easat-9142	680	11	"	"	PUNCT
easat-9142	680	12	cyber	cyber	ADJ
easat-9142	680	13	threat	threat	NOUN
easat-9142	680	14	intelligence	intelligence	NOUN
easat-9142	680	15	on	on	ADP
easat-9142	680	16	blockchain	blockchain	PROPN
easat-9142	680	17	:	:	PUNCT
easat-9142	680	18	a	a	DET
easat-9142	680	19	systematic	systematic	ADJ
easat-9142	680	20	literature	literature	NOUN
easat-9142	680	21	review	review	NOUN
easat-9142	680	22	,	,	PUNCT
easat-9142	680	23	"	"	PUNCT
easat-9142	680	24	computers	computer	NOUN
easat-9142	680	25	,	,	PUNCT
easat-9142	680	26	vol	vol	NOUN
easat-9142	680	27	.	.	PROPN
easat-9142	680	28	13	13	NUM
easat-9142	680	29	,	,	PUNCT
easat-9142	680	30	no	no	INTJ
easat-9142	680	31	.	.	NOUN
easat-9142	680	32	3	3	NUM
easat-9142	680	33	,	,	PUNCT
easat-9142	680	34	p.	p.	NOUN
easat-9142	680	35	60	60	NUM
easat-9142	680	36	,	,	PUNCT
easat-9142	680	37	2024	2024	NUM
easat-9142	680	38	.	.	PUNCT
easat-9142	680	39	https://doi.org/10.3390/computers13030060	https://doi.org/10.3390/computers13030060	NOUN
easat-9142	680	40	https://doi.org/10.1016/j.jfds.2022.05.003	https://doi.org/10.1016/j.jfds.2022.05.003	ADJ
easat-9142	680	41	https://doi.org/10.1016/j.jbusres.2019.05.005	https://doi.org/10.1016/j.jbusres.2019.05.005	NOUN
easat-9142	680	42	https://doi.org/10.3390/computers13030060	https://doi.org/10.3390/computers13030060	NOUN