id	sid	tid	token	lemma	pos
cana-2768	1	1	communications	communication	NOUN
cana-2768	1	2	on	on	ADP
cana-2768	1	3	applied	apply	VERB
cana-2768	1	4	nonlinear	nonlinear	ADJ
cana-2768	1	5	analysis	analysis	NOUN
cana-2768	1	6	issn	issn	NOUN
cana-2768	1	7	:	:	PUNCT
cana-2768	1	8	1074	1074	NUM
cana-2768	1	9	-	-	PUNCT
cana-2768	1	10	133x	133x	NUM
cana-2768	1	11	vol	vol	NOUN
cana-2768	1	12	32	32	NUM
cana-2768	1	13	no	no	NOUN
cana-2768	1	14	.	.	PUNCT
cana-2768	2	1	4s	4s	NUM
cana-2768	2	2	(	(	PUNCT
cana-2768	2	3	2025	2025	NUM
cana-2768	2	4	)	)	PUNCT
cana-2768	2	5	218	218	NUM
cana-2768	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	2	7	blockchain	blockchain	NOUN
cana-2768	2	8	and	and	CCONJ
cana-2768	2	9	machine	machine	NOUN
cana-2768	2	10	learning	learning	NOUN
cana-2768	2	11	:	:	PUNCT
cana-2768	2	12	a	a	DET
cana-2768	2	13	multidisciplinary	multidisciplinary	ADJ
cana-2768	2	14	synergistic	synergistic	ADJ
cana-2768	2	15	approach	approach	NOUN
cana-2768	2	16	for	for	ADP
cana-2768	2	17	fraud	fraud	NOUN
cana-2768	2	18	detection	detection	NOUN
cana-2768	2	19	in	in	ADP
cana-2768	2	20	finance	finance	NOUN
cana-2768	2	21	,	,	PUNCT
cana-2768	2	22	healthcare	healthcare	PROPN
cana-2768	2	23	,	,	PUNCT
cana-2768	2	24	and	and	CCONJ
cana-2768	2	25	cybersecurity	cybersecurity	NOUN
cana-2768	2	26	dr	dr	PROPN
cana-2768	2	27	.	.	PROPN
cana-2768	2	28	sunil	sunil	PROPN
cana-2768	2	29	kumar1	kumar1	PROPN
cana-2768	2	30	,	,	PUNCT
cana-2768	2	31	mili	mili	PROPN
cana-2768	2	32	srivastava2	srivastava2	PROPN
cana-2768	2	33	,	,	PUNCT
cana-2768	2	34	dr	dr	PROPN
cana-2768	2	35	.	.	PROPN
cana-2768	2	36	mahendra	mahendra	PROPN
cana-2768	2	37	prasad	prasad	PROPN
cana-2768	2	38	sharma3	sharma3	PROPN
cana-2768	2	39	,	,	PUNCT
cana-2768	2	40	dr	dr	PROPN
cana-2768	2	41	.	.	PROPN
cana-2768	2	42	shashi4	shashi4	PROPN
cana-2768	2	43	,	,	PUNCT
cana-2768	2	44	dr	dr	PROPN
cana-2768	2	45	.	.	PROPN
cana-2768	2	46	r.	r.	PROPN
cana-2768	2	47	anusuya5	anusuya5	PROPN
cana-2768	2	48	,	,	PUNCT
cana-2768	2	49	mr	mr	PROPN
cana-2768	2	50	.	.	PROPN
cana-2768	2	51	b.	b.	PROPN
cana-2768	2	52	karthik6	karthik6	PROPN
cana-2768	2	53	,	,	PUNCT
cana-2768	2	54	dheeraj	dheeraj	PROPN
cana-2768	2	55	kumar	kumar	PROPN
cana-2768	2	56	sahni7	sahni7	PROPN
cana-2768	2	57	1information	1information	NUM
cana-2768	2	58	technology	technology	NOUN
cana-2768	2	59	,	,	PUNCT
cana-2768	2	60	ajay	ajay	PROPN
cana-2768	2	61	kumar	kumar	PROPN
cana-2768	2	62	garg	garg	PROPN
cana-2768	2	63	engineering	engineering	PROPN
cana-2768	2	64	college	college	PROPN
cana-2768	2	65	,	,	PUNCT
cana-2768	2	66	ghaziabad	ghaziabad	PROPN
cana-2768	2	67	(	(	PUNCT
cana-2768	2	68	uttar	uttar	PROPN
cana-2768	2	69	pradesh	pradesh	PROPN
cana-2768	2	70	)	)	PUNCT
cana-2768	2	71	india	india	PROPN
cana-2768	2	72	,	,	PUNCT
cana-2768	2	73	sunilymca2k5@gmail.com	sunilymca2k5@gmail.com	PROPN
cana-2768	2	74	2assistant	2assistant	NUM
cana-2768	2	75	professor	professor	NOUN
cana-2768	2	76	,	,	PUNCT
cana-2768	2	77	ajay	ajay	PROPN
cana-2768	2	78	kumar	kumar	PROPN
cana-2768	2	79	garg	garg	PROPN
cana-2768	2	80	engineering	engineering	PROPN
cana-2768	2	81	college	college	PROPN
cana-2768	2	82	ghaziabad	ghaziabad	PROPN
cana-2768	2	83	,	,	PUNCT
cana-2768	2	84	it	it	PRON
cana-2768	2	85	department	department	VERB
cana-2768	2	86	srivastavamili@akgec.ac.in	srivastavamili@akgec.ac.in	PROPN
cana-2768	2	87	3professor	3professor	NUM
cana-2768	2	88	,	,	PUNCT
cana-2768	2	89	department	department	NOUN
cana-2768	2	90	of	of	ADP
cana-2768	2	91	it	it	PRON
cana-2768	2	92	,	,	PUNCT
cana-2768	2	93	iimt	iimt	ADJ
cana-2768	2	94	college	college	NOUN
cana-2768	2	95	of	of	ADP
cana-2768	2	96	engineering	engineering	PROPN
cana-2768	2	97	greater	great	ADJ
cana-2768	2	98	noida	noida	PROPN
cana-2768	2	99	,	,	PUNCT
cana-2768	2	100	mahendrasharma.gn@gmail.com	mahendrasharma.gn@gmail.com	X
cana-2768	2	101	4department	4department	NUM
cana-2768	2	102	of	of	ADP
cana-2768	2	103	computer	computer	NOUN
cana-2768	2	104	application	application	NOUN
cana-2768	2	105	,	,	PUNCT
cana-2768	2	106	ccs	ccs	PROPN
cana-2768	2	107	university	university	PROPN
cana-2768	2	108	meerut	meerut	PROPN
cana-2768	2	109	,	,	PUNCT
cana-2768	2	110	teotia.shashi@gmail.com	teotia.shashi@gmail.com	X
cana-2768	2	111	5assistant	5assistant	NUM
cana-2768	2	112	professor	professor	NOUN
cana-2768	2	113	,	,	PUNCT
cana-2768	2	114	department	department	NOUN
cana-2768	2	115	of	of	ADP
cana-2768	2	116	information	information	NOUN
cana-2768	2	117	technology	technology	NOUN
cana-2768	2	118	,	,	PUNCT
cana-2768	2	119	dr	dr	PROPN
cana-2768	2	120	sns	sns	PROPN
cana-2768	2	121	rajalakshmi	rajalakshmi	PROPN
cana-2768	2	122	college	college	PROPN
cana-2768	2	123	of	of	ADP
cana-2768	2	124	arts	art	NOUN
cana-2768	2	125	and	and	CCONJ
cana-2768	2	126	science(autonomous	science(autonomous	PROPN
cana-2768	2	127	)	)	PUNCT
cana-2768	2	128	,	,	PUNCT
cana-2768	2	129	coimbatore-641049	coimbatore-641049	ADJ
cana-2768	2	130	,	,	PUNCT
cana-2768	2	131	anusuyayogesh@gmail.com	anusuyayogesh@gmail.com	X
cana-2768	3	1	6assistant	6assistant	NUM
cana-2768	3	2	professor	professor	NOUN
cana-2768	3	3	,	,	PUNCT
cana-2768	3	4	information	information	NOUN
cana-2768	3	5	technology	technology	NOUN
cana-2768	3	6	,	,	PUNCT
cana-2768	3	7	dr	dr	PROPN
cana-2768	3	8	.	.	PROPN
cana-2768	3	9	sns	sns	PROPN
cana-2768	3	10	rajalakshmi	rajalakshmi	PROPN
cana-2768	3	11	college	college	PROPN
cana-2768	3	12	of	of	ADP
cana-2768	3	13	arts	art	NOUN
cana-2768	3	14	and	and	CCONJ
cana-2768	3	15	science	science	NOUN
cana-2768	3	16	(	(	PUNCT
cana-2768	3	17	autonomous	autonomous	ADJ
cana-2768	3	18	)	)	PUNCT
cana-2768	3	19	coimbatore	coimbatore	PROPN
cana-2768	3	20	,	,	PUNCT
cana-2768	3	21	ph.d	ph.d	PROPN
cana-2768	3	22	research	research	PROPN
cana-2768	3	23	scholar	scholar	PROPN
cana-2768	3	24	department	department	NOUN
cana-2768	3	25	of	of	ADP
cana-2768	3	26	computer	computer	NOUN
cana-2768	3	27	science	science	PROPN
cana-2768	3	28	srmv	srmv	PROPN
cana-2768	3	29	college	college	PROPN
cana-2768	3	30	of	of	ADP
cana-2768	3	31	arts	art	NOUN
cana-2768	3	32	and	and	CCONJ
cana-2768	3	33	science	science	PROPN
cana-2768	3	34	coimbatore	coimbatore	PROPN
cana-2768	3	35	,	,	PUNCT
cana-2768	3	36	india	india	PROPN
cana-2768	3	37	.	.	PUNCT
cana-2768	4	1	karthikasc0@gmail.com	karthikasc0@gmail.com	X
cana-2768	5	1	7assistant	7assistant	NUM
cana-2768	5	2	professor	professor	NOUN
cana-2768	5	3	,	,	PUNCT
cana-2768	5	4	department	department	NOUN
cana-2768	5	5	of	of	ADP
cana-2768	5	6	computer	computer	NOUN
cana-2768	5	7	science	science	NOUN
cana-2768	5	8	and	and	CCONJ
cana-2768	5	9	engineering	engineering	NOUN
cana-2768	5	10	,	,	PUNCT
cana-2768	5	11	university	university	NOUN
cana-2768	5	12	institute	institute	NOUN
cana-2768	5	13	of	of	ADP
cana-2768	5	14	engineering	engineering	PROPN
cana-2768	5	15	&	&	CCONJ
cana-2768	5	16	technology	technology	PROPN
cana-2768	5	17	,	,	PUNCT
cana-2768	5	18	mdu	mdu	PROPN
cana-2768	5	19	,	,	PUNCT
cana-2768	5	20	rohtak	rohtak	PROPN
cana-2768	5	21	,	,	PUNCT
cana-2768	5	22	dheerajsahni91@gmail.com	dheerajsahni91@gmail.com	PROPN
cana-2768	5	23	article	article	NOUN
cana-2768	5	24	history	history	NOUN
cana-2768	5	25	:	:	PUNCT
cana-2768	5	26	received	receive	VERB
cana-2768	5	27	:	:	PUNCT
cana-2768	5	28	22	22	NUM
cana-2768	5	29	-	-	SYM
cana-2768	5	30	09	09	NUM
cana-2768	5	31	-	-	PUNCT
cana-2768	5	32	2024	2024	NUM
cana-2768	5	33	revised	revise	VERB
cana-2768	5	34	:	:	PUNCT
cana-2768	5	35	24	24	NUM
cana-2768	5	36	-	-	SYM
cana-2768	5	37	11	11	NUM
cana-2768	5	38	-	-	PUNCT
cana-2768	5	39	2024	2024	NUM
cana-2768	5	40	accepted	accept	VERB
cana-2768	5	41	:	:	PUNCT
cana-2768	5	42	02	02	NUM
cana-2768	5	43	-	-	SYM
cana-2768	5	44	12	12	NUM
cana-2768	5	45	-	-	PUNCT
cana-2768	5	46	2024	2024	NUM
cana-2768	5	47	abstract	abstract	NOUN
cana-2768	5	48	:	:	PUNCT
cana-2768	5	49	the	the	DET
cana-2768	5	50	integration	integration	NOUN
cana-2768	5	51	of	of	ADP
cana-2768	5	52	blockchain	blockchain	PROPN
cana-2768	5	53	and	and	CCONJ
cana-2768	5	54	machine	machine	NOUN
cana-2768	5	55	learning	learning	NOUN
cana-2768	5	56	(	(	PUNCT
cana-2768	5	57	ml	ml	NOUN
cana-2768	5	58	)	)	PUNCT
cana-2768	5	59	technologies	technology	NOUN
cana-2768	5	60	offers	offer	VERB
cana-2768	5	61	a	a	DET
cana-2768	5	62	transformative	transformative	ADJ
cana-2768	5	63	approach	approach	NOUN
cana-2768	5	64	to	to	ADP
cana-2768	5	65	combating	combat	VERB
cana-2768	5	66	fraud	fraud	NOUN
cana-2768	5	67	across	across	ADP
cana-2768	5	68	various	various	ADJ
cana-2768	5	69	sectors	sector	NOUN
cana-2768	5	70	,	,	PUNCT
cana-2768	5	71	including	include	VERB
cana-2768	5	72	finance	finance	NOUN
cana-2768	5	73	,	,	PUNCT
cana-2768	5	74	healthcare	healthcare	PROPN
cana-2768	5	75	,	,	PUNCT
cana-2768	5	76	and	and	CCONJ
cana-2768	5	77	cybersecurity	cybersecurity	NOUN
cana-2768	5	78	.	.	PUNCT
cana-2768	6	1	blockchain	blockchain	PROPN
cana-2768	6	2	's	's	PART
cana-2768	6	3	decentralized	decentralized	ADJ
cana-2768	6	4	and	and	CCONJ
cana-2768	6	5	immutable	immutable	ADJ
cana-2768	6	6	nature	nature	NOUN
cana-2768	6	7	ensures	ensure	VERB
cana-2768	6	8	data	datum	NOUN
cana-2768	6	9	integrity	integrity	NOUN
cana-2768	6	10	and	and	CCONJ
cana-2768	6	11	transparency	transparency	NOUN
cana-2768	6	12	,	,	PUNCT
cana-2768	6	13	while	while	SCONJ
cana-2768	6	14	machine	machine	NOUN
cana-2768	6	15	learning	learn	VERB
cana-2768	6	16	algorithms	algorithm	NOUN
cana-2768	6	17	enable	enable	VERB
cana-2768	6	18	the	the	DET
cana-2768	6	19	detection	detection	NOUN
cana-2768	6	20	of	of	ADP
cana-2768	6	21	intricate	intricate	ADJ
cana-2768	6	22	fraud	fraud	NOUN
cana-2768	6	23	patterns	pattern	NOUN
cana-2768	6	24	through	through	ADP
cana-2768	6	25	predictive	predictive	ADJ
cana-2768	6	26	analytics	analytic	NOUN
cana-2768	6	27	and	and	CCONJ
cana-2768	6	28	anomaly	anomaly	NOUN
cana-2768	6	29	detection	detection	NOUN
cana-2768	6	30	.	.	PUNCT
cana-2768	7	1	this	this	DET
cana-2768	7	2	synergistic	synergistic	ADJ
cana-2768	7	3	combination	combination	NOUN
cana-2768	7	4	provides	provide	VERB
cana-2768	7	5	a	a	DET
cana-2768	7	6	robust	robust	ADJ
cana-2768	7	7	mechanism	mechanism	NOUN
cana-2768	7	8	for	for	ADP
cana-2768	7	9	identifying	identify	VERB
cana-2768	7	10	fraudulent	fraudulent	ADJ
cana-2768	7	11	activities	activity	NOUN
cana-2768	7	12	in	in	ADP
cana-2768	7	13	real	real	ADJ
cana-2768	7	14	time	time	NOUN
cana-2768	7	15	,	,	PUNCT
cana-2768	7	16	minimizing	minimize	VERB
cana-2768	7	17	human	human	ADJ
cana-2768	7	18	error	error	NOUN
cana-2768	7	19	,	,	PUNCT
cana-2768	7	20	and	and	CCONJ
cana-2768	7	21	optimizing	optimize	VERB
cana-2768	7	22	decision	decision	NOUN
cana-2768	7	23	-	-	PUNCT
cana-2768	7	24	making	make	VERB
cana-2768	7	25	processes	process	NOUN
cana-2768	7	26	.	.	PUNCT
cana-2768	8	1	in	in	ADP
cana-2768	8	2	the	the	DET
cana-2768	8	3	financial	financial	ADJ
cana-2768	8	4	sector	sector	NOUN
cana-2768	8	5	,	,	PUNCT
cana-2768	8	6	blockchain	blockchain	PROPN
cana-2768	8	7	enhances	enhance	VERB
cana-2768	8	8	the	the	DET
cana-2768	8	9	security	security	NOUN
cana-2768	8	10	and	and	CCONJ
cana-2768	8	11	transparency	transparency	NOUN
cana-2768	8	12	of	of	ADP
cana-2768	8	13	transactions	transaction	NOUN
cana-2768	8	14	,	,	PUNCT
cana-2768	8	15	while	while	SCONJ
cana-2768	8	16	ml	ml	NOUN
cana-2768	8	17	models	model	NOUN
cana-2768	8	18	analyze	analyze	VERB
cana-2768	8	19	transaction	transaction	NOUN
cana-2768	8	20	data	datum	NOUN
cana-2768	8	21	to	to	PART
cana-2768	8	22	identify	identify	VERB
cana-2768	8	23	unusual	unusual	ADJ
cana-2768	8	24	patterns	pattern	NOUN
cana-2768	8	25	that	that	PRON
cana-2768	8	26	may	may	AUX
cana-2768	8	27	indicate	indicate	VERB
cana-2768	8	28	fraud	fraud	NOUN
cana-2768	8	29	.	.	PUNCT
cana-2768	9	1	in	in	ADP
cana-2768	9	2	healthcare	healthcare	PROPN
cana-2768	9	3	,	,	PUNCT
cana-2768	9	4	blockchain	blockchain	PROPN
cana-2768	9	5	ensures	ensure	VERB
cana-2768	9	6	the	the	DET
cana-2768	9	7	secure	secure	ADJ
cana-2768	9	8	sharing	sharing	NOUN
cana-2768	9	9	of	of	ADP
cana-2768	9	10	medical	medical	ADJ
cana-2768	9	11	records	record	NOUN
cana-2768	9	12	,	,	PUNCT
cana-2768	9	13	and	and	CCONJ
cana-2768	9	14	ml	ml	X
cana-2768	9	15	assists	assist	NOUN
cana-2768	9	16	in	in	ADP
cana-2768	9	17	detecting	detect	VERB
cana-2768	9	18	fraudulent	fraudulent	ADJ
cana-2768	9	19	claims	claim	NOUN
cana-2768	9	20	and	and	CCONJ
cana-2768	9	21	potential	potential	ADJ
cana-2768	9	22	identity	identity	NOUN
cana-2768	9	23	theft	theft	NOUN
cana-2768	9	24	.	.	PUNCT
cana-2768	10	1	cybersecurity	cybersecurity	NOUN
cana-2768	10	2	applications	application	NOUN
cana-2768	10	3	leverage	leverage	NOUN
cana-2768	10	4	blockchain	blockchain	NOUN
cana-2768	10	5	for	for	ADP
cana-2768	10	6	secure	secure	ADJ
cana-2768	10	7	communication	communication	NOUN
cana-2768	10	8	and	and	CCONJ
cana-2768	10	9	data	datum	NOUN
cana-2768	10	10	storage	storage	NOUN
cana-2768	10	11	,	,	PUNCT
cana-2768	10	12	with	with	ADP
cana-2768	10	13	ml	ml	NOUN
cana-2768	10	14	identifying	identify	VERB
cana-2768	10	15	potential	potential	ADJ
cana-2768	10	16	threats	threat	NOUN
cana-2768	10	17	or	or	CCONJ
cana-2768	10	18	vulnerabilities	vulnerability	NOUN
cana-2768	10	19	.	.	PUNCT
cana-2768	11	1	by	by	ADP
cana-2768	11	2	combining	combine	VERB
cana-2768	11	3	these	these	DET
cana-2768	11	4	two	two	NUM
cana-2768	11	5	cutting	cut	VERB
cana-2768	11	6	-	-	PUNCT
cana-2768	11	7	edge	edge	NOUN
cana-2768	11	8	technologies	technology	NOUN
cana-2768	11	9	,	,	PUNCT
cana-2768	11	10	organizations	organization	NOUN
cana-2768	11	11	can	can	AUX
cana-2768	11	12	strengthen	strengthen	VERB
cana-2768	11	13	their	their	PRON
cana-2768	11	14	fraud	fraud	NOUN
cana-2768	11	15	detection	detection	NOUN
cana-2768	11	16	systems	system	NOUN
cana-2768	11	17	,	,	PUNCT
cana-2768	11	18	improve	improve	VERB
cana-2768	11	19	trust	trust	NOUN
cana-2768	11	20	,	,	PUNCT
cana-2768	11	21	and	and	CCONJ
cana-2768	11	22	mitigate	mitigate	VERB
cana-2768	11	23	the	the	DET
cana-2768	11	24	risks	risk	NOUN
cana-2768	11	25	associated	associate	VERB
cana-2768	11	26	with	with	ADP
cana-2768	11	27	financial	financial	ADJ
cana-2768	11	28	losses	loss	NOUN
cana-2768	11	29	,	,	PUNCT
cana-2768	11	30	data	datum	NOUN
cana-2768	11	31	breaches	breach	NOUN
cana-2768	11	32	,	,	PUNCT
cana-2768	11	33	and	and	CCONJ
cana-2768	11	34	privacy	privacy	NOUN
cana-2768	11	35	violations	violation	NOUN
cana-2768	11	36	.	.	PUNCT
cana-2768	12	1	this	this	DET
cana-2768	12	2	paper	paper	NOUN
cana-2768	12	3	explores	explore	VERB
cana-2768	12	4	the	the	DET
cana-2768	12	5	multidisciplinary	multidisciplinary	ADJ
cana-2768	12	6	synergy	synergy	NOUN
cana-2768	12	7	of	of	ADP
cana-2768	12	8	blockchain	blockchain	PROPN
cana-2768	12	9	and	and	CCONJ
cana-2768	12	10	ml	ml	VERB
cana-2768	12	11	,	,	PUNCT
cana-2768	12	12	illustrating	illustrate	VERB
cana-2768	12	13	their	their	PRON
cana-2768	12	14	potential	potential	NOUN
cana-2768	12	15	to	to	PART
cana-2768	12	16	revolutionize	revolutionize	VERB
cana-2768	12	17	fraud	fraud	NOUN
cana-2768	12	18	detection	detection	NOUN
cana-2768	12	19	mechanisms	mechanism	NOUN
cana-2768	12	20	across	across	ADP
cana-2768	12	21	multiple	multiple	ADJ
cana-2768	12	22	domains	domain	NOUN
cana-2768	12	23	,	,	PUNCT
cana-2768	12	24	providing	provide	VERB
cana-2768	12	25	a	a	DET
cana-2768	12	26	comprehensive	comprehensive	ADJ
cana-2768	12	27	overview	overview	NOUN
cana-2768	12	28	of	of	ADP
cana-2768	12	29	current	current	ADJ
cana-2768	12	30	advancements	advancement	NOUN
cana-2768	12	31	,	,	PUNCT
cana-2768	12	32	challenges	challenge	NOUN
cana-2768	12	33	,	,	PUNCT
cana-2768	12	34	and	and	CCONJ
cana-2768	12	35	future	future	ADJ
cana-2768	12	36	directions	direction	NOUN
cana-2768	12	37	for	for	ADP
cana-2768	12	38	their	their	PRON
cana-2768	12	39	integration	integration	NOUN
cana-2768	12	40	in	in	ADP
cana-2768	12	41	the	the	DET
cana-2768	12	42	fight	fight	NOUN
cana-2768	12	43	against	against	ADP
cana-2768	12	44	fraud	fraud	NOUN
cana-2768	12	45	.	.	PUNCT
cana-2768	13	1	keywords	keyword	NOUN
cana-2768	13	2	:	:	PUNCT
cana-2768	13	3	blockchain	blockchain	NOUN
cana-2768	13	4	,	,	PUNCT
cana-2768	13	5	financial	financial	ADJ
cana-2768	13	6	,	,	PUNCT
cana-2768	13	7	directions	direction	NOUN
cana-2768	13	8	,	,	PUNCT
cana-2768	13	9	mechanism	mechanism	NOUN
cana-2768	13	10	,	,	PUNCT
cana-2768	13	11	fraud	fraud	NOUN
cana-2768	13	12	,	,	PUNCT
cana-2768	13	13	healthcare	healthcare	PROPN
cana-2768	13	14	,	,	PUNCT
cana-2768	13	15	detection	detection	NOUN
cana-2768	13	16	.	.	PUNCT
cana-2768	14	1	mailto:sunilymca2k5@gmail.com	mailto:sunilymca2k5@gmail.com	PROPN
cana-2768	14	2	mailto:srivastavamili@akgec.ac.in	mailto:srivastavamili@akgec.ac.in	PROPN
cana-2768	14	3	mailto:mahendrasharma.gn@gmail.com	mailto:mahendrasharma.gn@gmail.com	PROPN
cana-2768	14	4	mailto:teotia.shashi@gmail.com	mailto:teotia.shashi@gmail.com	PROPN
cana-2768	15	1	mailto:anusuyayogesh@gmail.com	mailto:anusuyayogesh@gmail.com	X
cana-2768	15	2	mailto:karthikasc0@gmail.com	mailto:karthikasc0@gmail.com	X
cana-2768	16	1	mailto:dheerajsahni91@gmail.co	mailto:dheerajsahni91@gmail.co	ADJ
cana-2768	16	2	communications	communication	NOUN
cana-2768	16	3	on	on	ADP
cana-2768	16	4	applied	apply	VERB
cana-2768	16	5	nonlinear	nonlinear	ADJ
cana-2768	16	6	analysis	analysis	NOUN
cana-2768	16	7	issn	issn	NOUN
cana-2768	16	8	:	:	PUNCT
cana-2768	16	9	1074	1074	NUM
cana-2768	16	10	-	-	PUNCT
cana-2768	16	11	133x	133x	NUM
cana-2768	16	12	vol	vol	NOUN
cana-2768	16	13	32	32	NUM
cana-2768	16	14	no	no	NOUN
cana-2768	16	15	.	.	PUNCT
cana-2768	17	1	4s	4s	NUM
cana-2768	17	2	(	(	PUNCT
cana-2768	17	3	2025	2025	NUM
cana-2768	17	4	)	)	PUNCT
cana-2768	17	5	219	219	NUM
cana-2768	18	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	18	2	1	1	NUM
cana-2768	18	3	.	.	PUNCT
cana-2768	18	4	introduction	introduction	NOUN
cana-2768	18	5	in	in	ADP
cana-2768	18	6	this	this	DET
cana-2768	18	7	day	day	NOUN
cana-2768	18	8	and	and	CCONJ
cana-2768	18	9	age	age	NOUN
cana-2768	18	10	of	of	ADP
cana-2768	18	11	growing	grow	VERB
cana-2768	18	12	digitization	digitization	NOUN
cana-2768	18	13	,	,	PUNCT
cana-2768	18	14	fraud	fraud	NOUN
cana-2768	18	15	remains	remain	VERB
cana-2768	18	16	a	a	DET
cana-2768	18	17	prominent	prominent	ADJ
cana-2768	18	18	danger	danger	NOUN
cana-2768	18	19	for	for	ADP
cana-2768	18	20	industries	industry	NOUN
cana-2768	18	21	ranging	range	VERB
cana-2768	18	22	from	from	ADP
cana-2768	18	23	finance	finance	NOUN
cana-2768	18	24	and	and	CCONJ
cana-2768	18	25	healthcare	healthcare	NOUN
cana-2768	18	26	to	to	ADP
cana-2768	18	27	cybersecurity	cybersecurity	NOUN
cana-2768	18	28	.	.	PUNCT
cana-2768	19	1	as	as	ADP
cana-2768	19	2	a	a	DET
cana-2768	19	3	result	result	NOUN
cana-2768	19	4	,	,	PUNCT
cana-2768	19	5	the	the	DET
cana-2768	19	6	fraudsters	fraudster	NOUN
cana-2768	19	7	have	have	AUX
cana-2768	19	8	become	become	VERB
cana-2768	19	9	well	well	ADV
cana-2768	19	10	educated	educate	VERB
cana-2768	19	11	in	in	ADP
cana-2768	19	12	the	the	DET
cana-2768	19	13	process	process	NOUN
cana-2768	19	14	,	,	PUNCT
cana-2768	19	15	and	and	CCONJ
cana-2768	19	16	due	due	ADP
cana-2768	19	17	to	to	ADP
cana-2768	19	18	the	the	DET
cana-2768	19	19	nature	nature	NOUN
cana-2768	19	20	of	of	ADP
cana-2768	19	21	the	the	DET
cana-2768	19	22	internet	internet	NOUN
cana-2768	19	23	both	both	DET
cana-2768	19	24	fraud	fraud	NOUN
cana-2768	19	25	occurrences	occurrence	NOUN
cana-2768	19	26	and	and	CCONJ
cana-2768	19	27	detection	detection	NOUN
cana-2768	19	28	take	take	VERB
cana-2768	19	29	place	place	NOUN
cana-2768	19	30	at	at	ADP
cana-2768	19	31	an	an	DET
cana-2768	19	32	unprecedented	unprecedented	ADJ
cana-2768	19	33	scale	scale	NOUN
cana-2768	19	34	.	.	PUNCT
cana-2768	20	1	from	from	ADP
cana-2768	20	2	financial	financial	ADJ
cana-2768	20	3	fraud	fraud	NOUN
cana-2768	20	4	to	to	ADP
cana-2768	20	5	healthcare	healthcare	NOUN
cana-2768	20	6	billing	billing	NOUN
cana-2768	20	7	fraud	fraud	NOUN
cana-2768	20	8	and	and	CCONJ
cana-2768	20	9	even	even	ADV
cana-2768	20	10	cyberattacks	cyberattack	NOUN
cana-2768	20	11	,	,	PUNCT
cana-2768	20	12	these	these	DET
cana-2768	20	13	pandemic	pandemic	ADJ
cana-2768	20	14	of	of	ADP
cana-2768	20	15	fraudulent	fraudulent	ADJ
cana-2768	20	16	behaviors	behavior	NOUN
cana-2768	20	17	inflict	inflict	VERB
cana-2768	20	18	both	both	DET
cana-2768	20	19	financial	financial	ADJ
cana-2768	20	20	losses	loss	NOUN
cana-2768	20	21	in	in	ADP
cana-2768	20	22	billions	billion	NOUN
cana-2768	20	23	as	as	ADV
cana-2768	20	24	well	well	ADV
cana-2768	20	25	as	as	ADP
cana-2768	20	26	trust	trust	NOUN
cana-2768	20	27	erosion	erosion	NOUN
cana-2768	20	28	that	that	PRON
cana-2768	20	29	is	be	AUX
cana-2768	20	30	crucial	crucial	ADJ
cana-2768	20	31	for	for	ADP
cana-2768	20	32	keeping	keep	VERB
cana-2768	20	33	the	the	DET
cana-2768	20	34	integrity	integrity	NOUN
cana-2768	20	35	of	of	ADP
cana-2768	20	36	financial	financial	ADJ
cana-2768	20	37	institutions	institution	NOUN
cana-2768	20	38	,	,	PUNCT
cana-2768	20	39	healthcare	healthcare	NOUN
cana-2768	20	40	systems	system	NOUN
cana-2768	20	41	and	and	CCONJ
cana-2768	20	42	digital	digital	ADJ
cana-2768	20	43	platforms	platform	NOUN
cana-2768	20	44	.	.	PUNCT
cana-2768	21	1	fraud	fraud	NOUN
cana-2768	21	2	is	be	AUX
cana-2768	21	3	advancing	advance	VERB
cana-2768	21	4	,	,	PUNCT
cana-2768	21	5	and	and	CCONJ
cana-2768	21	6	is	be	AUX
cana-2768	21	7	in	in	ADP
cana-2768	21	8	need	need	NOUN
cana-2768	21	9	of	of	ADP
cana-2768	21	10	more	more	ADV
cana-2768	21	11	effective	effective	ADJ
cana-2768	21	12	and	and	CCONJ
cana-2768	21	13	innovative	innovative	ADJ
cana-2768	21	14	solutions	solution	NOUN
cana-2768	21	15	.	.	PUNCT
cana-2768	22	1	the	the	DET
cana-2768	22	2	emergence	emergence	NOUN
cana-2768	22	3	of	of	ADP
cana-2768	22	4	two	two	NUM
cana-2768	22	5	futuristic	futuristic	ADJ
cana-2768	22	6	technologies	technology	NOUN
cana-2768	22	7	,	,	PUNCT
cana-2768	22	8	blockchain	blockchain	NOUN
cana-2768	22	9	and	and	CCONJ
cana-2768	22	10	machine	machine	NOUN
cana-2768	22	11	learning	learning	NOUN
cana-2768	22	12	(	(	PUNCT
cana-2768	22	13	ml	ml	NOUN
cana-2768	22	14	)	)	PUNCT
cana-2768	22	15	,	,	PUNCT
cana-2768	22	16	in	in	ADP
cana-2768	22	17	recent	recent	ADJ
cana-2768	22	18	years	year	NOUN
cana-2768	22	19	combined	combine	VERB
cana-2768	22	20	have	have	AUX
cana-2768	22	21	been	be	AUX
cana-2768	22	22	seen	see	VERB
cana-2768	22	23	as	as	ADP
cana-2768	22	24	a	a	DET
cana-2768	22	25	potential	potential	ADJ
cana-2768	22	26	antidote	antidote	NOUN
cana-2768	22	27	for	for	ADP
cana-2768	22	28	scam	scam	NOUN
cana-2768	22	29	prevention	prevention	NOUN
cana-2768	22	30	in	in	ADP
cana-2768	22	31	these	these	DET
cana-2768	22	32	sectors	sector	NOUN
cana-2768	22	33	.	.	PUNCT
cana-2768	23	1	combining	combine	VERB
cana-2768	23	2	blockchain	blockchain	PROPN
cana-2768	23	3	with	with	ADP
cana-2768	23	4	machine	machine	NOUN
cana-2768	23	5	learning	learning	NOUN
cana-2768	23	6	(	(	PUNCT
cana-2768	23	7	ml	ml	NOUN
cana-2768	23	8	)	)	PUNCT
cana-2768	23	9	,	,	PUNCT
cana-2768	23	10	for	for	ADP
cana-2768	23	11	example	example	NOUN
cana-2768	23	12	,	,	PUNCT
cana-2768	23	13	provides	provide	VERB
cana-2768	23	14	a	a	DET
cana-2768	23	15	powerful	powerful	ADJ
cana-2768	23	16	multidiscipline	multidiscipline	NOUN
cana-2768	23	17	approach	approach	NOUN
cana-2768	23	18	to	to	ADP
cana-2768	23	19	fraud	fraud	NOUN
cana-2768	23	20	detection	detection	NOUN
cana-2768	23	21	,	,	PUNCT
cana-2768	23	22	as	as	SCONJ
cana-2768	23	23	it	it	PRON
cana-2768	23	24	pairs	pair	VERB
cana-2768	23	25	the	the	DET
cana-2768	23	26	transparency	transparency	NOUN
cana-2768	23	27	and	and	CCONJ
cana-2768	23	28	security	security	NOUN
cana-2768	23	29	traits	trait	NOUN
cana-2768	23	30	of	of	ADP
cana-2768	23	31	the	the	DET
cana-2768	23	32	former	former	ADJ
cana-2768	23	33	with	with	ADP
cana-2768	23	34	the	the	DET
cana-2768	23	35	predictive	predictive	ADJ
cana-2768	23	36	abilities	ability	NOUN
cana-2768	23	37	and	and	CCONJ
cana-2768	23	38	data	datum	NOUN
cana-2768	23	39	pattern	pattern	NOUN
cana-2768	23	40	identification	identification	NOUN
cana-2768	23	41	strength	strength	NOUN
cana-2768	23	42	of	of	ADP
cana-2768	23	43	the	the	DET
cana-2768	23	44	latter	latter	ADJ
cana-2768	23	45	.	.	PUNCT
cana-2768	24	1	the	the	DET
cana-2768	24	2	paper	paper	NOUN
cana-2768	24	3	investigates	investigate	VERB
cana-2768	24	4	the	the	DET
cana-2768	24	5	symbiotic	symbiotic	ADJ
cana-2768	24	6	connection	connection	NOUN
cana-2768	24	7	among	among	ADP
cana-2768	24	8	blockchain	blockchain	PROPN
cana-2768	24	9	and	and	CCONJ
cana-2768	24	10	ml	ml	VERB
cana-2768	24	11	,	,	PUNCT
cana-2768	24	12	celebrating	celebrate	VERB
cana-2768	24	13	their	their	PRON
cana-2768	24	14	potential	potential	NOUN
cana-2768	24	15	to	to	PART
cana-2768	24	16	transform	transform	VERB
cana-2768	24	17	fraud	fraud	NOUN
cana-2768	24	18	detection	detection	NOUN
cana-2768	24	19	use	use	NOUN
cana-2768	24	20	cases	case	NOUN
cana-2768	24	21	across	across	ADP
cana-2768	24	22	finance	finance	NOUN
cana-2768	24	23	,	,	PUNCT
cana-2768	24	24	health	health	NOUN
cana-2768	24	25	and	and	CCONJ
cana-2768	24	26	cyber	cyber	NOUN
cana-2768	24	27	with	with	ADP
cana-2768	24	28	special	special	ADJ
cana-2768	24	29	attention	attention	NOUN
cana-2768	24	30	to	to	ADP
cana-2768	24	31	interdisciplinary	interdisciplinary	NOUN
cana-2768	24	32	application[1	application[1	PROPN
cana-2768	24	33	]	]	X
cana-2768	24	34	.	.	PUNCT
cana-2768	25	1	the	the	DET
cana-2768	25	2	financial	financial	ADJ
cana-2768	25	3	domain	domain	NOUN
cana-2768	25	4	has	have	AUX
cana-2768	25	5	always	always	ADV
cana-2768	25	6	been	be	AUX
cana-2768	25	7	one	one	NUM
cana-2768	25	8	of	of	ADP
cana-2768	25	9	the	the	DET
cana-2768	25	10	major	major	ADJ
cana-2768	25	11	sectors	sector	NOUN
cana-2768	25	12	targeted	target	VERB
cana-2768	25	13	by	by	ADP
cana-2768	25	14	criminal	criminal	ADJ
cana-2768	25	15	acts	act	NOUN
cana-2768	25	16	like	like	ADP
cana-2768	25	17	credit	credit	NOUN
cana-2768	25	18	/	/	SYM
cana-2768	25	19	debit	debit	NOUN
cana-2768	25	20	card	card	NOUN
cana-2768	25	21	fraud	fraud	NOUN
cana-2768	25	22	,	,	PUNCT
cana-2768	25	23	identity	identity	NOUN
cana-2768	25	24	theft	theft	NOUN
cana-2768	25	25	,	,	PUNCT
cana-2768	25	26	followed	follow	VERB
cana-2768	25	27	by	by	ADP
cana-2768	25	28	complex	complex	ADJ
cana-2768	25	29	fraud	fraud	NOUN
cana-2768	25	30	like	like	ADP
cana-2768	25	31	money	money	NOUN
cana-2768	25	32	laundering	laundering	NOUN
cana-2768	25	33	and	and	CCONJ
cana-2768	25	34	market	market	NOUN
cana-2768	25	35	manipulation	manipulation	NOUN
cana-2768	25	36	.	.	PUNCT
cana-2768	26	1	the	the	DET
cana-2768	26	2	existing	exist	VERB
cana-2768	26	3	fraud	fraud	NOUN
cana-2768	26	4	detection	detection	NOUN
cana-2768	26	5	systems	system	NOUN
cana-2768	26	6	are	be	AUX
cana-2768	26	7	often	often	ADV
cana-2768	26	8	not	not	PART
cana-2768	26	9	able	able	ADJ
cana-2768	26	10	to	to	PART
cana-2768	26	11	identify	identify	VERB
cana-2768	26	12	new	new	ADJ
cana-2768	26	13	sophisticated	sophisticated	ADJ
cana-2768	26	14	types	type	NOUN
cana-2768	26	15	of	of	ADP
cana-2768	26	16	fraud	fraud	NOUN
cana-2768	26	17	because	because	SCONJ
cana-2768	26	18	they	they	PRON
cana-2768	26	19	are	be	AUX
cana-2768	26	20	based	base	VERB
cana-2768	26	21	on	on	ADP
cana-2768	26	22	simply	simply	ADV
cana-2768	26	23	verifying	verify	VERB
cana-2768	26	24	the	the	DET
cana-2768	26	25	event	event	NOUN
cana-2768	26	26	manually	manually	ADV
cana-2768	26	27	or	or	CCONJ
cana-2768	26	28	using	use	VERB
cana-2768	26	29	the	the	DET
cana-2768	26	30	old	old	ADJ
cana-2768	26	31	rule	rule	NOUN
cana-2768	26	32	-	-	PUNCT
cana-2768	26	33	based	base	VERB
cana-2768	26	34	procedure	procedure	NOUN
cana-2768	26	35	.	.	PUNCT
cana-2768	27	1	these	these	DET
cana-2768	27	2	methods	method	NOUN
cana-2768	27	3	are	be	AUX
cana-2768	27	4	mostly	mostly	ADV
cana-2768	27	5	reactive	reactive	ADJ
cana-2768	27	6	as	as	SCONJ
cana-2768	27	7	they	they	PRON
cana-2768	27	8	use	use	VERB
cana-2768	27	9	past	past	ADJ
cana-2768	27	10	data	datum	NOUN
cana-2768	27	11	and	and	CCONJ
cana-2768	27	12	learned	learn	VERB
cana-2768	27	13	trends	trend	NOUN
cana-2768	27	14	to	to	PART
cana-2768	27	15	detect	detect	VERB
cana-2768	27	16	fraud	fraud	NOUN
cana-2768	27	17	,	,	PUNCT
cana-2768	27	18	which	which	PRON
cana-2768	27	19	leaves	leave	VERB
cana-2768	27	20	room	room	NOUN
cana-2768	27	21	for	for	ADP
cana-2768	27	22	new	new	ADJ
cana-2768	27	23	kinds	kind	NOUN
cana-2768	27	24	of	of	ADP
cana-2768	27	25	fraud	fraud	NOUN
cana-2768	27	26	to	to	PART
cana-2768	27	27	go	go	VERB
cana-2768	27	28	undetected	undetected	ADJ
cana-2768	27	29	.	.	PUNCT
cana-2768	28	1	moreover	moreover	ADV
cana-2768	28	2	,	,	PUNCT
cana-2768	28	3	the	the	DET
cana-2768	28	4	growing	grow	VERB
cana-2768	28	5	number	number	NOUN
cana-2768	28	6	and	and	CCONJ
cana-2768	28	7	complexity	complexity	NOUN
cana-2768	28	8	of	of	ADP
cana-2768	28	9	financial	financial	ADJ
cana-2768	28	10	transactions	transaction	NOUN
cana-2768	28	11	make	make	VERB
cana-2768	28	12	it	it	PRON
cana-2768	28	13	impractical	impractical	ADJ
cana-2768	28	14	for	for	SCONJ
cana-2768	28	15	human	human	ADJ
cana-2768	28	16	analysts	analyst	NOUN
cana-2768	28	17	to	to	PART
cana-2768	28	18	keep	keep	VERB
cana-2768	28	19	up	up	ADP
cana-2768	28	20	with	with	ADP
cana-2768	28	21	real	real	ADJ
cana-2768	28	22	-	-	PUNCT
cana-2768	28	23	time	time	NOUN
cana-2768	28	24	detection	detection	NOUN
cana-2768	28	25	of	of	ADP
cana-2768	28	26	fraudulent	fraudulent	ADJ
cana-2768	28	27	activity[2	activity[2	PROPN
cana-2768	28	28	]	]	PUNCT
cana-2768	28	29	.	.	PUNCT
cana-2768	29	1	the	the	DET
cana-2768	29	2	decentralized	decentralize	VERB
cana-2768	29	3	,	,	PUNCT
cana-2768	29	4	immutable	immutable	ADJ
cana-2768	29	5	and	and	CCONJ
cana-2768	29	6	transparent	transparent	ADJ
cana-2768	29	7	nature	nature	NOUN
cana-2768	29	8	of	of	ADP
cana-2768	29	9	blockchain	blockchain	PROPN
cana-2768	29	10	technology	technology	PROPN
cana-2768	29	11	enables	enable	VERB
cana-2768	29	12	an	an	DET
cana-2768	29	13	excellent	excellent	ADJ
cana-2768	29	14	structure	structure	NOUN
cana-2768	29	15	suitable	suitable	ADJ
cana-2768	29	16	for	for	ADP
cana-2768	29	17	the	the	DET
cana-2768	29	18	construction	construction	NOUN
cana-2768	29	19	of	of	ADP
cana-2768	29	20	effective	effective	ADJ
cana-2768	29	21	financial	financial	ADJ
cana-2768	29	22	fraud	fraud	NOUN
cana-2768	29	23	detection	detection	NOUN
cana-2768	29	24	.	.	PUNCT
cana-2768	30	1	blockchain	blockchain	PROPN
cana-2768	30	2	securely	securely	ADV
cana-2768	30	3	records	records	PROPN
cana-2768	30	4	&	&	CCONJ
cana-2768	30	5	stores	store	NOUN
cana-2768	30	6	every	every	DET
cana-2768	30	7	transaction	transaction	NOUN
cana-2768	30	8	in	in	ADP
cana-2768	30	9	a	a	DET
cana-2768	30	10	distributed	distribute	VERB
cana-2768	30	11	ledger	ledger	NOUN
cana-2768	30	12	that	that	PRON
cana-2768	30	13	makes	make	VERB
cana-2768	30	14	it	it	PRON
cana-2768	30	15	extremely	extremely	ADV
cana-2768	30	16	hard	hard	ADJ
cana-2768	30	17	to	to	PART
cana-2768	30	18	tamper	tamper	VERB
cana-2768	30	19	the	the	DET
cana-2768	30	20	auditability	auditability	NOUN
cana-2768	30	21	&	&	CCONJ
cana-2768	30	22	transparency	transparency	NOUN
cana-2768	30	23	of	of	ADP
cana-2768	30	24	the	the	DET
cana-2768	30	25	blockchain	blockchain	NOUN
cana-2768	30	26	.	.	PUNCT
cana-2768	31	1	conversely	conversely	ADV
cana-2768	31	2	,	,	PUNCT
cana-2768	31	3	blockchain	blockchain	PROPN
cana-2768	31	4	,	,	PUNCT
cana-2768	31	5	when	when	SCONJ
cana-2768	31	6	combined	combine	VERB
cana-2768	31	7	with	with	ADP
cana-2768	31	8	machine	machine	NOUN
cana-2768	31	9	learning	learning	NOUN
cana-2768	31	10	,	,	PUNCT
cana-2768	31	11	enables	enable	VERB
cana-2768	31	12	the	the	DET
cana-2768	31	13	persistent	persistent	ADJ
cana-2768	31	14	examination	examination	NOUN
cana-2768	31	15	of	of	ADP
cana-2768	31	16	large	large	ADJ
cana-2768	31	17	quantities	quantity	NOUN
cana-2768	31	18	of	of	ADP
cana-2768	31	19	transactional	transactional	ADJ
cana-2768	31	20	data	datum	NOUN
cana-2768	31	21	for	for	ADP
cana-2768	31	22	pattern	pattern	NOUN
cana-2768	31	23	recognition	recognition	NOUN
cana-2768	31	24	and	and	CCONJ
cana-2768	31	25	flagging	flagging	ADJ
cana-2768	31	26	anomalies	anomaly	NOUN
cana-2768	31	27	from	from	ADP
cana-2768	31	28	regular	regular	ADJ
cana-2768	31	29	behavior	behavior	NOUN
cana-2768	31	30	.	.	PUNCT
cana-2768	32	1	the	the	DET
cana-2768	32	2	transparency	transparency	NOUN
cana-2768	32	3	of	of	ADP
cana-2768	32	4	the	the	DET
cana-2768	32	5	blockchain	blockchain	PROPN
cana-2768	32	6	ledger	ledger	NOUN
cana-2768	32	7	allows	allow	VERB
cana-2768	32	8	analysts	analyst	NOUN
cana-2768	32	9	to	to	PART
cana-2768	32	10	verify	verify	VERB
cana-2768	32	11	their	their	PRON
cana-2768	32	12	work	work	NOUN
cana-2768	32	13	with	with	ADP
cana-2768	32	14	less	less	ADJ
cana-2768	32	15	effort	effort	NOUN
cana-2768	32	16	,	,	PUNCT
cana-2768	32	17	while	while	SCONJ
cana-2768	32	18	machine	machine	NOUN
cana-2768	32	19	learning	learn	VERB
cana-2768	32	20	algorithms	algorithm	NOUN
cana-2768	32	21	can	can	AUX
cana-2768	32	22	learn	learn	VERB
cana-2768	32	23	and	and	CCONJ
cana-2768	32	24	predict	predict	VERB
cana-2768	32	25	patterns	pattern	NOUN
cana-2768	32	26	of	of	ADP
cana-2768	32	27	fraud	fraud	NOUN
cana-2768	32	28	to	to	PART
cana-2768	32	29	be	be	AUX
cana-2768	32	30	utmost	utmost	ADV
cana-2768	32	31	accurate	accurate	ADJ
cana-2768	32	32	in	in	ADP
cana-2768	32	33	defeating	defeat	VERB
cana-2768	32	34	the	the	DET
cana-2768	32	35	threat	threat	NOUN
cana-2768	32	36	of	of	ADP
cana-2768	32	37	fraud	fraud	NOUN
cana-2768	32	38	in	in	ADP
cana-2768	32	39	the	the	DET
cana-2768	32	40	near	near	NOUN
cana-2768	32	41	future[3	future[3	PROPN
cana-2768	32	42	]	]	PUNCT
cana-2768	32	43	.	.	PUNCT
cana-2768	33	1	fraud	fraud	NOUN
cana-2768	33	2	detection	detection	NOUN
cana-2768	33	3	becomes	become	VERB
cana-2768	33	4	even	even	ADV
cana-2768	33	5	more	more	ADV
cana-2768	33	6	critical	critical	ADJ
cana-2768	33	7	in	in	ADP
cana-2768	33	8	the	the	DET
cana-2768	33	9	healthcare	healthcare	NOUN
cana-2768	33	10	system	system	NOUN
cana-2768	33	11	for	for	ADP
cana-2768	33	12	protecting	protect	VERB
cana-2768	33	13	patient	patient	ADJ
cana-2768	33	14	welfare	welfare	NOUN
cana-2768	33	15	and	and	CCONJ
cana-2768	33	16	for	for	ADP
cana-2768	33	17	ensuring	ensure	VERB
cana-2768	33	18	that	that	SCONJ
cana-2768	33	19	funds	fund	NOUN
cana-2768	33	20	allocated	allocate	VERB
cana-2768	33	21	to	to	ADP
cana-2768	33	22	healthcare	healthcare	NOUN
cana-2768	33	23	are	be	AUX
cana-2768	33	24	used	use	VERB
cana-2768	33	25	efficiently	efficiently	ADV
cana-2768	33	26	.	.	PUNCT
cana-2768	34	1	global	global	ADJ
cana-2768	34	2	concern	concern	NOUN
cana-2768	34	3	for	for	ADP
cana-2768	34	4	healthcare	healthcare	NOUN
cana-2768	34	5	fraud	fraud	NOUN
cana-2768	34	6	,	,	PUNCT
cana-2768	34	7	including	include	VERB
cana-2768	34	8	billing	billing	NOUN
cana-2768	34	9	fraud	fraud	NOUN
cana-2768	34	10	,	,	PUNCT
cana-2768	34	11	over	over	ADP
cana-2768	34	12	-	-	PUNCT
cana-2768	34	13	prescription	prescription	NOUN
cana-2768	34	14	schemes	scheme	NOUN
cana-2768	34	15	,	,	PUNCT
cana-2768	34	16	and	and	CCONJ
cana-2768	34	17	falsification	falsification	NOUN
cana-2768	34	18	of	of	ADP
cana-2768	34	19	medical	medical	ADJ
cana-2768	34	20	records	record	NOUN
cana-2768	34	21	,	,	PUNCT
cana-2768	34	22	is	be	AUX
cana-2768	34	23	estimated	estimate	VERB
cana-2768	34	24	to	to	PART
cana-2768	34	25	cost	cost	VERB
cana-2768	34	26	billions	billion	NOUN
cana-2768	34	27	of	of	ADP
cana-2768	34	28	dollars	dollar	NOUN
cana-2768	34	29	globally	globally	ADV
cana-2768	34	30	.	.	PUNCT
cana-2768	35	1	in	in	ADP
cana-2768	35	2	general	general	ADJ
cana-2768	35	3	,	,	PUNCT
cana-2768	35	4	traditional	traditional	ADJ
cana-2768	35	5	approaches	approach	NOUN
cana-2768	35	6	to	to	PART
cana-2768	35	7	fraud	fraud	VERB
cana-2768	35	8	detection	detection	NOUN
cana-2768	35	9	in	in	ADP
cana-2768	35	10	healthcare	healthcare	NOUN
cana-2768	35	11	are	be	AUX
cana-2768	35	12	mainly	mainly	ADV
cana-2768	35	13	based	base	VERB
cana-2768	35	14	on	on	ADP
cana-2768	35	15	the	the	DET
cana-2768	35	16	auditing	auditing	NOUN
cana-2768	35	17	of	of	ADP
cana-2768	35	18	claims	claim	NOUN
cana-2768	35	19	with	with	ADP
cana-2768	35	20	manual	manual	ADJ
cana-2768	35	21	verification	verification	NOUN
cana-2768	35	22	in	in	ADP
cana-2768	35	23	order	order	NOUN
cana-2768	35	24	to	to	PART
cana-2768	35	25	detect	detect	VERB
cana-2768	35	26	fraudulent	fraudulent	ADJ
cana-2768	35	27	behavior[4,5	behavior[4,5	NOUN
cana-2768	35	28	]	]	PUNCT
cana-2768	35	29	.	.	PUNCT
cana-2768	36	1	as	as	ADP
cana-2768	36	2	a	a	DET
cana-2768	36	3	result	result	NOUN
cana-2768	36	4	,	,	PUNCT
cana-2768	36	5	these	these	DET
cana-2768	36	6	approaches	approach	NOUN
cana-2768	36	7	are	be	AUX
cana-2768	36	8	resourceintensive	resourceintensive	ADJ
cana-2768	36	9	,	,	PUNCT
cana-2768	36	10	slow	slow	ADJ
cana-2768	36	11	,	,	PUNCT
cana-2768	36	12	and	and	CCONJ
cana-2768	36	13	not	not	PART
cana-2768	36	14	able	able	ADJ
cana-2768	36	15	to	to	PART
cana-2768	36	16	thwart	thwart	VERB
cana-2768	36	17	infractions	infraction	NOUN
cana-2768	36	18	in	in	ADP
cana-2768	36	19	real	real	ADJ
cana-2768	36	20	time	time	NOUN
cana-2768	36	21	.	.	PUNCT
cana-2768	37	1	for	for	ADP
cana-2768	37	2	example	example	NOUN
cana-2768	37	3	,	,	PUNCT
cana-2768	37	4	blockchain	blockchain	PROPN
cana-2768	37	5	enables	enable	VERB
cana-2768	37	6	a	a	DET
cana-2768	37	7	tamper	tamper	NOUN
cana-2768	37	8	-	-	ADJ
cana-2768	37	9	proof	proof	ADJ
cana-2768	37	10	means	mean	NOUN
cana-2768	37	11	of	of	ADP
cana-2768	37	12	storing	store	VERB
cana-2768	37	13	and	and	CCONJ
cana-2768	37	14	sharing	share	VERB
cana-2768	37	15	medical	medical	ADJ
cana-2768	37	16	records	record	NOUN
cana-2768	37	17	to	to	PART
cana-2768	37	18	build	build	VERB
cana-2768	37	19	a	a	DET
cana-2768	37	20	secure	secure	ADJ
cana-2768	37	21	,	,	PUNCT
cana-2768	37	22	transparent	transparent	ADJ
cana-2768	37	23	ledger	ledger	NOUN
cana-2768	37	24	of	of	ADP
cana-2768	37	25	sensitive	sensitive	ADJ
cana-2768	37	26	patient	patient	NOUN
cana-2768	37	27	-	-	PUNCT
cana-2768	37	28	related	relate	VERB
cana-2768	37	29	information	information	NOUN
cana-2768	37	30	.	.	PUNCT
cana-2768	38	1	drawing	draw	VERB
cana-2768	38	2	on	on	ADP
cana-2768	38	3	its	its	PRON
cana-2768	38	4	potential	potential	NOUN
cana-2768	38	5	to	to	PART
cana-2768	38	6	make	make	VERB
cana-2768	38	7	sense	sense	NOUN
cana-2768	38	8	of	of	ADP
cana-2768	38	9	huge	huge	ADJ
cana-2768	38	10	volumes	volume	NOUN
cana-2768	38	11	of	of	ADP
cana-2768	38	12	healthcare	healthcare	PROPN
cana-2768	38	13	data	data	PROPN
cana-2768	38	14	,	,	PUNCT
cana-2768	38	15	ml	ml	AUX
cana-2768	38	16	can	can	AUX
cana-2768	38	17	also	also	ADV
cana-2768	38	18	be	be	AUX
cana-2768	38	19	used	use	VERB
cana-2768	38	20	to	to	PART
cana-2768	38	21	spot	spot	VERB
cana-2768	38	22	anomalies	anomaly	NOUN
cana-2768	38	23	in	in	ADP
cana-2768	38	24	billing	billing	NOUN
cana-2768	38	25	patterns	pattern	NOUN
cana-2768	38	26	or	or	CCONJ
cana-2768	38	27	fraudulent	fraudulent	ADJ
cana-2768	38	28	claims	claim	NOUN
cana-2768	38	29	,	,	PUNCT
cana-2768	38	30	generating	generating	NOUN
cana-2768	38	31	alerts	alert	NOUN
cana-2768	38	32	for	for	ADP
cana-2768	38	33	further	further	ADJ
cana-2768	38	34	investigation	investigation	NOUN
cana-2768	38	35	.	.	PUNCT
cana-2768	39	1	it	it	PRON
cana-2768	39	2	can	can	AUX
cana-2768	39	3	also	also	ADV
cana-2768	39	4	be	be	AUX
cana-2768	39	5	used	use	VERB
cana-2768	39	6	to	to	PART
cana-2768	39	7	identify	identify	VERB
cana-2768	39	8	possible	possible	ADJ
cana-2768	39	9	identity	identity	NOUN
cana-2768	39	10	theft	theft	NOUN
cana-2768	39	11	,	,	PUNCT
cana-2768	39	12	in	in	ADP
cana-2768	39	13	the	the	DET
cana-2768	39	14	form	form	NOUN
cana-2768	39	15	of	of	ADP
cana-2768	39	16	insurance	insurance	NOUN
cana-2768	39	17	claims	claim	NOUN
cana-2768	39	18	created	create	VERB
cana-2768	39	19	using	use	VERB
cana-2768	39	20	stolen	steal	VERB
cana-2768	39	21	personal	personal	ADJ
cana-2768	39	22	data	datum	NOUN
cana-2768	39	23	.	.	PUNCT
cana-2768	40	1	by	by	ADP
cana-2768	40	2	combining	combine	VERB
cana-2768	40	3	those	those	DET
cana-2768	40	4	two	two	NUM
cana-2768	40	5	paradigms	paradigms	ADJ
cana-2768	40	6	security	security	NOUN
cana-2768	40	7	features	feature	NOUN
cana-2768	40	8	of	of	ADP
cana-2768	40	9	block	block	NOUN
cana-2768	40	10	chains	chain	NOUN
cana-2768	40	11	and	and	CCONJ
cana-2768	40	12	data	datum	NOUN
cana-2768	40	13	-	-	PUNCT
cana-2768	40	14	driven	drive	VERB
cana-2768	40	15	ability	ability	NOUN
cana-2768	40	16	of	of	ADP
cana-2768	40	17	ml	ml	ADP
cana-2768	40	18	,	,	PUNCT
cana-2768	40	19	we	we	PRON
cana-2768	40	20	can	can	AUX
cana-2768	40	21	generate	generate	VERB
cana-2768	40	22	defendable	defendable	ADJ
cana-2768	40	23	solution	solution	NOUN
cana-2768	40	24	for	for	ADP
cana-2768	40	25	improving	improve	VERB
cana-2768	40	26	fraud	fraud	NOUN
cana-2768	40	27	detection	detection	NOUN
cana-2768	40	28	in	in	ADP
cana-2768	40	29	healthcare	healthcare	NOUN
cana-2768	40	30	to	to	PART
cana-2768	40	31	secure	secure	VERB
cana-2768	40	32	financial	financial	ADJ
cana-2768	40	33	as	as	ADV
cana-2768	40	34	well	well	ADV
cana-2768	40	35	as	as	ADP
cana-2768	40	36	patients	patient	NOUN
cana-2768	40	37	'	'	PART
cana-2768	40	38	data	datum	NOUN
cana-2768	40	39	and	and	CCONJ
cana-2768	40	40	maintain	maintain	VERB
cana-2768	40	41	privacy[6	privacy[6	NOUN
cana-2768	40	42	]	]	PUNCT
cana-2768	40	43	.	.	PUNCT
cana-2768	41	1	figure	figure	NOUN
cana-2768	41	2	1	1	NUM
cana-2768	41	3	.	.	PUNCT
cana-2768	42	1	impact	impact	NOUN
cana-2768	42	2	of	of	ADP
cana-2768	42	3	blockchain	blockchain	NOUN
cana-2768	42	4	,	,	PUNCT
cana-2768	42	5	machine	machine	NOUN
cana-2768	42	6	learning	learning	NOUN
cana-2768	42	7	,	,	PUNCT
cana-2768	42	8	and	and	CCONJ
cana-2768	42	9	their	their	PRON
cana-2768	42	10	combination	combination	NOUN
cana-2768	42	11	on	on	ADP
cana-2768	42	12	fraud	fraud	NOUN
cana-2768	42	13	detection	detection	NOUN
cana-2768	42	14	in	in	ADP
cana-2768	42	15	different	different	ADJ
cana-2768	42	16	sectors	sector	NOUN
cana-2768	42	17	communications	communication	NOUN
cana-2768	42	18	on	on	ADP
cana-2768	42	19	applied	apply	VERB
cana-2768	42	20	nonlinear	nonlinear	ADJ
cana-2768	42	21	analysis	analysis	NOUN
cana-2768	42	22	issn	issn	NOUN
cana-2768	42	23	:	:	PUNCT
cana-2768	42	24	1074	1074	NUM
cana-2768	42	25	-	-	PUNCT
cana-2768	42	26	133x	133x	NUM
cana-2768	42	27	vol	vol	NOUN
cana-2768	42	28	32	32	NUM
cana-2768	42	29	no	no	NOUN
cana-2768	42	30	.	.	PUNCT
cana-2768	43	1	4s	4s	NUM
cana-2768	43	2	(	(	PUNCT
cana-2768	43	3	2025	2025	NUM
cana-2768	43	4	)	)	PUNCT
cana-2768	43	5	220	220	NUM
cana-2768	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	43	7	likewise	likewise	ADV
cana-2768	43	8	,	,	PUNCT
cana-2768	43	9	the	the	DET
cana-2768	43	10	cybersecurity	cybersecurity	NOUN
cana-2768	43	11	space	space	NOUN
cana-2768	43	12	is	be	AUX
cana-2768	43	13	an	an	DET
cana-2768	43	14	ever	ever	ADV
cana-2768	43	15	-	-	PUNCT
cana-2768	43	16	changing	change	VERB
cana-2768	43	17	environment	environment	NOUN
cana-2768	43	18	,	,	PUNCT
cana-2768	43	19	and	and	CCONJ
cana-2768	43	20	fraud	fraud	NOUN
cana-2768	43	21	can	can	AUX
cana-2768	43	22	manifest	manifest	VERB
cana-2768	43	23	itself	itself	PRON
cana-2768	43	24	in	in	ADP
cana-2768	43	25	several	several	ADJ
cana-2768	43	26	ways	way	NOUN
cana-2768	43	27	,	,	PUNCT
cana-2768	43	28	including	include	VERB
cana-2768	43	29	but	but	CCONJ
cana-2768	43	30	not	not	PART
cana-2768	43	31	limited	limit	VERB
cana-2768	43	32	to	to	ADP
cana-2768	43	33	data	data	NOUN
cana-2768	43	34	breaches	breach	NOUN
cana-2768	43	35	,	,	PUNCT
cana-2768	43	36	phishing	phishe	VERB
cana-2768	43	37	attacks	attack	NOUN
cana-2768	43	38	,	,	PUNCT
cana-2768	43	39	and	and	CCONJ
cana-2768	43	40	identity	identity	NOUN
cana-2768	43	41	theft	theft	NOUN
cana-2768	43	42	.	.	PUNCT
cana-2768	44	1	and	and	CCONJ
cana-2768	44	2	with	with	ADP
cana-2768	44	3	the	the	DET
cana-2768	44	4	cybercriminals	cybercriminal	NOUN
cana-2768	44	5	utilizing	utilize	VERB
cana-2768	44	6	advanced	advanced	ADJ
cana-2768	44	7	and	and	CCONJ
cana-2768	44	8	cunning	cunning	ADJ
cana-2768	44	9	strategies	strategy	NOUN
cana-2768	44	10	to	to	PART
cana-2768	44	11	manipulate	manipulate	VERB
cana-2768	44	12	any	any	DET
cana-2768	44	13	weaknesses	weakness	NOUN
cana-2768	44	14	and	and	CCONJ
cana-2768	44	15	susceptible	susceptible	ADJ
cana-2768	44	16	systems	system	NOUN
cana-2768	44	17	,	,	PUNCT
cana-2768	44	18	they	they	PRON
cana-2768	44	19	can	can	AUX
cana-2768	44	20	easily	easily	ADV
cana-2768	44	21	evade	evade	VERB
cana-2768	44	22	conventional	conventional	ADJ
cana-2768	44	23	security	security	NOUN
cana-2768	44	24	measures	measure	NOUN
cana-2768	44	25	.	.	PUNCT
cana-2768	45	1	the	the	DET
cana-2768	45	2	volume	volume	NOUN
cana-2768	45	3	and	and	CCONJ
cana-2768	45	4	sophistication	sophistication	NOUN
cana-2768	45	5	of	of	ADP
cana-2768	45	6	contemporary	contemporary	ADJ
cana-2768	45	7	cyberattacks	cyberattack	NOUN
cana-2768	45	8	are	be	AUX
cana-2768	45	9	such	such	ADJ
cana-2768	45	10	that	that	SCONJ
cana-2768	45	11	only	only	ADV
cana-2768	45	12	automated	automate	VERB
cana-2768	45	13	systems	system	NOUN
cana-2768	45	14	can	can	AUX
cana-2768	45	15	quickly	quickly	ADV
cana-2768	45	16	detect	detect	VERB
cana-2768	45	17	a	a	DET
cana-2768	45	18	threat	threat	NOUN
cana-2768	45	19	,	,	PUNCT
cana-2768	45	20	remediate	remediate	VERB
cana-2768	45	21	damage	damage	NOUN
cana-2768	45	22	,	,	PUNCT
cana-2768	45	23	and	and	CCONJ
cana-2768	45	24	block	block	VERB
cana-2768	45	25	fraudulent	fraudulent	ADJ
cana-2768	45	26	behavior	behavior	NOUN
cana-2768	45	27	.	.	PUNCT
cana-2768	46	1	in	in	ADP
cana-2768	46	2	addition	addition	NOUN
cana-2768	46	3	to	to	ADP
cana-2768	46	4	being	be	AUX
cana-2768	46	5	immutable	immutable	ADJ
cana-2768	46	6	,	,	PUNCT
cana-2768	46	7	blockchain	blockchain	PROPN
cana-2768	46	8	provides	provide	VERB
cana-2768	46	9	decentralized	decentralized	ADJ
cana-2768	46	10	and	and	CCONJ
cana-2768	46	11	thus	thus	ADV
cana-2768	46	12	more	more	ADV
cana-2768	46	13	tamper	tamper	ADJ
cana-2768	46	14	-	-	PUNCT
cana-2768	46	15	resistant	resistant	ADJ
cana-2768	46	16	systems	system	NOUN
cana-2768	46	17	for	for	ADP
cana-2768	46	18	securing	secure	VERB
cana-2768	46	19	data	data	NOUN
cana-2768	46	20	transmission	transmission	NOUN
cana-2768	46	21	and	and	CCONJ
cana-2768	46	22	authentication[7	authentication[7	PROPN
cana-2768	46	23	]	]	X
cana-2768	46	24	.	.	PUNCT
cana-2768	47	1	additionally	additionally	ADV
cana-2768	47	2	,	,	PUNCT
cana-2768	47	3	its	its	PRON
cana-2768	47	4	transparent	transparent	ADJ
cana-2768	47	5	nature	nature	NOUN
cana-2768	47	6	makes	make	VERB
cana-2768	47	7	it	it	PRON
cana-2768	47	8	easy	easy	ADJ
cana-2768	47	9	to	to	PART
cana-2768	47	10	audit	audit	VERB
cana-2768	47	11	and	and	CCONJ
cana-2768	47	12	track	track	NOUN
cana-2768	47	13	,	,	PUNCT
cana-2768	47	14	which	which	PRON
cana-2768	47	15	is	be	AUX
cana-2768	47	16	crucial	crucial	ADJ
cana-2768	47	17	for	for	ADP
cana-2768	47	18	cybersecurity	cybersecurity	NOUN
cana-2768	47	19	investigators	investigator	NOUN
cana-2768	47	20	tracing	trace	VERB
cana-2768	47	21	cybercriminal	cybercriminal	ADJ
cana-2768	47	22	networks	network	NOUN
cana-2768	47	23	.	.	PUNCT
cana-2768	48	1	furthermore	furthermore	ADV
cana-2768	48	2	,	,	PUNCT
cana-2768	48	3	machine	machine	NOUN
cana-2768	48	4	learning	learning	NOUN
cana-2768	48	5	enhances	enhance	VERB
cana-2768	48	6	the	the	DET
cana-2768	48	7	security	security	NOUN
cana-2768	48	8	framework	framework	NOUN
cana-2768	48	9	of	of	ADP
cana-2768	48	10	blockchain	blockchain	PROPN
cana-2768	48	11	technology	technology	PROPN
cana-2768	48	12	by	by	ADP
cana-2768	48	13	supplying	supply	VERB
cana-2768	48	14	the	the	DET
cana-2768	48	15	intelligence	intelligence	NOUN
cana-2768	48	16	required	require	VERB
cana-2768	48	17	to	to	PART
cana-2768	48	18	identify	identify	VERB
cana-2768	48	19	patterns	pattern	NOUN
cana-2768	48	20	related	relate	VERB
cana-2768	48	21	to	to	ADP
cana-2768	48	22	cyber	cyber	PROPN
cana-2768	48	23	fraud	fraud	NOUN
cana-2768	48	24	.	.	PUNCT
cana-2768	49	1	ml	ml	PROPN
cana-2768	49	2	algorithms	algorithms	PROPN
cana-2768	49	3	can	can	AUX
cana-2768	49	4	spot	spot	VERB
cana-2768	49	5	unusual	unusual	ADJ
cana-2768	49	6	behaviors	behavior	NOUN
cana-2768	49	7	or	or	CCONJ
cana-2768	49	8	anomalies	anomaly	NOUN
cana-2768	49	9	that	that	PRON
cana-2768	49	10	suggest	suggest	VERB
cana-2768	49	11	potential	potential	ADJ
cana-2768	49	12	cyber	cyber	NOUN
cana-2768	49	13	threats	threat	NOUN
cana-2768	49	14	by	by	ADP
cana-2768	49	15	analyzing	analyze	VERB
cana-2768	49	16	large	large	ADJ
cana-2768	49	17	datasets	dataset	NOUN
cana-2768	49	18	of	of	ADP
cana-2768	49	19	network	network	NOUN
cana-2768	49	20	activity	activity	NOUN
cana-2768	49	21	,	,	PUNCT
cana-2768	49	22	enabling	enable	VERB
cana-2768	49	23	organizations	organization	NOUN
cana-2768	49	24	to	to	PART
cana-2768	49	25	react	react	VERB
cana-2768	49	26	proactively	proactively	ADV
cana-2768	49	27	.	.	PUNCT
cana-2768	50	1	collectively	collectively	ADV
cana-2768	50	2	captioned	caption	VERB
cana-2768	50	3	blockchain	blockchain	NOUN
cana-2768	50	4	and	and	CCONJ
cana-2768	50	5	ml	ml	INTJ
cana-2768	50	6	they	they	PRON
cana-2768	50	7	can	can	AUX
cana-2768	50	8	be	be	AUX
cana-2768	50	9	a	a	DET
cana-2768	50	10	solid	solid	ADJ
cana-2768	50	11	and	and	CCONJ
cana-2768	50	12	automated	automate	VERB
cana-2768	50	13	solution	solution	NOUN
cana-2768	50	14	for	for	ADP
cana-2768	50	15	cyber	cyber	ADJ
cana-2768	50	16	security	security	NOUN
cana-2768	50	17	to	to	PART
cana-2768	50	18	guard	guard	VERB
cana-2768	50	19	the	the	DET
cana-2768	50	20	sensitive	sensitive	ADJ
cana-2768	50	21	data	datum	NOUN
cana-2768	50	22	and	and	CCONJ
cana-2768	50	23	systems	system	NOUN
cana-2768	50	24	from	from	ADP
cana-2768	50	25	fraud[8	fraud[8	PROPN
cana-2768	50	26	]	]	PUNCT
cana-2768	50	27	.	.	PUNCT
cana-2768	51	1	additionally	additionally	ADV
cana-2768	51	2	,	,	PUNCT
cana-2768	51	3	the	the	DET
cana-2768	51	4	combination	combination	NOUN
cana-2768	51	5	of	of	ADP
cana-2768	51	6	blockchain	blockchain	PROPN
cana-2768	51	7	and	and	CCONJ
cana-2768	51	8	machine	machine	NOUN
cana-2768	51	9	learning	learning	NOUN
cana-2768	51	10	provides	provide	VERB
cana-2768	51	11	a	a	DET
cana-2768	51	12	complementary	complementary	ADJ
cana-2768	51	13	approach	approach	NOUN
cana-2768	51	14	to	to	ADP
cana-2768	51	15	fraud	fraud	NOUN
cana-2768	51	16	detection	detection	NOUN
cana-2768	51	17	.	.	PUNCT
cana-2768	52	1	both	both	DET
cana-2768	52	2	technologies	technology	NOUN
cana-2768	52	3	have	have	VERB
cana-2768	52	4	unique	unique	ADJ
cana-2768	52	5	strengths	strength	NOUN
cana-2768	52	6	,	,	PUNCT
cana-2768	52	7	and	and	CCONJ
cana-2768	52	8	when	when	SCONJ
cana-2768	52	9	used	use	VERB
cana-2768	52	10	together	together	ADV
cana-2768	52	11	,	,	PUNCT
cana-2768	52	12	offer	offer	VERB
cana-2768	52	13	a	a	DET
cana-2768	52	14	solution	solution	NOUN
cana-2768	52	15	to	to	ADP
cana-2768	52	16	complexity	complexity	NOUN
cana-2768	52	17	of	of	ADP
cana-2768	52	18	modern	modern	ADJ
cana-2768	52	19	fraud	fraud	NOUN
cana-2768	52	20	that	that	SCONJ
cana-2768	52	21	neither	neither	PRON
cana-2768	52	22	could	could	AUX
cana-2768	52	23	alone[9	alone[9	VERB
cana-2768	52	24	]	]	PUNCT
cana-2768	52	25	.	.	PUNCT
cana-2768	53	1	this	this	PRON
cana-2768	53	2	enables	enable	VERB
cana-2768	53	3	a	a	DET
cana-2768	53	4	decentralized	decentralize	VERB
cana-2768	53	5	,	,	PUNCT
cana-2768	53	6	transparent	transparent	ADJ
cana-2768	53	7	,	,	PUNCT
cana-2768	53	8	and	and	CCONJ
cana-2768	53	9	immutable	immutable	ADJ
cana-2768	53	10	approach	approach	NOUN
cana-2768	53	11	to	to	ADP
cana-2768	53	12	transactions	transaction	NOUN
cana-2768	53	13	,	,	PUNCT
cana-2768	53	14	which	which	PRON
cana-2768	53	15	serves	serve	VERB
cana-2768	53	16	a	a	DET
cana-2768	53	17	particularly	particularly	ADV
cana-2768	53	18	protective	protective	ADJ
cana-2768	53	19	measure	measure	NOUN
cana-2768	53	20	from	from	ADP
cana-2768	53	21	fraud	fraud	NOUN
cana-2768	53	22	and	and	CCONJ
cana-2768	53	23	enables	enable	VERB
cana-2768	53	24	a	a	DET
cana-2768	53	25	level	level	NOUN
cana-2768	53	26	of	of	ADP
cana-2768	53	27	openness	openness	NOUN
cana-2768	53	28	only	only	ADV
cana-2768	53	29	matched	match	VERB
cana-2768	53	30	by	by	ADP
cana-2768	53	31	its	its	PRON
cana-2768	53	32	possible	possible	ADJ
cana-2768	53	33	untraceability	untraceability	NOUN
cana-2768	53	34	paired	pair	VERB
cana-2768	53	35	with	with	ADP
cana-2768	53	36	machine	machine	NOUN
cana-2768	53	37	learning	learn	VERB
cana-2768	53	38	to	to	PART
cana-2768	53	39	analyze	analyze	VERB
cana-2768	53	40	massive	massive	ADJ
cana-2768	53	41	data	datum	NOUN
cana-2768	53	42	and	and	CCONJ
cana-2768	53	43	identify	identify	VERB
cana-2768	53	44	patterns	pattern	NOUN
cana-2768	53	45	for	for	ADP
cana-2768	53	46	the	the	DET
cana-2768	53	47	quick	quick	ADJ
cana-2768	53	48	detection	detection	NOUN
cana-2768	53	49	of	of	ADP
cana-2768	53	50	fraudulent	fraudulent	ADJ
cana-2768	53	51	activities	activity	NOUN
cana-2768	53	52	.	.	PUNCT
cana-2768	54	1	this	this	DET
cana-2768	54	2	interdisciplinary	interdisciplinary	ADJ
cana-2768	54	3	approach	approach	NOUN
cana-2768	54	4	is	be	AUX
cana-2768	54	5	particularly	particularly	ADV
cana-2768	54	6	well	well	ADV
cana-2768	54	7	-	-	PUNCT
cana-2768	54	8	qualified	qualified	ADJ
cana-2768	54	9	to	to	PART
cana-2768	54	10	tackle	tackle	VERB
cana-2768	54	11	the	the	DET
cana-2768	54	12	problems	problem	NOUN
cana-2768	54	13	created	create	VERB
cana-2768	54	14	by	by	ADP
cana-2768	54	15	fraud	fraud	NOUN
cana-2768	54	16	in	in	ADP
cana-2768	54	17	both	both	DET
cana-2768	54	18	finance	finance	NOUN
cana-2768	54	19	,	,	PUNCT
cana-2768	54	20	healthcare	healthcare	NOUN
cana-2768	54	21	and	and	CCONJ
cana-2768	54	22	cyber	cyber	NOUN
cana-2768	54	23	which	which	PRON
cana-2768	54	24	are	be	AUX
cana-2768	54	25	all	all	PRON
cana-2768	54	26	facing	face	VERB
cana-2768	54	27	mounting	mount	VERB
cana-2768	54	28	damages	damage	NOUN
cana-2768	54	29	from	from	ADP
cana-2768	54	30	old	old	ADJ
cana-2768	54	31	and	and	CCONJ
cana-2768	54	32	new	new	ADJ
cana-2768	54	33	kinds	kind	NOUN
cana-2768	54	34	of	of	ADP
cana-2768	54	35	fraud[10	fraud[10	NOUN
cana-2768	54	36	]	]	PUNCT
cana-2768	54	37	.	.	PUNCT
cana-2768	55	1	"	"	PUNCT
cana-2768	55	2	the	the	DET
cana-2768	55	3	promise	promise	NOUN
cana-2768	55	4	of	of	ADP
cana-2768	55	5	blockchain	blockchain	PROPN
cana-2768	55	6	and	and	CCONJ
cana-2768	55	7	ml	ml	PROPN
cana-2768	55	8	for	for	ADP
cana-2768	55	9	fraud	fraud	NOUN
cana-2768	55	10	detection	detection	NOUN
cana-2768	55	11	but	but	CCONJ
cana-2768	55	12	it	it	PRON
cana-2768	55	13	’s	’	VERB
cana-2768	55	14	not	not	PART
cana-2768	55	15	easy	easy	ADJ
cana-2768	55	16	"	"	PUNCT
cana-2768	55	17	these	these	DET
cana-2768	55	18	technologies	technology	NOUN
cana-2768	55	19	need	need	VERB
cana-2768	55	20	to	to	PART
cana-2768	55	21	be	be	AUX
cana-2768	55	22	incorporated	incorporate	VERB
cana-2768	55	23	into	into	ADP
cana-2768	55	24	existing	exist	VERB
cana-2768	55	25	systems	system	NOUN
cana-2768	55	26	,	,	PUNCT
cana-2768	55	27	which	which	PRON
cana-2768	55	28	can	can	AUX
cana-2768	55	29	be	be	AUX
cana-2768	55	30	a	a	DET
cana-2768	55	31	complex	complex	ADJ
cana-2768	55	32	and	and	CCONJ
cana-2768	55	33	resource	resource	NOUN
cana-2768	55	34	-	-	PUNCT
cana-2768	55	35	intensive	intensive	ADJ
cana-2768	55	36	process	process	NOUN
cana-2768	55	37	requiring	require	VERB
cana-2768	55	38	additional	additional	ADJ
cana-2768	55	39	investment	investment	NOUN
cana-2768	55	40	in	in	ADP
cana-2768	55	41	infrastructure	infrastructure	NOUN
cana-2768	55	42	,	,	PUNCT
cana-2768	55	43	training	training	NOUN
cana-2768	55	44	,	,	PUNCT
cana-2768	55	45	and	and	CCONJ
cana-2768	55	46	maintenance	maintenance	NOUN
cana-2768	55	47	.	.	PUNCT
cana-2768	56	1	both	both	DET
cana-2768	56	2	blockchain	blockchain	PROPN
cana-2768	56	3	and	and	CCONJ
cana-2768	56	4	ml	ml	AUX
cana-2768	56	5	also	also	ADV
cana-2768	56	6	create	create	VERB
cana-2768	56	7	privacy	privacy	NOUN
cana-2768	56	8	,	,	PUNCT
cana-2768	56	9	scalability	scalability	NOUN
cana-2768	56	10	,	,	PUNCT
cana-2768	56	11	and	and	CCONJ
cana-2768	56	12	regulatory	regulatory	ADJ
cana-2768	56	13	compliance	compliance	NOUN
cana-2768	56	14	issues[11	issues[11	VERB
cana-2768	56	15	]	]	PUNCT
cana-2768	56	16	.	.	PUNCT
cana-2768	57	1	for	for	ADP
cana-2768	57	2	example	example	NOUN
cana-2768	57	3	blockchain	blockchain	PROPN
cana-2768	57	4	is	be	AUX
cana-2768	57	5	immutable	immutable	ADJ
cana-2768	57	6	that	that	PRON
cana-2768	57	7	's	be	AUX
cana-2768	57	8	great	great	ADJ
cana-2768	57	9	when	when	SCONJ
cana-2768	57	10	it	it	PRON
cana-2768	57	11	comes	come	VERB
cana-2768	57	12	to	to	ADP
cana-2768	57	13	data	datum	NOUN
cana-2768	57	14	integrity	integrity	NOUN
cana-2768	57	15	,	,	PUNCT
cana-2768	57	16	but	but	CCONJ
cana-2768	57	17	when	when	SCONJ
cana-2768	57	18	dealing	deal	VERB
cana-2768	57	19	with	with	ADP
cana-2768	57	20	sensitive	sensitive	ADJ
cana-2768	57	21	personal	personal	ADJ
cana-2768	57	22	information	information	NOUN
cana-2768	57	23	,	,	PUNCT
cana-2768	57	24	such	such	ADJ
cana-2768	57	25	as	as	ADP
cana-2768	57	26	healthcare	healthcare	PROPN
cana-2768	57	27	,	,	PUNCT
cana-2768	57	28	you	you	PRON
cana-2768	57	29	must	must	AUX
cana-2768	57	30	be	be	AUX
cana-2768	57	31	able	able	ADJ
cana-2768	57	32	to	to	PART
cana-2768	57	33	comply	comply	VERB
cana-2768	57	34	with	with	ADP
cana-2768	57	35	regulations	regulation	NOUN
cana-2768	57	36	to	to	PART
cana-2768	57	37	protect	protect	VERB
cana-2768	57	38	the	the	DET
cana-2768	57	39	data	datum	NOUN
cana-2768	57	40	,	,	PUNCT
cana-2768	57	41	like	like	ADP
cana-2768	57	42	hipaa	hipaa	NOUN
cana-2768	57	43	(	(	PUNCT
cana-2768	57	44	health	health	NOUN
cana-2768	57	45	insurance	insurance	NOUN
cana-2768	57	46	portability	portability	NOUN
cana-2768	57	47	and	and	CCONJ
cana-2768	57	48	accountability	accountability	NOUN
cana-2768	57	49	act	act	NOUN
cana-2768	57	50	)	)	PUNCT
cana-2768	57	51	.	.	PUNCT
cana-2768	58	1	likewise	likewise	ADV
cana-2768	58	2	,	,	PUNCT
cana-2768	58	3	the	the	DET
cana-2768	58	4	algorithms	algorithm	NOUN
cana-2768	58	5	behind	behind	ADP
cana-2768	58	6	ml	ml	NOUN
cana-2768	58	7	,	,	PUNCT
cana-2768	58	8	although	although	SCONJ
cana-2768	58	9	very	very	ADV
cana-2768	58	10	potent	potent	ADJ
cana-2768	58	11	,	,	PUNCT
cana-2768	58	12	are	be	AUX
cana-2768	58	13	somewhat	somewhat	ADV
cana-2768	58	14	impenetrable	impenetrable	ADJ
cana-2768	58	15	and	and	CCONJ
cana-2768	58	16	hard	hard	ADJ
cana-2768	58	17	to	to	PART
cana-2768	58	18	understand	understand	VERB
cana-2768	58	19	,	,	PUNCT
cana-2768	58	20	giving	give	VERB
cana-2768	58	21	rise	rise	NOUN
cana-2768	58	22	to	to	ADP
cana-2768	58	23	apprehensions	apprehension	NOUN
cana-2768	58	24	about	about	ADP
cana-2768	58	25	the	the	DET
cana-2768	58	26	integrity	integrity	NOUN
cana-2768	58	27	and	and	CCONJ
cana-2768	58	28	lucidity	lucidity	NOUN
cana-2768	58	29	of	of	ADP
cana-2768	58	30	the	the	DET
cana-2768	58	31	decision	decision	NOUN
cana-2768	58	32	-	-	PUNCT
cana-2768	58	33	making	make	VERB
cana-2768	58	34	process	process	NOUN
cana-2768	58	35	.	.	PUNCT
cana-2768	59	1	in	in	ADP
cana-2768	59	2	addition	addition	NOUN
cana-2768	59	3	,	,	PUNCT
cana-2768	59	4	fraud	fraud	NOUN
cana-2768	59	5	is	be	AUX
cana-2768	59	6	an	an	DET
cana-2768	59	7	everevolving	everevolve	VERB
cana-2768	59	8	discipline	discipline	NOUN
cana-2768	59	9	requiring	require	VERB
cana-2768	59	10	ongoing	ongoing	ADJ
cana-2768	59	11	training	training	NOUN
cana-2768	59	12	and	and	CCONJ
cana-2768	59	13	monitoring	monitoring	NOUN
cana-2768	59	14	of	of	ADP
cana-2768	59	15	ml	ml	NOUN
cana-2768	59	16	models	model	NOUN
cana-2768	59	17	to	to	PART
cana-2768	59	18	keep	keep	VERB
cana-2768	59	19	pace	pace	NOUN
cana-2768	59	20	with	with	ADP
cana-2768	59	21	new	new	ADJ
cana-2768	59	22	strategies	strategy	NOUN
cana-2768	59	23	being	be	AUX
cana-2768	59	24	adopted	adopt	VERB
cana-2768	59	25	by	by	ADP
cana-2768	59	26	fraudsters	fraudster	NOUN
cana-2768	59	27	.	.	PUNCT
cana-2768	60	1	additionally	additionally	ADV
cana-2768	60	2	,	,	PUNCT
cana-2768	60	3	these	these	DET
cana-2768	60	4	challenges	challenge	NOUN
cana-2768	60	5	warrant	warrant	VERB
cana-2768	60	6	further	further	ADJ
cana-2768	60	7	examination	examination	NOUN
cana-2768	60	8	along	along	ADP
cana-2768	60	9	with	with	ADP
cana-2768	60	10	ongoing	ongoing	ADJ
cana-2768	60	11	research	research	NOUN
cana-2768	60	12	towards	towards	ADP
cana-2768	60	13	implementing	implement	VERB
cana-2768	60	14	blockchain	blockchain	PROPN
cana-2768	60	15	and	and	CCONJ
cana-2768	60	16	ml	ml	X
cana-2768	60	17	at	at	ADP
cana-2768	60	18	scale	scale	NOUN
cana-2768	60	19	within	within	ADP
cana-2768	60	20	existing	exist	VERB
cana-2768	60	21	fraud	fraud	NOUN
cana-2768	60	22	detection	detection	NOUN
cana-2768	60	23	frameworks	framework	NOUN
cana-2768	60	24	since	since	SCONJ
cana-2768	60	25	there	there	PRON
cana-2768	60	26	is	be	VERB
cana-2768	60	27	a	a	DET
cana-2768	60	28	risk	risk	NOUN
cana-2768	60	29	of	of	ADP
cana-2768	60	30	compromising	compromise	VERB
cana-2768	60	31	(	(	PUNCT
cana-2768	60	32	a	a	PRON
cana-2768	60	33	)	)	PUNCT
cana-2768	60	34	security	security	NOUN
cana-2768	60	35	,	,	PUNCT
cana-2768	60	36	(	(	PUNCT
cana-2768	60	37	b	b	NOUN
cana-2768	60	38	)	)	PUNCT
cana-2768	60	39	privacy	privacy	NOUN
cana-2768	60	40	and	and	CCONJ
cana-2768	60	41	(	(	PUNCT
cana-2768	60	42	c	c	NOUN
cana-2768	60	43	)	)	PUNCT
cana-2768	60	44	compliance	compliance	NOUN
cana-2768	60	45	.	.	PUNCT
cana-2768	61	1	the	the	DET
cana-2768	61	2	aim	aim	NOUN
cana-2768	61	3	of	of	ADP
cana-2768	61	4	this	this	DET
cana-2768	61	5	paper	paper	NOUN
cana-2768	61	6	is	be	AUX
cana-2768	61	7	to	to	PART
cana-2768	61	8	examine	examine	VERB
cana-2768	61	9	the	the	DET
cana-2768	61	10	interactions	interaction	NOUN
cana-2768	61	11	between	between	ADP
cana-2768	61	12	blockchain	blockchain	PROPN
cana-2768	61	13	and	and	CCONJ
cana-2768	61	14	machine	machine	NOUN
cana-2768	61	15	learning	learning	NOUN
cana-2768	61	16	,	,	PUNCT
cana-2768	61	17	with	with	ADP
cana-2768	61	18	particular	particular	ADJ
cana-2768	61	19	regard	regard	NOUN
cana-2768	61	20	to	to	ADP
cana-2768	61	21	the	the	DET
cana-2768	61	22	implications	implication	NOUN
cana-2768	61	23	and	and	CCONJ
cana-2768	61	24	benefits	benefit	NOUN
cana-2768	61	25	for	for	ADP
cana-2768	61	26	the	the	DET
cana-2768	61	27	detection	detection	NOUN
cana-2768	61	28	of	of	ADP
cana-2768	61	29	fraud	fraud	NOUN
cana-2768	61	30	within	within	ADP
cana-2768	61	31	the	the	DET
cana-2768	61	32	financial	financial	ADJ
cana-2768	61	33	,	,	PUNCT
cana-2768	61	34	healthcare	healthcare	NOUN
cana-2768	61	35	and	and	CCONJ
cana-2768	61	36	cybersecurity	cybersecurity	NOUN
cana-2768	61	37	implementation	implementation	NOUN
cana-2768	61	38	domains	domain	NOUN
cana-2768	61	39	.	.	PUNCT
cana-2768	62	1	through	through	ADP
cana-2768	62	2	an	an	DET
cana-2768	62	3	analysis	analysis	NOUN
cana-2768	62	4	of	of	ADP
cana-2768	62	5	the	the	DET
cana-2768	62	6	relative	relative	ADJ
cana-2768	62	7	strengths	strength	NOUN
cana-2768	62	8	and	and	CCONJ
cana-2768	62	9	weaknesses	weakness	NOUN
cana-2768	62	10	of	of	ADP
cana-2768	62	11	each	each	DET
cana-2768	62	12	technology	technology	NOUN
cana-2768	62	13	,	,	PUNCT
cana-2768	62	14	both	both	CCONJ
cana-2768	62	15	in	in	ADP
cana-2768	62	16	isolation	isolation	NOUN
cana-2768	62	17	and	and	CCONJ
cana-2768	62	18	in	in	ADP
cana-2768	62	19	combination	combination	NOUN
cana-2768	62	20	,	,	PUNCT
cana-2768	62	21	this	this	DET
cana-2768	62	22	paper	paper	NOUN
cana-2768	62	23	offers	offer	VERB
cana-2768	62	24	a	a	DET
cana-2768	62	25	holistic	holistic	ADJ
cana-2768	62	26	view	view	NOUN
cana-2768	62	27	of	of	ADP
cana-2768	62	28	how	how	SCONJ
cana-2768	62	29	these	these	DET
cana-2768	62	30	technologies	technology	NOUN
cana-2768	62	31	can	can	AUX
cana-2768	62	32	be	be	AUX
cana-2768	62	33	harnessed	harness	VERB
cana-2768	62	34	against	against	ADP
cana-2768	62	35	fraud	fraud	NOUN
cana-2768	62	36	in	in	ADP
cana-2768	62	37	a	a	DET
cana-2768	62	38	rapidly	rapidly	ADV
cana-2768	62	39	evolving	evolve	VERB
cana-2768	62	40	digital	digital	ADJ
cana-2768	62	41	environment	environment	NOUN
cana-2768	62	42	.	.	PUNCT
cana-2768	63	1	we	we	PRON
cana-2768	63	2	shall	shall	AUX
cana-2768	63	3	explore	explore	VERB
cana-2768	63	4	the	the	DET
cana-2768	63	5	specific	specific	ADJ
cana-2768	63	6	applications	application	NOUN
cana-2768	63	7	of	of	ADP
cana-2768	63	8	blockchain	blockchain	PROPN
cana-2768	63	9	and	and	CCONJ
cana-2768	63	10	the	the	DET
cana-2768	63	11	ml	ml	ADP
cana-2768	63	12	the	the	DET
cana-2768	63	13	technologies	technology	NOUN
cana-2768	63	14	in	in	ADP
cana-2768	63	15	each	each	PRON
cana-2768	63	16	of	of	ADP
cana-2768	63	17	these	these	DET
cana-2768	63	18	sectors	sector	NOUN
cana-2768	63	19	in	in	ADP
cana-2768	63	20	the	the	DET
cana-2768	63	21	subsequent	subsequent	ADJ
cana-2768	63	22	parts	part	NOUN
cana-2768	63	23	highlighting	highlight	VERB
cana-2768	63	24	the	the	DET
cana-2768	63	25	current	current	ADJ
cana-2768	63	26	trends	trend	NOUN
cana-2768	63	27	,	,	PUNCT
cana-2768	63	28	challenges	challenge	NOUN
cana-2768	63	29	and	and	CCONJ
cana-2768	63	30	future	future	ADJ
cana-2768	63	31	scope	scope	NOUN
cana-2768	63	32	on	on	ADP
cana-2768	63	33	a	a	DET
cana-2768	63	34	case	case	NOUN
cana-2768	63	35	-	-	PUNCT
cana-2768	63	36	to	to	ADP
cana-2768	63	37	-	-	PUNCT
cana-2768	63	38	case	case	NOUN
cana-2768	63	39	basis	basis	NOUN
cana-2768	63	40	.	.	PUNCT
cana-2768	64	1	this	this	PRON
cana-2768	64	2	can	can	AUX
cana-2768	64	3	also	also	ADV
cana-2768	64	4	help	help	VERB
cana-2768	64	5	ensure	ensure	VERB
cana-2768	64	6	that	that	SCONJ
cana-2768	64	7	the	the	DET
cana-2768	64	8	narrative	narrative	NOUN
cana-2768	64	9	remains	remain	VERB
cana-2768	64	10	engaging	engage	VERB
cana-2768	64	11	for	for	ADP
cana-2768	64	12	readers	reader	NOUN
cana-2768	64	13	and	and	CCONJ
cana-2768	64	14	that	that	SCONJ
cana-2768	64	15	the	the	DET
cana-2768	64	16	piece	piece	NOUN
cana-2768	64	17	flows	flow	VERB
cana-2768	64	18	well	well	ADV
cana-2768	64	19	while	while	SCONJ
cana-2768	64	20	still	still	ADV
cana-2768	64	21	reflecting	reflect	VERB
cana-2768	64	22	their	their	PRON
cana-2768	64	23	interests	interest	NOUN
cana-2768	64	24	and	and	CCONJ
cana-2768	64	25	perspectives	perspective	NOUN
cana-2768	64	26	.	.	PUNCT
cana-2768	65	1	2	2	X
cana-2768	65	2	.	.	NUM
cana-2768	65	3	related	relate	VERB
cana-2768	65	4	work	work	NOUN
cana-2768	65	5	blockchain	blockchain	NOUN
cana-2768	65	6	and	and	CCONJ
cana-2768	65	7	machine	machine	NOUN
cana-2768	65	8	learning	learning	NOUN
cana-2768	65	9	(	(	PUNCT
cana-2768	65	10	ml	ml	NOUN
cana-2768	65	11	)	)	PUNCT
cana-2768	65	12	have	have	AUX
cana-2768	65	13	emerged	emerge	VERB
cana-2768	65	14	as	as	ADP
cana-2768	65	15	two	two	NUM
cana-2768	65	16	distinct	distinct	ADJ
cana-2768	65	17	fields	field	NOUN
cana-2768	65	18	in	in	ADP
cana-2768	65	19	the	the	DET
cana-2768	65	20	past	past	ADJ
cana-2768	65	21	decade	decade	NOUN
cana-2768	65	22	,	,	PUNCT
cana-2768	65	23	making	make	VERB
cana-2768	65	24	their	their	PRON
cana-2768	65	25	contribution	contribution	NOUN
cana-2768	65	26	to	to	ADP
cana-2768	65	27	a	a	DET
cana-2768	65	28	diverse	diverse	ADJ
cana-2768	65	29	set	set	NOUN
cana-2768	65	30	of	of	ADP
cana-2768	65	31	areas	area	NOUN
cana-2768	65	32	that	that	PRON
cana-2768	65	33	includes	include	VERB
cana-2768	65	34	fraud	fraud	NOUN
cana-2768	65	35	detection	detection	NOUN
cana-2768	65	36	.	.	PUNCT
cana-2768	66	1	on	on	ADP
cana-2768	66	2	their	their	PRON
cana-2768	66	3	own	own	ADJ
cana-2768	66	4	,	,	PUNCT
cana-2768	66	5	these	these	DET
cana-2768	66	6	technologies	technology	NOUN
cana-2768	66	7	have	have	AUX
cana-2768	66	8	proven	prove	VERB
cana-2768	66	9	to	to	PART
cana-2768	66	10	offer	offer	VERB
cana-2768	66	11	great	great	ADJ
cana-2768	66	12	potential	potential	NOUN
cana-2768	66	13	to	to	PART
cana-2768	66	14	solve	solve	VERB
cana-2768	66	15	problems	problem	NOUN
cana-2768	66	16	related	relate	VERB
cana-2768	66	17	to	to	ADP
cana-2768	66	18	security	security	NOUN
cana-2768	66	19	,	,	PUNCT
cana-2768	66	20	transparency	transparency	NOUN
cana-2768	66	21	,	,	PUNCT
cana-2768	66	22	and	and	CCONJ
cana-2768	66	23	predictive	predictive	ADJ
cana-2768	66	24	analytics	analytic	NOUN
cana-2768	66	25	.	.	PUNCT
cana-2768	67	1	yet	yet	CCONJ
cana-2768	67	2	their	their	PRON
cana-2768	67	3	incorporation	incorporation	NOUN
cana-2768	67	4	fosters	foster	VERB
cana-2768	67	5	a	a	DET
cana-2768	67	6	cross	cross	ADJ
cana-2768	67	7	-	-	ADJ
cana-2768	67	8	disciplinary	disciplinary	ADJ
cana-2768	67	9	approach	approach	NOUN
cana-2768	67	10	that	that	PRON
cana-2768	67	11	can	can	AUX
cana-2768	67	12	address	address	VERB
cana-2768	67	13	complex	complex	ADJ
cana-2768	67	14	fraud	fraud	NOUN
cana-2768	67	15	schemes	scheme	NOUN
cana-2768	67	16	that	that	PRON
cana-2768	67	17	ground	ground	NOUN
cana-2768	67	18	-	-	PUNCT
cana-2768	67	19	level	level	NOUN
cana-2768	67	20	approaches	approach	NOUN
cana-2768	67	21	often	often	ADV
cana-2768	67	22	do	do	AUX
cana-2768	67	23	not	not	PART
cana-2768	67	24	handle	handle	VERB
cana-2768	67	25	.	.	PUNCT
cana-2768	68	1	in	in	ADP
cana-2768	68	2	this	this	DET
cana-2768	68	3	section	section	NOUN
cana-2768	68	4	,	,	PUNCT
cana-2768	68	5	we	we	PRON
cana-2768	68	6	evaluate	evaluate	VERB
cana-2768	68	7	how	how	SCONJ
cana-2768	68	8	blockchain	blockchain	PROPN
cana-2768	68	9	and	and	CCONJ
cana-2768	68	10	ml	ml	AUX
cana-2768	68	11	have	have	AUX
cana-2768	68	12	been	be	AUX
cana-2768	68	13	used	use	VERB
cana-2768	68	14	both	both	CCONJ
cana-2768	68	15	independently	independently	ADV
cana-2768	68	16	and	and	CCONJ
cana-2768	68	17	together	together	ADV
cana-2768	68	18	to	to	PART
cana-2768	68	19	foster	foster	VERB
cana-2768	68	20	fraud	fraud	NOUN
cana-2768	68	21	detection	detection	NOUN
cana-2768	68	22	,	,	PUNCT
cana-2768	68	23	especially	especially	ADV
cana-2768	68	24	in	in	ADP
cana-2768	68	25	finance	finance	NOUN
cana-2768	68	26	,	,	PUNCT
cana-2768	68	27	healthcare	healthcare	PROPN
cana-2768	68	28	,	,	PUNCT
cana-2768	68	29	and	and	CCONJ
cana-2768	68	30	cybersecurity	cybersecurity	NOUN
cana-2768	68	31	.	.	PUNCT
cana-2768	69	1	blockchain	blockchain	PROPN
cana-2768	69	2	in	in	ADP
cana-2768	69	3	fraud	fraud	NOUN
cana-2768	69	4	detection	detection	NOUN
cana-2768	69	5	blockchain	blockchain	PROPN
cana-2768	69	6	technology	technology	PROPN
cana-2768	69	7	has	have	AUX
cana-2768	69	8	been	be	AUX
cana-2768	69	9	promoted	promote	VERB
cana-2768	69	10	because	because	SCONJ
cana-2768	69	11	of	of	ADP
cana-2768	69	12	its	its	PRON
cana-2768	69	13	decentrilized	decentrilized	ADJ
cana-2768	69	14	and	and	CCONJ
cana-2768	69	15	immutable	immutable	ADJ
cana-2768	69	16	ledger	ledger	NOUN
cana-2768	69	17	system	system	NOUN
cana-2768	69	18	that	that	PRON
cana-2768	69	19	is	be	AUX
cana-2768	69	20	very	very	ADV
cana-2768	69	21	resistant	resistant	ADJ
cana-2768	69	22	to	to	ADP
cana-2768	69	23	tampering	tampering	NOUN
cana-2768	69	24	and	and	CCONJ
cana-2768	69	25	fraud	fraud	NOUN
cana-2768	69	26	.	.	PUNCT
cana-2768	70	1	blockchain	blockchain	PROPN
cana-2768	70	2	has	have	AUX
cana-2768	70	3	transformed	transform	VERB
cana-2768	70	4	the	the	DET
cana-2768	70	5	way	way	NOUN
cana-2768	70	6	transactions	transaction	NOUN
cana-2768	70	7	are	be	AUX
cana-2768	70	8	logged	log	VERB
cana-2768	70	9	and	and	CCONJ
cana-2768	70	10	verified	verify	VERB
cana-2768	70	11	in	in	ADP
cana-2768	70	12	financial	financial	ADJ
cana-2768	70	13	systems	system	NOUN
cana-2768	70	14	.	.	PUNCT
cana-2768	71	1	being	be	AUX
cana-2768	71	2	a	a	DET
cana-2768	71	3	decentralized	decentralized	ADJ
cana-2768	71	4	blockchain	blockchain	NOUN
cana-2768	71	5	,	,	PUNCT
cana-2768	71	6	it	it	PRON
cana-2768	71	7	has	have	VERB
cana-2768	71	8	no	no	DET
cana-2768	71	9	third	third	ADJ
cana-2768	71	10	-	-	PUNCT
cana-2768	71	11	party	party	NOUN
cana-2768	71	12	intermediary	intermediary	NOUN
cana-2768	71	13	which	which	PRON
cana-2768	71	14	defuses	defuse	VERB
cana-2768	71	15	any	any	DET
cana-2768	71	16	chances	chance	NOUN
cana-2768	71	17	for	for	ADP
cana-2768	71	18	fraudulent	fraudulent	ADJ
cana-2768	71	19	manipulation	manipulation	NOUN
cana-2768	71	20	.	.	PUNCT
cana-2768	72	1	blockchain	blockchain	PROPN
cana-2768	72	2	’s	’s	PART
cana-2768	72	3	cryptographic	cryptographic	ADJ
cana-2768	72	4	techniques	technique	NOUN
cana-2768	72	5	guarantee	guarantee	VERB
cana-2768	72	6	that	that	SCONJ
cana-2768	72	7	every	every	DET
cana-2768	72	8	transaction	transaction	NOUN
cana-2768	72	9	is	be	AUX
cana-2768	72	10	securely	securely	ADV
cana-2768	72	11	connected	connect	VERB
cana-2768	72	12	to	to	ADP
cana-2768	72	13	those	those	PRON
cana-2768	72	14	that	that	PRON
cana-2768	72	15	have	have	AUX
cana-2768	72	16	come	come	VERB
cana-2768	72	17	before	before	ADP
cana-2768	72	18	it	it	PRON
cana-2768	72	19	,	,	PUNCT
cana-2768	72	20	a	a	DET
cana-2768	72	21	chain	chain	NOUN
cana-2768	72	22	of	of	ADP
cana-2768	72	23	trust	trust	NOUN
cana-2768	72	24	.	.	PUNCT
cana-2768	73	1	however	however	ADV
cana-2768	73	2	,	,	PUNCT
cana-2768	73	3	this	this	DET
cana-2768	73	4	transparency	transparency	NOUN
cana-2768	73	5	makes	make	VERB
cana-2768	73	6	it	it	PRON
cana-2768	73	7	possible	possible	ADJ
cana-2768	73	8	to	to	PART
cana-2768	73	9	trace	trace	VERB
cana-2768	73	10	the	the	DET
cana-2768	73	11	history	history	NOUN
cana-2768	73	12	of	of	ADP
cana-2768	73	13	transactions	transaction	NOUN
cana-2768	73	14	,	,	PUNCT
cana-2768	73	15	which	which	PRON
cana-2768	73	16	can	can	AUX
cana-2768	73	17	be	be	AUX
cana-2768	73	18	especially	especially	ADV
cana-2768	73	19	helpful	helpful	ADJ
cana-2768	73	20	in	in	ADP
cana-2768	73	21	cases	case	NOUN
cana-2768	73	22	of	of	ADP
cana-2768	73	23	fraud[12	fraud[12	NOUN
cana-2768	73	24	]	]	X
cana-2768	73	25	.	.	PUNCT
cana-2768	74	1	communications	communication	NOUN
cana-2768	74	2	on	on	ADP
cana-2768	74	3	applied	apply	VERB
cana-2768	74	4	nonlinear	nonlinear	ADJ
cana-2768	74	5	analysis	analysis	NOUN
cana-2768	74	6	issn	issn	NOUN
cana-2768	74	7	:	:	PUNCT
cana-2768	74	8	1074	1074	NUM
cana-2768	74	9	-	-	PUNCT
cana-2768	74	10	133x	133x	NUM
cana-2768	74	11	vol	vol	NOUN
cana-2768	74	12	32	32	NUM
cana-2768	74	13	no	no	NOUN
cana-2768	74	14	.	.	PUNCT
cana-2768	75	1	4s	4s	NUM
cana-2768	75	2	(	(	PUNCT
cana-2768	75	3	2025	2025	NUM
cana-2768	75	4	)	)	PUNCT
cana-2768	75	5	221	221	NUM
cana-2768	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	75	7	blockchain	blockchain	NOUN
cana-2768	75	8	provides	provide	VERB
cana-2768	75	9	integrity	integrity	NOUN
cana-2768	75	10	and	and	CCONJ
cana-2768	75	11	privacy	privacy	NOUN
cana-2768	75	12	of	of	ADP
cana-2768	75	13	sensitive	sensitive	ADJ
cana-2768	75	14	medical	medical	ADJ
cana-2768	75	15	data	datum	NOUN
cana-2768	75	16	in	in	ADP
cana-2768	75	17	healthcare	healthcare	PROPN
cana-2768	75	18	.	.	PUNCT
cana-2768	76	1	falsified	falsified	ADJ
cana-2768	76	2	insurance	insurance	NOUN
cana-2768	76	3	claims	claim	NOUN
cana-2768	76	4	or	or	CCONJ
cana-2768	76	5	identity	identity	NOUN
cana-2768	76	6	theft	theft	NOUN
cana-2768	76	7	when	when	SCONJ
cana-2768	76	8	attempting	attempt	VERB
cana-2768	76	9	to	to	PART
cana-2768	76	10	access	access	VERB
cana-2768	76	11	medical	medical	ADJ
cana-2768	76	12	service	service	NOUN
cana-2768	76	13	is	be	AUX
cana-2768	76	14	also	also	ADV
cana-2768	76	15	a	a	DET
cana-2768	76	16	common	common	ADJ
cana-2768	76	17	sight	sight	NOUN
cana-2768	76	18	which	which	PRON
cana-2768	76	19	can	can	AUX
cana-2768	76	20	be	be	AUX
cana-2768	76	21	eradicated	eradicate	VERB
cana-2768	76	22	by	by	ADP
cana-2768	76	23	blockchain	blockchain	PROPN
cana-2768	76	24	similar	similar	ADJ
cana-2768	76	25	to	to	ADP
cana-2768	76	26	any	any	DET
cana-2768	76	27	other	other	ADJ
cana-2768	76	28	industry	industry	NOUN
cana-2768	76	29	.	.	PUNCT
cana-2768	77	1	the	the	DET
cana-2768	77	2	blockchain	blockchain	PROPN
cana-2768	77	3	also	also	ADV
cana-2768	77	4	creates	create	VERB
cana-2768	77	5	a	a	DET
cana-2768	77	6	secure	secure	ADJ
cana-2768	77	7	ledger	ledger	NOUN
cana-2768	77	8	of	of	ADP
cana-2768	77	9	patient	patient	ADJ
cana-2768	77	10	information	information	NOUN
cana-2768	77	11	that	that	PRON
cana-2768	77	12	is	be	AUX
cana-2768	77	13	virtually	virtually	ADV
cana-2768	77	14	impossible	impossible	ADJ
cana-2768	77	15	to	to	PART
cana-2768	77	16	alter	alter	VERB
cana-2768	77	17	or	or	CCONJ
cana-2768	77	18	falsify	falsify	VERB
cana-2768	77	19	by	by	ADP
cana-2768	77	20	malicious	malicious	ADJ
cana-2768	77	21	actors	actor	NOUN
cana-2768	77	22	.	.	PUNCT
cana-2768	78	1	leveraging	leverage	VERB
cana-2768	78	2	blockchain	blockchain	NOUN
cana-2768	78	3	not	not	PART
cana-2768	78	4	only	only	ADV
cana-2768	78	5	streamlines	streamline	NOUN
cana-2768	78	6	access	access	NOUN
cana-2768	78	7	for	for	ADP
cana-2768	78	8	the	the	DET
cana-2768	78	9	patient	patient	NOUN
cana-2768	78	10	,	,	PUNCT
cana-2768	78	11	it	it	PRON
cana-2768	78	12	also	also	ADV
cana-2768	78	13	can	can	AUX
cana-2768	78	14	provide	provide	VERB
cana-2768	78	15	verification	verification	NOUN
cana-2768	78	16	of	of	ADP
cana-2768	78	17	credentials	credential	NOUN
cana-2768	78	18	,	,	PUNCT
cana-2768	78	19	certifications	certification	NOUN
cana-2768	78	20	,	,	PUNCT
cana-2768	78	21	and	and	CCONJ
cana-2768	78	22	reduce	reduce	VERB
cana-2768	78	23	the	the	DET
cana-2768	78	24	likelihood	likelihood	NOUN
cana-2768	78	25	of	of	ADP
cana-2768	78	26	risk	risk	NOUN
cana-2768	78	27	from	from	ADP
cana-2768	78	28	unlicensed	unlicensed	ADJ
cana-2768	78	29	practitioners	practitioner	NOUN
cana-2768	78	30	.	.	PUNCT
cana-2768	79	1	the	the	DET
cana-2768	79	2	blockchain	blockchain	PROPN
cana-2768	79	3	also	also	ADV
cana-2768	79	4	contributes	contribute	VERB
cana-2768	79	5	significantly	significantly	ADV
cana-2768	79	6	to	to	PART
cana-2768	79	7	fraud	fraud	VERB
cana-2768	79	8	prevention	prevention	NOUN
cana-2768	79	9	in	in	ADP
cana-2768	79	10	the	the	DET
cana-2768	79	11	domain	domain	NOUN
cana-2768	79	12	of	of	ADP
cana-2768	79	13	cybersecurity[13	cybersecurity[13	NOUN
cana-2768	79	14	]	]	PUNCT
cana-2768	79	15	.	.	PUNCT
cana-2768	80	1	you	you	PRON
cana-2768	80	2	are	be	AUX
cana-2768	80	3	still	still	ADV
cana-2768	80	4	reading	read	VERB
cana-2768	80	5	this	this	PRON
cana-2768	80	6	?	?	PUNCT
cana-2768	81	1	will	will	AUX
cana-2768	81	2	it	it	PRON
cana-2768	81	3	be	be	AUX
cana-2768	81	4	your	your	PRON
cana-2768	81	5	dream	dream	NOUN
cana-2768	81	6	?	?	PUNCT
cana-2768	82	1	its	its	PRON
cana-2768	82	2	key	key	NOUN
cana-2768	82	3	to	to	ADP
cana-2768	82	4	decentralizing	decentralize	VERB
cana-2768	82	5	data	datum	NOUN
cana-2768	82	6	storage	storage	NOUN
cana-2768	82	7	,	,	PUNCT
cana-2768	82	8	significantly	significantly	ADV
cana-2768	82	9	reducing	reduce	VERB
cana-2768	82	10	the	the	DET
cana-2768	82	11	risk	risk	NOUN
cana-2768	82	12	of	of	ADP
cana-2768	82	13	a	a	DET
cana-2768	82	14	single	single	ADJ
cana-2768	82	15	point	point	NOUN
cana-2768	82	16	of	of	ADP
cana-2768	82	17	failure	failure	NOUN
cana-2768	82	18	and	and	CCONJ
cana-2768	82	19	making	make	VERB
cana-2768	82	20	it	it	PRON
cana-2768	82	21	more	more	ADV
cana-2768	82	22	resilient	resilient	ADJ
cana-2768	82	23	to	to	ADP
cana-2768	82	24	data	data	NOUN
cana-2768	82	25	breaches	breach	NOUN
cana-2768	82	26	and	and	CCONJ
cana-2768	82	27	cyberattacks	cyberattack	NOUN
cana-2768	82	28	.	.	PUNCT
cana-2768	83	1	blockchain	blockchain	PROPN
cana-2768	83	2	's	's	PART
cana-2768	83	3	secure	secure	ADJ
cana-2768	83	4	validation	validation	NOUN
cana-2768	83	5	mechanisms	mechanism	NOUN
cana-2768	83	6	can	can	AUX
cana-2768	83	7	also	also	ADV
cana-2768	83	8	reduce	reduce	VERB
cana-2768	83	9	fraudulent	fraudulent	ADJ
cana-2768	83	10	actions	action	NOUN
cana-2768	83	11	like	like	ADP
cana-2768	83	12	identity	identity	NOUN
cana-2768	83	13	theft	theft	NOUN
cana-2768	83	14	and	and	CCONJ
cana-2768	83	15	phishing	phishing	NOUN
cana-2768	83	16	.	.	PUNCT
cana-2768	84	1	the	the	DET
cana-2768	84	2	automation	automation	NOUN
cana-2768	84	3	of	of	ADP
cana-2768	84	4	fraud	fraud	NOUN
cana-2768	84	5	detection	detection	NOUN
cana-2768	84	6	through	through	ADP
cana-2768	84	7	blockchain	blockchain	PROPN
cana-2768	84	8	is	be	AUX
cana-2768	84	9	made	make	VERB
cana-2768	84	10	possible	possible	ADJ
cana-2768	84	11	by	by	ADP
cana-2768	84	12	smart	smart	ADJ
cana-2768	84	13	contracts	contract	NOUN
cana-2768	84	14	,	,	PUNCT
cana-2768	84	15	which	which	PRON
cana-2768	84	16	only	only	ADV
cana-2768	84	17	allows	allow	VERB
cana-2768	84	18	the	the	DET
cana-2768	84	19	execution	execution	NOUN
cana-2768	84	20	of	of	ADP
cana-2768	84	21	transactions	transaction	NOUN
cana-2768	84	22	once	once	ADV
cana-2768	84	23	specific	specific	ADJ
cana-2768	84	24	conditions	condition	NOUN
cana-2768	84	25	have	have	AUX
cana-2768	84	26	been	be	AUX
cana-2768	84	27	met	meet	VERB
cana-2768	84	28	.	.	PUNCT
cana-2768	85	1	fraud	fraud	NOUN
cana-2768	85	2	prevention	prevention	NOUN
cana-2768	85	3	with	with	ADP
cana-2768	85	4	machine	machine	NOUN
cana-2768	85	5	learning	learn	VERB
cana-2768	85	6	machine	machine	NOUN
cana-2768	85	7	learning	learning	NOUN
cana-2768	85	8	,	,	PUNCT
cana-2768	85	9	has	have	AUX
cana-2768	85	10	had	have	VERB
cana-2768	85	11	a	a	DET
cana-2768	85	12	huge	huge	ADJ
cana-2768	85	13	impact	impact	NOUN
cana-2768	85	14	on	on	ADP
cana-2768	85	15	spotting	spot	VERB
cana-2768	85	16	fraudulent	fraudulent	ADJ
cana-2768	85	17	activity	activity	NOUN
cana-2768	85	18	.	.	PUNCT
cana-2768	86	1	machine	machine	NOUN
cana-2768	86	2	learning	learning	NOUN
cana-2768	86	3	(	(	PUNCT
cana-2768	86	4	ml	ml	NOUN
cana-2768	86	5	)	)	PUNCT
cana-2768	86	6	is	be	AUX
cana-2768	86	7	a	a	DET
cana-2768	86	8	method	method	NOUN
cana-2768	86	9	of	of	ADP
cana-2768	86	10	data	datum	NOUN
cana-2768	86	11	analysis	analysis	NOUN
cana-2768	86	12	and	and	CCONJ
cana-2768	86	13	is	be	AUX
cana-2768	86	14	considered	consider	VERB
cana-2768	86	15	a	a	DET
cana-2768	86	16	subset	subset	NOUN
cana-2768	86	17	of	of	ADP
cana-2768	86	18	ai	ai	NOUN
cana-2768	86	19	that	that	PRON
cana-2768	86	20	uses	use	VERB
cana-2768	86	21	its	its	PRON
cana-2768	86	22	own	own	ADJ
cana-2768	86	23	data	datum	NOUN
cana-2768	86	24	and	and	CCONJ
cana-2768	86	25	learns	learn	VERB
cana-2768	86	26	how	how	SCONJ
cana-2768	86	27	to	to	PART
cana-2768	86	28	adapt	adapt	VERB
cana-2768	86	29	to	to	ADP
cana-2768	86	30	new	new	ADJ
cana-2768	86	31	patterns	pattern	NOUN
cana-2768	86	32	unlike	unlike	ADP
cana-2768	86	33	traditional	traditional	ADJ
cana-2768	86	34	rule	rule	NOUN
cana-2768	86	35	-	-	PUNCT
cana-2768	86	36	based	base	VERB
cana-2768	86	37	systems[14	systems[14	NOUN
cana-2768	86	38	]	]	X
cana-2768	86	39	.	.	PUNCT
cana-2768	87	1	such	such	ADJ
cana-2768	87	2	adaptability	adaptability	NOUN
cana-2768	87	3	is	be	AUX
cana-2768	87	4	vital	vital	ADJ
cana-2768	87	5	for	for	ADP
cana-2768	87	6	detecting	detect	VERB
cana-2768	87	7	sophisticated	sophisticated	ADJ
cana-2768	87	8	fraud	fraud	NOUN
cana-2768	87	9	schemes	scheme	NOUN
cana-2768	87	10	that	that	PRON
cana-2768	87	11	rapidly	rapidly	ADV
cana-2768	87	12	evolve	evolve	VERB
cana-2768	87	13	to	to	PART
cana-2768	87	14	avoid	avoid	VERB
cana-2768	87	15	traditional	traditional	ADJ
cana-2768	87	16	detection	detection	NOUN
cana-2768	87	17	approaches	approach	NOUN
cana-2768	87	18	.	.	PUNCT
cana-2768	88	1	ml	ml	PROPN
cana-2768	88	2	has	have	AUX
cana-2768	88	3	been	be	AUX
cana-2768	88	4	widely	widely	ADV
cana-2768	88	5	applied	apply	VERB
cana-2768	88	6	in	in	ADP
cana-2768	88	7	finance	finance	NOUN
cana-2768	88	8	in	in	ADP
cana-2768	88	9	transaction	transaction	NOUN
cana-2768	88	10	data	datum	NOUN
cana-2768	88	11	analysis	analysis	NOUN
cana-2768	88	12	and	and	CCONJ
cana-2768	88	13	detection	detection	NOUN
cana-2768	88	14	of	of	ADP
cana-2768	88	15	anomalies	anomaly	NOUN
cana-2768	88	16	that	that	PRON
cana-2768	88	17	may	may	AUX
cana-2768	88	18	encourage	encourage	VERB
cana-2768	88	19	fraud	fraud	NOUN
cana-2768	88	20	.	.	PUNCT
cana-2768	89	1	for	for	ADP
cana-2768	89	2	instance	instance	NOUN
cana-2768	89	3	,	,	PUNCT
cana-2768	89	4	ml	ml	ADP
cana-2768	89	5	algorithms	algorithm	NOUN
cana-2768	89	6	identify	identify	VERB
cana-2768	89	7	abnormal	abnormal	ADJ
cana-2768	89	8	spending	spending	NOUN
cana-2768	89	9	patterns	pattern	NOUN
cana-2768	89	10	or	or	CCONJ
cana-2768	89	11	suspicious	suspicious	ADJ
cana-2768	89	12	account	account	NOUN
cana-2768	89	13	access	access	NOUN
cana-2768	89	14	and	and	CCONJ
cana-2768	89	15	warn	warn	VERB
cana-2768	89	16	customers	customer	NOUN
cana-2768	89	17	in	in	ADP
cana-2768	89	18	actual	actual	ADJ
cana-2768	89	19	time	time	NOUN
cana-2768	89	20	to	to	PART
cana-2768	89	21	avoid	avoid	VERB
cana-2768	89	22	risks	risk	NOUN
cana-2768	89	23	.	.	PUNCT
cana-2768	90	1	ml	ml	PROPN
cana-2768	90	2	algorithms	algorithm	NOUN
cana-2768	90	3	have	have	AUX
cana-2768	90	4	also	also	ADV
cana-2768	90	5	been	be	AUX
cana-2768	90	6	implemented	implement	VERB
cana-2768	90	7	in	in	ADP
cana-2768	90	8	the	the	DET
cana-2768	90	9	healthcare	healthcare	NOUN
cana-2768	90	10	domain	domain	NOUN
cana-2768	90	11	to	to	PART
cana-2768	90	12	investigate	investigate	VERB
cana-2768	90	13	billing	billing	NOUN
cana-2768	90	14	patterns	pattern	NOUN
cana-2768	90	15	and	and	CCONJ
cana-2768	90	16	address	address	VERB
cana-2768	90	17	errors	error	NOUN
cana-2768	90	18	that	that	PRON
cana-2768	90	19	could	could	AUX
cana-2768	90	20	indicate	indicate	VERB
cana-2768	90	21	fraudulent	fraudulent	ADJ
cana-2768	90	22	claims	claim	NOUN
cana-2768	90	23	.	.	PUNCT
cana-2768	91	1	ml	ml	NOUN
cana-2768	91	2	models	model	NOUN
cana-2768	91	3	can	can	AUX
cana-2768	91	4	detect	detect	VERB
cana-2768	91	5	features	feature	NOUN
cana-2768	91	6	that	that	PRON
cana-2768	91	7	are	be	AUX
cana-2768	91	8	too	too	ADV
cana-2768	91	9	subtle	subtle	ADJ
cana-2768	91	10	for	for	ADP
cana-2768	91	11	human	human	ADJ
cana-2768	91	12	analysts	analyst	NOUN
cana-2768	91	13	by	by	ADP
cana-2768	91	14	sifting	sift	VERB
cana-2768	91	15	through	through	ADP
cana-2768	91	16	entire	entire	ADJ
cana-2768	91	17	large	large	ADJ
cana-2768	91	18	data	data	NOUN
cana-2768	91	19	sets	set	NOUN
cana-2768	91	20	.	.	PUNCT
cana-2768	92	1	additionally	additionally	ADV
cana-2768	92	2	,	,	PUNCT
cana-2768	92	3	ml	ml	PROPN
cana-2768	92	4	has	have	AUX
cana-2768	92	5	played	play	VERB
cana-2768	92	6	a	a	DET
cana-2768	92	7	crucial	crucial	ADJ
cana-2768	92	8	role	role	NOUN
cana-2768	92	9	in	in	ADP
cana-2768	92	10	addressing	address	VERB
cana-2768	92	11	identity	identity	NOUN
cana-2768	92	12	theft	theft	NOUN
cana-2768	92	13	by	by	ADP
cana-2768	92	14	scrutinizing	scrutinize	VERB
cana-2768	92	15	authentication	authentication	NOUN
cana-2768	92	16	data	datum	NOUN
cana-2768	92	17	and	and	CCONJ
cana-2768	92	18	identifying	identify	VERB
cana-2768	92	19	abnormal	abnormal	ADJ
cana-2768	92	20	access	access	NOUN
cana-2768	92	21	attempts	attempt	NOUN
cana-2768	92	22	.	.	PUNCT
cana-2768	93	1	this	this	DET
cana-2768	93	2	feature	feature	NOUN
cana-2768	93	3	helps	help	VERB
cana-2768	93	4	to	to	PART
cana-2768	93	5	mitigate	mitigate	VERB
cana-2768	93	6	fraud	fraud	NOUN
cana-2768	93	7	and	and	CCONJ
cana-2768	93	8	increases	increase	VERB
cana-2768	93	9	the	the	DET
cana-2768	93	10	security	security	NOUN
cana-2768	93	11	of	of	ADP
cana-2768	93	12	healthcare	healthcare	PROPN
cana-2768	93	13	systems[15	systems[15	PROPN
cana-2768	93	14	]	]	PUNCT
cana-2768	93	15	.	.	PUNCT
cana-2768	94	1	the	the	DET
cana-2768	94	2	application	application	NOUN
cana-2768	94	3	of	of	ADP
cana-2768	94	4	ml	ml	PRON
cana-2768	94	5	also	also	ADV
cana-2768	94	6	has	have	AUX
cana-2768	94	7	blessed	bless	VERB
cana-2768	94	8	cybersecurity	cybersecurity	NOUN
cana-2768	94	9	.	.	PUNCT
cana-2768	95	1	with	with	ADP
cana-2768	95	2	the	the	DET
cana-2768	95	3	growing	grow	VERB
cana-2768	95	4	number	number	NOUN
cana-2768	95	5	and	and	CCONJ
cana-2768	95	6	complexity	complexity	NOUN
cana-2768	95	7	of	of	ADP
cana-2768	95	8	cyber	cyber	PROPN
cana-2768	95	9	threats	threat	NOUN
cana-2768	95	10	,	,	PUNCT
cana-2768	95	11	traditional	traditional	ADJ
cana-2768	95	12	fraud	fraud	NOUN
cana-2768	95	13	detection	detection	NOUN
cana-2768	95	14	methods	method	NOUN
cana-2768	95	15	are	be	AUX
cana-2768	95	16	insufficient	insufficient	ADJ
cana-2768	95	17	.	.	PUNCT
cana-2768	96	1	machine	machine	NOUN
cana-2768	96	2	learning	learn	VERB
cana-2768	96	3	algorithms	algorithm	NOUN
cana-2768	96	4	can	can	AUX
cana-2768	96	5	examine	examine	VERB
cana-2768	96	6	user	user	NOUN
cana-2768	96	7	behaviors	behavior	NOUN
cana-2768	96	8	,	,	PUNCT
cana-2768	96	9	network	network	NOUN
cana-2768	96	10	traffic	traffic	NOUN
cana-2768	96	11	,	,	PUNCT
cana-2768	96	12	and	and	CCONJ
cana-2768	96	13	system	system	NOUN
cana-2768	96	14	logs	log	VERB
cana-2768	96	15	to	to	PART
cana-2768	96	16	detect	detect	VERB
cana-2768	96	17	the	the	DET
cana-2768	96	18	abnormalities	abnormality	NOUN
cana-2768	96	19	that	that	PRON
cana-2768	96	20	suggest	suggest	VERB
cana-2768	96	21	cyber	cyber	PROPN
cana-2768	96	22	fraud	fraud	NOUN
cana-2768	96	23	.	.	PUNCT
cana-2768	97	1	moreover	moreover	ADV
cana-2768	97	2	,	,	PUNCT
cana-2768	97	3	machine	machine	NOUN
cana-2768	97	4	learning	learning	NOUN
cana-2768	97	5	also	also	ADV
cana-2768	97	6	assists	assist	VERB
cana-2768	97	7	in	in	ADP
cana-2768	97	8	recognizing	recognize	VERB
cana-2768	97	9	possible	possible	ADJ
cana-2768	97	10	weaknesses	weakness	NOUN
cana-2768	97	11	and	and	CCONJ
cana-2768	97	12	taking	take	VERB
cana-2768	97	13	measures	measure	NOUN
cana-2768	97	14	to	to	PART
cana-2768	97	15	prevent	prevent	VERB
cana-2768	97	16	that	that	SCONJ
cana-2768	97	17	,	,	PUNCT
cana-2768	97	18	resulting	result	VERB
cana-2768	97	19	to	to	ADP
cana-2768	97	20	minimized	minimized	ADJ
cana-2768	97	21	instances	instance	NOUN
cana-2768	97	22	of	of	ADP
cana-2768	97	23	successful	successful	ADJ
cana-2768	97	24	assaults	assault	NOUN
cana-2768	97	25	.	.	PUNCT
cana-2768	98	1	this	this	DET
cana-2768	98	2	predictive	predictive	ADJ
cana-2768	98	3	ability	ability	NOUN
cana-2768	98	4	is	be	AUX
cana-2768	98	5	one	one	NUM
cana-2768	98	6	of	of	ADP
cana-2768	98	7	the	the	DET
cana-2768	98	8	main	main	ADJ
cana-2768	98	9	reasons	reason	NOUN
cana-2768	98	10	why	why	SCONJ
cana-2768	98	11	ml	ml	AUX
cana-2768	98	12	in	in	ADP
cana-2768	98	13	cybersecurity	cybersecurity	NOUN
cana-2768	98	14	is	be	AUX
cana-2768	98	15	so	so	ADV
cana-2768	98	16	fundamental	fundamental	ADJ
cana-2768	98	17	to	to	ADP
cana-2768	98	18	combating	combat	VERB
cana-2768	98	19	fraud	fraud	NOUN
cana-2768	98	20	.	.	PUNCT
cana-2768	99	1	source	source	NOUN
cana-2768	99	2	objective	objective	ADJ
cana-2768	99	3	methodology	methodology	NOUN
cana-2768	99	4	results	result	VERB
cana-2768	99	5	research	research	NOUN
cana-2768	99	6	gap	gap	NOUN
cana-2768	99	7	[	[	X
cana-2768	99	8	15	15	NUM
cana-2768	99	9	]	]	SYM
cana-2768	99	10	•	•	NOUN
cana-2768	99	11	real	real	ADJ
cana-2768	99	12	-	-	PUNCT
cana-2768	99	13	time	time	NOUN
cana-2768	99	14	fraud	fraud	NOUN
cana-2768	99	15	detection	detection	NOUN
cana-2768	99	16	and	and	CCONJ
cana-2768	99	17	prevention	prevention	NOUN
cana-2768	99	18	using	use	VERB
cana-2768	99	19	ml	ml	NOUN
cana-2768	99	20	and	and	CCONJ
cana-2768	99	21	blockchain	blockchain	PROPN
cana-2768	99	22	.	.	PROPN
cana-2768	100	1	•	•	NOUN
cana-2768	100	2	enhancing	enhance	VERB
cana-2768	100	3	security	security	NOUN
cana-2768	100	4	and	and	CCONJ
cana-2768	100	5	reliability	reliability	NOUN
cana-2768	100	6	of	of	ADP
cana-2768	100	7	financial	financial	ADJ
cana-2768	100	8	transactions	transaction	NOUN
cana-2768	100	9	.	.	PUNCT
cana-2768	101	1	•	•	NUM
cana-2768	101	2	supervised	supervised	ADJ
cana-2768	101	3	learning	learning	NOUN
cana-2768	101	4	:	:	PUNCT
cana-2768	101	5	logistic	logistic	ADJ
cana-2768	101	6	regression	regression	NOUN
cana-2768	101	7	,	,	PUNCT
cana-2768	101	8	decision	decision	NOUN
cana-2768	101	9	trees	tree	NOUN
cana-2768	101	10	,	,	PUNCT
cana-2768	101	11	neural	neural	ADJ
cana-2768	101	12	networks	network	NOUN
cana-2768	101	13	•	•	ADP
cana-2768	101	14	unsupervised	unsupervised	ADJ
cana-2768	101	15	learning	learning	NOUN
cana-2768	101	16	:	:	PUNCT
cana-2768	102	1	clustering	cluster	VERB
cana-2768	102	2	,	,	PUNCT
cana-2768	102	3	anomaly	anomaly	NOUN
cana-2768	102	4	detection	detection	NOUN
cana-2768	102	5	•	•	ADP
cana-2768	102	6	enhanced	enhance	VERB
cana-2768	102	7	real	real	ADJ
cana-2768	102	8	-	-	PUNCT
cana-2768	102	9	time	time	NOUN
cana-2768	102	10	fraud	fraud	NOUN
cana-2768	102	11	detection	detection	NOUN
cana-2768	102	12	and	and	CCONJ
cana-2768	102	13	prevention	prevention	NOUN
cana-2768	102	14	.	.	PUNCT
cana-2768	103	1	•	•	NUM
cana-2768	103	2	strengthened	strengthen	VERB
cana-2768	103	3	financial	financial	ADJ
cana-2768	103	4	ecosystem	ecosystem	NOUN
cana-2768	103	5	against	against	ADP
cana-2768	103	6	fraudulent	fraudulent	ADJ
cana-2768	103	7	threats	threat	NOUN
cana-2768	103	8	.	.	PUNCT
cana-2768	104	1	•	•	NUM
cana-2768	104	2	traditional	traditional	ADJ
cana-2768	104	3	fraud	fraud	NOUN
cana-2768	104	4	detection	detection	NOUN
cana-2768	104	5	systems	system	NOUN
cana-2768	104	6	have	have	VERB
cana-2768	104	7	single	single	ADJ
cana-2768	104	8	points	point	NOUN
cana-2768	104	9	of	of	ADP
cana-2768	104	10	failure	failure	NOUN
cana-2768	104	11	.	.	PUNCT
cana-2768	105	1	•	•	NUM
cana-2768	105	2	risk	risk	NOUN
cana-2768	105	3	of	of	ADP
cana-2768	105	4	data	datum	NOUN
cana-2768	105	5	tampering	tamper	VERB
cana-2768	105	6	in	in	ADP
cana-2768	105	7	conventional	conventional	ADJ
cana-2768	105	8	systems	system	NOUN
cana-2768	105	9	.	.	PUNCT
cana-2768	106	1	[	[	X
cana-2768	106	2	16	16	NUM
cana-2768	106	3	]	]	SYM
cana-2768	106	4	•	•	X
cana-2768	106	5	investigate	investigate	VERB
cana-2768	106	6	blockchain	blockchain	PROPN
cana-2768	106	7	's	's	PART
cana-2768	106	8	potential	potential	NOUN
cana-2768	106	9	in	in	ADP
cana-2768	106	10	healthcare	healthcare	PROPN
cana-2768	106	11	cybersecurity	cybersecurity	NOUN
cana-2768	106	12	enhancement	enhancement	NOUN
cana-2768	106	13	.	.	PUNCT
cana-2768	107	1	•	•	NUM
cana-2768	107	2	explore	explore	VERB
cana-2768	107	3	real	real	ADJ
cana-2768	107	4	-	-	PUNCT
cana-2768	107	5	world	world	NOUN
cana-2768	107	6	blockchain	blockchain	NOUN
cana-2768	107	7	deployments	deployment	NOUN
cana-2768	107	8	in	in	ADP
cana-2768	107	9	healthcare	healthcare	NOUN
cana-2768	107	10	systems	system	NOUN
cana-2768	107	11	.	.	PUNCT
cana-2768	108	1	•	•	PROPN
cana-2768	108	2	investigates	investigate	VERB
cana-2768	108	3	blockchain	blockchain	PROPN
cana-2768	108	4	for	for	ADP
cana-2768	108	5	healthcare	healthcare	NOUN
cana-2768	108	6	cybersecurity	cybersecurity	NOUN
cana-2768	108	7	applications	application	NOUN
cana-2768	108	8	.	.	PUNCT
cana-2768	109	1	•	•	NUM
cana-2768	109	2	analyzes	analyze	VERB
cana-2768	109	3	realworld	realworld	PROPN
cana-2768	109	4	blockchain	blockchain	PROPN
cana-2768	109	5	deployments	deployment	NOUN
cana-2768	109	6	in	in	ADP
cana-2768	109	7	healthcare	healthcare	NOUN
cana-2768	109	8	systems	system	NOUN
cana-2768	109	9	.	.	PUNCT
cana-2768	110	1	•	•	NUM
cana-2768	110	2	blockchain	blockchain	PROPN
cana-2768	110	3	enhances	enhance	VERB
cana-2768	110	4	cybersecurity	cybersecurity	NOUN
cana-2768	110	5	in	in	ADP
cana-2768	110	6	healthcare	healthcare	NOUN
cana-2768	110	7	systems	system	NOUN
cana-2768	110	8	.	.	PUNCT
cana-2768	111	1	•	•	INTJ
cana-2768	111	2	it	it	PRON
cana-2768	111	3	provides	provide	VERB
cana-2768	111	4	tamperproof	tamperproof	ADJ
cana-2768	111	5	data	datum	NOUN
cana-2768	111	6	storage	storage	NOUN
cana-2768	111	7	and	and	CCONJ
cana-2768	111	8	access	access	NOUN
cana-2768	111	9	control	control	NOUN
cana-2768	111	10	.	.	PUNCT
cana-2768	112	1	•	•	NUM
cana-2768	112	2	cybersecurity	cybersecurity	NOUN
cana-2768	112	3	and	and	CCONJ
cana-2768	112	4	data	datum	NOUN
cana-2768	112	5	protection	protection	NOUN
cana-2768	112	6	problems	problem	NOUN
cana-2768	112	7	in	in	ADP
cana-2768	112	8	healthcare	healthcare	NOUN
cana-2768	112	9	systems	system	NOUN
cana-2768	112	10	.	.	PUNCT
cana-2768	113	1	•	•	NUM
cana-2768	113	2	ethical	ethical	ADJ
cana-2768	113	3	and	and	CCONJ
cana-2768	113	4	regulatory	regulatory	ADJ
cana-2768	113	5	concerns	concern	NOUN
cana-2768	113	6	in	in	ADP
cana-2768	113	7	blockchain	blockchain	PROPN
cana-2768	113	8	deployment	deployment	PROPN
cana-2768	113	9	.	.	PUNCT
cana-2768	114	1	communications	communication	NOUN
cana-2768	114	2	on	on	ADP
cana-2768	114	3	applied	apply	VERB
cana-2768	114	4	nonlinear	nonlinear	ADJ
cana-2768	114	5	analysis	analysis	NOUN
cana-2768	114	6	issn	issn	NOUN
cana-2768	114	7	:	:	PUNCT
cana-2768	114	8	1074	1074	NUM
cana-2768	114	9	-	-	PUNCT
cana-2768	114	10	133x	133x	NUM
cana-2768	114	11	vol	vol	NOUN
cana-2768	114	12	32	32	NUM
cana-2768	114	13	no	no	NOUN
cana-2768	114	14	.	.	PUNCT
cana-2768	115	1	4s	4s	NUM
cana-2768	115	2	(	(	PUNCT
cana-2768	115	3	2025	2025	NUM
cana-2768	115	4	)	)	PUNCT
cana-2768	115	5	222	222	NUM
cana-2768	115	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	116	1	[	[	X
cana-2768	116	2	17	17	NUM
cana-2768	116	3	]	]	SYM
cana-2768	116	4	•	•	NUM
cana-2768	116	5	review	review	VERB
cana-2768	116	6	advanced	advanced	ADJ
cana-2768	116	7	technologies	technology	NOUN
cana-2768	116	8	in	in	ADP
cana-2768	116	9	credit	credit	NOUN
cana-2768	116	10	card	card	NOUN
cana-2768	116	11	fraud	fraud	NOUN
cana-2768	116	12	detection	detection	NOUN
cana-2768	116	13	.	.	PUNCT
cana-2768	117	1	•	•	NUM
cana-2768	117	2	analyze	analyze	NOUN
cana-2768	117	3	impact	impact	NOUN
cana-2768	117	4	of	of	ADP
cana-2768	117	5	machine	machine	NOUN
cana-2768	117	6	learning	learning	NOUN
cana-2768	117	7	,	,	PUNCT
cana-2768	117	8	blockchain	blockchain	PROPN
cana-2768	117	9	,	,	PUNCT
cana-2768	117	10	and	and	CCONJ
cana-2768	117	11	federated	federated	ADJ
cana-2768	117	12	learning	learning	NOUN
cana-2768	117	13	.	.	PUNCT
cana-2768	118	1	•	•	NUM
cana-2768	118	2	machine	machine	NOUN
cana-2768	118	3	learning	learning	NOUN
cana-2768	118	4	models	model	NOUN
cana-2768	118	5	:	:	PUNCT
cana-2768	118	6	decision	decision	NOUN
cana-2768	118	7	trees	tree	NOUN
cana-2768	118	8	,	,	PUNCT
cana-2768	118	9	support	support	NOUN
cana-2768	118	10	vector	vector	NOUN
cana-2768	118	11	machines	machine	NOUN
cana-2768	118	12	,	,	PUNCT
cana-2768	118	13	neural	neural	ADJ
cana-2768	118	14	networks	network	NOUN
cana-2768	118	15	.	.	PUNCT
cana-2768	119	1	•	•	NUM
cana-2768	119	2	blockchain	blockchain	PROPN
cana-2768	119	3	technology	technology	PROPN
cana-2768	119	4	and	and	CCONJ
cana-2768	119	5	federated	federated	ADJ
cana-2768	119	6	learning	learning	NOUN
cana-2768	119	7	for	for	ADP
cana-2768	119	8	secure	secure	ADJ
cana-2768	119	9	fraud	fraud	NOUN
cana-2768	119	10	detection	detection	NOUN
cana-2768	119	11	.	.	PUNCT
cana-2768	120	1	•	•	NUM
cana-2768	120	2	machine	machine	NOUN
cana-2768	120	3	learning	learning	NOUN
cana-2768	120	4	improves	improve	VERB
cana-2768	120	5	fraud	fraud	NOUN
cana-2768	120	6	detection	detection	NOUN
cana-2768	120	7	accuracy	accuracy	NOUN
cana-2768	120	8	and	and	CCONJ
cana-2768	120	9	reduces	reduce	VERB
cana-2768	120	10	false	false	ADJ
cana-2768	120	11	positives	positive	NOUN
cana-2768	120	12	.	.	PUNCT
cana-2768	121	1	•	•	NUM
cana-2768	121	2	blockchain	blockchain	PROPN
cana-2768	121	3	ensures	ensure	VERB
cana-2768	121	4	secure	secure	ADJ
cana-2768	121	5	,	,	PUNCT
cana-2768	121	6	transparent	transparent	ADJ
cana-2768	121	7	transaction	transaction	NOUN
cana-2768	121	8	records	record	NOUN
cana-2768	121	9	for	for	ADP
cana-2768	121	10	fraud	fraud	NOUN
cana-2768	121	11	detection	detection	NOUN
cana-2768	121	12	.	.	PUNCT
cana-2768	122	1	•	•	NUM
cana-2768	122	2	traditional	traditional	ADJ
cana-2768	122	3	rulebased	rulebase	VERB
cana-2768	122	4	systems	system	NOUN
cana-2768	122	5	ineffective	ineffective	ADJ
cana-2768	122	6	against	against	ADP
cana-2768	122	7	new	new	ADJ
cana-2768	122	8	fraudulent	fraudulent	ADJ
cana-2768	122	9	tactics	tactic	NOUN
cana-2768	122	10	.	.	PUNCT
cana-2768	123	1	•	•	NUM
cana-2768	123	2	proposed	propose	VERB
cana-2768	123	3	machine	machine	NOUN
cana-2768	123	4	learning	learn	VERB
cana-2768	123	5	approach	approach	NOUN
cana-2768	123	6	outperforms	outperform	VERB
cana-2768	123	7	existing	exist	VERB
cana-2768	123	8	systems	system	NOUN
cana-2768	123	9	in	in	ADP
cana-2768	123	10	accuracy	accuracy	NOUN
cana-2768	123	11	.	.	PUNCT
cana-2768	124	1	[	[	X
cana-2768	124	2	18	18	NUM
cana-2768	124	3	]	]	SYM
cana-2768	124	4	•	•	NUM
cana-2768	124	5	propose	propose	VERB
cana-2768	124	6	a	a	DET
cana-2768	124	7	machine	machine	NOUN
cana-2768	124	8	learning	learn	VERB
cana-2768	124	9	approach	approach	NOUN
cana-2768	124	10	for	for	ADP
cana-2768	124	11	fraud	fraud	NOUN
cana-2768	124	12	detection	detection	NOUN
cana-2768	124	13	.	.	PUNCT
cana-2768	125	1	•	•	NOUN
cana-2768	125	2	improve	improve	VERB
cana-2768	125	3	accuracy	accuracy	NOUN
cana-2768	125	4	and	and	CCONJ
cana-2768	125	5	adaptability	adaptability	NOUN
cana-2768	125	6	in	in	ADP
cana-2768	125	7	blockchain	blockchain	PROPN
cana-2768	125	8	transactions	transaction	NOUN
cana-2768	125	9	.	.	PUNCT
cana-2768	126	1	•	•	NUM
cana-2768	126	2	random	random	ADJ
cana-2768	126	3	forests	forest	NOUN
cana-2768	126	4	,	,	PUNCT
cana-2768	126	5	svm	svm	ADJ
cana-2768	126	6	,	,	PUNCT
cana-2768	126	7	isolation	isolation	NOUN
cana-2768	126	8	forest	forest	NOUN
cana-2768	126	9	•	•	NUM
cana-2768	126	10	feature	feature	NOUN
cana-2768	126	11	engineering	engineering	NOUN
cana-2768	126	12	,	,	PUNCT
cana-2768	126	13	meticulous	meticulous	ADJ
cana-2768	126	14	data	datum	NOUN
cana-2768	126	15	collection	collection	NOUN
cana-2768	126	16	,	,	PUNCT
cana-2768	126	17	model	model	NOUN
cana-2768	126	18	training	training	NOUN
cana-2768	126	19	•	•	NOUN
cana-2768	126	20	accuracy	accuracy	NOUN
cana-2768	126	21	:	:	PUNCT
cana-2768	126	22	0.98	0.98	NUM
cana-2768	126	23	,	,	PUNCT
cana-2768	126	24	precision	precision	NOUN
cana-2768	126	25	:	:	PUNCT
cana-2768	126	26	0.94	0.94	NUM
cana-2768	126	27	,	,	PUNCT
cana-2768	126	28	recall	recall	NOUN
cana-2768	126	29	:	:	PUNCT
cana-2768	127	1	0.93	0.93	NUM
cana-2768	127	2	.	.	NOUN
cana-2768	127	3	•	•	NUM
cana-2768	127	4	average	average	ADJ
cana-2768	127	5	processing	processing	NOUN
cana-2768	127	6	time	time	NOUN
cana-2768	127	7	:	:	PUNCT
cana-2768	127	8	70	70	NUM
cana-2768	127	9	milliseconds	millisecond	NOUN
cana-2768	127	10	,	,	PUNCT
cana-2768	127	11	false	false	ADJ
cana-2768	127	12	positive	positive	ADJ
cana-2768	127	13	rate	rate	NOUN
cana-2768	127	14	:	:	PUNCT
cana-2768	127	15	0.06	0.06	NUM
cana-2768	127	16	.	.	PUNCT
cana-2768	128	1	•	•	NOUN
cana-2768	128	2	storing	store	VERB
cana-2768	128	3	patient	patient	ADJ
cana-2768	128	4	data	datum	NOUN
cana-2768	128	5	and	and	CCONJ
cana-2768	128	6	privacy	privacy	NOUN
cana-2768	128	7	issues	issue	NOUN
cana-2768	128	8	.	.	PUNCT
cana-2768	129	1	•	•	NOUN
cana-2768	129	2	security	security	NOUN
cana-2768	129	3	threats	threat	NOUN
cana-2768	129	4	targeting	target	VERB
cana-2768	129	5	blockchain	blockchain	PROPN
cana-2768	129	6	network	network	NOUN
cana-2768	129	7	components	component	NOUN
cana-2768	129	8	.	.	PUNCT
cana-2768	130	1	[	[	X
cana-2768	130	2	19	19	NUM
cana-2768	130	3	]	]	SYM
cana-2768	130	4	•	•	NUM
cana-2768	130	5	integrate	integrate	VERB
cana-2768	130	6	ai	ai	VERB
cana-2768	130	7	and	and	CCONJ
cana-2768	130	8	blockchain	blockchain	PROPN
cana-2768	130	9	for	for	ADP
cana-2768	130	10	fraud	fraud	NOUN
cana-2768	130	11	detection	detection	NOUN
cana-2768	130	12	enhancement	enhancement	NOUN
cana-2768	130	13	.	.	PUNCT
cana-2768	131	1	•	•	NUM
cana-2768	131	2	propose	propose	VERB
cana-2768	131	3	a	a	DET
cana-2768	131	4	framework	framework	NOUN
cana-2768	131	5	for	for	ADP
cana-2768	131	6	identifying	identify	VERB
cana-2768	131	7	and	and	CCONJ
cana-2768	131	8	preventing	prevent	VERB
cana-2768	131	9	fraud	fraud	NOUN
cana-2768	131	10	.	.	PUNCT
cana-2768	132	1	•	•	NUM
cana-2768	132	2	integration	integration	NOUN
cana-2768	132	3	of	of	ADP
cana-2768	132	4	ai	ai	VERB
cana-2768	132	5	for	for	ADP
cana-2768	132	6	predictive	predictive	ADJ
cana-2768	132	7	capabilities	capability	NOUN
cana-2768	132	8	.	.	PUNCT
cana-2768	133	1	•	•	NUM
cana-2768	133	2	utilization	utilization	NOUN
cana-2768	133	3	of	of	ADP
cana-2768	133	4	blockchain	blockchain	PROPN
cana-2768	133	5	for	for	ADP
cana-2768	133	6	data	datum	NOUN
cana-2768	133	7	immutability	immutability	NOUN
cana-2768	133	8	.	.	PUNCT
cana-2768	134	1	•	•	NUM
cana-2768	134	2	ai	ai	VERB
cana-2768	134	3	and	and	CCONJ
cana-2768	134	4	blockchain	blockchain	PROPN
cana-2768	134	5	reduce	reduce	VERB
cana-2768	134	6	fraudulent	fraudulent	ADJ
cana-2768	134	7	activities	activity	NOUN
cana-2768	134	8	significantly	significantly	ADV
cana-2768	134	9	.	.	PUNCT
cana-2768	135	1	•	•	NUM
cana-2768	135	2	enhanced	enhance	VERB
cana-2768	135	3	data	datum	NOUN
cana-2768	135	4	security	security	NOUN
cana-2768	135	5	and	and	CCONJ
cana-2768	135	6	increased	increase	VERB
cana-2768	135	7	stakeholder	stakeholder	NOUN
cana-2768	135	8	trust	trust	PROPN
cana-2768	135	9	.	.	PUNCT
cana-2768	136	1	•	•	NUM
cana-2768	136	2	conventional	conventional	ADJ
cana-2768	136	3	detection	detection	NOUN
cana-2768	136	4	methods	method	NOUN
cana-2768	136	5	are	be	AUX
cana-2768	136	6	ineffective	ineffective	ADJ
cana-2768	136	7	against	against	ADP
cana-2768	136	8	sophisticated	sophisticated	ADJ
cana-2768	136	9	fraud	fraud	NOUN
cana-2768	136	10	.	.	PUNCT
cana-2768	137	1	•	•	NUM
cana-2768	137	2	fraud	fraud	NOUN
cana-2768	137	3	detection	detection	NOUN
cana-2768	137	4	requires	require	VERB
cana-2768	137	5	secure	secure	ADJ
cana-2768	137	6	,	,	PUNCT
cana-2768	137	7	tamper	tamper	ADJ
cana-2768	137	8	-	-	ADJ
cana-2768	137	9	proof	proof	ADJ
cana-2768	137	10	transaction	transaction	NOUN
cana-2768	137	11	databases	database	NOUN
cana-2768	137	12	.	.	PUNCT
cana-2768	138	1	[	[	X
cana-2768	138	2	20	20	NUM
cana-2768	138	3	]	]	SYM
cana-2768	138	4	•	•	NUM
cana-2768	138	5	detect	detect	VERB
cana-2768	138	6	fraudulent	fraudulent	ADJ
cana-2768	138	7	transactions	transaction	NOUN
cana-2768	138	8	and	and	CCONJ
cana-2768	138	9	attacks	attack	NOUN
cana-2768	138	10	in	in	ADP
cana-2768	138	11	blockchain	blockchain	PROPN
cana-2768	138	12	network	network	PROPN
cana-2768	138	13	.	.	PUNCT
cana-2768	139	1	•	•	NUM
cana-2768	139	2	utilize	utilize	VERB
cana-2768	139	3	machine	machine	NOUN
cana-2768	139	4	learning	learning	NOUN
cana-2768	139	5	for	for	ADP
cana-2768	139	6	fraud	fraud	NOUN
cana-2768	139	7	detection	detection	NOUN
cana-2768	139	8	in	in	ADP
cana-2768	139	9	healthcare	healthcare	PROPN
cana-2768	139	10	blockchain	blockchain	PROPN
cana-2768	139	11	networks	networks	PROPN
cana-2768	139	12	.	.	PUNCT
cana-2768	140	1	•	•	NUM
cana-2768	140	2	machine	machine	NOUN
cana-2768	140	3	learning	learn	VERB
cana-2768	140	4	algorithms	algorithm	NOUN
cana-2768	140	5	:	:	PUNCT
cana-2768	140	6	logistic	logistic	ADJ
cana-2768	140	7	regression	regression	NOUN
cana-2768	140	8	,	,	PUNCT
cana-2768	140	9	decision	decision	NOUN
cana-2768	140	10	tree	tree	NOUN
cana-2768	140	11	,	,	PUNCT
cana-2768	140	12	knn	knn	PROPN
cana-2768	140	13	,	,	PUNCT
cana-2768	140	14	naive	naive	ADJ
cana-2768	140	15	bayes	bayes	NOUN
cana-2768	140	16	,	,	PUNCT
cana-2768	140	17	svm	svm	ADJ
cana-2768	140	18	,	,	PUNCT
cana-2768	140	19	random	random	ADJ
cana-2768	140	20	forest	forest	NOUN
cana-2768	140	21	•	•	NUM
cana-2768	140	22	two	two	NUM
cana-2768	140	23	stages	stage	NOUN
cana-2768	140	24	:	:	PUNCT
cana-2768	140	25	ml	ml	X
cana-2768	140	26	for	for	ADP
cana-2768	140	27	checking	check	VERB
cana-2768	140	28	medical	medical	ADJ
cana-2768	140	29	data	datum	NOUN
cana-2768	140	30	and	and	CCONJ
cana-2768	140	31	transactions	transaction	NOUN
cana-2768	140	32	in	in	ADP
cana-2768	140	33	blockchain	blockchain	PROPN
cana-2768	140	34	•	•	ADP
cana-2768	140	35	random	random	ADJ
cana-2768	140	36	forest	forest	NOUN
cana-2768	140	37	algorithm	algorithm	NOUN
cana-2768	140	38	outperformed	outperform	VERB
cana-2768	140	39	others	other	NOUN
cana-2768	140	40	in	in	ADP
cana-2768	140	41	accuracy	accuracy	NOUN
cana-2768	140	42	and	and	CCONJ
cana-2768	140	43	scalability	scalability	NOUN
cana-2768	140	44	.	.	PUNCT
cana-2768	141	1	•	•	NUM
cana-2768	141	2	proposed	propose	VERB
cana-2768	141	3	system	system	NOUN
cana-2768	141	4	proved	prove	VERB
cana-2768	141	5	robust	robust	ADJ
cana-2768	141	6	against	against	ADP
cana-2768	141	7	various	various	ADJ
cana-2768	141	8	blockchain	blockchain	NOUN
cana-2768	141	9	-	-	PUNCT
cana-2768	141	10	based	base	VERB
cana-2768	141	11	healthcare	healthcare	NOUN
cana-2768	141	12	application	application	NOUN
cana-2768	141	13	attacks	attack	NOUN
cana-2768	141	14	.	.	PUNCT
cana-2768	142	1	•	•	NUM
cana-2768	142	2	technical	technical	ADJ
cana-2768	142	3	approaches	approach	NOUN
cana-2768	142	4	and	and	CCONJ
cana-2768	142	5	challenges	challenge	NOUN
cana-2768	142	6	in	in	ADP
cana-2768	142	7	decentralized	decentralized	ADJ
cana-2768	142	8	systems	system	NOUN
cana-2768	142	9	.	.	PUNCT
cana-2768	143	1	•	•	NUM
cana-2768	143	2	ethical	ethical	ADJ
cana-2768	143	3	considerations	consideration	NOUN
cana-2768	143	4	in	in	ADP
cana-2768	143	5	deploying	deploy	VERB
cana-2768	143	6	intelligent	intelligent	ADJ
cana-2768	143	7	systems	system	NOUN
cana-2768	143	8	.	.	PUNCT
cana-2768	144	1	[	[	X
cana-2768	144	2	21	21	NUM
cana-2768	144	3	]	]	SYM
cana-2768	144	4	•	•	NUM
cana-2768	144	5	assess	assess	NOUN
cana-2768	144	6	machine	machine	NOUN
cana-2768	144	7	learning	learn	VERB
cana-2768	144	8	algorithms	algorithm	NOUN
cana-2768	144	9	for	for	ADP
cana-2768	144	10	real	real	ADJ
cana-2768	144	11	-	-	PUNCT
cana-2768	144	12	time	time	NOUN
cana-2768	144	13	fraud	fraud	NOUN
cana-2768	144	14	detection	detection	NOUN
cana-2768	144	15	.	.	PUNCT
cana-2768	145	1	•	•	NUM
cana-2768	145	2	explore	explore	NOUN
cana-2768	145	3	blockchain	blockchain	NOUN
cana-2768	145	4	for	for	ADP
cana-2768	145	5	secure	secure	ADJ
cana-2768	145	6	financial	financial	ADJ
cana-2768	145	7	•	•	NOUN
cana-2768	145	8	xgboost	xgboost	ADV
cana-2768	145	9	,	,	PUNCT
cana-2768	145	10	knn	knn	PROPN
cana-2768	145	11	,	,	PUNCT
cana-2768	145	12	catboost	catboost	ADJ
cana-2768	145	13	,	,	PUNCT
cana-2768	145	14	random	random	ADJ
cana-2768	145	15	forest	forest	NOUN
cana-2768	145	16	•	•	NOUN
cana-2768	145	17	machine	machine	NOUN
cana-2768	145	18	learning	learning	NOUN
cana-2768	145	19	and	and	CCONJ
cana-2768	145	20	blockchain	blockchain	PROPN
cana-2768	145	21	•	•	PROPN
cana-2768	145	22	catboost	catboost	PROPN
cana-2768	145	23	achieved	achieve	VERB
cana-2768	145	24	the	the	DET
cana-2768	145	25	highest	high	ADJ
cana-2768	145	26	accuracy	accuracy	NOUN
cana-2768	145	27	rate	rate	NOUN
cana-2768	145	28	of	of	ADP
cana-2768	145	29	99.46	99.46	NUM
cana-2768	145	30	%	%	NOUN
cana-2768	145	31	.	.	PUNCT
cana-2768	146	1	•	•	NUM
cana-2768	146	2	98.79	98.79	NUM
cana-2768	146	3	%	%	NOUN
cana-2768	146	4	of	of	ADP
cana-2768	146	5	transactions	transaction	NOUN
cana-2768	146	6	were	be	AUX
cana-2768	146	7	•	•	ADV
cana-2768	146	8	technical	technical	ADJ
cana-2768	146	9	approaches	approach	NOUN
cana-2768	146	10	and	and	CCONJ
cana-2768	146	11	challenges	challenge	NOUN
cana-2768	146	12	in	in	ADP
cana-2768	146	13	decentralized	decentralize	VERB
cana-2768	146	14	intelligent	intelligent	ADJ
cana-2768	146	15	systems	system	NOUN
cana-2768	146	16	.	.	PUNCT
cana-2768	147	1	communications	communication	NOUN
cana-2768	147	2	on	on	ADP
cana-2768	147	3	applied	apply	VERB
cana-2768	147	4	nonlinear	nonlinear	ADJ
cana-2768	147	5	analysis	analysis	NOUN
cana-2768	147	6	issn	issn	NOUN
cana-2768	147	7	:	:	PUNCT
cana-2768	147	8	1074	1074	NUM
cana-2768	147	9	-	-	PUNCT
cana-2768	147	10	133x	133x	NUM
cana-2768	147	11	vol	vol	NOUN
cana-2768	147	12	32	32	NUM
cana-2768	147	13	no	no	NOUN
cana-2768	147	14	.	.	PUNCT
cana-2768	148	1	4s	4s	NUM
cana-2768	148	2	(	(	PUNCT
cana-2768	148	3	2025	2025	NUM
cana-2768	148	4	)	)	PUNCT
cana-2768	148	5	223	223	NUM
cana-2768	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	148	7	transaction	transaction	NOUN
cana-2768	148	8	databases	database	NOUN
cana-2768	148	9	.	.	PUNCT
cana-2768	149	1	technology	technology	NOUN
cana-2768	149	2	for	for	ADP
cana-2768	149	3	fraud	fraud	NOUN
cana-2768	149	4	detection	detection	NOUN
cana-2768	149	5	.	.	PUNCT
cana-2768	150	1	genuine	genuine	ADJ
cana-2768	150	2	;	;	PUNCT
cana-2768	150	3	1.212	1.212	NUM
cana-2768	150	4	%	%	NOUN
cana-2768	150	5	were	be	AUX
cana-2768	150	6	fraudulent	fraudulent	ADJ
cana-2768	150	7	.	.	PUNCT
cana-2768	151	1	•	•	NUM
cana-2768	151	2	ethical	ethical	ADJ
cana-2768	151	3	considerations	consideration	NOUN
cana-2768	151	4	in	in	ADP
cana-2768	151	5	deploying	deploy	VERB
cana-2768	151	6	collaborative	collaborative	ADJ
cana-2768	151	7	machine	machine	NOUN
cana-2768	151	8	learning	learning	NOUN
cana-2768	151	9	applications	application	NOUN
cana-2768	151	10	.	.	PUNCT
cana-2768	152	1	[	[	X
cana-2768	152	2	22	22	NUM
cana-2768	152	3	]	]	SYM
cana-2768	152	4	•	•	NUM
cana-2768	152	5	explore	explore	VERB
cana-2768	152	6	synergistic	synergistic	ADJ
cana-2768	152	7	integration	integration	NOUN
cana-2768	152	8	of	of	ADP
cana-2768	152	9	blockchain	blockchain	PROPN
cana-2768	152	10	and	and	CCONJ
cana-2768	152	11	machine	machine	NOUN
cana-2768	152	12	learning	learning	NOUN
cana-2768	152	13	.	.	PUNCT
cana-2768	153	1	•	•	NUM
cana-2768	153	2	propose	propose	VERB
cana-2768	153	3	decentralized	decentralize	VERB
cana-2768	153	4	intelligent	intelligent	ADJ
cana-2768	153	5	learning	learning	NOUN
cana-2768	153	6	network	network	NOUN
cana-2768	153	7	(	(	PUNCT
cana-2768	153	8	diln	diln	NOUN
cana-2768	153	9	)	)	PUNCT
cana-2768	153	10	framework	framework	NOUN
cana-2768	153	11	.	.	PUNCT
cana-2768	154	1	•	•	NUM
cana-2768	154	2	overview	overview	NOUN
cana-2768	154	3	of	of	ADP
cana-2768	154	4	underlying	underlie	VERB
cana-2768	154	5	technologies	technology	NOUN
cana-2768	154	6	and	and	CCONJ
cana-2768	154	7	related	related	ADJ
cana-2768	154	8	work	work	NOUN
cana-2768	154	9	.	.	PUNCT
cana-2768	155	1	•	•	NOUN
cana-2768	155	2	proposal	proposal	NOUN
cana-2768	155	3	of	of	ADP
cana-2768	155	4	decentralized	decentralize	VERB
cana-2768	155	5	intelligent	intelligent	ADJ
cana-2768	155	6	learning	learning	NOUN
cana-2768	155	7	network	network	NOUN
cana-2768	155	8	(	(	PUNCT
cana-2768	155	9	diln	diln	NOUN
cana-2768	155	10	)	)	PUNCT
cana-2768	155	11	framework	framework	NOUN
cana-2768	155	12	.	.	PUNCT
cana-2768	156	1	•	•	NUM
cana-2768	156	2	proposes	propose	VERB
cana-2768	156	3	decentralized	decentralize	VERB
cana-2768	156	4	intelligent	intelligent	ADJ
cana-2768	156	5	learning	learning	NOUN
cana-2768	156	6	network	network	NOUN
cana-2768	156	7	(	(	PUNCT
cana-2768	156	8	diln	diln	NOUN
cana-2768	156	9	)	)	PUNCT
cana-2768	156	10	framework	framework	NOUN
cana-2768	156	11	.	.	PUNCT
cana-2768	157	1	•	•	NUM
cana-2768	157	2	showcases	showcase	NOUN
cana-2768	157	3	case	case	NOUN
cana-2768	157	4	studies	study	NOUN
cana-2768	157	5	in	in	ADP
cana-2768	157	6	various	various	ADJ
cana-2768	157	7	industries	industry	NOUN
cana-2768	157	8	.	.	PUNCT
cana-2768	158	1	•	•	NUM
cana-2768	158	2	technical	technical	ADJ
cana-2768	158	3	approaches	approach	NOUN
cana-2768	158	4	and	and	CCONJ
cana-2768	158	5	challenges	challenge	NOUN
cana-2768	158	6	in	in	ADP
cana-2768	158	7	decentralized	decentralize	VERB
cana-2768	158	8	intelligent	intelligent	ADJ
cana-2768	158	9	systems	system	NOUN
cana-2768	158	10	.	.	PUNCT
cana-2768	159	1	•	•	NUM
cana-2768	159	2	ethical	ethical	ADJ
cana-2768	159	3	considerations	consideration	NOUN
cana-2768	159	4	in	in	ADP
cana-2768	159	5	deploying	deploy	VERB
cana-2768	159	6	these	these	DET
cana-2768	159	7	technologies	technology	NOUN
cana-2768	159	8	.	.	PUNCT
cana-2768	160	1	[	[	X
cana-2768	160	2	23	23	NUM
cana-2768	160	3	]	]	SYM
cana-2768	160	4	•	•	NOUN
cana-2768	160	5	explore	explore	VERB
cana-2768	160	6	synergistic	synergistic	ADJ
cana-2768	160	7	integration	integration	NOUN
cana-2768	160	8	of	of	ADP
cana-2768	160	9	blockchain	blockchain	PROPN
cana-2768	160	10	and	and	CCONJ
cana-2768	160	11	machine	machine	NOUN
cana-2768	160	12	learning	learning	NOUN
cana-2768	160	13	.	.	PUNCT
cana-2768	161	1	•	•	NUM
cana-2768	161	2	propose	propose	VERB
cana-2768	161	3	decentralized	decentralize	VERB
cana-2768	161	4	intelligent	intelligent	ADJ
cana-2768	161	5	learning	learning	NOUN
cana-2768	161	6	network	network	NOUN
cana-2768	161	7	(	(	PUNCT
cana-2768	161	8	diln	diln	NOUN
cana-2768	161	9	)	)	PUNCT
cana-2768	161	10	framework	framework	NOUN
cana-2768	161	11	.	.	PUNCT
cana-2768	162	1	•	•	NUM
cana-2768	162	2	overview	overview	NOUN
cana-2768	162	3	of	of	ADP
cana-2768	162	4	underlying	underlie	VERB
cana-2768	162	5	technologies	technology	NOUN
cana-2768	162	6	and	and	CCONJ
cana-2768	162	7	related	related	ADJ
cana-2768	162	8	work	work	NOUN
cana-2768	162	9	.	.	PUNCT
cana-2768	163	1	•	•	NOUN
cana-2768	163	2	proposal	proposal	NOUN
cana-2768	163	3	of	of	ADP
cana-2768	163	4	decentralized	decentralize	VERB
cana-2768	163	5	intelligent	intelligent	ADJ
cana-2768	163	6	learning	learning	NOUN
cana-2768	163	7	network	network	NOUN
cana-2768	163	8	(	(	PUNCT
cana-2768	163	9	diln	diln	NOUN
cana-2768	163	10	)	)	PUNCT
cana-2768	163	11	framework	framework	NOUN
cana-2768	163	12	.	.	PUNCT
cana-2768	164	1	•	•	NUM
cana-2768	164	2	proposes	propose	VERB
cana-2768	164	3	decentralized	decentralize	VERB
cana-2768	164	4	intelligent	intelligent	ADJ
cana-2768	164	5	learning	learning	NOUN
cana-2768	164	6	network	network	NOUN
cana-2768	164	7	(	(	PUNCT
cana-2768	164	8	diln	diln	NOUN
cana-2768	164	9	)	)	PUNCT
cana-2768	164	10	framework	framework	NOUN
cana-2768	164	11	.	.	PUNCT
cana-2768	165	1	•	•	NUM
cana-2768	165	2	showcases	showcase	NOUN
cana-2768	165	3	case	case	NOUN
cana-2768	165	4	studies	study	NOUN
cana-2768	165	5	in	in	ADP
cana-2768	165	6	various	various	ADJ
cana-2768	165	7	industries	industry	NOUN
cana-2768	165	8	.	.	PUNCT
cana-2768	166	1	•	•	NOUN
cana-2768	166	2	encourages	encourage	VERB
cana-2768	166	3	further	further	ADJ
cana-2768	166	4	research	research	NOUN
cana-2768	166	5	and	and	CCONJ
cana-2768	166	6	development	development	NOUN
cana-2768	166	7	.	.	PUNCT
cana-2768	167	1	•	•	NOUN
cana-2768	167	2	addresses	address	NOUN
cana-2768	167	3	technical	technical	ADJ
cana-2768	167	4	approaches	approach	NOUN
cana-2768	167	5	,	,	PUNCT
cana-2768	167	6	challenges	challenge	NOUN
cana-2768	167	7	,	,	PUNCT
cana-2768	167	8	and	and	CCONJ
cana-2768	167	9	ethical	ethical	ADJ
cana-2768	167	10	considerations	consideration	NOUN
cana-2768	167	11	.	.	PUNCT
cana-2768	168	1	[	[	X
cana-2768	168	2	24	24	NUM
cana-2768	168	3	]	]	SYM
cana-2768	168	4	•	•	NOUN
cana-2768	168	5	explore	explore	VERB
cana-2768	168	6	synergistic	synergistic	ADJ
cana-2768	168	7	integration	integration	NOUN
cana-2768	168	8	of	of	ADP
cana-2768	168	9	blockchain	blockchain	PROPN
cana-2768	168	10	and	and	CCONJ
cana-2768	168	11	machine	machine	NOUN
cana-2768	168	12	learning	learning	NOUN
cana-2768	168	13	.	.	PUNCT
cana-2768	169	1	•	•	NUM
cana-2768	169	2	propose	propose	VERB
cana-2768	169	3	decentralized	decentralize	VERB
cana-2768	169	4	intelligent	intelligent	ADJ
cana-2768	169	5	learning	learning	NOUN
cana-2768	169	6	network	network	NOUN
cana-2768	169	7	(	(	PUNCT
cana-2768	169	8	diln	diln	NOUN
cana-2768	169	9	)	)	PUNCT
cana-2768	169	10	framework	framework	NOUN
cana-2768	169	11	.	.	PUNCT
cana-2768	170	1	•	•	NUM
cana-2768	170	2	overview	overview	NOUN
cana-2768	170	3	of	of	ADP
cana-2768	170	4	underlying	underlie	VERB
cana-2768	170	5	technologies	technology	NOUN
cana-2768	170	6	and	and	CCONJ
cana-2768	170	7	related	related	ADJ
cana-2768	170	8	work	work	NOUN
cana-2768	170	9	.	.	PUNCT
cana-2768	171	1	•	•	NOUN
cana-2768	171	2	proposal	proposal	NOUN
cana-2768	171	3	of	of	ADP
cana-2768	171	4	decentralized	decentralize	VERB
cana-2768	171	5	intelligent	intelligent	ADJ
cana-2768	171	6	learning	learning	NOUN
cana-2768	171	7	network	network	NOUN
cana-2768	171	8	(	(	PUNCT
cana-2768	171	9	diln	diln	NOUN
cana-2768	171	10	)	)	PUNCT
cana-2768	171	11	framework	framework	NOUN
cana-2768	171	12	.	.	PUNCT
cana-2768	172	1	•	•	NUM
cana-2768	172	2	proposes	propose	VERB
cana-2768	172	3	decentralized	decentralize	VERB
cana-2768	172	4	intelligent	intelligent	ADJ
cana-2768	172	5	learning	learning	NOUN
cana-2768	172	6	network	network	NOUN
cana-2768	172	7	(	(	PUNCT
cana-2768	172	8	diln	diln	NOUN
cana-2768	172	9	)	)	PUNCT
cana-2768	172	10	framework	framework	NOUN
cana-2768	172	11	.	.	PUNCT
cana-2768	173	1	•	•	NUM
cana-2768	173	2	showcases	showcase	NOUN
cana-2768	173	3	case	case	NOUN
cana-2768	173	4	studies	study	NOUN
cana-2768	173	5	in	in	ADP
cana-2768	173	6	various	various	ADJ
cana-2768	173	7	industries	industry	NOUN
cana-2768	173	8	.	.	PUNCT
cana-2768	174	1	•	•	NUM
cana-2768	174	2	technical	technical	ADJ
cana-2768	174	3	approaches	approach	NOUN
cana-2768	174	4	and	and	CCONJ
cana-2768	174	5	challenges	challenge	NOUN
cana-2768	174	6	in	in	ADP
cana-2768	174	7	decentralized	decentralize	VERB
cana-2768	174	8	systems	system	NOUN
cana-2768	174	9	deployment	deployment	NOUN
cana-2768	174	10	.	.	PUNCT
cana-2768	175	1	•	•	NUM
cana-2768	175	2	ethical	ethical	ADJ
cana-2768	175	3	considerations	consideration	NOUN
cana-2768	175	4	in	in	ADP
cana-2768	175	5	integrating	integrate	VERB
cana-2768	175	6	blockchain	blockchain	NOUN
cana-2768	175	7	and	and	CCONJ
cana-2768	175	8	machine	machine	NOUN
cana-2768	175	9	learning	learning	NOUN
cana-2768	175	10	.	.	PUNCT
cana-2768	176	1	table	table	NOUN
cana-2768	176	2	1	1	NUM
cana-2768	176	3	.	.	PUNCT
cana-2768	177	1	literature	literature	NOUN
cana-2768	177	2	review	review	NOUN
cana-2768	177	3	merging	merge	VERB
cana-2768	177	4	blockchain	blockchain	PROPN
cana-2768	177	5	and	and	CCONJ
cana-2768	177	6	machine	machine	NOUN
cana-2768	177	7	learning	learn	VERB
cana-2768	177	8	mobile	mobile	ADJ
cana-2768	177	9	productions	production	NOUN
cana-2768	177	10	blockchain	blockchain	PROPN
cana-2768	177	11	and	and	CCONJ
cana-2768	177	12	ml	ml	PROPN
cana-2768	177	13	have	have	AUX
cana-2768	177	14	both	both	PRON
cana-2768	177	15	proven	prove	VERB
cana-2768	177	16	the	the	DET
cana-2768	177	17	value	value	NOUN
cana-2768	177	18	of	of	ADP
cana-2768	177	19	their	their	PRON
cana-2768	177	20	individual	individual	ADJ
cana-2768	177	21	strength	strength	NOUN
cana-2768	177	22	in	in	ADP
cana-2768	177	23	effectiveness	effectiveness	NOUN
cana-2768	177	24	towards	towards	ADP
cana-2768	177	25	fraud	fraud	NOUN
cana-2768	177	26	detection	detection	NOUN
cana-2768	177	27	,	,	PUNCT
cana-2768	177	28	but	but	CCONJ
cana-2768	177	29	an	an	DET
cana-2768	177	30	integrated	integrate	VERB
cana-2768	177	31	approach	approach	NOUN
cana-2768	177	32	holds	hold	VERB
cana-2768	177	33	even	even	ADV
cana-2768	177	34	more	more	ADJ
cana-2768	177	35	potential	potential	ADJ
cana-2768	177	36	.	.	PUNCT
cana-2768	178	1	this	this	PRON
cana-2768	178	2	represents	represent	VERB
cana-2768	178	3	a	a	DET
cana-2768	178	4	synergism	synergism	NOUN
cana-2768	178	5	between	between	ADP
cana-2768	178	6	blockchain	blockchain	PROPN
cana-2768	178	7	's	's	PART
cana-2768	178	8	secure	secure	ADJ
cana-2768	178	9	and	and	CCONJ
cana-2768	178	10	transparent	transparent	ADJ
cana-2768	178	11	framework	framework	NOUN
cana-2768	178	12	and	and	CCONJ
cana-2768	178	13	ml	ml	NOUN
cana-2768	178	14	's	's	PART
cana-2768	178	15	analytical	analytical	ADJ
cana-2768	178	16	capabilities	capability	NOUN
cana-2768	178	17	to	to	ADP
cana-2768	178	18	the	the	DET
cana-2768	178	19	problem	problem	NOUN
cana-2768	178	20	of	of	ADP
cana-2768	178	21	fraudulent	fraudulent	ADJ
cana-2768	178	22	detection	detection	NOUN
cana-2768	178	23	.	.	PUNCT
cana-2768	179	1	by	by	ADP
cana-2768	179	2	integrating	integrate	VERB
cana-2768	179	3	blockchain	blockchain	PROPN
cana-2768	179	4	with	with	ADP
cana-2768	179	5	machine	machine	NOUN
cana-2768	179	6	learning	learning	NOUN
cana-2768	179	7	,	,	PUNCT
cana-2768	179	8	blockchain	blockchain	PROPN
cana-2768	179	9	serves	serve	VERB
cana-2768	179	10	as	as	ADP
cana-2768	179	11	the	the	DET
cana-2768	179	12	reliable	reliable	ADJ
cana-2768	179	13	data	datum	NOUN
cana-2768	179	14	source	source	NOUN
cana-2768	179	15	for	for	ADP
cana-2768	179	16	machine	machine	NOUN
cana-2768	179	17	learning	learning	NOUN
cana-2768	179	18	algorithms	algorithm	NOUN
cana-2768	179	19	,	,	PUNCT
cana-2768	179	20	ensuring	ensure	VERB
cana-2768	179	21	that	that	SCONJ
cana-2768	179	22	the	the	DET
cana-2768	179	23	data	datum	NOUN
cana-2768	179	24	used	use	VERB
cana-2768	179	25	in	in	ADP
cana-2768	179	26	the	the	DET
cana-2768	179	27	analysis	analysis	NOUN
cana-2768	179	28	is	be	AUX
cana-2768	179	29	accurate	accurate	ADJ
cana-2768	179	30	and	and	CCONJ
cana-2768	179	31	tamper	tamper	NOUN
cana-2768	179	32	-	-	NOUN
cana-2768	179	33	proof	proof	ADJ
cana-2768	179	34	.	.	PUNCT
cana-2768	180	1	on	on	ADP
cana-2768	180	2	the	the	DET
cana-2768	180	3	flip	flip	ADJ
cana-2768	180	4	side	side	NOUN
cana-2768	180	5	,	,	PUNCT
cana-2768	180	6	ml	ml	AUX
cana-2768	180	7	complements	complement	NOUN
cana-2768	180	8	blockchain	blockchain	VERB
cana-2768	180	9	by	by	ADP
cana-2768	180	10	allowing	allow	VERB
cana-2768	180	11	the	the	DET
cana-2768	180	12	ledger	ledger	NOUN
cana-2768	180	13	to	to	PART
cana-2768	180	14	be	be	AUX
cana-2768	180	15	analyzed	analyze	VERB
cana-2768	180	16	in	in	ADP
cana-2768	180	17	real	real	ADJ
cana-2768	180	18	-	-	PUNCT
cana-2768	180	19	time	time	NOUN
cana-2768	180	20	and	and	CCONJ
cana-2768	180	21	making	make	VERB
cana-2768	180	22	it	it	PRON
cana-2768	180	23	possible	possible	ADJ
cana-2768	180	24	to	to	PART
cana-2768	180	25	detect	detect	VERB
cana-2768	180	26	any	any	DET
cana-2768	180	27	anomalies	anomaly	NOUN
cana-2768	180	28	.	.	PUNCT
cana-2768	181	1	communications	communication	NOUN
cana-2768	181	2	on	on	ADP
cana-2768	181	3	applied	apply	VERB
cana-2768	181	4	nonlinear	nonlinear	ADJ
cana-2768	181	5	analysis	analysis	NOUN
cana-2768	181	6	issn	issn	NOUN
cana-2768	181	7	:	:	PUNCT
cana-2768	181	8	1074	1074	NUM
cana-2768	181	9	-	-	PUNCT
cana-2768	181	10	133x	133x	NUM
cana-2768	181	11	vol	vol	NOUN
cana-2768	181	12	32	32	NUM
cana-2768	181	13	no	no	NOUN
cana-2768	181	14	.	.	PUNCT
cana-2768	182	1	4s	4s	NUM
cana-2768	182	2	(	(	PUNCT
cana-2768	182	3	2025	2025	NUM
cana-2768	182	4	)	)	PUNCT
cana-2768	182	5	224	224	NUM
cana-2768	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	182	7	blockchain	blockchain	NOUN
cana-2768	182	8	and	and	CCONJ
cana-2768	182	9	ml	ml	VERB
cana-2768	182	10	:	:	PUNCT
cana-2768	182	11	combining	combine	VERB
cana-2768	182	12	synergetic	synergetic	ADJ
cana-2768	182	13	benefits	benefit	NOUN
cana-2768	182	14	of	of	ADP
cana-2768	182	15	ml	ml	NOUN
cana-2768	182	16	and	and	CCONJ
cana-2768	182	17	blockchain	blockchain	PROPN
cana-2768	182	18	in	in	ADP
cana-2768	182	19	finance	finance	NOUN
cana-2768	182	20	blockchain	blockchain	PROPN
cana-2768	182	21	have	have	AUX
cana-2768	182	22	been	be	AUX
cana-2768	182	23	debated	debate	VERB
cana-2768	182	24	for	for	ADP
cana-2768	182	25	using	use	VERB
cana-2768	182	26	it	it	PRON
cana-2768	182	27	in	in	ADP
cana-2768	182	28	finance	finance	NOUN
cana-2768	182	29	and	and	CCONJ
cana-2768	182	30	it	it	PRON
cana-2768	182	31	has	have	AUX
cana-2768	182	32	found	find	VERB
cana-2768	182	33	application	application	NOUN
cana-2768	182	34	to	to	PART
cana-2768	182	35	finance	finance	VERB
cana-2768	182	36	industry	industry	NOUN
cana-2768	182	37	for	for	ADP
cana-2768	182	38	enhancing	enhance	VERB
cana-2768	182	39	the	the	DET
cana-2768	182	40	security	security	NOUN
cana-2768	182	41	and	and	CCONJ
cana-2768	182	42	efficiency	efficiency	NOUN
cana-2768	182	43	of	of	ADP
cana-2768	182	44	fraud	fraud	NOUN
cana-2768	182	45	detection	detection	NOUN
cana-2768	182	46	systems	system	NOUN
cana-2768	182	47	.	.	PUNCT
cana-2768	183	1	blockchain	blockchain	PROPN
cana-2768	183	2	technology	technology	PROPN
cana-2768	183	3	provides	provide	VERB
cana-2768	183	4	the	the	DET
cana-2768	183	5	secure	secure	ADJ
cana-2768	183	6	and	and	CCONJ
cana-2768	183	7	transparent	transparent	ADJ
cana-2768	183	8	store	store	NOUN
cana-2768	183	9	of	of	ADP
cana-2768	183	10	the	the	DET
cana-2768	183	11	data	datum	NOUN
cana-2768	183	12	,	,	PUNCT
cana-2768	183	13	while	while	SCONJ
cana-2768	183	14	ml	ml	NOUN
cana-2768	183	15	processes	process	VERB
cana-2768	183	16	this	this	DET
cana-2768	183	17	data	datum	NOUN
cana-2768	183	18	to	to	PART
cana-2768	183	19	determine	determine	VERB
cana-2768	183	20	any	any	DET
cana-2768	183	21	potential	potential	ADJ
cana-2768	183	22	fraudulent	fraudulent	ADJ
cana-2768	183	23	transaction	transaction	NOUN
cana-2768	183	24	.	.	PUNCT
cana-2768	184	1	for	for	ADP
cana-2768	184	2	example	example	NOUN
cana-2768	184	3	,	,	PUNCT
cana-2768	184	4	ml	ml	ADP
cana-2768	184	5	algorithms	algorithm	NOUN
cana-2768	184	6	can	can	AUX
cana-2768	184	7	track	track	VERB
cana-2768	184	8	blockchain	blockchain	NOUN
cana-2768	184	9	transactions	transaction	NOUN
cana-2768	184	10	and	and	CCONJ
cana-2768	184	11	identify	identify	VERB
cana-2768	184	12	unusual	unusual	ADJ
cana-2768	184	13	behavior	behavior	NOUN
cana-2768	184	14	,	,	PUNCT
cana-2768	184	15	such	such	ADJ
cana-2768	184	16	as	as	ADP
cana-2768	184	17	large	large	ADJ
cana-2768	184	18	fund	fund	NOUN
cana-2768	184	19	transfers	transfer	NOUN
cana-2768	184	20	between	between	ADP
cana-2768	184	21	accounts	account	NOUN
cana-2768	184	22	or	or	CCONJ
cana-2768	184	23	transactions	transaction	NOUN
cana-2768	184	24	that	that	PRON
cana-2768	184	25	do	do	AUX
cana-2768	184	26	n't	not	PART
cana-2768	184	27	match	match	VERB
cana-2768	184	28	common	common	ADJ
cana-2768	184	29	patterns	pattern	NOUN
cana-2768	184	30	.	.	PUNCT
cana-2768	185	1	it	it	PRON
cana-2768	185	2	is	be	AUX
cana-2768	185	3	this	this	DET
cana-2768	185	4	amalgamation	amalgamation	NOUN
cana-2768	185	5	of	of	ADP
cana-2768	185	6	periodic	periodic	ADJ
cana-2768	185	7	activities	activity	NOUN
cana-2768	185	8	that	that	PRON
cana-2768	185	9	allows	allow	VERB
cana-2768	185	10	banks	bank	NOUN
cana-2768	185	11	to	to	PART
cana-2768	185	12	prevent	prevent	VERB
cana-2768	185	13	and	and	CCONJ
cana-2768	185	14	detect	detect	VERB
cana-2768	185	15	fraud	fraud	NOUN
cana-2768	185	16	like	like	ADP
cana-2768	185	17	never	never	ADV
cana-2768	185	18	before	before	ADV
cana-2768	185	19	.	.	PUNCT
cana-2768	186	1	the	the	DET
cana-2768	186	2	integration	integration	NOUN
cana-2768	186	3	of	of	ADP
cana-2768	186	4	blockchain	blockchain	PROPN
cana-2768	186	5	and	and	CCONJ
cana-2768	186	6	ml	ml	PROPN
cana-2768	186	7	provides	provide	VERB
cana-2768	186	8	an	an	DET
cana-2768	186	9	end	end	NOUN
cana-2768	186	10	-	-	PUNCT
cana-2768	186	11	to	to	ADP
cana-2768	186	12	-	-	PUNCT
cana-2768	186	13	end	end	NOUN
cana-2768	186	14	solution	solution	NOUN
cana-2768	186	15	to	to	PART
cana-2768	186	16	fraud	fraud	VERB
cana-2768	186	17	detection	detection	NOUN
cana-2768	186	18	in	in	ADP
cana-2768	186	19	healthcare	healthcare	PROPN
cana-2768	186	20	.	.	PUNCT
cana-2768	187	1	moreover	moreover	ADV
cana-2768	187	2	,	,	PUNCT
cana-2768	187	3	blockchain	blockchain	PROPN
cana-2768	187	4	protects	protect	VERB
cana-2768	187	5	that	that	SCONJ
cana-2768	187	6	data	datum	NOUN
cana-2768	187	7	and	and	CCONJ
cana-2768	187	8	even	even	ADV
cana-2768	187	9	allows	allow	VERB
cana-2768	187	10	sharing	sharing	NOUN
cana-2768	187	11	if	if	SCONJ
cana-2768	187	12	needed	need	VERB
cana-2768	187	13	,	,	PUNCT
cana-2768	187	14	and	and	CCONJ
cana-2768	187	15	ml	ml	NOUN
cana-2768	187	16	is	be	AUX
cana-2768	187	17	used	use	VERB
cana-2768	187	18	to	to	PART
cana-2768	187	19	detect	detect	VERB
cana-2768	187	20	possible	possible	ADJ
cana-2768	187	21	fraud	fraud	NOUN
cana-2768	187	22	in	in	ADP
cana-2768	187	23	the	the	DET
cana-2768	187	24	data	datum	NOUN
cana-2768	187	25	.	.	PUNCT
cana-2768	188	1	ml	ml	PROPN
cana-2768	188	2	algorithms	algorithms	PROPN
cana-2768	188	3	,	,	PUNCT
cana-2768	188	4	for	for	ADP
cana-2768	188	5	example	example	NOUN
cana-2768	188	6	,	,	PUNCT
cana-2768	188	7	can	can	AUX
cana-2768	188	8	identify	identify	VERB
cana-2768	188	9	patterns	pattern	NOUN
cana-2768	188	10	in	in	ADP
cana-2768	188	11	medical	medical	ADJ
cana-2768	188	12	claims	claim	NOUN
cana-2768	188	13	indicative	indicative	ADJ
cana-2768	188	14	of	of	ADP
cana-2768	188	15	fraud	fraud	NOUN
cana-2768	188	16	overbilling	overbilling	NOUN
cana-2768	188	17	and	and	CCONJ
cana-2768	188	18	duplicate	duplicate	ADJ
cana-2768	188	19	claims	claim	NOUN
cana-2768	188	20	.	.	PUNCT
cana-2768	189	1	furthermore	furthermore	ADV
cana-2768	189	2	,	,	PUNCT
cana-2768	189	3	the	the	DET
cana-2768	189	4	immutability	immutability	NOUN
cana-2768	189	5	of	of	ADP
cana-2768	189	6	blockchain	blockchain	PROPN
cana-2768	189	7	guarantees	guarantee	VERB
cana-2768	189	8	that	that	SCONJ
cana-2768	189	9	once	once	SCONJ
cana-2768	189	10	a	a	DET
cana-2768	189	11	fraudulent	fraudulent	ADJ
cana-2768	189	12	claim	claim	NOUN
cana-2768	189	13	is	be	AUX
cana-2768	189	14	recorded	record	VERB
cana-2768	189	15	,	,	PUNCT
cana-2768	189	16	it	it	PRON
cana-2768	189	17	is	be	AUX
cana-2768	189	18	impossible	impossible	ADJ
cana-2768	189	19	to	to	PART
cana-2768	189	20	change	change	VERB
cana-2768	189	21	,	,	PUNCT
cana-2768	189	22	thereby	thereby	ADV
cana-2768	189	23	creating	create	VERB
cana-2768	189	24	a	a	DET
cana-2768	189	25	verifiable	verifiable	ADJ
cana-2768	189	26	audit	audit	NOUN
cana-2768	189	27	trail	trail	NOUN
cana-2768	189	28	for	for	ADP
cana-2768	189	29	additional	additional	ADJ
cana-2768	189	30	scrutiny	scrutiny	NOUN
cana-2768	189	31	.	.	PUNCT
cana-2768	190	1	another	another	DET
cana-2768	190	2	domain	domain	NOUN
cana-2768	190	3	where	where	SCONJ
cana-2768	190	4	the	the	DET
cana-2768	190	5	power	power	NOUN
cana-2768	190	6	of	of	ADP
cana-2768	190	7	blockchain	blockchain	PROPN
cana-2768	190	8	and	and	CCONJ
cana-2768	190	9	ml	ml	PROPN
cana-2768	190	10	has	have	AUX
cana-2768	190	11	been	be	AUX
cana-2768	190	12	reaped	reap	VERB
cana-2768	190	13	is	be	AUX
cana-2768	190	14	cybersecurity	cybersecurity	NOUN
cana-2768	190	15	.	.	PUNCT
cana-2768	191	1	blockchain	blockchain	PROPN
cana-2768	191	2	provides	provide	VERB
cana-2768	191	3	a	a	DET
cana-2768	191	4	decentralized	decentralized	ADJ
cana-2768	191	5	structure	structure	NOUN
cana-2768	191	6	that	that	PRON
cana-2768	191	7	bolsters	bolster	VERB
cana-2768	191	8	the	the	DET
cana-2768	191	9	security	security	NOUN
cana-2768	191	10	of	of	ADP
cana-2768	191	11	the	the	DET
cana-2768	191	12	data	data	NOUN
cana-2768	191	13	-	-	PUNCT
cana-2768	191	14	storing	store	VERB
cana-2768	191	15	process	process	NOUN
cana-2768	191	16	,	,	PUNCT
cana-2768	191	17	while	while	SCONJ
cana-2768	191	18	ml	ml	NOUN
cana-2768	191	19	processes	process	VERB
cana-2768	191	20	data	datum	NOUN
cana-2768	191	21	to	to	PART
cana-2768	191	22	identify	identify	VERB
cana-2768	191	23	and	and	CCONJ
cana-2768	191	24	mitigate	mitigate	VERB
cana-2768	191	25	network	network	NOUN
cana-2768	191	26	activity	activity	NOUN
cana-2768	191	27	that	that	PRON
cana-2768	191	28	is	be	AUX
cana-2768	191	29	dangerous	dangerous	ADJ
cana-2768	191	30	.	.	PUNCT
cana-2768	192	1	ml	ml	X
cana-2768	192	2	algorithms	algorithm	NOUN
cana-2768	192	3	can	can	AUX
cana-2768	192	4	,	,	PUNCT
cana-2768	192	5	for	for	ADP
cana-2768	192	6	instance	instance	NOUN
cana-2768	192	7	,	,	PUNCT
cana-2768	192	8	be	be	AUX
cana-2768	192	9	used	use	VERB
cana-2768	192	10	to	to	PART
cana-2768	192	11	oversee	oversee	VERB
cana-2768	192	12	security	security	NOUN
cana-2768	192	13	of	of	ADP
cana-2768	192	14	blockchain	blockchain	PROPN
cana-2768	192	15	-	-	PUNCT
cana-2768	192	16	based	base	VERB
cana-2768	192	17	systems	system	NOUN
cana-2768	192	18	and	and	CCONJ
cana-2768	192	19	detect	detect	VERB
cana-2768	192	20	abnormal	abnormal	ADJ
cana-2768	192	21	behavior	behavior	NOUN
cana-2768	192	22	like	like	ADP
cana-2768	192	23	unauthorized	unauthorized	ADJ
cana-2768	192	24	access	access	NOUN
cana-2768	192	25	attempts	attempt	NOUN
cana-2768	192	26	or	or	CCONJ
cana-2768	192	27	models	model	NOUN
cana-2768	192	28	that	that	PRON
cana-2768	192	29	do	do	AUX
cana-2768	192	30	not	not	PART
cana-2768	192	31	conform	conform	VERB
cana-2768	192	32	in	in	ADP
cana-2768	192	33	transaction	transaction	NOUN
cana-2768	192	34	patterns	pattern	NOUN
cana-2768	192	35	.	.	PUNCT
cana-2768	193	1	such	such	ADJ
cana-2768	193	2	blend	blend	NOUN
cana-2768	193	3	of	of	ADP
cana-2768	193	4	technological	technological	ADJ
cana-2768	193	5	solutions	solution	NOUN
cana-2768	193	6	leads	lead	VERB
cana-2768	193	7	not	not	PART
cana-2768	193	8	only	only	ADV
cana-2768	193	9	to	to	ADP
cana-2768	193	10	boosting	boost	VERB
cana-2768	193	11	the	the	DET
cana-2768	193	12	effectiveness	effectiveness	NOUN
cana-2768	193	13	of	of	ADP
cana-2768	193	14	fraud	fraud	NOUN
cana-2768	193	15	detection	detection	NOUN
cana-2768	193	16	but	but	CCONJ
cana-2768	193	17	system	system	NOUN
cana-2768	193	18	resilience	resilience	NOUN
cana-2768	193	19	to	to	ADP
cana-2768	193	20	cyberattacks	cyberattack	NOUN
cana-2768	193	21	in	in	ADP
cana-2768	193	22	general	general	ADJ
cana-2768	193	23	.	.	PUNCT
cana-2768	194	1	challenges	challenge	NOUN
cana-2768	194	2	and	and	CCONJ
cana-2768	194	3	limitations	limitation	NOUN
cana-2768	194	4	even	even	ADV
cana-2768	194	5	though	though	SCONJ
cana-2768	194	6	integrating	integrate	VERB
cana-2768	194	7	blockchain	blockchain	NOUN
cana-2768	194	8	and	and	CCONJ
cana-2768	194	9	ml	ml	PROPN
cana-2768	194	10	for	for	ADP
cana-2768	194	11	fraud	fraud	NOUN
cana-2768	194	12	detection	detection	NOUN
cana-2768	194	13	has	have	VERB
cana-2768	194	14	great	great	ADJ
cana-2768	194	15	potential	potential	NOUN
cana-2768	194	16	,	,	PUNCT
cana-2768	194	17	it	it	PRON
cana-2768	194	18	also	also	ADV
cana-2768	194	19	poses	pose	VERB
cana-2768	194	20	several	several	ADJ
cana-2768	194	21	challenges	challenge	NOUN
cana-2768	194	22	.	.	PUNCT
cana-2768	195	1	scalability	scalability	NOUN
cana-2768	195	2	is	be	AUX
cana-2768	195	3	one	one	NUM
cana-2768	195	4	of	of	ADP
cana-2768	195	5	the	the	DET
cana-2768	195	6	major	major	ADJ
cana-2768	195	7	problems	problem	NOUN
cana-2768	195	8	.	.	PUNCT
cana-2768	196	1	in	in	ADP
cana-2768	196	2	that	that	PRON
cana-2768	196	3	,	,	PUNCT
cana-2768	196	4	although	although	SCONJ
cana-2768	196	5	blockchain	blockchain	PROPN
cana-2768	196	6	systems	system	NOUN
cana-2768	196	7	are	be	AUX
cana-2768	196	8	secure	secure	ADJ
cana-2768	196	9	,	,	PUNCT
cana-2768	196	10	they	they	PRON
cana-2768	196	11	do	do	AUX
cana-2768	196	12	not	not	PART
cana-2768	196	13	process	process	VERB
cana-2768	196	14	a	a	DET
cana-2768	196	15	large	large	ADJ
cana-2768	196	16	number	number	NOUN
cana-2768	196	17	of	of	ADP
cana-2768	196	18	transactions	transaction	NOUN
cana-2768	196	19	in	in	ADP
cana-2768	196	20	real	real	ADJ
cana-2768	196	21	-	-	PUNCT
cana-2768	196	22	time	time	NOUN
cana-2768	196	23	,	,	PUNCT
cana-2768	196	24	reducing	reduce	VERB
cana-2768	196	25	their	their	PRON
cana-2768	196	26	effectiveness	effectiveness	NOUN
cana-2768	196	27	in	in	ADP
cana-2768	196	28	detecting	detect	VERB
cana-2768	196	29	fraud	fraud	NOUN
cana-2768	196	30	.	.	PUNCT
cana-2768	197	1	likewise	likewise	ADV
cana-2768	197	2	,	,	PUNCT
cana-2768	197	3	computation	computation	NOUN
cana-2768	197	4	resources	resource	NOUN
cana-2768	197	5	for	for	ADP
cana-2768	197	6	machine	machine	NOUN
cana-2768	197	7	learning	learning	NOUN
cana-2768	197	8	models	model	NOUN
cana-2768	197	9	are	be	AUX
cana-2768	197	10	huge	huge	ADJ
cana-2768	197	11	to	to	PART
cana-2768	197	12	scrutinize	scrutinize	VERB
cana-2768	197	13	the	the	DET
cana-2768	197	14	large	large	ADJ
cana-2768	197	15	datasets	dataset	NOUN
cana-2768	197	16	,	,	PUNCT
cana-2768	197	17	embedding	embed	VERB
cana-2768	197	18	them	they	PRON
cana-2768	197	19	through	through	ADP
cana-2768	197	20	the	the	DET
cana-2768	197	21	blockchain	blockchain	NOUN
cana-2768	197	22	,	,	PUNCT
cana-2768	197	23	thus	thus	ADV
cana-2768	197	24	,	,	PUNCT
cana-2768	197	25	creating	create	VERB
cana-2768	197	26	a	a	DET
cana-2768	197	27	resource	resource	NOUN
cana-2768	197	28	-	-	PUNCT
cana-2768	197	29	intensive	intensive	ADJ
cana-2768	197	30	process	process	NOUN
cana-2768	197	31	.	.	PUNCT
cana-2768	198	1	another	another	DET
cana-2768	198	2	major	major	ADJ
cana-2768	198	3	concern	concern	NOUN
cana-2768	198	4	is	be	AUX
cana-2768	198	5	privacy	privacy	NOUN
cana-2768	198	6	.	.	PUNCT
cana-2768	199	1	although	although	SCONJ
cana-2768	199	2	blockchain	blockchain	PROPN
cana-2768	199	3	guarantees	guarantee	VERB
cana-2768	199	4	data	datum	NOUN
cana-2768	199	5	immutability	immutability	NOUN
cana-2768	199	6	and	and	CCONJ
cana-2768	199	7	transparency	transparency	NOUN
cana-2768	199	8	,	,	PUNCT
cana-2768	199	9	these	these	DET
cana-2768	199	10	very	very	ADJ
cana-2768	199	11	features	feature	NOUN
cana-2768	199	12	can	can	AUX
cana-2768	199	13	cause	cause	VERB
cana-2768	199	14	privacy	privacy	NOUN
cana-2768	199	15	problems	problem	NOUN
cana-2768	199	16	,	,	PUNCT
cana-2768	199	17	especially	especially	ADV
cana-2768	199	18	in	in	ADP
cana-2768	199	19	sectors	sector	NOUN
cana-2768	199	20	such	such	ADJ
cana-2768	199	21	as	as	ADP
cana-2768	199	22	healthcare	healthcare	NOUN
cana-2768	199	23	in	in	ADP
cana-2768	199	24	which	which	PRON
cana-2768	199	25	sensitive	sensitive	ADJ
cana-2768	199	26	personal	personal	ADJ
cana-2768	199	27	data	datum	NOUN
cana-2768	199	28	are	be	AUX
cana-2768	199	29	concerned	concern	VERB
cana-2768	199	30	.	.	PUNCT
cana-2768	200	1	ml	ml	PROPN
cana-2768	200	2	models	model	NOUN
cana-2768	200	3	also	also	ADV
cana-2768	200	4	need	need	VERB
cana-2768	200	5	access	access	NOUN
cana-2768	200	6	to	to	ADP
cana-2768	200	7	a	a	DET
cana-2768	200	8	large	large	ADJ
cana-2768	200	9	amount	amount	NOUN
cana-2768	200	10	of	of	ADP
cana-2768	200	11	data	datum	NOUN
cana-2768	200	12	,	,	PUNCT
cana-2768	200	13	and	and	CCONJ
cana-2768	200	14	privacy	privacy	NOUN
cana-2768	200	15	regulations	regulation	NOUN
cana-2768	200	16	and	and	CCONJ
cana-2768	200	17	ethical	ethical	ADJ
cana-2768	200	18	considerations	consideration	NOUN
cana-2768	200	19	may	may	AUX
cana-2768	200	20	be	be	AUX
cana-2768	200	21	at	at	ADP
cana-2768	200	22	cross	cross	NOUN
cana-2768	200	23	purposes	purpose	NOUN
cana-2768	200	24	with	with	ADP
cana-2768	200	25	ml	ml	NOUN
cana-2768	200	26	model	model	NOUN
cana-2768	200	27	training	training	NOUN
cana-2768	200	28	.	.	PUNCT
cana-2768	201	1	solutions	solution	NOUN
cana-2768	201	2	to	to	ADP
cana-2768	201	3	these	these	DET
cana-2768	201	4	issues	issue	NOUN
cana-2768	201	5	can	can	AUX
cana-2768	201	6	include	include	VERB
cana-2768	201	7	intentional	intentional	ADJ
cana-2768	201	8	organization	organization	NOUN
cana-2768	201	9	of	of	ADP
cana-2768	201	10	systems	system	NOUN
cana-2768	201	11	,	,	PUNCT
cana-2768	201	12	security	security	NOUN
cana-2768	201	13	and	and	CCONJ
cana-2768	201	14	privacy	privacy	NOUN
cana-2768	201	15	.	.	PUNCT
cana-2768	202	1	another	another	DET
cana-2768	202	2	challenge	challenge	NOUN
cana-2768	202	3	that	that	PRON
cana-2768	202	4	needs	need	VERB
cana-2768	202	5	to	to	PART
cana-2768	202	6	be	be	AUX
cana-2768	202	7	overcome	overcome	VERB
cana-2768	202	8	to	to	PART
cana-2768	202	9	enable	enable	VERB
cana-2768	202	10	blockchain	blockchain	PROPN
cana-2768	202	11	and	and	CCONJ
cana-2768	202	12	ml	ml	ADP
cana-2768	202	13	integration	integration	NOUN
cana-2768	202	14	potential	potential	NOUN
cana-2768	202	15	is	be	AUX
cana-2768	202	16	interoperability	interoperability	NOUN
cana-2768	202	17	.	.	PUNCT
cana-2768	203	1	most	most	ADJ
cana-2768	203	2	of	of	ADP
cana-2768	203	3	the	the	DET
cana-2768	203	4	existing	exist	VERB
cana-2768	203	5	systems	system	NOUN
cana-2768	203	6	are	be	AUX
cana-2768	203	7	not	not	PART
cana-2768	203	8	built	build	VERB
cana-2768	203	9	with	with	ADP
cana-2768	203	10	this	this	DET
cana-2768	203	11	new	new	ADJ
cana-2768	203	12	blockchain	blockchain	NOUN
cana-2768	203	13	or	or	CCONJ
cana-2768	203	14	ml	ml	ADP
cana-2768	203	15	technologies	technology	NOUN
cana-2768	203	16	that	that	PRON
cana-2768	203	17	require	require	VERB
cana-2768	203	18	major	major	ADJ
cana-2768	203	19	overhaul	overhaul	NOUN
cana-2768	203	20	or	or	CCONJ
cana-2768	203	21	replacement	replacement	NOUN
cana-2768	203	22	.	.	PUNCT
cana-2768	204	1	one	one	NUM
cana-2768	204	2	of	of	ADP
cana-2768	204	3	the	the	DET
cana-2768	204	4	issues	issue	NOUN
cana-2768	204	5	we	we	PRON
cana-2768	204	6	find	find	VERB
cana-2768	204	7	here	here	ADV
cana-2768	204	8	is	be	AUX
cana-2768	204	9	a	a	DET
cana-2768	204	10	general	general	ADJ
cana-2768	204	11	lack	lack	NOUN
cana-2768	204	12	of	of	ADP
cana-2768	204	13	standardization	standardization	NOUN
cana-2768	204	14	,	,	PUNCT
cana-2768	204	15	which	which	PRON
cana-2768	204	16	leads	lead	VERB
cana-2768	204	17	to	to	ADP
cana-2768	204	18	a	a	DET
cana-2768	204	19	potential	potential	ADJ
cana-2768	204	20	hindrance	hindrance	NOUN
cana-2768	204	21	in	in	ADP
cana-2768	204	22	adopting	adopt	VERB
cana-2768	204	23	integrated	integrated	ADJ
cana-2768	204	24	solutions	solution	NOUN
cana-2768	204	25	,	,	PUNCT
cana-2768	204	26	especially	especially	ADV
cana-2768	204	27	in	in	ADP
cana-2768	204	28	spaces	space	NOUN
cana-2768	204	29	that	that	PRON
cana-2768	204	30	run	run	VERB
cana-2768	204	31	on	on	ADP
cana-2768	204	32	legacy	legacy	NOUN
cana-2768	204	33	systems	system	NOUN
cana-2768	204	34	.	.	PUNCT
cana-2768	205	1	finally	finally	ADV
cana-2768	205	2	,	,	PUNCT
cana-2768	205	3	the	the	DET
cana-2768	205	4	changing	change	VERB
cana-2768	205	5	landscape	landscape	NOUN
cana-2768	205	6	of	of	ADP
cana-2768	205	7	fraud	fraud	NOUN
cana-2768	205	8	is	be	AUX
cana-2768	205	9	a	a	DET
cana-2768	205	10	constant	constant	ADJ
cana-2768	205	11	challenge	challenge	NOUN
cana-2768	205	12	.	.	PUNCT
cana-2768	206	1	fraudsters	fraudster	NOUN
cana-2768	206	2	are	be	AUX
cana-2768	206	3	continually	continually	ADV
cana-2768	206	4	finding	find	VERB
cana-2768	206	5	new	new	ADJ
cana-2768	206	6	ways	way	NOUN
cana-2768	206	7	to	to	PART
cana-2768	206	8	beat	beat	VERB
cana-2768	206	9	the	the	DET
cana-2768	206	10	systems	system	NOUN
cana-2768	206	11	set	set	VERB
cana-2768	206	12	to	to	PART
cana-2768	206	13	detect	detect	VERB
cana-2768	206	14	them	they	PRON
cana-2768	206	15	which	which	PRON
cana-2768	206	16	means	mean	VERB
cana-2768	206	17	ml	ml	NOUN
cana-2768	206	18	models	model	NOUN
cana-2768	206	19	need	need	VERB
cana-2768	206	20	to	to	PART
cana-2768	206	21	be	be	AUX
cana-2768	206	22	regularly	regularly	ADV
cana-2768	206	23	updated	update	VERB
cana-2768	206	24	and	and	CCONJ
cana-2768	206	25	retrained	retrain	VERB
cana-2768	206	26	on	on	ADP
cana-2768	206	27	the	the	DET
cana-2768	206	28	latest	late	ADJ
cana-2768	206	29	data	datum	NOUN
cana-2768	206	30	.	.	PUNCT
cana-2768	207	1	furthermore	furthermore	ADV
cana-2768	207	2	,	,	PUNCT
cana-2768	207	3	blockchain	blockchain	PROPN
cana-2768	207	4	needs	need	VERB
cana-2768	207	5	to	to	PART
cana-2768	207	6	ensure	ensure	VERB
cana-2768	207	7	its	its	PRON
cana-2768	207	8	systems	system	NOUN
cana-2768	207	9	are	be	AUX
cana-2768	207	10	capable	capable	ADJ
cana-2768	207	11	of	of	ADP
cana-2768	207	12	evolving	evolve	VERB
cana-2768	207	13	with	with	ADP
cana-2768	207	14	potential	potential	ADJ
cana-2768	207	15	threats	threat	NOUN
cana-2768	207	16	to	to	PART
cana-2768	207	17	maintain	maintain	VERB
cana-2768	207	18	effective	effective	ADJ
cana-2768	207	19	security	security	NOUN
cana-2768	207	20	measures	measure	NOUN
cana-2768	207	21	against	against	ADP
cana-2768	207	22	newly	newly	ADV
cana-2768	207	23	developing	develop	VERB
cana-2768	207	24	obstacles	obstacle	NOUN
cana-2768	207	25	.	.	PUNCT
cana-2768	208	1	evolution	evolution	NOUN
cana-2768	208	2	and	and	CCONJ
cana-2768	208	3	future	future	ADJ
cana-2768	208	4	directions	direction	NOUN
cana-2768	208	5	in	in	ADP
cana-2768	208	6	the	the	DET
cana-2768	208	7	space	space	NOUN
cana-2768	208	8	with	with	ADP
cana-2768	208	9	the	the	DET
cana-2768	208	10	continuous	continuous	ADJ
cana-2768	208	11	evolution	evolution	NOUN
cana-2768	208	12	of	of	ADP
cana-2768	208	13	blockchain	blockchain	PROPN
cana-2768	208	14	and	and	CCONJ
cana-2768	208	15	ml	ml	ADP
cana-2768	208	16	integration	integration	NOUN
cana-2768	208	17	for	for	ADP
cana-2768	208	18	fraud	fraud	NOUN
cana-2768	208	19	detection	detection	NOUN
cana-2768	208	20	,	,	PUNCT
cana-2768	208	21	there	there	PRON
cana-2768	208	22	are	be	VERB
cana-2768	208	23	many	many	ADJ
cana-2768	208	24	upcoming	upcoming	ADJ
cana-2768	208	25	trends	trend	NOUN
cana-2768	208	26	optimizing	optimize	VERB
cana-2768	208	27	their	their	PRON
cana-2768	208	28	use	use	NOUN
cana-2768	208	29	cases	case	NOUN
cana-2768	208	30	.	.	PUNCT
cana-2768	209	1	for	for	ADP
cana-2768	209	2	example	example	NOUN
cana-2768	209	3	,	,	PUNCT
cana-2768	209	4	hybrid	hybrid	ADJ
cana-2768	209	5	systems	system	NOUN
cana-2768	209	6	that	that	PRON
cana-2768	209	7	combine	combine	VERB
cana-2768	209	8	the	the	DET
cana-2768	209	9	best	good	ADJ
cana-2768	209	10	aspects	aspect	NOUN
cana-2768	209	11	of	of	ADP
cana-2768	209	12	both	both	DET
cana-2768	209	13	these	these	DET
cana-2768	209	14	technologies	technology	NOUN
cana-2768	209	15	and	and	CCONJ
cana-2768	209	16	address	address	VERB
cana-2768	209	17	their	their	PRON
cana-2768	209	18	limitations	limitation	NOUN
cana-2768	209	19	are	be	AUX
cana-2768	209	20	in	in	ADP
cana-2768	209	21	development	development	NOUN
cana-2768	209	22	.	.	PUNCT
cana-2768	210	1	solutions	solution	NOUN
cana-2768	210	2	like	like	ADP
cana-2768	210	3	off	off	ADP
cana-2768	210	4	-	-	PUNCT
cana-2768	210	5	chain	chain	NOUN
cana-2768	210	6	storage	storage	NOUN
cana-2768	210	7	solutions	solution	NOUN
cana-2768	210	8	scale	scale	NOUN
cana-2768	210	9	blockchain	blockchain	PROPN
cana-2768	210	10	systems	system	NOUN
cana-2768	210	11	,	,	PUNCT
cana-2768	210	12	while	while	SCONJ
cana-2768	210	13	federated	federated	ADJ
cana-2768	210	14	learning	learning	NOUN
cana-2768	210	15	techniques	technique	NOUN
cana-2768	210	16	allow	allow	VERB
cana-2768	210	17	ml	ml	NOUN
cana-2768	210	18	models	model	NOUN
cana-2768	210	19	to	to	PART
cana-2768	210	20	be	be	AUX
cana-2768	210	21	distributed	distribute	VERB
cana-2768	210	22	without	without	ADP
cana-2768	210	23	sharing	share	VERB
cana-2768	210	24	data	datum	NOUN
cana-2768	210	25	that	that	PRON
cana-2768	210	26	could	could	AUX
cana-2768	210	27	compromise	compromise	VERB
cana-2768	210	28	privacy	privacy	NOUN
cana-2768	210	29	.	.	PUNCT
cana-2768	211	1	explainable	explainable	ADJ
cana-2768	211	2	ai	ai	PROPN
cana-2768	211	3	(	(	PUNCT
cana-2768	211	4	xai	xai	PROPN
cana-2768	211	5	)	)	PUNCT
cana-2768	211	6	is	be	AUX
cana-2768	211	7	another	another	DET
cana-2768	211	8	growing	grow	VERB
cana-2768	211	9	trend	trend	NOUN
cana-2768	211	10	in	in	ADP
cana-2768	211	11	ml	ml	NOUN
cana-2768	211	12	models	model	NOUN
cana-2768	211	13	.	.	PUNCT
cana-2768	212	1	but	but	CCONJ
cana-2768	212	2	traditional	traditional	ADJ
cana-2768	212	3	ml	ml	NOUN
cana-2768	212	4	algorithms	algorithm	NOUN
cana-2768	212	5	are	be	AUX
cana-2768	212	6	often	often	ADV
cana-2768	212	7	“	"	PUNCT
cana-2768	212	8	black	black	ADJ
cana-2768	212	9	boxes	box	NOUN
cana-2768	212	10	,	,	PUNCT
cana-2768	212	11	”	"	PUNCT
cana-2768	212	12	offering	offer	VERB
cana-2768	212	13	little	little	ADJ
cana-2768	212	14	or	or	CCONJ
cana-2768	212	15	no	no	PRON
cana-2768	212	16	visibility	visibility	NOUN
cana-2768	212	17	on	on	ADP
cana-2768	212	18	how	how	SCONJ
cana-2768	212	19	decisions	decision	NOUN
cana-2768	212	20	are	be	AUX
cana-2768	212	21	derived	derive	VERB
cana-2768	212	22	.	.	PUNCT
cana-2768	213	1	leveraging	leverage	VERB
cana-2768	213	2	xai	xai	PROPN
cana-2768	213	3	techniques	technique	NOUN
cana-2768	213	4	,	,	PUNCT
cana-2768	213	5	fraud	fraud	NOUN
cana-2768	213	6	detection	detection	NOUN
cana-2768	213	7	systems	system	NOUN
cana-2768	213	8	can	can	AUX
cana-2768	213	9	enhance	enhance	VERB
cana-2768	213	10	transparency	transparency	NOUN
cana-2768	213	11	and	and	CCONJ
cana-2768	213	12	accountability	accountability	NOUN
cana-2768	213	13	,	,	PUNCT
cana-2768	213	14	making	make	VERB
cana-2768	213	15	them	they	PRON
cana-2768	213	16	less	less	ADV
cana-2768	213	17	likely	likely	ADJ
cana-2768	213	18	to	to	PART
cana-2768	213	19	be	be	AUX
cana-2768	213	20	accused	accuse	VERB
cana-2768	213	21	of	of	ADP
cana-2768	213	22	discrimination	discrimination	NOUN
cana-2768	213	23	and	and	CCONJ
cana-2768	213	24	thus	thus	ADV
cana-2768	213	25	increasing	increase	VERB
cana-2768	213	26	public	public	ADJ
cana-2768	213	27	trust	trust	NOUN
cana-2768	213	28	in	in	ADP
cana-2768	213	29	their	their	PRON
cana-2768	213	30	usage	usage	NOUN
cana-2768	213	31	.	.	PUNCT
cana-2768	214	1	this	this	PRON
cana-2768	214	2	is	be	AUX
cana-2768	214	3	especially	especially	ADV
cana-2768	214	4	critical	critical	ADJ
cana-2768	214	5	in	in	ADP
cana-2768	214	6	fields	field	NOUN
cana-2768	214	7	such	such	ADJ
cana-2768	214	8	as	as	ADP
cana-2768	214	9	finance	finance	NOUN
cana-2768	214	10	and	and	CCONJ
cana-2768	214	11	healthcare	healthcare	PROPN
cana-2768	214	12	,	,	PUNCT
cana-2768	214	13	where	where	SCONJ
cana-2768	214	14	decisions	decision	NOUN
cana-2768	214	15	informed	inform	VERB
cana-2768	214	16	by	by	ADP
cana-2768	214	17	ml	ml	NOUN
cana-2768	214	18	models	model	NOUN
cana-2768	214	19	can	can	AUX
cana-2768	214	20	be	be	AUX
cana-2768	214	21	consequential	consequential	ADJ
cana-2768	214	22	.	.	PUNCT
cana-2768	215	1	one	one	NUM
cana-2768	215	2	promising	promise	VERB
cana-2768	215	3	direction	direction	NOUN
cana-2768	215	4	for	for	ADP
cana-2768	215	5	the	the	DET
cana-2768	215	6	combination	combination	NOUN
cana-2768	215	7	of	of	ADP
cana-2768	215	8	blockchain	blockchain	PROPN
cana-2768	215	9	and	and	CCONJ
cana-2768	215	10	ml	ml	NOUN
cana-2768	215	11	is	be	AUX
cana-2768	215	12	decentralized	decentralize	VERB
cana-2768	215	13	ai	ai	VERB
cana-2768	215	14	.	.	PROPN
cana-2768	216	1	through	through	ADP
cana-2768	216	2	the	the	DET
cana-2768	216	3	decentralized	decentralized	ADJ
cana-2768	216	4	nature	nature	NOUN
cana-2768	216	5	of	of	ADP
cana-2768	216	6	blockchain	blockchain	PROPN
cana-2768	216	7	,	,	PUNCT
cana-2768	216	8	ai	ai	VERB
cana-2768	216	9	frameworks	framework	NOUN
cana-2768	216	10	can	can	AUX
cana-2768	216	11	be	be	AUX
cana-2768	216	12	dispersed	disperse	VERB
cana-2768	216	13	throughout	throughout	ADP
cana-2768	216	14	nodes	node	NOUN
cana-2768	216	15	,	,	PUNCT
cana-2768	216	16	thereby	thereby	ADV
cana-2768	216	17	lowering	lower	VERB
cana-2768	216	18	the	the	DET
cana-2768	216	19	risk	risk	NOUN
cana-2768	216	20	of	of	ADP
cana-2768	216	21	a	a	DET
cana-2768	216	22	single	single	ADJ
cana-2768	216	23	point	point	NOUN
cana-2768	216	24	of	of	ADP
cana-2768	216	25	failure	failure	NOUN
cana-2768	216	26	and	and	CCONJ
cana-2768	216	27	increasing	increase	VERB
cana-2768	216	28	system	system	NOUN
cana-2768	216	29	flexibility	flexibility	NOUN
cana-2768	216	30	.	.	PUNCT
cana-2768	217	1	moreover	moreover	ADV
cana-2768	217	2	,	,	PUNCT
cana-2768	217	3	this	this	DET
cana-2768	217	4	principle	principle	NOUN
cana-2768	217	5	is	be	AUX
cana-2768	217	6	also	also	ADV
cana-2768	217	7	aligned	align	VERB
cana-2768	217	8	with	with	ADP
cana-2768	217	9	data	datum	NOUN
cana-2768	217	10	privacy	privacy	NOUN
cana-2768	217	11	and	and	CCONJ
cana-2768	217	12	security	security	NOUN
cana-2768	217	13	which	which	PRON
cana-2768	217	14	makes	make	VERB
cana-2768	217	15	it	it	PRON
cana-2768	217	16	a	a	DET
cana-2768	217	17	compelling	compelling	ADJ
cana-2768	217	18	for	for	ADP
cana-2768	217	19	fraud	fraud	NOUN
cana-2768	217	20	detection	detection	NOUN
cana-2768	217	21	mechanisms	mechanism	NOUN
cana-2768	217	22	.	.	PUNCT
cana-2768	218	1	communications	communication	NOUN
cana-2768	218	2	on	on	ADP
cana-2768	218	3	applied	apply	VERB
cana-2768	218	4	nonlinear	nonlinear	ADJ
cana-2768	218	5	analysis	analysis	NOUN
cana-2768	218	6	issn	issn	NOUN
cana-2768	218	7	:	:	PUNCT
cana-2768	218	8	1074	1074	NUM
cana-2768	218	9	-	-	PUNCT
cana-2768	218	10	133x	133x	NUM
cana-2768	218	11	vol	vol	NOUN
cana-2768	218	12	32	32	NUM
cana-2768	218	13	no	no	NOUN
cana-2768	218	14	.	.	PUNCT
cana-2768	219	1	4s	4s	NUM
cana-2768	219	2	(	(	PUNCT
cana-2768	219	3	2025	2025	NUM
cana-2768	219	4	)	)	PUNCT
cana-2768	219	5	225	225	NUM
cana-2768	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	219	7	3	3	NUM
cana-2768	219	8	.	.	NUM
cana-2768	219	9	proposed	propose	VERB
cana-2768	219	10	methodology	methodology	NOUN
cana-2768	219	11	this	this	DET
cana-2768	219	12	paper	paper	NOUN
cana-2768	219	13	proposes	propose	VERB
cana-2768	219	14	a	a	DET
cana-2768	219	15	multidisciplinary	multidisciplinary	ADJ
cana-2768	219	16	framework	framework	NOUN
cana-2768	219	17	for	for	ADP
cana-2768	219	18	fraud	fraud	NOUN
cana-2768	219	19	detection	detection	NOUN
cana-2768	219	20	to	to	PART
cana-2768	219	21	be	be	AUX
cana-2768	219	22	implemented	implement	VERB
cana-2768	219	23	in	in	ADP
cana-2768	219	24	finance	finance	NOUN
cana-2768	219	25	,	,	PUNCT
cana-2768	219	26	heath	heath	PROPN
cana-2768	219	27	and	and	CCONJ
cana-2768	219	28	cybersecurity	cybersecurity	NOUN
cana-2768	219	29	domains	domain	NOUN
cana-2768	219	30	through	through	ADP
cana-2768	219	31	integration	integration	NOUN
cana-2768	219	32	of	of	ADP
cana-2768	219	33	blockchain	blockchain	PROPN
cana-2768	219	34	and	and	CCONJ
cana-2768	219	35	machine	machine	NOUN
cana-2768	219	36	learning(ml	learning(ml	PROPN
cana-2768	219	37	)	)	PUNCT
cana-2768	219	38	techniques	technique	NOUN
cana-2768	219	39	.	.	PUNCT
cana-2768	220	1	harnessing	harness	VERB
cana-2768	220	2	the	the	DET
cana-2768	220	3	power	power	NOUN
cana-2768	220	4	of	of	ADP
cana-2768	220	5	blockchain	blockchain	PROPN
cana-2768	220	6	's	's	PART
cana-2768	220	7	immutability	immutability	NOUN
cana-2768	220	8	,	,	PUNCT
cana-2768	220	9	transparency	transparency	NOUN
cana-2768	220	10	,	,	PUNCT
cana-2768	220	11	and	and	CCONJ
cana-2768	220	12	decentralized	decentralized	ADJ
cana-2768	220	13	infrastructure	infrastructure	NOUN
cana-2768	220	14	,	,	PUNCT
cana-2768	220	15	along	along	ADP
cana-2768	220	16	with	with	ADP
cana-2768	220	17	the	the	DET
cana-2768	220	18	predictive	predictive	ADJ
cana-2768	220	19	analytics	analytic	NOUN
cana-2768	220	20	and	and	CCONJ
cana-2768	220	21	anomaly	anomaly	NOUN
cana-2768	220	22	detection	detection	NOUN
cana-2768	220	23	offered	offer	VERB
cana-2768	220	24	through	through	ADP
cana-2768	220	25	ml	ml	ADP
cana-2768	220	26	,	,	PUNCT
cana-2768	220	27	this	this	DET
cana-2768	220	28	model	model	NOUN
cana-2768	220	29	is	be	AUX
cana-2768	220	30	well	well	ADV
cana-2768	220	31	-	-	PUNCT
cana-2768	220	32	equipped	equip	VERB
cana-2768	220	33	to	to	PART
cana-2768	220	34	tackle	tackle	VERB
cana-2768	220	35	the	the	DET
cana-2768	220	36	complexities	complexity	NOUN
cana-2768	220	37	of	of	ADP
cana-2768	220	38	fraud	fraud	NOUN
cana-2768	220	39	as	as	SCONJ
cana-2768	220	40	they	they	PRON
cana-2768	220	41	evolve	evolve	VERB
cana-2768	220	42	.	.	PUNCT
cana-2768	221	1	the	the	DET
cana-2768	221	2	five	five	NUM
cana-2768	221	3	major	major	ADJ
cana-2768	221	4	components	component	NOUN
cana-2768	221	5	of	of	ADP
cana-2768	221	6	the	the	DET
cana-2768	221	7	methodology	methodology	NOUN
cana-2768	221	8	include	include	VERB
cana-2768	221	9	data	datum	NOUN
cana-2768	221	10	acquisition	acquisition	NOUN
cana-2768	221	11	and	and	CCONJ
cana-2768	221	12	preprocessing	preprocessing	NOUN
cana-2768	221	13	,	,	PUNCT
cana-2768	221	14	blockchain	blockchain	PROPN
cana-2768	221	15	implementation	implementation	NOUN
cana-2768	221	16	,	,	PUNCT
cana-2768	221	17	development	development	NOUN
cana-2768	221	18	of	of	ADP
cana-2768	221	19	ml	ml	NOUN
cana-2768	221	20	model	model	NOUN
cana-2768	221	21	,	,	PUNCT
cana-2768	221	22	integrating	integrate	VERB
cana-2768	221	23	blockchain	blockchain	NOUN
cana-2768	221	24	and	and	CCONJ
cana-2768	221	25	ml	ml	VERB
cana-2768	221	26	,	,	PUNCT
cana-2768	221	27	and	and	CCONJ
cana-2768	221	28	evaluation	evaluation	NOUN
cana-2768	221	29	and	and	CCONJ
cana-2768	221	30	optimization	optimization	NOUN
cana-2768	221	31	of	of	ADP
cana-2768	221	32	the	the	DET
cana-2768	221	33	system	system	NOUN
cana-2768	221	34	.	.	PUNCT
cana-2768	222	1	every	every	DET
cana-2768	222	2	part	part	NOUN
cana-2768	222	3	has	have	AUX
cana-2768	222	4	been	be	AUX
cana-2768	222	5	explained	explain	VERB
cana-2768	222	6	in	in	ADP
cana-2768	222	7	detail	detail	NOUN
cana-2768	222	8	to	to	PART
cana-2768	222	9	understand	understand	VERB
cana-2768	222	10	the	the	DET
cana-2768	222	11	framework	framework	NOUN
cana-2768	222	12	better	well	ADV
cana-2768	222	13	.	.	PUNCT
cana-2768	223	1	figure	figure	NOUN
cana-2768	223	2	2	2	NUM
cana-2768	223	3	.	.	X
cana-2768	224	1	flowchart	flowchart	NOUN
cana-2768	224	2	of	of	ADP
cana-2768	224	3	proposed	propose	VERB
cana-2768	224	4	methodology	methodology	NOUN
cana-2768	224	5	a.	a.	NOUN
cana-2768	224	6	data	data	PROPN
cana-2768	224	7	preprocessing	preprocessing	NOUN
cana-2768	224	8	and	and	CCONJ
cana-2768	224	9	acquisition	acquisition	NOUN
cana-2768	224	10	high	high	ADJ
cana-2768	224	11	-	-	PUNCT
cana-2768	224	12	quality	quality	NOUN
cana-2768	224	13	data	datum	NOUN
cana-2768	224	14	,	,	PUNCT
cana-2768	224	15	obtained	obtain	VERB
cana-2768	224	16	from	from	ADP
cana-2768	224	17	heterogeneous	heterogeneous	ADJ
cana-2768	224	18	sources	source	NOUN
cana-2768	224	19	,	,	PUNCT
cana-2768	224	20	is	be	AUX
cana-2768	224	21	the	the	DET
cana-2768	224	22	foundation	foundation	NOUN
cana-2768	224	23	of	of	ADP
cana-2768	224	24	successful	successful	ADJ
cana-2768	224	25	fraud	fraud	NOUN
cana-2768	224	26	detection	detection	NOUN
cana-2768	224	27	starting	start	VERB
cana-2768	224	28	from	from	ADP
cana-2768	224	29	data	datum	NOUN
cana-2768	224	30	gathering	gathering	NOUN
cana-2768	224	31	and	and	CCONJ
cana-2768	224	32	preprocessing	preprocessing	NOUN
cana-2768	224	33	.	.	PUNCT
cana-2768	225	1	within	within	ADP
cana-2768	225	2	the	the	DET
cana-2768	225	3	financial	financial	ADJ
cana-2768	225	4	domain	domain	NOUN
cana-2768	225	5	,	,	PUNCT
cana-2768	225	6	these	these	DET
cana-2768	225	7	data	datum	NOUN
cana-2768	225	8	types	type	NOUN
cana-2768	225	9	include	include	VERB
cana-2768	225	10	transaction	transaction	NOUN
cana-2768	225	11	logs	log	NOUN
cana-2768	225	12	,	,	PUNCT
cana-2768	225	13	user	user	NOUN
cana-2768	225	14	authentication	authentication	NOUN
cana-2768	225	15	records	record	NOUN
cana-2768	225	16	,	,	PUNCT
cana-2768	225	17	and	and	CCONJ
cana-2768	225	18	credit	credit	NOUN
cana-2768	225	19	histories	history	NOUN
cana-2768	225	20	from	from	ADP
cana-2768	225	21	banking	banking	NOUN
cana-2768	225	22	systems	system	NOUN
cana-2768	225	23	,	,	PUNCT
cana-2768	225	24	payment	payment	NOUN
cana-2768	225	25	processors	processor	NOUN
cana-2768	225	26	,	,	PUNCT
cana-2768	225	27	and	and	CCONJ
cana-2768	225	28	credit	credit	NOUN
cana-2768	225	29	monitoring	monitoring	NOUN
cana-2768	225	30	agencies	agency	NOUN
cana-2768	225	31	.	.	PUNCT
cana-2768	226	1	𝑥′	𝑥′	PUNCT
cana-2768	227	1	=	=	PUNCT
cana-2768	228	1	𝑥	𝑥	DET
cana-2768	228	2	−	−	NOUN
cana-2768	228	3	𝜇	𝜇	ADP
cana-2768	228	4	𝜎	𝜎	PROPN
cana-2768	228	5	in	in	ADP
cana-2768	228	6	the	the	DET
cana-2768	228	7	healthcare	healthcare	NOUN
cana-2768	228	8	domain	domain	NOUN
cana-2768	228	9	,	,	PUNCT
cana-2768	228	10	the	the	DET
cana-2768	228	11	data	data	NOUN
cana-2768	228	12	comprises	comprise	NOUN
cana-2768	228	13	of	of	ADP
cana-2768	228	14	patient	patient	ADJ
cana-2768	228	15	records	record	NOUN
cana-2768	228	16	,	,	PUNCT
cana-2768	228	17	insurance	insurance	NOUN
cana-2768	228	18	claims	claim	NOUN
cana-2768	228	19	,	,	PUNCT
cana-2768	228	20	billing	billing	NOUN
cana-2768	228	21	information	information	NOUN
cana-2768	228	22	,	,	PUNCT
cana-2768	228	23	and	and	CCONJ
cana-2768	228	24	credentialing	credentiale	VERB
cana-2768	228	25	information	information	NOUN
cana-2768	228	26	for	for	ADP
cana-2768	228	27	providers	provider	NOUN
cana-2768	228	28	.	.	PUNCT
cana-2768	229	1	cybersecurity	cybersecurity	NOUN
cana-2768	229	2	data	datum	NOUN
cana-2768	229	3	refers	refer	VERB
cana-2768	229	4	to	to	ADP
cana-2768	229	5	logs	log	NOUN
cana-2768	229	6	of	of	ADP
cana-2768	229	7	network	network	NOUN
cana-2768	229	8	activity	activity	NOUN
cana-2768	229	9	,	,	PUNCT
cana-2768	229	10	user	user	NOUN
cana-2768	229	11	access	access	NOUN
cana-2768	229	12	logs	log	NOUN
cana-2768	229	13	,	,	PUNCT
cana-2768	229	14	logs	log	NOUN
cana-2768	229	15	of	of	ADP
cana-2768	229	16	system	system	NOUN
cana-2768	229	17	events	event	NOUN
cana-2768	229	18	,	,	PUNCT
cana-2768	229	19	etc	etc	X
cana-2768	229	20	.	.	X
cana-2768	230	1	furthermore	furthermore	ADV
cana-2768	230	2	,	,	PUNCT
cana-2768	230	3	these	these	DET
cana-2768	230	4	datasets	dataset	NOUN
cana-2768	230	5	are	be	AUX
cana-2768	230	6	heterogeneous	heterogeneous	ADJ
cana-2768	230	7	and	and	CCONJ
cana-2768	230	8	plentiful	plentiful	ADJ
cana-2768	230	9	,	,	PUNCT
cana-2768	230	10	which	which	PRON
cana-2768	230	11	implies	imply	VERB
cana-2768	230	12	a	a	DET
cana-2768	230	13	large	large	ADJ
cana-2768	230	14	amount	amount	NOUN
cana-2768	230	15	of	of	ADP
cana-2768	230	16	preprocessing	preprocesse	VERB
cana-2768	230	17	prior	prior	ADJ
cana-2768	230	18	integration	integration	NOUN
cana-2768	230	19	to	to	PART
cana-2768	230	20	guarantee	guarantee	VERB
cana-2768	230	21	both	both	DET
cana-2768	230	22	consistency	consistency	NOUN
cana-2768	230	23	and	and	CCONJ
cana-2768	230	24	usability	usability	NOUN
cana-2768	230	25	across	across	ADP
cana-2768	230	26	data	datum	NOUN
cana-2768	230	27	sources	source	NOUN
cana-2768	230	28	.	.	PUNCT
cana-2768	231	1	𝑥𝑖	𝑥𝑖	ADP
cana-2768	232	1	′	′	NUM
cana-2768	232	2	=	=	PUNCT
cana-2768	232	3	∑	∑	PUNCT
cana-2768	232	4	𝑥𝑗	𝑥𝑗	NOUN
cana-2768	232	5	𝑛	𝑛	PRON
cana-2768	232	6	𝑗=1	𝑗=1	PROPN
cana-2768	232	7	𝑛	𝑛	PROPN
cana-2768	232	8	,	,	PUNCT
cana-2768	232	9	 	 	SPACE
cana-2768	232	10	if	if	SCONJ
cana-2768	232	11	𝑥𝑖	𝑥𝑖	PRON
cana-2768	232	12	is	be	AUX
cana-2768	232	13	missing	miss	VERB
cana-2768	232	14	.	.	PUNCT
cana-2768	233	1	communications	communication	NOUN
cana-2768	233	2	on	on	ADP
cana-2768	233	3	applied	apply	VERB
cana-2768	233	4	nonlinear	nonlinear	ADJ
cana-2768	233	5	analysis	analysis	NOUN
cana-2768	233	6	issn	issn	NOUN
cana-2768	233	7	:	:	PUNCT
cana-2768	233	8	1074	1074	NUM
cana-2768	233	9	-	-	PUNCT
cana-2768	233	10	133x	133x	NUM
cana-2768	233	11	vol	vol	NOUN
cana-2768	233	12	32	32	NUM
cana-2768	233	13	no	no	NOUN
cana-2768	233	14	.	.	PUNCT
cana-2768	234	1	4s	4s	NUM
cana-2768	234	2	(	(	PUNCT
cana-2768	234	3	2025	2025	NUM
cana-2768	234	4	)	)	PUNCT
cana-2768	234	5	226	226	NUM
cana-2768	234	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	234	7	data	datum	NOUN
cana-2768	234	8	cleaning	clean	VERB
cana-2768	234	9	duplicates	duplicate	NOUN
cana-2768	234	10	and	and	CCONJ
cana-2768	234	11	inconsistencies	inconsistency	NOUN
cana-2768	234	12	are	be	AUX
cana-2768	234	13	removed	remove	VERB
cana-2768	234	14	and	and	CCONJ
cana-2768	234	15	missing	miss	VERB
cana-2768	234	16	values	value	NOUN
cana-2768	234	17	are	be	AUX
cana-2768	234	18	imputed	impute	VERB
cana-2768	234	19	using	use	VERB
cana-2768	234	20	statistical	statistical	ADJ
cana-2768	234	21	or	or	CCONJ
cana-2768	234	22	mlbased	mlbased	ADJ
cana-2768	234	23	methods	method	NOUN
cana-2768	234	24	.	.	PUNCT
cana-2768	235	1	afterward	afterward	ADV
cana-2768	235	2	,	,	PUNCT
cana-2768	235	3	data	datum	NOUN
cana-2768	235	4	normalization	normalization	NOUN
cana-2768	235	5	is	be	AUX
cana-2768	235	6	performed	perform	VERB
cana-2768	235	7	to	to	PART
cana-2768	235	8	ensure	ensure	VERB
cana-2768	235	9	that	that	SCONJ
cana-2768	235	10	numerical	numerical	ADJ
cana-2768	235	11	features	feature	NOUN
cana-2768	235	12	have	have	VERB
cana-2768	235	13	comparable	comparable	ADJ
cana-2768	235	14	value	value	NOUN
cana-2768	235	15	ranges	range	NOUN
cana-2768	235	16	,	,	PUNCT
cana-2768	235	17	thus	thus	ADV
cana-2768	235	18	improving	improve	VERB
cana-2768	235	19	model	model	NOUN
cana-2768	235	20	performance	performance	NOUN
cana-2768	235	21	when	when	SCONJ
cana-2768	235	22	training	training	NOUN
cana-2768	235	23	.	.	PUNCT
cana-2768	236	1	𝑉	𝑉	PROPN
cana-2768	236	2	=	=	PUNCT
cana-2768	236	3	∑	∑	PROPN
cana-2768	236	4	𝑇𝑖	𝑇𝑖	ADP
cana-2768	236	5	𝑛	𝑛	PRON
cana-2768	236	6	𝑖=1	𝑖=1	PUNCT
cana-2768	237	1	𝛥𝑡	𝛥𝑡	PROPN
cana-2768	237	2	algorithm	algorithm	NOUN
cana-2768	237	3	1	1	NUM
cana-2768	237	4	:	:	PUNCT
cana-2768	237	5	data	datum	NOUN
cana-2768	237	6	preprocessing	preprocesse	VERB
cana-2768	237	7	1	1	NUM
cana-2768	237	8	.	.	PUNCT
cana-2768	238	1	input	input	NOUN
cana-2768	238	2	:	:	PUNCT
cana-2768	238	3	raw	raw	ADJ
cana-2768	238	4	data	data	PROPN
cana-2768	238	5	𝐷	𝐷	PROPN
cana-2768	238	6	,	,	PUNCT
cana-2768	238	7	containing	contain	VERB
cana-2768	238	8	missing	miss	VERB
cana-2768	238	9	values	value	NOUN
cana-2768	238	10	and	and	CCONJ
cana-2768	238	11	outliers	outlier	NOUN
cana-2768	238	12	.	.	PUNCT
cana-2768	239	1	2	2	X
cana-2768	239	2	.	.	X
cana-2768	239	3	output	output	NOUN
cana-2768	239	4	:	:	PUNCT
cana-2768	239	5	preprocessed	preprocesse	VERB
cana-2768	239	6	data	datum	NOUN
cana-2768	239	7	𝐷′.	𝐷′.	PROPN
cana-2768	239	8	3	3	NUM
cana-2768	239	9	.	.	PUNCT
cana-2768	239	10	steps	step	NOUN
cana-2768	239	11	:	:	PUNCT
cana-2768	239	12	a.	a.	NOUN
cana-2768	239	13	for	for	ADP
cana-2768	239	14	each	each	DET
cana-2768	239	15	feature	feature	NOUN
cana-2768	239	16	𝑓	𝑓	PRON
cana-2768	239	17	in	in	ADP
cana-2768	239	18	𝐷	𝐷	NOUN
cana-2768	239	19	:	:	PUNCT
cana-2768	239	20	▪	▪	X
cana-2768	239	21	if	if	SCONJ
cana-2768	239	22	𝑓	𝑓	PRON
cana-2768	239	23	contains	contain	VERB
cana-2768	239	24	missing	miss	VERB
cana-2768	239	25	values	value	NOUN
cana-2768	239	26	,	,	PUNCT
cana-2768	239	27	replace	replace	VERB
cana-2768	239	28	with	with	ADP
cana-2768	239	29	mean	mean	PROPN
cana-2768	239	30	𝜇𝑓.	𝜇𝑓.	X
cana-2768	239	31	▪	▪	ADJ
cana-2768	239	32	scale	scale	NOUN
cana-2768	239	33	𝑓	𝑓	PRON
cana-2768	239	34	to	to	ADP
cana-2768	239	35	unit	unit	NOUN
cana-2768	239	36	variance	variance	NOUN
cana-2768	239	37	using	use	VERB
cana-2768	239	38	𝑥′	𝑥′	PUNCT
cana-2768	239	39	=	=	NOUN
cana-2768	239	40	𝑥−𝜇	𝑥−𝜇	X
cana-2768	239	41	𝜎	𝜎	PROPN
cana-2768	239	42	.	.	PUNCT
cana-2768	240	1	b.	b.	PROPN
cana-2768	240	2	perform	perform	NOUN
cana-2768	240	3	outlier	outlier	NOUN
cana-2768	240	4	detection	detection	NOUN
cana-2768	240	5	and	and	CCONJ
cana-2768	240	6	removal	removal	NOUN
cana-2768	240	7	using	use	VERB
cana-2768	240	8	𝑍-score	𝑍-score	PROPN
cana-2768	240	9	.	.	PUNCT
cana-2768	240	10	c.	c.	PROPN
cana-2768	240	11	engineer	engineer	PROPN
cana-2768	240	12	new	new	PROPN
cana-2768	240	13	features	feature	NOUN
cana-2768	240	14	𝑉	𝑉	PROPN
cana-2768	240	15	,	,	PUNCT
cana-2768	240	16	𝑇	𝑇	PROPN
cana-2768	240	17	based	base	VERB
cana-2768	240	18	on	on	ADP
cana-2768	240	19	domain	domain	NOUN
cana-2768	240	20	-	-	PUNCT
cana-2768	240	21	specific	specific	ADJ
cana-2768	240	22	logic	logic	NOUN
cana-2768	240	23	.	.	PUNCT
cana-2768	241	1	4	4	X
cana-2768	241	2	.	.	X
cana-2768	241	3	return	return	NOUN
cana-2768	241	4	:	:	PUNCT
cana-2768	241	5	𝐷′.	𝐷′.	NOUN
cana-2768	241	6	feature	feature	VERB
cana-2768	241	7	engineering	engineering	NOUN
cana-2768	241	8	is	be	AUX
cana-2768	241	9	critical	critical	ADJ
cana-2768	241	10	as	as	ADP
cana-2768	241	11	domain	domain	NOUN
cana-2768	241	12	-	-	PUNCT
cana-2768	241	13	specific	specific	ADJ
cana-2768	241	14	features	feature	NOUN
cana-2768	241	15	(	(	PUNCT
cana-2768	241	16	e.g.	e.g.	ADV
cana-2768	241	17	transaction	transaction	NOUN
cana-2768	241	18	velocity	velocity	NOUN
cana-2768	241	19	,	,	PUNCT
cana-2768	241	20	spending	spending	NOUN
cana-2768	241	21	irregularities	irregularity	NOUN
cana-2768	241	22	,	,	PUNCT
cana-2768	241	23	access	access	NOUN
cana-2768	241	24	patterns	pattern	NOUN
cana-2768	241	25	,	,	PUNCT
cana-2768	241	26	etc	etc	X
cana-2768	241	27	.	.	X
cana-2768	241	28	)	)	PUNCT
cana-2768	241	29	are	be	AUX
cana-2768	241	30	derived	derive	VERB
cana-2768	241	31	to	to	PART
cana-2768	241	32	serve	serve	VERB
cana-2768	241	33	as	as	ADP
cana-2768	241	34	richer	rich	ADJ
cana-2768	241	35	inputs	input	NOUN
cana-2768	241	36	into	into	ADP
cana-2768	241	37	ml	ml	NOUN
cana-2768	241	38	algorithms	algorithm	NOUN
cana-2768	241	39	.	.	PUNCT
cana-2768	242	1	moreover	moreover	ADV
cana-2768	242	2	,	,	PUNCT
cana-2768	242	3	data	datum	NOUN
cana-2768	242	4	with	with	ADP
cana-2768	242	5	sensitive	sensitive	ADJ
cana-2768	242	6	information	information	NOUN
cana-2768	242	7	such	such	ADJ
cana-2768	242	8	as	as	ADP
cana-2768	242	9	personal	personal	ADJ
cana-2768	242	10	health	health	NOUN
cana-2768	242	11	information	information	NOUN
cana-2768	242	12	(	(	PUNCT
cana-2768	242	13	phi	phi	NOUN
cana-2768	242	14	)	)	PUNCT
cana-2768	242	15	are	be	AUX
cana-2768	242	16	also	also	ADV
cana-2768	242	17	secured	secure	VERB
cana-2768	242	18	using	use	VERB
cana-2768	242	19	cryptographic	cryptographic	ADJ
cana-2768	242	20	hashing	hashing	NOUN
cana-2768	242	21	,	,	PUNCT
cana-2768	242	22	tokenization	tokenization	NOUN
cana-2768	242	23	,	,	PUNCT
cana-2768	242	24	etc	etc	X
cana-2768	242	25	.	.	X
cana-2768	242	26	in	in	ADP
cana-2768	242	27	privacy	privacy	NOUN
cana-2768	242	28	domains	domain	NOUN
cana-2768	242	29	.	.	PUNCT
cana-2768	243	1	b.	b.	PROPN
cana-2768	243	2	blockchain	blockchain	PROPN
cana-2768	243	3	implementation	implementation	NOUN
cana-2768	243	4	as	as	ADP
cana-2768	243	5	a	a	DET
cana-2768	243	6	technology	technology	NOUN
cana-2768	243	7	,	,	PUNCT
cana-2768	243	8	blockchain	blockchain	PROPN
cana-2768	243	9	acts	act	VERB
cana-2768	243	10	as	as	ADP
cana-2768	243	11	a	a	DET
cana-2768	243	12	secure	secure	ADJ
cana-2768	243	13	foundation	foundation	NOUN
cana-2768	243	14	for	for	ADP
cana-2768	243	15	storing	store	VERB
cana-2768	243	16	and	and	CCONJ
cana-2768	243	17	sharing	share	VERB
cana-2768	243	18	data	datum	NOUN
cana-2768	243	19	,	,	PUNCT
cana-2768	243	20	ensuring	ensure	VERB
cana-2768	243	21	that	that	SCONJ
cana-2768	243	22	the	the	DET
cana-2768	243	23	information	information	NOUN
cana-2768	243	24	that	that	PRON
cana-2768	243	25	is	be	AUX
cana-2768	243	26	being	be	AUX
cana-2768	243	27	fed	feed	VERB
cana-2768	243	28	for	for	ADP
cana-2768	243	29	fraud	fraud	NOUN
cana-2768	243	30	detection	detection	NOUN
cana-2768	243	31	remains	remain	VERB
cana-2768	243	32	tamperproof	tamperproof	ADJ
cana-2768	243	33	and	and	CCONJ
cana-2768	243	34	transparency	transparency	NOUN
cana-2768	243	35	.	.	PUNCT
cana-2768	244	1	it	it	PRON
cana-2768	244	2	uses	use	VERB
cana-2768	244	3	a	a	DET
cana-2768	244	4	private	private	ADJ
cana-2768	244	5	,	,	PUNCT
cana-2768	244	6	permissioned	permissione	VERB
cana-2768	244	7	blockchain	blockchain	NOUN
cana-2768	244	8	architecture	architecture	NOUN
cana-2768	244	9	as	as	ADP
cana-2768	244	10	per	per	ADP
cana-2768	244	11	the	the	DET
cana-2768	244	12	needs	need	NOUN
cana-2768	244	13	of	of	ADP
cana-2768	244	14	all	all	DET
cana-2768	244	15	the	the	DET
cana-2768	244	16	domains	domain	NOUN
cana-2768	244	17	to	to	PART
cana-2768	244	18	allow	allow	VERB
cana-2768	244	19	access	access	NOUN
cana-2768	244	20	to	to	ADP
cana-2768	244	21	trusted	trust	VERB
cana-2768	244	22	participants	participant	NOUN
cana-2768	244	23	only	only	ADV
cana-2768	244	24	.	.	PUNCT
cana-2768	245	1	the	the	DET
cana-2768	245	2	design	design	NOUN
cana-2768	245	3	consists	consist	VERB
cana-2768	245	4	of	of	ADP
cana-2768	245	5	main	main	ADJ
cana-2768	245	6	components	component	NOUN
cana-2768	245	7	such	such	ADJ
cana-2768	245	8	as	as	ADP
cana-2768	245	9	network	network	NOUN
cana-2768	245	10	topology	topology	NOUN
cana-2768	245	11	,	,	PUNCT
cana-2768	245	12	data	datum	NOUN
cana-2768	245	13	storage	storage	NOUN
cana-2768	245	14	methods	method	NOUN
cana-2768	245	15	,	,	PUNCT
cana-2768	245	16	smart	smart	ADJ
cana-2768	245	17	contracts	contract	NOUN
cana-2768	245	18	,	,	PUNCT
cana-2768	245	19	and	and	CCONJ
cana-2768	245	20	consensus	consensus	NOUN
cana-2768	245	21	mechanisms	mechanism	NOUN
cana-2768	245	22	.	.	PUNCT
cana-2768	246	1	𝐻(𝐵	𝐻(𝐵	ADV
cana-2768	246	2	)	)	PUNCT
cana-2768	247	1	=	=	PUNCT
cana-2768	247	2	sha-256(𝐵prev	sha-256(𝐵prev	X
cana-2768	247	3	⊕𝐵data	⊕𝐵data	PROPN
cana-2768	247	4	⊕𝐵timestamp	⊕𝐵timestamp	PROPN
cana-2768	247	5	)	)	PUNCT
cana-2768	247	6	the	the	DET
cana-2768	247	7	network	network	NOUN
cana-2768	247	8	is	be	AUX
cana-2768	247	9	set	set	VERB
cana-2768	247	10	as	as	ADP
cana-2768	247	11	a	a	DET
cana-2768	247	12	permissioned	permissione	VERB
cana-2768	247	13	network	network	NOUN
cana-2768	247	14	wherein	wherein	SCONJ
cana-2768	247	15	only	only	ADV
cana-2768	247	16	a	a	DET
cana-2768	247	17	pre	pre	NOUN
cana-2768	247	18	-	-	NOUN
cana-2768	247	19	approval	approval	NOUN
cana-2768	247	20	of	of	ADP
cana-2768	247	21	company	company	NOUN
cana-2768	247	22	(	(	PUNCT
cana-2768	247	23	e.g.	e.g.	ADV
cana-2768	247	24	financial	financial	ADJ
cana-2768	247	25	institutions	institution	NOUN
cana-2768	247	26	,	,	PUNCT
cana-2768	247	27	health	health	NOUN
cana-2768	247	28	-	-	PUNCT
cana-2768	247	29	care	care	NOUN
cana-2768	247	30	providers	provider	NOUN
cana-2768	247	31	,	,	PUNCT
cana-2768	247	32	and	and	CCONJ
cana-2768	247	33	cybersecurity	cybersecurity	NOUN
cana-2768	247	34	)	)	PUNCT
cana-2768	247	35	will	will	AUX
cana-2768	247	36	be	be	AUX
cana-2768	247	37	allowed	allow	VERB
cana-2768	247	38	and	and	CCONJ
cana-2768	247	39	no	no	DET
cana-2768	247	40	random	random	ADJ
cana-2768	247	41	users	user	NOUN
cana-2768	247	42	will	will	AUX
cana-2768	247	43	be	be	AUX
cana-2768	247	44	allowed	allow	VERB
cana-2768	247	45	in	in	ADP
cana-2768	247	46	.	.	PUNCT
cana-2768	248	1	this	this	PRON
cana-2768	248	2	maintains	maintain	VERB
cana-2768	248	3	rigorous	rigorous	ADJ
cana-2768	248	4	access	access	NOUN
cana-2768	248	5	control	control	NOUN
cana-2768	248	6	in	in	ADP
cana-2768	248	7	addition	addition	NOUN
cana-2768	248	8	to	to	ADP
cana-2768	248	9	data	datum	NOUN
cana-2768	248	10	security	security	NOUN
cana-2768	248	11	.	.	PUNCT
cana-2768	249	1	𝑇poa	𝑇poa	PROPN
cana-2768	249	2	=	=	SYM
cana-2768	249	3	𝑂(𝑛	𝑂(𝑛	NOUN
cana-2768	249	4	)	)	PUNCT
cana-2768	249	5	the	the	DET
cana-2768	249	6	data	data	NOUN
cana-2768	249	7	storage	storage	NOUN
cana-2768	249	8	layer	layer	NOUN
cana-2768	249	9	takes	take	VERB
cana-2768	249	10	user	user	NOUN
cana-2768	249	11	data	datum	NOUN
cana-2768	249	12	and	and	CCONJ
cana-2768	249	13	organizes	organize	VERB
cana-2768	249	14	it	it	PRON
cana-2768	249	15	into	into	ADP
cana-2768	249	16	cryptographically	cryptographically	ADV
cana-2768	249	17	linked	link	VERB
cana-2768	249	18	blocks	block	NOUN
cana-2768	249	19	,	,	PUNCT
cana-2768	249	20	establishing	establish	VERB
cana-2768	249	21	an	an	DET
cana-2768	249	22	immutable	immutable	ADJ
cana-2768	249	23	audit	audit	NOUN
cana-2768	249	24	trail	trail	NOUN
cana-2768	249	25	of	of	ADP
cana-2768	249	26	transactions	transaction	NOUN
cana-2768	249	27	or	or	CCONJ
cana-2768	249	28	actions	action	NOUN
cana-2768	249	29	.	.	PUNCT
cana-2768	250	1	algorithm	algorithm	NOUN
cana-2768	250	2	2	2	NUM
cana-2768	250	3	:	:	PUNCT
cana-2768	250	4	blockchain	blockchain	PROPN
cana-2768	250	5	fraud	fraud	NOUN
cana-2768	250	6	monitoring	monitor	VERB
cana-2768	250	7	1	1	NUM
cana-2768	250	8	.	.	PUNCT
cana-2768	251	1	input	input	NOUN
cana-2768	251	2	:	:	PUNCT
cana-2768	251	3	transactions	transaction	NOUN
cana-2768	251	4	𝑇	𝑇	PROPN
cana-2768	251	5	,	,	PUNCT
cana-2768	251	6	smart	smart	ADJ
cana-2768	251	7	contract	contract	NOUN
cana-2768	251	8	𝑆.	𝑆.	PROPN
cana-2768	251	9	2	2	NUM
cana-2768	251	10	.	.	PUNCT
cana-2768	252	1	output	output	NOUN
cana-2768	252	2	:	:	PUNCT
cana-2768	252	3	fraudulent	fraudulent	ADJ
cana-2768	252	4	transactions	transaction	NOUN
cana-2768	252	5	𝐹.	𝐹.	PROPN
cana-2768	252	6	3	3	NUM
cana-2768	252	7	.	.	PUNCT
cana-2768	252	8	steps	step	NOUN
cana-2768	252	9	:	:	PUNCT
cana-2768	252	10	a.	a.	NOUN
cana-2768	252	11	record	record	NOUN
cana-2768	252	12	𝑇	𝑇	PROPN
cana-2768	252	13	in	in	ADP
cana-2768	252	14	blockchain	blockchain	NOUN
cana-2768	252	15	:	:	PUNCT
cana-2768	252	16	▪	▪	X
cana-2768	252	17	for	for	ADP
cana-2768	252	18	each	each	DET
cana-2768	252	19	transaction	transaction	NOUN
cana-2768	252	20	𝑡	𝑡	PROPN
cana-2768	252	21	∈	∈	PROPN
cana-2768	252	22	𝑇	𝑇	PROPN
cana-2768	252	23	:	:	PUNCT
cana-2768	252	24	•	•	NUM
cana-2768	252	25	compute	compute	NOUN
cana-2768	252	26	hash	hash	NOUN
cana-2768	252	27	𝐻(𝑡	𝐻(𝑡	NOUN
cana-2768	252	28	)	)	PUNCT
cana-2768	252	29	using	use	VERB
cana-2768	252	30	equation	equation	NOUN
cana-2768	252	31	4	4	NUM
cana-2768	252	32	.	.	NOUN
cana-2768	252	33	•	•	NOUN
cana-2768	252	34	add	add	VERB
cana-2768	252	35	𝑡	𝑡	PRON
cana-2768	252	36	to	to	ADP
cana-2768	252	37	the	the	DET
cana-2768	252	38	next	next	ADJ
cana-2768	252	39	block	block	NOUN
cana-2768	252	40	𝐵.	𝐵.	PROPN
cana-2768	252	41	b.	b.	PROPN
cana-2768	252	42	trigger	trigger	NOUN
cana-2768	252	43	smart	smart	ADJ
cana-2768	252	44	contract	contract	NOUN
cana-2768	252	45	:	:	PUNCT
cana-2768	252	46	▪	▪	X
cana-2768	252	47	evaluate	evaluate	VERB
cana-2768	252	48	𝑆(𝑥	𝑆(𝑥	NUM
cana-2768	252	49	)	)	PUNCT
cana-2768	252	50	using	use	VERB
cana-2768	252	51	equation	equation	NOUN
cana-2768	252	52	6	6	NUM
cana-2768	252	53	.	.	PUNCT
cana-2768	253	1	c.	c.	NOUN
cana-2768	253	2	identify	identify	VERB
cana-2768	253	3	fraud	fraud	NOUN
cana-2768	253	4	:	:	PUNCT
cana-2768	253	5	communications	communication	NOUN
cana-2768	253	6	on	on	ADP
cana-2768	253	7	applied	apply	VERB
cana-2768	253	8	nonlinear	nonlinear	ADJ
cana-2768	253	9	analysis	analysis	NOUN
cana-2768	253	10	issn	issn	NOUN
cana-2768	253	11	:	:	PUNCT
cana-2768	253	12	1074	1074	NUM
cana-2768	253	13	-	-	PUNCT
cana-2768	253	14	133x	133x	NUM
cana-2768	253	15	vol	vol	NOUN
cana-2768	253	16	32	32	NUM
cana-2768	253	17	no	no	NOUN
cana-2768	253	18	.	.	PUNCT
cana-2768	254	1	4s	4s	NUM
cana-2768	254	2	(	(	PUNCT
cana-2768	254	3	2025	2025	NUM
cana-2768	254	4	)	)	PUNCT
cana-2768	254	5	227	227	NUM
cana-2768	254	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	254	7	▪	▪	ADJ
cana-2768	254	8	if	if	SCONJ
cana-2768	254	9	𝑆(𝑥	𝑆(𝑥	NUM
cana-2768	254	10	)	)	PUNCT
cana-2768	254	11	=	=	SYM
cana-2768	254	12	1	1	NUM
cana-2768	254	13	,	,	PUNCT
cana-2768	254	14	add	add	VERB
cana-2768	254	15	𝑡	𝑡	PRON
cana-2768	254	16	to	to	ADP
cana-2768	254	17	𝐹.	𝐹.	PROPN
cana-2768	254	18	4	4	NUM
cana-2768	254	19	.	.	PUNCT
cana-2768	254	20	return	return	NOUN
cana-2768	254	21	:	:	PUNCT
cana-2768	254	22	𝐹.	𝐹.	NOUN
cana-2768	254	23	each	each	DET
cana-2768	254	24	block	block	NOUN
cana-2768	254	25	contains	contain	VERB
cana-2768	254	26	the	the	DET
cana-2768	254	27	timestamp	timestamp	NOUN
cana-2768	254	28	,	,	PUNCT
cana-2768	254	29	the	the	DET
cana-2768	254	30	transactions	transaction	NOUN
cana-2768	254	31	included	include	VERB
cana-2768	254	32	in	in	ADP
cana-2768	254	33	that	that	DET
cana-2768	254	34	block	block	NOUN
cana-2768	254	35	,	,	PUNCT
cana-2768	254	36	and	and	CCONJ
cana-2768	254	37	the	the	DET
cana-2768	254	38	hash	hash	NOUN
cana-2768	254	39	of	of	ADP
cana-2768	254	40	the	the	DET
cana-2768	254	41	previous	previous	ADJ
cana-2768	254	42	block	block	NOUN
cana-2768	254	43	which	which	PRON
cana-2768	254	44	helps	help	VERB
cana-2768	254	45	keep	keep	VERB
cana-2768	254	46	track	track	NOUN
cana-2768	254	47	of	of	ADP
cana-2768	254	48	the	the	DET
cana-2768	254	49	correct	correct	ADJ
cana-2768	254	50	order	order	NOUN
cana-2768	254	51	of	of	ADP
cana-2768	254	52	transactions	transaction	NOUN
cana-2768	254	53	as	as	ADV
cana-2768	254	54	well	well	ADV
cana-2768	254	55	as	as	ADP
cana-2768	254	56	maintain	maintain	VERB
cana-2768	254	57	the	the	DET
cana-2768	254	58	integrity	integrity	NOUN
cana-2768	254	59	of	of	ADP
cana-2768	254	60	the	the	DET
cana-2768	254	61	entire	entire	ADJ
cana-2768	254	62	chain	chain	NOUN
cana-2768	254	63	.	.	PUNCT
cana-2768	255	1	𝑆(𝑥	𝑆(𝑥	X
cana-2768	255	2	)	)	PUNCT
cana-2768	255	3	=	=	NOUN
cana-2768	255	4	{	{	PUNCT
cana-2768	255	5	1	1	NUM
cana-2768	255	6	,	,	PUNCT
cana-2768	255	7	if	if	SCONJ
cana-2768	255	8	𝑥	𝑥	X
cana-2768	255	9	>	>	X
cana-2768	255	10	𝜃	𝜃	PROPN
cana-2768	255	11	0	0	NUM
cana-2768	255	12	,	,	PUNCT
cana-2768	255	13	otherwise	otherwise	ADV
cana-2768	255	14	by	by	ADP
cana-2768	255	15	being	be	AUX
cana-2768	255	16	embedded	embed	VERB
cana-2768	255	17	inside	inside	ADP
cana-2768	255	18	the	the	DET
cana-2768	255	19	blockchain	blockchain	NOUN
cana-2768	255	20	,	,	PUNCT
cana-2768	255	21	smart	smart	ADJ
cana-2768	255	22	contracts	contract	NOUN
cana-2768	255	23	can	can	AUX
cana-2768	255	24	eventually	eventually	ADV
cana-2768	255	25	automate	automate	VERB
cana-2768	255	26	fraud	fraud	NOUN
cana-2768	255	27	detection	detection	NOUN
cana-2768	255	28	processes	process	NOUN
cana-2768	255	29	and	and	CCONJ
cana-2768	255	30	standards	standard	NOUN
cana-2768	255	31	.	.	PUNCT
cana-2768	256	1	for	for	ADP
cana-2768	256	2	example	example	NOUN
cana-2768	256	3	,	,	PUNCT
cana-2768	256	4	in	in	ADP
cana-2768	256	5	the	the	DET
cana-2768	256	6	finance	finance	NOUN
cana-2768	256	7	sector	sector	NOUN
cana-2768	256	8	,	,	PUNCT
cana-2768	256	9	a	a	DET
cana-2768	256	10	smart	smart	ADJ
cana-2768	256	11	contract	contract	NOUN
cana-2768	256	12	can	can	AUX
cana-2768	256	13	be	be	AUX
cana-2768	256	14	designed	design	VERB
cana-2768	256	15	to	to	PART
cana-2768	256	16	observe	observe	VERB
cana-2768	256	17	transactions	transaction	NOUN
cana-2768	256	18	for	for	ADP
cana-2768	256	19	certain	certain	ADJ
cana-2768	256	20	thresholds	threshold	NOUN
cana-2768	256	21	that	that	PRON
cana-2768	256	22	indicate	indicate	VERB
cana-2768	256	23	potential	potential	ADJ
cana-2768	256	24	money	money	NOUN
cana-2768	256	25	laundering	laundering	NOUN
cana-2768	256	26	,	,	PUNCT
cana-2768	256	27	automatically	automatically	ADV
cana-2768	256	28	flagging	flag	VERB
cana-2768	256	29	those	those	DET
cana-2768	256	30	transactions	transaction	NOUN
cana-2768	256	31	for	for	ADP
cana-2768	256	32	further	further	ADJ
cana-2768	256	33	review	review	NOUN
cana-2768	256	34	.	.	PUNCT
cana-2768	257	1	𝐺	𝐺	NOUN
cana-2768	257	2	=	=	PUNCT
cana-2768	257	3	𝑁blocks	𝑁blocks	PROPN
cana-2768	257	4	𝑇duration	𝑇duration	PROPN
cana-2768	257	5	for	for	ADP
cana-2768	257	6	example	example	NOUN
cana-2768	257	7	,	,	PUNCT
cana-2768	257	8	in	in	ADP
cana-2768	257	9	healthcare	healthcare	PROPN
cana-2768	257	10	,	,	PUNCT
cana-2768	257	11	insurance	insurance	NOUN
cana-2768	257	12	claims	claim	NOUN
cana-2768	257	13	can	can	AUX
cana-2768	257	14	be	be	AUX
cana-2768	257	15	validated	validate	VERB
cana-2768	257	16	against	against	ADP
cana-2768	257	17	the	the	DET
cana-2768	257	18	records	record	NOUN
cana-2768	257	19	stored	store	VERB
cana-2768	257	20	in	in	ADP
cana-2768	257	21	a	a	DET
cana-2768	257	22	medical	medical	ADJ
cana-2768	257	23	blockchain	blockchain	NOUN
cana-2768	257	24	using	use	VERB
cana-2768	257	25	a	a	DET
cana-2768	257	26	smart	smart	ADJ
cana-2768	257	27	contract	contract	NOUN
cana-2768	257	28	before	before	SCONJ
cana-2768	257	29	funds	fund	NOUN
cana-2768	257	30	are	be	AUX
cana-2768	257	31	released	release	VERB
cana-2768	257	32	,	,	PUNCT
cana-2768	257	33	thereby	thereby	ADV
cana-2768	257	34	combating	combat	VERB
cana-2768	257	35	fraudulent	fraudulent	ADJ
cana-2768	257	36	claims	claim	NOUN
cana-2768	257	37	.	.	PUNCT
cana-2768	258	1	they	they	PRON
cana-2768	258	2	also	also	ADV
cana-2768	258	3	require	require	VERB
cana-2768	258	4	a	a	DET
cana-2768	258	5	consensus	consensus	NOUN
cana-2768	258	6	mechanism	mechanism	NOUN
cana-2768	258	7	like	like	ADP
cana-2768	258	8	proof	proof	NOUN
cana-2768	258	9	of	of	ADP
cana-2768	258	10	authority	authority	NOUN
cana-2768	258	11	(	(	PUNCT
cana-2768	258	12	poa	poa	NOUN
cana-2768	258	13	)	)	PUNCT
cana-2768	258	14	or	or	CCONJ
cana-2768	258	15	practical	practical	ADJ
cana-2768	258	16	byzantine	byzantine	ADJ
cana-2768	258	17	fault	fault	NOUN
cana-2768	258	18	tolerance	tolerance	NOUN
cana-2768	258	19	(	(	PUNCT
cana-2768	258	20	pbft	pbft	PROPN
cana-2768	258	21	)	)	PUNCT
cana-2768	258	22	,	,	PUNCT
cana-2768	258	23	which	which	PRON
cana-2768	258	24	guarantees	guarantee	VERB
cana-2768	258	25	adequate	adequate	ADJ
cana-2768	258	26	transaction	transaction	NOUN
cana-2768	258	27	verification	verification	NOUN
cana-2768	258	28	without	without	ADP
cana-2768	258	29	compromising	compromise	VERB
cana-2768	258	30	blockchain	blockchain	NOUN
cana-2768	258	31	authenticity	authenticity	NOUN
cana-2768	258	32	.	.	PUNCT
cana-2768	259	1	c.	c.	PROPN
cana-2768	259	2	machine	machine	NOUN
cana-2768	259	3	learning	learning	PROPN
cana-2768	259	4	model	model	PROPN
cana-2768	259	5	development	development	PROPN
cana-2768	259	6	the	the	DET
cana-2768	259	7	data	data	NOUN
cana-2768	259	8	-	-	PUNCT
cana-2768	259	9	centric	centric	ADJ
cana-2768	259	10	analytical	analytical	ADJ
cana-2768	259	11	back	back	NOUN
cana-2768	259	12	-	-	PUNCT
cana-2768	259	13	end	end	NOUN
cana-2768	259	14	of	of	ADP
cana-2768	259	15	the	the	DET
cana-2768	259	16	proposed	propose	VERB
cana-2768	259	17	system	system	NOUN
cana-2768	259	18	consists	consist	VERB
cana-2768	259	19	of	of	ADP
cana-2768	259	20	machine	machine	NOUN
cana-2768	259	21	learning	learning	NOUN
cana-2768	259	22	models	model	NOUN
cana-2768	259	23	to	to	PART
cana-2768	259	24	identify	identify	VERB
cana-2768	259	25	the	the	DET
cana-2768	259	26	different	different	ADJ
cana-2768	259	27	fraudulent	fraudulent	ADJ
cana-2768	259	28	patterns	pattern	NOUN
cana-2768	259	29	and	and	CCONJ
cana-2768	259	30	actions	action	NOUN
cana-2768	259	31	performed	perform	VERB
cana-2768	259	32	on	on	ADP
cana-2768	259	33	data	datum	NOUN
cana-2768	259	34	.	.	PUNCT
cana-2768	260	1	each	each	DET
cana-2768	260	2	domain	domain	NOUN
cana-2768	260	3	has	have	VERB
cana-2768	260	4	its	its	PRON
cana-2768	260	5	own	own	ADJ
cana-2768	260	6	set	set	NOUN
cana-2768	260	7	of	of	ADP
cana-2768	260	8	challenges	challenge	NOUN
cana-2768	260	9	that	that	PRON
cana-2768	260	10	need	need	VERB
cana-2768	260	11	to	to	PART
cana-2768	260	12	be	be	AUX
cana-2768	260	13	addressed	address	VERB
cana-2768	260	14	using	use	VERB
cana-2768	260	15	ml	ml	NOUN
cana-2768	260	16	techniques	technique	NOUN
cana-2768	260	17	.	.	PUNCT
cana-2768	261	1	𝑃(𝑦	𝑃(𝑦	X
cana-2768	261	2	=	=	SYM
cana-2768	261	3	1	1	NUM
cana-2768	261	4	∣	∣	PROPN
cana-2768	261	5	𝑋	𝑋	PROPN
cana-2768	261	6	)	)	PUNCT
cana-2768	261	7	=	=	SYM
cana-2768	261	8	1	1	NUM
cana-2768	261	9	1	1	NUM
cana-2768	261	10	+	+	CCONJ
cana-2768	261	11	𝑒−(𝛽0+∑	𝑒−(𝛽0+∑	NOUN
cana-2768	261	12	𝛽𝑖	𝛽𝑖	ADP
cana-2768	261	13	𝑛	𝑛	PRON
cana-2768	261	14	𝑖=1	𝑖=1	PROPN
cana-2768	261	15	𝑥𝑖	𝑥𝑖	PROPN
cana-2768	261	16	)	)	PUNCT
cana-2768	261	17	supervised	supervise	VERB
cana-2768	261	18	learning	learning	NOUN
cana-2768	261	19	algorithms	algorithm	NOUN
cana-2768	261	20	are	be	AUX
cana-2768	261	21	used	use	VERB
cana-2768	261	22	to	to	PART
cana-2768	261	23	classify	classify	VERB
cana-2768	261	24	transactions	transaction	NOUN
cana-2768	261	25	as	as	ADV
cana-2768	261	26	fraudulent	fraudulent	ADJ
cana-2768	261	27	(	(	PUNCT
cana-2768	261	28	positive	positive	ADJ
cana-2768	261	29	case	case	NOUN
cana-2768	261	30	)	)	PUNCT
cana-2768	261	31	or	or	CCONJ
cana-2768	261	32	not	not	PART
cana-2768	261	33	(	(	PUNCT
cana-2768	261	34	negative	negative	ADJ
cana-2768	261	35	case	case	NOUN
cana-2768	261	36	)	)	PUNCT
cana-2768	261	37	in	in	ADP
cana-2768	261	38	finance	finance	NOUN
cana-2768	261	39	such	such	ADJ
cana-2768	261	40	as	as	ADP
cana-2768	261	41	gradient	gradient	ADJ
cana-2768	261	42	boosted	boost	VERB
cana-2768	261	43	trees	tree	NOUN
cana-2768	261	44	,	,	PUNCT
cana-2768	261	45	random	random	ADJ
cana-2768	261	46	forest	forest	NOUN
cana-2768	261	47	,	,	PUNCT
cana-2768	261	48	deep	deep	ADJ
cana-2768	261	49	neural	neural	ADJ
cana-2768	261	50	networks	network	NOUN
cana-2768	261	51	,	,	PUNCT
cana-2768	261	52	etc	etc	X
cana-2768	261	53	.	.	X
cana-2768	262	1	in	in	ADP
cana-2768	262	2	healthcare	healthcare	PROPN
cana-2768	262	3	,	,	PUNCT
cana-2768	262	4	unsupervised	unsupervised	ADJ
cana-2768	262	5	methods	method	NOUN
cana-2768	262	6	,	,	PUNCT
cana-2768	262	7	like	like	ADP
cana-2768	262	8	autoencoders	autoencoder	NOUN
cana-2768	262	9	and	and	CCONJ
cana-2768	262	10	k	k	NOUN
cana-2768	262	11	-	-	PUNCT
cana-2768	262	12	means	means	NOUN
cana-2768	262	13	clustering	clustering	NOUN
cana-2768	262	14	,	,	PUNCT
cana-2768	262	15	are	be	AUX
cana-2768	262	16	used	use	VERB
cana-2768	262	17	to	to	PART
cana-2768	262	18	flag	flag	VERB
cana-2768	262	19	outliers	outlier	NOUN
cana-2768	262	20	in	in	ADP
cana-2768	262	21	claims	claim	NOUN
cana-2768	262	22	or	or	CCONJ
cana-2768	262	23	billing	billing	NOUN
cana-2768	262	24	data	datum	NOUN
cana-2768	262	25	.	.	PUNCT
cana-2768	263	1	for	for	ADP
cana-2768	263	2	example	example	NOUN
cana-2768	263	3	,	,	PUNCT
cana-2768	263	4	in	in	ADP
cana-2768	263	5	cybersecurity	cybersecurity	NOUN
cana-2768	263	6	,	,	PUNCT
cana-2768	263	7	sequential	sequential	ADJ
cana-2768	263	8	data	datum	NOUN
cana-2768	263	9	models	model	NOUN
cana-2768	263	10	based	base	VERB
cana-2768	263	11	upon	upon	SCONJ
cana-2768	263	12	rnns	rnn	NOUN
cana-2768	263	13	and	and	CCONJ
cana-2768	263	14	lstms	lstms	NOUN
cana-2768	263	15	are	be	AUX
cana-2768	263	16	used	use	VERB
cana-2768	263	17	to	to	PART
cana-2768	263	18	detect	detect	VERB
cana-2768	263	19	anomalies	anomaly	NOUN
cana-2768	263	20	in	in	ADP
cana-2768	263	21	network	network	NOUN
cana-2768	263	22	activity	activity	NOUN
cana-2768	263	23	logs	log	NOUN
cana-2768	263	24	.	.	PUNCT
cana-2768	264	1	𝛽𝑗	𝛽𝑗	PRON
cana-2768	264	2	=	=	NOUN
cana-2768	265	1	𝛽𝑗	𝛽𝑗	PROPN
cana-2768	265	2	−	−	PROPN
cana-2768	265	3	𝜂	𝜂	PROPN
cana-2768	265	4	∂𝐿	∂𝐿	PROPN
cana-2768	265	5	∂𝛽𝑗	∂𝛽𝑗	PROPN
cana-2768	265	6	the	the	DET
cana-2768	265	7	ml	ml	NOUN
cana-2768	265	8	development	development	NOUN
cana-2768	265	9	process	process	NOUN
cana-2768	265	10	starts	start	VERB
cana-2768	265	11	with	with	ADP
cana-2768	265	12	model	model	NOUN
cana-2768	265	13	selection	selection	NOUN
cana-2768	265	14	depending	depend	VERB
cana-2768	265	15	on	on	ADP
cana-2768	265	16	the	the	DET
cana-2768	265	17	specific	specific	ADJ
cana-2768	265	18	aspect	aspect	NOUN
cana-2768	265	19	and	and	CCONJ
cana-2768	265	20	nature	nature	NOUN
cana-2768	265	21	of	of	ADP
cana-2768	265	22	the	the	DET
cana-2768	265	23	domain	domain	NOUN
cana-2768	265	24	.	.	PUNCT
cana-2768	266	1	next	next	ADV
cana-2768	266	2	,	,	PUNCT
cana-2768	266	3	you	you	PRON
cana-2768	266	4	perform	perform	VERB
cana-2768	266	5	training	training	NOUN
cana-2768	266	6	and	and	CCONJ
cana-2768	266	7	validation	validation	NOUN
cana-2768	266	8	using	use	VERB
cana-2768	266	9	labeled	label	VERB
cana-2768	266	10	datasets	dataset	NOUN
cana-2768	266	11	to	to	ADP
cana-2768	266	12	fine	fine	ADJ
cana-2768	266	13	-	-	PUNCT
cana-2768	266	14	tune	tune	NOUN
cana-2768	266	15	model	model	NOUN
cana-2768	266	16	performance	performance	NOUN
cana-2768	266	17	.	.	PUNCT
cana-2768	267	1	ℎ𝑡	ℎ𝑡	NOUN
cana-2768	267	2	=	=	PUNCT
cana-2768	268	1	𝜎(𝑊ℎℎ𝑡−1	𝜎(𝑊ℎℎ𝑡−1	NUM
cana-2768	269	1	+	+	ADJ
cana-2768	269	2	𝑊𝑥𝑥𝑡	𝑊𝑥𝑥𝑡	PROPN
cana-2768	269	3	+	+	CCONJ
cana-2768	269	4	𝑏	𝑏	NOUN
cana-2768	269	5	)	)	PUNCT
cana-2768	269	6	cross	cross	ADJ
cana-2768	269	7	-	-	ADJ
cana-2768	269	8	validation	validation	ADJ
cana-2768	269	9	methods	method	NOUN
cana-2768	269	10	ensure	ensure	VERB
cana-2768	269	11	robustness	robustness	NOUN
cana-2768	269	12	through	through	ADP
cana-2768	269	13	overfitting	overfitte	VERB
cana-2768	269	14	and	and	CCONJ
cana-2768	269	15	underfitting	underfitting	NOUN
cana-2768	269	16	.	.	PUNCT
cana-2768	270	1	when	when	SCONJ
cana-2768	270	2	there	there	PRON
cana-2768	270	3	is	be	VERB
cana-2768	270	4	not	not	PART
cana-2768	270	5	enough	enough	ADJ
cana-2768	270	6	labeled	label	VERB
cana-2768	270	7	data	datum	NOUN
cana-2768	270	8	,	,	PUNCT
cana-2768	270	9	semi	semi	ADJ
cana-2768	270	10	-	-	ADJ
cana-2768	270	11	supervised	supervised	ADJ
cana-2768	270	12	learning	learning	NOUN
cana-2768	270	13	methods	method	NOUN
cana-2768	270	14	,	,	PUNCT
cana-2768	270	15	which	which	PRON
cana-2768	270	16	use	use	VERB
cana-2768	270	17	both	both	DET
cana-2768	270	18	labeled	label	VERB
cana-2768	270	19	and	and	CCONJ
cana-2768	270	20	unlabeled	unlabeled	ADJ
cana-2768	270	21	data	datum	NOUN
cana-2768	270	22	,	,	PUNCT
cana-2768	270	23	can	can	AUX
cana-2768	270	24	be	be	AUX
cana-2768	270	25	used	use	VERB
cana-2768	270	26	.	.	PUNCT
cana-2768	271	1	𝐴(𝑥	𝐴(𝑥	X
cana-2768	271	2	)	)	PUNCT
cana-2768	271	3	=	=	NOUN
cana-2768	271	4	∣∣	∣∣	X
cana-2768	271	5	𝑥	𝑥	DET
cana-2768	271	6	−	−	NOUN
cana-2768	271	7	𝜇	𝜇	ADP
cana-2768	271	8	∣∣	∣∣	PROPN
cana-2768	271	9	,	,	PUNCT
cana-2768	271	10	 	 	SPACE
cana-2768	271	11	where	where	SCONJ
cana-2768	271	12	𝜇	𝜇	ADV
cana-2768	271	13	is	be	AUX
cana-2768	271	14	the	the	DET
cana-2768	271	15	cluster	cluster	NOUN
cana-2768	271	16	centroid	centroid	NOUN
cana-2768	271	17	.	.	PUNCT
cana-2768	272	1	xai	xai	PROPN
cana-2768	272	2	techniques	technique	NOUN
cana-2768	272	3	are	be	AUX
cana-2768	272	4	incorporated	incorporate	VERB
cana-2768	272	5	to	to	PART
cana-2768	272	6	improve	improve	VERB
cana-2768	272	7	the	the	DET
cana-2768	272	8	consistently	consistently	NOUN
cana-2768	272	9	of	of	ADP
cana-2768	272	10	the	the	DET
cana-2768	272	11	ml	ml	PROPN
cana-2768	272	12	models	model	NOUN
cana-2768	272	13	.	.	PUNCT
cana-2768	273	1	the	the	DET
cana-2768	273	2	mxdetection	mxdetection	NOUN
cana-2768	273	3	avaiable	avaiable	ADJ
cana-2768	273	4	system	system	NOUN
cana-2768	273	5	explains	explain	VERB
cana-2768	273	6	the	the	DET
cana-2768	273	7	results	result	NOUN
cana-2768	273	8	it	it	PRON
cana-2768	273	9	delivered	deliver	VERB
cana-2768	273	10	makes	make	VERB
cana-2768	273	11	use	use	NOUN
cana-2768	273	12	of	of	ADP
cana-2768	273	13	shap	shap	NOUN
cana-2768	273	14	(	(	PUNCT
cana-2768	273	15	shapley	shapley	ADJ
cana-2768	273	16	additive	additive	ADJ
cana-2768	273	17	explanations	explanation	NOUN
cana-2768	273	18	)	)	PUNCT
cana-2768	273	19	or	or	CCONJ
cana-2768	273	20	lime	lime	NOUN
cana-2768	273	21	(	(	PUNCT
cana-2768	273	22	local	local	ADJ
cana-2768	273	23	interpretable	interpretable	ADJ
cana-2768	273	24	model	model	ADJ
cana-2768	273	25	-	-	ADJ
cana-2768	273	26	agnostic	agnostic	ADJ
cana-2768	273	27	explanations	explanation	NOUN
cana-2768	273	28	)	)	PUNCT
cana-2768	273	29	methods	method	NOUN
cana-2768	273	30	that	that	PRON
cana-2768	273	31	shows	show	VERB
cana-2768	273	32	it	it	PRON
cana-2768	273	33	what	what	PRON
cana-2768	273	34	the	the	DET
cana-2768	273	35	most	most	ADV
cana-2768	273	36	relevant	relevant	ADJ
cana-2768	273	37	features	feature	NOUN
cana-2768	273	38	that	that	PRON
cana-2768	273	39	contributed	contribute	VERB
cana-2768	273	40	for	for	ADP
cana-2768	273	41	the	the	DET
cana-2768	273	42	fraud	fraud	NOUN
cana-2768	273	43	detection	detection	NOUN
cana-2768	273	44	.	.	PUNCT
cana-2768	274	1	this	this	DET
cana-2768	274	2	transparency	transparency	NOUN
cana-2768	274	3	is	be	AUX
cana-2768	274	4	essential	essential	ADJ
cana-2768	274	5	in	in	ADP
cana-2768	274	6	regulated	regulated	ADJ
cana-2768	274	7	industries	industry	NOUN
cana-2768	274	8	,	,	PUNCT
cana-2768	274	9	where	where	SCONJ
cana-2768	274	10	decisions	decision	NOUN
cana-2768	274	11	on	on	ADP
cana-2768	274	12	the	the	DET
cana-2768	274	13	basis	basis	NOUN
cana-2768	274	14	of	of	ADP
cana-2768	274	15	ml	ml	ADP
cana-2768	274	16	outputs	output	NOUN
cana-2768	274	17	must	must	AUX
cana-2768	274	18	be	be	AUX
cana-2768	274	19	justifiable	justifiable	ADJ
cana-2768	274	20	.	.	PUNCT
cana-2768	275	1	𝐿	𝐿	NOUN
cana-2768	275	2	=	=	SYM
cana-2768	275	3	−	−	PROPN
cana-2768	275	4	1	1	NUM
cana-2768	275	5	𝑁	𝑁	PROPN
cana-2768	275	6	∑[𝑦𝑖log(	∑[𝑦𝑖log(	NOUN
cana-2768	275	7	�	�	PROPN
cana-2768	275	8	̂	̂	VERB
cana-2768	275	9	�	�	NOUN
cana-2768	275	10	𝑖	𝑖	NUM
cana-2768	275	11	)	)	PUNCT
cana-2768	275	12	+	+	CCONJ
cana-2768	275	13	(	(	PUNCT
cana-2768	275	14	1	1	NUM
cana-2768	275	15	−	−	NOUN
cana-2768	275	16	𝑦𝑖)log(1	𝑦𝑖)log(1	NOUN
cana-2768	275	17	−	−	PROPN
cana-2768	275	18	�	�	PROPN
cana-2768	275	19	̂	̂	VERB
cana-2768	275	20	�	�	NOUN
cana-2768	275	21	𝑖	𝑖	NUM
cana-2768	275	22	)	)	PUNCT
cana-2768	275	23	]	]	PUNCT
cana-2768	276	1	𝑁	𝑁	PROPN
cana-2768	276	2	𝑖=1	𝑖=1	PROPN
cana-2768	276	3	in	in	ADP
cana-2768	276	4	the	the	DET
cana-2768	276	5	proposed	propose	VERB
cana-2768	276	6	methodology	methodology	NOUN
cana-2768	276	7	,	,	PUNCT
cana-2768	276	8	inference	inference	NOUN
cana-2768	276	9	in	in	ADP
cana-2768	276	10	real	real	ADJ
cana-2768	276	11	time	time	NOUN
cana-2768	276	12	is	be	AUX
cana-2768	276	13	a	a	DET
cana-2768	276	14	critical	critical	ADJ
cana-2768	276	15	component	component	NOUN
cana-2768	276	16	of	of	ADP
cana-2768	276	17	ml	ml	NOUN
cana-2768	276	18	deployment	deployment	NOUN
cana-2768	276	19	.	.	PUNCT
cana-2768	277	1	models	model	NOUN
cana-2768	277	2	are	be	AUX
cana-2768	277	3	then	then	ADV
cana-2768	277	4	deployed	deploy	VERB
cana-2768	277	5	to	to	ADP
cana-2768	277	6	the	the	DET
cana-2768	277	7	production	production	NOUN
cana-2768	277	8	environment	environment	NOUN
cana-2768	277	9	which	which	PRON
cana-2768	277	10	receives	receive	VERB
cana-2768	277	11	data	datum	NOUN
cana-2768	277	12	streams	stream	NOUN
cana-2768	277	13	,	,	PUNCT
cana-2768	277	14	allowing	allow	VERB
cana-2768	277	15	us	we	PRON
cana-2768	277	16	to	to	PART
cana-2768	277	17	identify	identify	VERB
cana-2768	277	18	fraudulent	fraudulent	ADJ
cana-2768	277	19	activities	activity	NOUN
cana-2768	277	20	in	in	ADP
cana-2768	277	21	real	real	ADJ
cana-2768	277	22	-	-	PUNCT
cana-2768	277	23	time	time	NOUN
cana-2768	277	24	.	.	PUNCT
cana-2768	278	1	it	it	PRON
cana-2768	278	2	allows	allow	VERB
cana-2768	278	3	the	the	DET
cana-2768	278	4	system	system	NOUN
cana-2768	278	5	to	to	PART
cana-2768	278	6	eact	eact	VERB
cana-2768	278	7	quickly	quickly	ADV
cana-2768	278	8	and	and	CCONJ
cana-2768	278	9	also	also	ADV
cana-2768	278	10	increases	increase	VERB
cana-2768	278	11	the	the	DET
cana-2768	278	12	efficiency	efficiency	NOUN
cana-2768	278	13	.	.	PUNCT
cana-2768	279	1	communications	communication	NOUN
cana-2768	279	2	on	on	ADP
cana-2768	279	3	applied	apply	VERB
cana-2768	279	4	nonlinear	nonlinear	ADJ
cana-2768	279	5	analysis	analysis	NOUN
cana-2768	279	6	issn	issn	NOUN
cana-2768	279	7	:	:	PUNCT
cana-2768	279	8	1074	1074	NUM
cana-2768	279	9	-	-	PUNCT
cana-2768	279	10	133x	133x	NUM
cana-2768	279	11	vol	vol	NOUN
cana-2768	279	12	32	32	NUM
cana-2768	279	13	no	no	NOUN
cana-2768	279	14	.	.	PUNCT
cana-2768	280	1	4s	4s	NUM
cana-2768	280	2	(	(	PUNCT
cana-2768	280	3	2025	2025	NUM
cana-2768	280	4	)	)	PUNCT
cana-2768	280	5	228	228	NUM
cana-2768	280	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	280	7	d.	d.	PROPN
cana-2768	280	8	blockchain	blockchain	PROPN
cana-2768	280	9	and	and	CCONJ
cana-2768	280	10	ml	ml	ADP
cana-2768	280	11	:	:	PUNCT
cana-2768	280	12	a	a	DET
cana-2768	280	13	perfect	perfect	ADJ
cana-2768	280	14	combination	combination	NOUN
cana-2768	280	15	it	it	PRON
cana-2768	280	16	was	be	AUX
cana-2768	280	17	the	the	DET
cana-2768	280	18	integration	integration	NOUN
cana-2768	280	19	of	of	ADP
cana-2768	280	20	blockchain	blockchain	PROPN
cana-2768	280	21	and	and	CCONJ
cana-2768	280	22	ml	ml	PROPN
cana-2768	280	23	that	that	PRON
cana-2768	280	24	's	be	AUX
cana-2768	280	25	the	the	DET
cana-2768	280	26	main	main	ADJ
cana-2768	280	27	highlight	highlight	NOUN
cana-2768	280	28	of	of	ADP
cana-2768	280	29	the	the	DET
cana-2768	280	30	proposed	propose	VERB
cana-2768	280	31	methodology	methodology	NOUN
cana-2768	280	32	.	.	PUNCT
cana-2768	281	1	by	by	ADP
cana-2768	281	2	means	mean	NOUN
cana-2768	281	3	of	of	ADP
cana-2768	281	4	advanced	advanced	ADJ
cana-2768	281	5	data	datum	NOUN
cana-2768	281	6	provenance	provenance	NOUN
cana-2768	281	7	,	,	PUNCT
cana-2768	281	8	hybrid	hybrid	ADJ
cana-2768	281	9	architecture	architecture	NOUN
cana-2768	281	10	,	,	PUNCT
cana-2768	281	11	and	and	CCONJ
cana-2768	281	12	on	on	ADP
cana-2768	281	13	-	-	PUNCT
cana-2768	281	14	chain	chain	NOUN
cana-2768	281	15	/	/	SYM
cana-2768	281	16	off	off	ADP
cana-2768	281	17	-	-	PUNCT
cana-2768	281	18	chain	chain	NOUN
cana-2768	281	19	processing	processing	NOUN
cana-2768	281	20	,	,	PUNCT
cana-2768	281	21	solutions	solution	NOUN
cana-2768	281	22	are	be	AUX
cana-2768	281	23	integrated	integrate	VERB
cana-2768	281	24	through	through	ADP
cana-2768	281	25	ecosystems	ecosystem	NOUN
cana-2768	281	26	.	.	PUNCT
cana-2768	282	1	𝑃	𝑃	NOUN
cana-2768	282	2	=	=	PUNCT
cana-2768	282	3	𝐻(𝐷	𝐻(𝐷	NOUN
cana-2768	282	4	)	)	PUNCT
cana-2768	282	5	⊕𝐻(𝐷ml	⊕𝐻(𝐷ml	NOUN
cana-2768	282	6	)	)	PUNCT
cana-2768	282	7	,	,	PUNCT
cana-2768	282	8	 	 	SPACE
cana-2768	282	9	𝑃	𝑃	NOUN
cana-2768	282	10	=	=	SYM
cana-2768	282	11	0	0	NUM
cana-2768	282	12	indicates	indicate	VERB
cana-2768	282	13	valid	valid	ADJ
cana-2768	282	14	provenance	provenance	NOUN
cana-2768	282	15	.	.	PUNCT
cana-2768	283	1	blockchain	blockchain	PROPN
cana-2768	283	2	authenticates	authenticates	PROPN
cana-2768	283	3	and	and	CCONJ
cana-2768	283	4	secures	secure	VERB
cana-2768	283	5	the	the	DET
cana-2768	283	6	data	datum	NOUN
cana-2768	283	7	fed	feed	VERB
cana-2768	283	8	into	into	ADP
cana-2768	283	9	ml	ml	NOUN
cana-2768	283	10	models	model	NOUN
cana-2768	283	11	,	,	PUNCT
cana-2768	283	12	ensuring	ensure	VERB
cana-2768	283	13	data	datum	NOUN
cana-2768	283	14	provenance	provenance	NOUN
cana-2768	283	15	.	.	PUNCT
cana-2768	284	1	blockchain	blockchain	PROPN
cana-2768	284	2	avoids	avoid	VERB
cana-2768	284	3	the	the	DET
cana-2768	284	4	possibility	possibility	NOUN
cana-2768	284	5	of	of	ADP
cana-2768	284	6	data	datum	NOUN
cana-2768	284	7	tampering	tamper	VERB
cana-2768	284	8	by	by	ADP
cana-2768	284	9	storing	store	VERB
cana-2768	284	10	an	an	DET
cana-2768	284	11	immutable	immutable	ADJ
cana-2768	284	12	record	record	NOUN
cana-2768	284	13	of	of	ADP
cana-2768	284	14	data	datum	NOUN
cana-2768	284	15	transactions	transaction	NOUN
cana-2768	284	16	,	,	PUNCT
cana-2768	284	17	it	it	PRON
cana-2768	284	18	provides	provide	VERB
cana-2768	284	19	an	an	DET
cana-2768	284	20	assurance	assurance	NOUN
cana-2768	284	21	that	that	PRON
cana-2768	284	22	the	the	DET
cana-2768	284	23	input	input	NOUN
cana-2768	284	24	to	to	ADP
cana-2768	284	25	the	the	DET
cana-2768	284	26	ml	ml	PROPN
cana-2768	284	27	models	model	NOUN
cana-2768	284	28	is	be	AUX
cana-2768	284	29	trustworthy	trustworthy	ADJ
cana-2768	284	30	.	.	PUNCT
cana-2768	285	1	however	however	ADV
cana-2768	285	2	,	,	PUNCT
cana-2768	285	3	this	this	PRON
cana-2768	285	4	is	be	AUX
cana-2768	285	5	crucial	crucial	ADJ
cana-2768	285	6	in	in	ADP
cana-2768	285	7	the	the	DET
cana-2768	285	8	case	case	NOUN
cana-2768	285	9	of	of	ADP
cana-2768	285	10	fraud	fraud	NOUN
cana-2768	285	11	detection	detection	NOUN
cana-2768	285	12	as	as	SCONJ
cana-2768	285	13	the	the	DET
cana-2768	285	14	quality	quality	NOUN
cana-2768	285	15	of	of	ADP
cana-2768	285	16	data	datum	NOUN
cana-2768	285	17	directly	directly	ADV
cana-2768	285	18	affects	affect	VERB
cana-2768	285	19	the	the	DET
cana-2768	285	20	accuracy	accuracy	NOUN
cana-2768	285	21	of	of	ADP
cana-2768	285	22	predictions	prediction	NOUN
cana-2768	285	23	.	.	PUNCT
cana-2768	286	1	𝐷(𝑥	𝐷(𝑥	X
cana-2768	286	2	)	)	PUNCT
cana-2768	287	1	=	=	PRON
cana-2768	287	2	{	{	PUNCT
cana-2768	287	3	1	1	NUM
cana-2768	287	4	,	,	PUNCT
cana-2768	287	5	if	if	SCONJ
cana-2768	287	6	𝑃(𝑥	𝑃(𝑥	PRON
cana-2768	287	7	=	=	SYM
cana-2768	287	8	1	1	NUM
cana-2768	287	9	∣	∣	PROPN
cana-2768	287	10	𝑋	𝑋	PROPN
cana-2768	287	11	)	)	PUNCT
cana-2768	287	12	>	>	X
cana-2768	287	13	𝜃	𝜃	PROPN
cana-2768	287	14	0	0	NUM
cana-2768	287	15	,	,	PUNCT
cana-2768	287	16	otherwise	otherwise	ADV
cana-2768	287	17	the	the	DET
cana-2768	287	18	architecture	architecture	NOUN
cana-2768	287	19	design	design	NOUN
cana-2768	287	20	utilizes	utilize	VERB
cana-2768	287	21	hybrid	hybrid	ADJ
cana-2768	287	22	approach	approach	NOUN
cana-2768	287	23	where	where	SCONJ
cana-2768	287	24	blockchain	blockchain	PROPN
cana-2768	287	25	and	and	CCONJ
cana-2768	287	26	ml	ml	NOUN
cana-2768	287	27	are	be	AUX
cana-2768	287	28	laid	lay	VERB
cana-2768	287	29	in	in	ADP
cana-2768	287	30	different	different	ADJ
cana-2768	287	31	but	but	CCONJ
cana-2768	287	32	connected	connected	ADJ
cana-2768	287	33	layers	layer	NOUN
cana-2768	287	34	.	.	PUNCT
cana-2768	288	1	the	the	DET
cana-2768	288	2	data	data	NOUN
cana-2768	288	3	storage	storage	NOUN
cana-2768	288	4	,	,	PUNCT
cana-2768	288	5	provenance	provenance	NOUN
cana-2768	288	6	etc	etc	X
cana-2768	288	7	resides	reside	VERB
cana-2768	288	8	in	in	ADP
cana-2768	288	9	the	the	DET
cana-2768	288	10	blockchain	blockchain	NOUN
cana-2768	288	11	layer	layer	NOUN
cana-2768	288	12	,	,	PUNCT
cana-2768	288	13	whereas	whereas	SCONJ
cana-2768	288	14	the	the	DET
cana-2768	288	15	analytical	analytical	ADJ
cana-2768	288	16	functions	function	NOUN
cana-2768	288	17	(	(	PUNCT
cana-2768	288	18	analysis	analysis	NOUN
cana-2768	288	19	,	,	PUNCT
cana-2768	288	20	fraud	fraud	NOUN
cana-2768	288	21	detection	detection	NOUN
cana-2768	288	22	etc	etc	X
cana-2768	288	23	)	)	PUNCT
cana-2768	288	24	are	be	AUX
cana-2768	288	25	processed	process	VERB
cana-2768	288	26	using	use	VERB
cana-2768	288	27	the	the	DET
cana-2768	288	28	ml	ml	PROPN
cana-2768	288	29	model	model	NOUN
cana-2768	288	30	.	.	PUNCT
cana-2768	289	1	this	this	PRON
cana-2768	289	2	allows	allow	VERB
cana-2768	289	3	each	each	DET
cana-2768	289	4	layer	layer	NOUN
cana-2768	289	5	to	to	PART
cana-2768	289	6	be	be	AUX
cana-2768	289	7	optimized	optimize	VERB
cana-2768	289	8	independently	independently	ADV
cana-2768	289	9	and	and	CCONJ
cana-2768	289	10	enhances	enhance	VERB
cana-2768	289	11	the	the	DET
cana-2768	289	12	overall	overall	ADJ
cana-2768	289	13	scalability	scalability	NOUN
cana-2768	289	14	of	of	ADP
cana-2768	289	15	the	the	DET
cana-2768	289	16	architecture	architecture	NOUN
cana-2768	289	17	.	.	PUNCT
cana-2768	290	1	𝜂new	𝜂new	VERB
cana-2768	290	2	=	=	PROPN
cana-2768	291	1	𝜂old	𝜂old	PROPN
cana-2768	291	2	⋅	⋅	PROPN
cana-2768	291	3	𝛾	𝛾	PROPN
cana-2768	291	4	,	,	PUNCT
cana-2768	291	5	 	 	SPACE
cana-2768	291	6	𝛾	𝛾	PROPN
cana-2768	291	7	∈	∈	PROPN
cana-2768	291	8	(	(	PUNCT
cana-2768	291	9	0,1	0,1	NOUN
cana-2768	291	10	)	)	PUNCT
cana-2768	291	11	this	this	DET
cana-2768	291	12	system	system	NOUN
cana-2768	291	13	is	be	AUX
cana-2768	291	14	then	then	ADV
cana-2768	291	15	complemented	complement	VERB
cana-2768	291	16	with	with	ADP
cana-2768	291	17	on	on	ADP
cana-2768	291	18	-	-	PUNCT
cana-2768	291	19	chain	chain	NOUN
cana-2768	291	20	and	and	CCONJ
cana-2768	291	21	off	off	ADP
cana-2768	291	22	-	-	PUNCT
cana-2768	291	23	chain	chain	NOUN
cana-2768	291	24	processing	processing	NOUN
cana-2768	291	25	,	,	PUNCT
cana-2768	291	26	which	which	PRON
cana-2768	291	27	together	together	ADV
cana-2768	291	28	contribute	contribute	VERB
cana-2768	291	29	to	to	ADP
cana-2768	291	30	its	its	PRON
cana-2768	291	31	efficiency	efficiency	NOUN
cana-2768	291	32	and	and	CCONJ
cana-2768	291	33	scalability	scalability	NOUN
cana-2768	291	34	.	.	PUNCT
cana-2768	292	1	all	all	DET
cana-2768	292	2	critical	critical	ADJ
cana-2768	292	3	data	datum	NOUN
cana-2768	292	4	(	(	PUNCT
cana-2768	292	5	transaction	transaction	NOUN
cana-2768	292	6	summaries	summary	NOUN
cana-2768	292	7	or	or	CCONJ
cana-2768	292	8	hashes	hash	NOUN
cana-2768	292	9	)	)	PUNCT
cana-2768	292	10	resides	reside	VERB
cana-2768	292	11	in	in	ADP
cana-2768	292	12	the	the	DET
cana-2768	292	13	blockchain	blockchain	NOUN
cana-2768	292	14	which	which	PRON
cana-2768	292	15	keeps	keep	VERB
cana-2768	292	16	the	the	DET
cana-2768	292	17	end	end	NOUN
cana-2768	292	18	-	-	PUNCT
cana-2768	292	19	to	to	ADP
cana-2768	292	20	-	-	PUNCT
cana-2768	292	21	end	end	NOUN
cana-2768	292	22	processes	process	NOUN
cana-2768	292	23	transparent	transparent	ADJ
cana-2768	292	24	and	and	CCONJ
cana-2768	292	25	traceable	traceable	ADJ
cana-2768	292	26	.	.	PUNCT
cana-2768	293	1	to	to	PART
cana-2768	293	2	alleviate	alleviate	VERB
cana-2768	293	3	the	the	DET
cana-2768	293	4	computational	computational	ADJ
cana-2768	293	5	load	load	NOUN
cana-2768	293	6	on	on	ADP
cana-2768	293	7	the	the	DET
cana-2768	293	8	blockchain	blockchain	PROPN
cana-2768	293	9	network	network	NOUN
cana-2768	293	10	,	,	PUNCT
cana-2768	293	11	bulk	bulk	ADJ
cana-2768	293	12	data	datum	NOUN
cana-2768	293	13	including	include	VERB
cana-2768	293	14	transaction	transaction	NOUN
cana-2768	293	15	logs	log	NOUN
cana-2768	293	16	or	or	CCONJ
cana-2768	293	17	network	network	NOUN
cana-2768	293	18	activity	activity	NOUN
cana-2768	293	19	,	,	PUNCT
cana-2768	293	20	is	be	AUX
cana-2768	293	21	being	be	AUX
cana-2768	293	22	stored	store	VERB
cana-2768	293	23	off	off	ADP
cana-2768	293	24	-	-	PUNCT
cana-2768	293	25	chain	chain	NOUN
cana-2768	293	26	.	.	PUNCT
cana-2768	294	1	their	their	PRON
cana-2768	294	2	data	datum	NOUN
cana-2768	294	3	is	be	AUX
cana-2768	294	4	being	be	AUX
cana-2768	294	5	analyzed	analyze	VERB
cana-2768	294	6	by	by	ADP
cana-2768	294	7	ml	ml	NOUN
cana-2768	294	8	models	model	NOUN
cana-2768	294	9	and	and	CCONJ
cana-2768	294	10	feed	feed	VERB
cana-2768	294	11	the	the	DET
cana-2768	294	12	write	write	NOUN
cana-2768	294	13	-	-	PUNCT
cana-2768	294	14	back	back	NOUN
cana-2768	294	15	of	of	ADP
cana-2768	294	16	results	result	NOUN
cana-2768	294	17	into	into	ADP
cana-2768	294	18	the	the	DET
cana-2768	294	19	blockchain	blockchain	PROPN
cana-2768	294	20	to	to	PART
cana-2768	294	21	create	create	VERB
cana-2768	294	22	a	a	DET
cana-2768	294	23	feedback	feedback	NOUN
cana-2768	294	24	loop	loop	NOUN
cana-2768	294	25	.	.	PUNCT
cana-2768	295	1	algorithm	algorithm	NOUN
cana-2768	295	2	3	3	NUM
cana-2768	295	3	:	:	PUNCT
cana-2768	295	4	integrated	integrate	VERB
cana-2768	295	5	fraud	fraud	NOUN
cana-2768	295	6	detection	detection	NOUN
cana-2768	295	7	1	1	NUM
cana-2768	295	8	.	.	PUNCT
cana-2768	295	9	input	input	NOUN
cana-2768	295	10	:	:	PUNCT
cana-2768	296	1	blockchain	blockchain	PROPN
cana-2768	296	2	data	data	PROPN
cana-2768	296	3	𝐵	𝐵	PROPN
cana-2768	296	4	,	,	PUNCT
cana-2768	296	5	ml	ml	PART
cana-2768	296	6	model	model	NOUN
cana-2768	296	7	𝑀.	𝑀.	PROPN
cana-2768	296	8	2	2	NUM
cana-2768	296	9	.	.	PUNCT
cana-2768	297	1	output	output	NOUN
cana-2768	297	2	:	:	PUNCT
cana-2768	297	3	fraud	fraud	NOUN
cana-2768	297	4	decision	decision	NOUN
cana-2768	297	5	𝐷(𝑥	𝐷(𝑥	NUM
cana-2768	297	6	)	)	PUNCT
cana-2768	297	7	.	.	PUNCT
cana-2768	298	1	3	3	X
cana-2768	298	2	.	.	X
cana-2768	298	3	steps	step	NOUN
cana-2768	298	4	:	:	PUNCT
cana-2768	298	5	a.	a.	NOUN
cana-2768	298	6	extract	extract	NOUN
cana-2768	298	7	data	datum	NOUN
cana-2768	298	8	from	from	ADP
cana-2768	298	9	blockchain	blockchain	NOUN
cana-2768	298	10	:	:	PUNCT
cana-2768	298	11	▪	▪	ADJ
cana-2768	298	12	verify	verify	NOUN
cana-2768	298	13	provenance	provenance	NOUN
cana-2768	298	14	using	use	VERB
cana-2768	298	15	equation	equation	NOUN
cana-2768	298	16	13	13	NUM
cana-2768	298	17	.	.	PUNCT
cana-2768	299	1	b.	b.	PROPN
cana-2768	299	2	feed	feed	PROPN
cana-2768	299	3	data	datum	NOUN
cana-2768	299	4	into	into	ADP
cana-2768	299	5	ml	ml	NOUN
cana-2768	299	6	model	model	NOUN
cana-2768	299	7	:	:	PUNCT
cana-2768	299	8	▪	▪	ADJ
cana-2768	299	9	compute	compute	NOUN
cana-2768	299	10	𝑃(𝑦	𝑃(𝑦	X
cana-2768	299	11	=	=	SYM
cana-2768	299	12	1	1	NUM
cana-2768	299	13	∣	∣	PROPN
cana-2768	299	14	𝑋	𝑋	PROPN
cana-2768	299	15	)	)	PUNCT
cana-2768	299	16	using	use	VERB
cana-2768	299	17	equation	equation	NOUN
cana-2768	299	18	8	8	NUM
cana-2768	299	19	.	.	PUNCT
cana-2768	300	1	c.	c.	NOUN
cana-2768	300	2	apply	apply	VERB
cana-2768	300	3	fraud	fraud	NOUN
cana-2768	300	4	decision	decision	NOUN
cana-2768	300	5	function	function	NOUN
cana-2768	300	6	:	:	PUNCT
cana-2768	300	7	▪	▪	X
cana-2768	300	8	evaluate	evaluate	VERB
cana-2768	300	9	𝐷(𝑥	𝐷(𝑥	NUM
cana-2768	300	10	)	)	PUNCT
cana-2768	300	11	using	use	VERB
cana-2768	300	12	equation	equation	NOUN
cana-2768	300	13	14	14	NUM
cana-2768	300	14	.	.	PUNCT
cana-2768	301	1	d.	d.	PROPN
cana-2768	301	2	update	update	PROPN
cana-2768	301	3	feedback	feedback	PROPN
cana-2768	301	4	loop	loop	NOUN
cana-2768	301	5	:	:	PUNCT
cana-2768	301	6	▪	▪	X
cana-2768	301	7	adjust	adjust	VERB
cana-2768	301	8	learning	learn	VERB
cana-2768	301	9	rate	rate	NOUN
cana-2768	301	10	using	use	VERB
cana-2768	301	11	equation	equation	NOUN
cana-2768	301	12	15	15	NUM
cana-2768	301	13	.	.	NOUN
cana-2768	302	1	4	4	NUM
cana-2768	302	2	.	.	X
cana-2768	302	3	return	return	NOUN
cana-2768	302	4	:	:	PUNCT
cana-2768	302	5	𝐷(𝑥	𝐷(𝑥	X
cana-2768	302	6	)	)	PUNCT
cana-2768	302	7	.	.	PUNCT
cana-2768	303	1	it	it	PRON
cana-2768	303	2	also	also	ADV
cana-2768	303	3	requires	require	VERB
cana-2768	303	4	a	a	DET
cana-2768	303	5	feedback	feedback	NOUN
cana-2768	303	6	mechanism	mechanism	NOUN
cana-2768	303	7	wherein	wherein	SCONJ
cana-2768	303	8	the	the	DET
cana-2768	303	9	ml	ml	PROPN
cana-2768	303	10	models	model	NOUN
cana-2768	303	11	constantly	constantly	ADV
cana-2768	303	12	work	work	VERB
cana-2768	303	13	on	on	ADP
cana-2768	303	14	processing	process	VERB
cana-2768	303	15	the	the	DET
cana-2768	303	16	blockchain	blockchain	PROPN
cana-2768	303	17	data	data	PROPN
cana-2768	303	18	,	,	PUNCT
cana-2768	303	19	looking	look	VERB
cana-2768	303	20	for	for	ADP
cana-2768	303	21	patterns	pattern	NOUN
cana-2768	303	22	,	,	PUNCT
cana-2768	303	23	deviations	deviation	NOUN
cana-2768	303	24	,	,	PUNCT
cana-2768	303	25	and	and	CCONJ
cana-2768	303	26	flags	flag	NOUN
cana-2768	303	27	that	that	PRON
cana-2768	303	28	indicate	indicate	VERB
cana-2768	303	29	fraud	fraud	NOUN
cana-2768	303	30	.	.	PUNCT
cana-2768	304	1	such	such	ADJ
cana-2768	304	2	feedback	feedback	NOUN
cana-2768	304	3	is	be	AUX
cana-2768	304	4	updated	update	VERB
cana-2768	304	5	on	on	ADP
cana-2768	304	6	the	the	DET
cana-2768	304	7	blockchain	blockchain	NOUN
cana-2768	304	8	,	,	PUNCT
cana-2768	304	9	forming	form	VERB
cana-2768	304	10	an	an	DET
cana-2768	304	11	eco	eco	NOUN
cana-2768	304	12	-	-	PUNCT
cana-2768	304	13	system	system	NOUN
cana-2768	304	14	that	that	PRON
cana-2768	304	15	learns	learn	VERB
cana-2768	304	16	from	from	ADP
cana-2768	304	17	its	its	PRON
cana-2768	304	18	incorrect	incorrect	ADJ
cana-2768	304	19	detection	detection	NOUN
cana-2768	304	20	and	and	CCONJ
cana-2768	304	21	improves	improve	VERB
cana-2768	304	22	the	the	DET
cana-2768	304	23	fraud	fraud	NOUN
cana-2768	304	24	detection	detection	NOUN
cana-2768	304	25	system	system	NOUN
cana-2768	304	26	over	over	ADP
cana-2768	304	27	a	a	DET
cana-2768	304	28	period	period	NOUN
cana-2768	304	29	of	of	ADP
cana-2768	304	30	time	time	NOUN
cana-2768	304	31	.	.	PUNCT
cana-2768	305	1	this	this	DET
cana-2768	305	2	synergy	synergy	NOUN
cana-2768	305	3	of	of	ADP
cana-2768	305	4	blockchain	blockchain	PROPN
cana-2768	305	5	's	's	PART
cana-2768	305	6	security	security	NOUN
cana-2768	305	7	and	and	CCONJ
cana-2768	305	8	ml	ml	NOUN
cana-2768	305	9	's	's	PART
cana-2768	305	10	analytical	analytical	ADJ
cana-2768	305	11	capability	capability	NOUN
cana-2768	305	12	creates	create	VERB
cana-2768	305	13	a	a	DET
cana-2768	305	14	powerful	powerful	ADJ
cana-2768	305	15	and	and	CCONJ
cana-2768	305	16	adaptive	adaptive	ADJ
cana-2768	305	17	approach	approach	NOUN
cana-2768	305	18	to	to	ADP
cana-2768	305	19	combating	combat	VERB
cana-2768	305	20	evolving	evolve	VERB
cana-2768	305	21	fraud	fraud	NOUN
cana-2768	305	22	threats	threat	NOUN
cana-2768	305	23	.	.	PUNCT
cana-2768	306	1	e.	e.	PROPN
cana-2768	306	2	system	system	PROPN
cana-2768	306	3	evaluation	evaluation	NOUN
cana-2768	306	4	and	and	CCONJ
cana-2768	306	5	optimization	optimization	NOUN
cana-2768	306	6	.	.	PUNCT
cana-2768	307	1	the	the	DET
cana-2768	307	2	last	last	ADJ
cana-2768	307	3	step	step	NOUN
cana-2768	307	4	of	of	ADP
cana-2768	307	5	the	the	DET
cana-2768	307	6	proposed	propose	VERB
cana-2768	307	7	methodology	methodology	NOUN
cana-2768	307	8	is	be	AUX
cana-2768	307	9	to	to	PART
cana-2768	307	10	assess	assess	VERB
cana-2768	307	11	the	the	DET
cana-2768	307	12	performance	performance	NOUN
cana-2768	307	13	of	of	ADP
cana-2768	307	14	the	the	DET
cana-2768	307	15	integrated	integrate	VERB
cana-2768	307	16	system	system	NOUN
cana-2768	307	17	and	and	CCONJ
cana-2768	307	18	optimize	optimize	VERB
cana-2768	307	19	its	its	PRON
cana-2768	307	20	components	component	NOUN
cana-2768	307	21	to	to	PART
cana-2768	307	22	achieve	achieve	VERB
cana-2768	307	23	maximum	maximum	ADJ
cana-2768	307	24	effectiveness	effectiveness	NOUN
cana-2768	307	25	.	.	PUNCT
cana-2768	308	1	evaluation	evaluation	NOUN
cana-2768	308	2	metrics	metric	NOUN
cana-2768	308	3	can	can	AUX
cana-2768	308	4	be	be	AUX
cana-2768	308	5	defined	define	VERB
cana-2768	308	6	in	in	ADP
cana-2768	308	7	several	several	ADJ
cana-2768	308	8	dimensions	dimension	NOUN
cana-2768	308	9	:	:	PUNCT
cana-2768	308	10	accuracy	accuracy	NOUN
cana-2768	308	11	and	and	CCONJ
cana-2768	308	12	precision	precision	NOUN
cana-2768	308	13	:	:	PUNCT
cana-2768	308	14	the	the	DET
cana-2768	308	15	accuracy	accuracy	NOUN
cana-2768	308	16	of	of	ADP
cana-2768	308	17	the	the	DET
cana-2768	308	18	system	system	NOUN
cana-2768	308	19	demonstrates	demonstrate	VERB
cana-2768	308	20	its	its	PRON
cana-2768	308	21	ability	ability	NOUN
cana-2768	308	22	to	to	PART
cana-2768	308	23	accurately	accurately	ADV
cana-2768	308	24	identify	identify	VERB
cana-2768	308	25	fraudulent	fraudulent	ADJ
cana-2768	308	26	activities	activity	NOUN
cana-2768	308	27	while	while	SCONJ
cana-2768	308	28	minimizing	minimize	VERB
cana-2768	308	29	false	false	ADJ
cana-2768	308	30	positives	positive	NOUN
cana-2768	308	31	and	and	CCONJ
cana-2768	308	32	negatives	negative	NOUN
cana-2768	308	33	.	.	PUNCT
cana-2768	309	1	communications	communication	NOUN
cana-2768	309	2	on	on	ADP
cana-2768	309	3	applied	apply	VERB
cana-2768	309	4	nonlinear	nonlinear	ADJ
cana-2768	309	5	analysis	analysis	NOUN
cana-2768	309	6	issn	issn	NOUN
cana-2768	309	7	:	:	PUNCT
cana-2768	309	8	1074	1074	NUM
cana-2768	309	9	-	-	PUNCT
cana-2768	309	10	133x	133x	NUM
cana-2768	309	11	vol	vol	NOUN
cana-2768	309	12	32	32	NUM
cana-2768	309	13	no	no	NOUN
cana-2768	309	14	.	.	PUNCT
cana-2768	310	1	4s	4s	NUM
cana-2768	310	2	(	(	PUNCT
cana-2768	310	3	2025	2025	NUM
cana-2768	310	4	)	)	PUNCT
cana-2768	310	5	229	229	NUM
cana-2768	310	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	310	7	latency	latency	NOUN
cana-2768	310	8	:	:	PUNCT
cana-2768	310	9	time	time	NOUN
cana-2768	310	10	taken	take	VERB
cana-2768	310	11	between	between	ADP
cana-2768	310	12	detection	detection	NOUN
cana-2768	310	13	of	of	ADP
cana-2768	310	14	fraud	fraud	NOUN
cana-2768	310	15	and	and	CCONJ
cana-2768	310	16	response	response	NOUN
cana-2768	310	17	to	to	ADP
cana-2768	310	18	it	it	PRON
cana-2768	310	19	,	,	PUNCT
cana-2768	310	20	with	with	ADP
cana-2768	310	21	a	a	DET
cana-2768	310	22	focus	focus	NOUN
cana-2768	310	23	on	on	ADP
cana-2768	310	24	real	real	ADJ
cana-2768	310	25	-	-	PUNCT
cana-2768	310	26	time	time	NOUN
cana-2768	310	27	performance	performance	NOUN
cana-2768	310	28	.	.	PUNCT
cana-2768	311	1	scalability	scalability	NOUN
cana-2768	311	2	:	:	PUNCT
cana-2768	311	3	the	the	DET
cana-2768	311	4	ability	ability	NOUN
cana-2768	311	5	for	for	ADP
cana-2768	311	6	the	the	DET
cana-2768	311	7	system	system	NOUN
cana-2768	311	8	to	to	PART
cana-2768	311	9	cope	cope	VERB
cana-2768	311	10	with	with	ADP
cana-2768	311	11	increasing	increase	VERB
cana-2768	311	12	volumes	volume	NOUN
cana-2768	311	13	of	of	ADP
cana-2768	311	14	data	datum	NOUN
cana-2768	311	15	without	without	ADP
cana-2768	311	16	deterioration	deterioration	NOUN
cana-2768	311	17	of	of	ADP
cana-2768	311	18	performance	performance	NOUN
cana-2768	311	19	.	.	PUNCT
cana-2768	312	1	security	security	NOUN
cana-2768	312	2	&	&	CCONJ
cana-2768	312	3	privacy	privacy	PROPN
cana-2768	312	4	:	:	PUNCT
cana-2768	312	5	the	the	DET
cana-2768	312	6	resilience	resilience	NOUN
cana-2768	312	7	of	of	ADP
cana-2768	312	8	the	the	DET
cana-2768	312	9	blockchain	blockchain	PROPN
cana-2768	312	10	framework	framework	NOUN
cana-2768	312	11	and	and	CCONJ
cana-2768	312	12	ml	ml	NOUN
cana-2768	312	13	models	model	NOUN
cana-2768	312	14	in	in	ADP
cana-2768	312	15	protecting	protect	VERB
cana-2768	312	16	private	private	ADJ
cana-2768	312	17	data	datum	NOUN
cana-2768	312	18	.	.	PUNCT
cana-2768	313	1	some	some	PRON
cana-2768	313	2	may	may	AUX
cana-2768	313	3	be	be	AUX
cana-2768	313	4	those	those	DET
cana-2768	313	5	optimization	optimization	NOUN
cana-2768	313	6	strategies	strategy	NOUN
cana-2768	313	7	that	that	PRON
cana-2768	313	8	are	be	AUX
cana-2768	313	9	put	put	VERB
cana-2768	313	10	into	into	ADP
cana-2768	313	11	action	action	NOUN
cana-2768	313	12	in	in	ADP
cana-2768	313	13	order	order	NOUN
cana-2768	313	14	to	to	PART
cana-2768	313	15	overcome	overcome	VERB
cana-2768	313	16	the	the	DET
cana-2768	313	17	difficulties	difficulty	NOUN
cana-2768	313	18	and	and	CCONJ
cana-2768	313	19	enhance	enhance	VERB
cana-2768	313	20	the	the	DET
cana-2768	313	21	efficiency	efficiency	NOUN
cana-2768	313	22	of	of	ADP
cana-2768	313	23	the	the	DET
cana-2768	313	24	system	system	NOUN
cana-2768	313	25	.	.	PUNCT
cana-2768	314	1	this	this	PRON
cana-2768	314	2	includes	include	VERB
cana-2768	314	3	optimizing	optimize	VERB
cana-2768	314	4	the	the	DET
cana-2768	314	5	hyperparameters	hyperparameter	NOUN
cana-2768	314	6	of	of	ADP
cana-2768	314	7	ml	ml	NOUN
cana-2768	314	8	,	,	PUNCT
cana-2768	314	9	optimizing	optimize	VERB
cana-2768	314	10	the	the	DET
cana-2768	314	11	protocols	protocol	NOUN
cana-2768	314	12	of	of	ADP
cana-2768	314	13	blockchain	blockchain	NOUN
cana-2768	314	14	,	,	PUNCT
cana-2768	314	15	and	and	CCONJ
cana-2768	314	16	optimizing	optimize	VERB
cana-2768	314	17	the	the	DET
cana-2768	314	18	integration	integration	NOUN
cana-2768	314	19	mechanism	mechanism	NOUN
cana-2768	314	20	to	to	PART
cana-2768	314	21	run	run	VERB
cana-2768	314	22	seamlessly	seamlessly	ADV
cana-2768	314	23	.	.	PUNCT
cana-2768	315	1	ml	ml	NOUN
cana-2768	315	2	models	model	NOUN
cana-2768	315	3	are	be	AUX
cana-2768	315	4	retrained	retrain	VERB
cana-2768	315	5	regularly	regularly	ADV
cana-2768	315	6	based	base	VERB
cana-2768	315	7	on	on	ADP
cana-2768	315	8	changing	change	VERB
cana-2768	315	9	fraud	fraud	NOUN
cana-2768	315	10	patterns	pattern	NOUN
cana-2768	315	11	and	and	CCONJ
cana-2768	315	12	tactics	tactic	NOUN
cana-2768	315	13	,	,	PUNCT
cana-2768	315	14	ensuring	ensure	VERB
cana-2768	315	15	that	that	SCONJ
cana-2768	315	16	the	the	DET
cana-2768	315	17	system	system	NOUN
cana-2768	315	18	is	be	AUX
cana-2768	315	19	up	up	ADP
cana-2768	315	20	to	to	ADP
cana-2768	315	21	the	the	DET
cana-2768	315	22	task	task	NOUN
cana-2768	315	23	in	in	ADP
cana-2768	315	24	a	a	DET
cana-2768	315	25	changing	change	VERB
cana-2768	315	26	threat	threat	NOUN
cana-2768	315	27	landscape	landscape	NOUN
cana-2768	315	28	.	.	PUNCT
cana-2768	316	1	4	4	X
cana-2768	316	2	.	.	X
cana-2768	316	3	results	result	VERB
cana-2768	316	4	the	the	DET
cana-2768	316	5	results	result	NOUN
cana-2768	316	6	of	of	ADP
cana-2768	316	7	this	this	DET
cana-2768	316	8	study	study	NOUN
cana-2768	316	9	show	show	VERB
cana-2768	316	10	how	how	SCONJ
cana-2768	316	11	combining	combine	VERB
cana-2768	316	12	blockchain	blockchain	NOUN
cana-2768	316	13	and	and	CCONJ
cana-2768	316	14	machine	machine	NOUN
cana-2768	316	15	learning	learning	NOUN
cana-2768	316	16	(	(	PUNCT
cana-2768	316	17	ml	ml	NOUN
cana-2768	316	18	)	)	PUNCT
cana-2768	316	19	can	can	AUX
cana-2768	316	20	be	be	AUX
cana-2768	316	21	effective	effective	ADJ
cana-2768	316	22	against	against	ADP
cana-2768	316	23	fraud	fraud	NOUN
cana-2768	316	24	in	in	ADP
cana-2768	316	25	finance	finance	NOUN
cana-2768	316	26	,	,	PUNCT
cana-2768	316	27	healthcare	healthcare	PROPN
cana-2768	316	28	,	,	PUNCT
cana-2768	316	29	and	and	CCONJ
cana-2768	316	30	cybersecurity	cybersecurity	NOUN
cana-2768	316	31	applications	application	NOUN
cana-2768	316	32	.	.	PUNCT
cana-2768	317	1	experimental	experimental	ADJ
cana-2768	317	2	results	result	NOUN
cana-2768	317	3	:	:	PUNCT
cana-2768	317	4	the	the	DET
cana-2768	317	5	proposed	propose	VERB
cana-2768	317	6	hybrid	hybrid	ADJ
cana-2768	317	7	architecture	architecture	NOUN
cana-2768	317	8	performs	perform	VERB
cana-2768	317	9	better	well	ADV
cana-2768	317	10	in	in	ADP
cana-2768	317	11	terms	term	NOUN
cana-2768	317	12	of	of	ADP
cana-2768	317	13	accuracy	accuracy	NOUN
cana-2768	317	14	,	,	PUNCT
cana-2768	317	15	scalability	scalability	NOUN
cana-2768	317	16	and	and	CCONJ
cana-2768	317	17	real	real	ADJ
cana-2768	317	18	time	time	NOUN
cana-2768	317	19	fraud	fraud	NOUN
cana-2768	317	20	detection	detection	NOUN
cana-2768	317	21	when	when	SCONJ
cana-2768	317	22	compared	compare	VERB
cana-2768	317	23	to	to	ADP
cana-2768	317	24	standard	standard	ADJ
cana-2768	317	25	approaches	approach	NOUN
cana-2768	317	26	.	.	PUNCT
cana-2768	318	1	in	in	ADP
cana-2768	318	2	this	this	DET
cana-2768	318	3	section	section	NOUN
cana-2768	318	4	,	,	PUNCT
cana-2768	318	5	we	we	PRON
cana-2768	318	6	evaluate	evaluate	VERB
cana-2768	318	7	key	key	ADJ
cana-2768	318	8	metrics	metric	NOUN
cana-2768	318	9	,	,	PUNCT
cana-2768	318	10	the	the	DET
cana-2768	318	11	importance	importance	NOUN
cana-2768	318	12	of	of	ADP
cana-2768	318	13	the	the	DET
cana-2768	318	14	hybrid	hybrid	NOUN
cana-2768	318	15	approach	approach	NOUN
cana-2768	318	16	,	,	PUNCT
cana-2768	318	17	and	and	CCONJ
cana-2768	318	18	the	the	DET
cana-2768	318	19	performance	performance	NOUN
cana-2768	318	20	achieved	achieve	VERB
cana-2768	318	21	,	,	PUNCT
cana-2768	318	22	as	as	SCONJ
cana-2768	318	23	supported	support	VERB
cana-2768	318	24	by	by	ADP
cana-2768	318	25	the	the	DET
cana-2768	318	26	data	datum	NOUN
cana-2768	318	27	in	in	ADP
cana-2768	318	28	tables	table	NOUN
cana-2768	318	29	2–10	2–10	NOUN
cana-2768	318	30	.	.	PUNCT
cana-2768	319	1	machine	machine	NOUN
cana-2768	319	2	learning	learning	NOUN
cana-2768	319	3	models	model	NOUN
cana-2768	319	4	performance	performance	NOUN
cana-2768	319	5	metrics	metric	NOUN
cana-2768	319	6	table	table	NOUN
cana-2768	319	7	2	2	NUM
cana-2768	319	8	presents	present	VERB
cana-2768	319	9	the	the	DET
cana-2768	319	10	accuracy	accuracy	NOUN
cana-2768	319	11	,	,	PUNCT
cana-2768	319	12	precision	precision	NOUN
cana-2768	319	13	,	,	PUNCT
cana-2768	319	14	recall	recall	NOUN
cana-2768	319	15	and	and	CCONJ
cana-2768	319	16	f1	f1	NOUN
cana-2768	319	17	-	-	PUNCT
cana-2768	319	18	score	score	NOUN
cana-2768	319	19	of	of	ADP
cana-2768	319	20	ml	ml	NOUN
cana-2768	319	21	models	model	NOUN
cana-2768	319	22	building	build	VERB
cana-2768	319	23	on	on	ADP
cana-2768	319	24	its	its	PRON
cana-2768	319	25	effectiveness	effectiveness	NOUN
cana-2768	319	26	in	in	ADP
cana-2768	319	27	fraud	fraud	NOUN
cana-2768	319	28	detection	detection	NOUN
cana-2768	319	29	.	.	PUNCT
cana-2768	320	1	in	in	ADP
cana-2768	320	2	hybrid	hybrid	ADJ
cana-2768	320	3	model	model	NOUN
cana-2768	320	4	,	,	PUNCT
cana-2768	320	5	blockchain	blockchain	PROPN
cana-2768	320	6	+	+	CCONJ
cana-2768	320	7	ml	ml	PROPN
cana-2768	320	8	approach	approach	NOUN
cana-2768	320	9	is	be	AUX
cana-2768	320	10	found	find	VERB
cana-2768	320	11	to	to	PART
cana-2768	320	12	be	be	AUX
cana-2768	320	13	advantageous	advantageous	ADJ
cana-2768	320	14	than	than	ADP
cana-2768	320	15	ml	ml	NOUN
cana-2768	320	16	or	or	CCONJ
cana-2768	320	17	blockchain	blockchain	PROPN
cana-2768	320	18	alone	alone	ADV
cana-2768	320	19	,	,	PUNCT
cana-2768	320	20	as	as	SCONJ
cana-2768	320	21	the	the	DET
cana-2768	320	22	accuracy	accuracy	NOUN
cana-2768	320	23	is	be	AUX
cana-2768	320	24	found	find	VERB
cana-2768	320	25	to	to	PART
cana-2768	320	26	be	be	AUX
cana-2768	320	27	96.7	96.7	NUM
cana-2768	320	28	%	%	NOUN
cana-2768	320	29	which	which	PRON
cana-2768	320	30	is	be	AUX
cana-2768	320	31	much	much	ADV
cana-2768	320	32	higher	high	ADJ
cana-2768	320	33	than	than	ADP
cana-2768	320	34	92.5	92.5	NUM
cana-2768	320	35	%	%	NOUN
cana-2768	320	36	by	by	ADP
cana-2768	320	37	neural	neural	ADJ
cana-2768	320	38	networks	network	NOUN
cana-2768	320	39	,	,	PUNCT
cana-2768	320	40	the	the	DET
cana-2768	320	41	next	next	ADJ
cana-2768	320	42	highest	high	ADJ
cana-2768	320	43	performer	performer	NOUN
cana-2768	320	44	.	.	PUNCT
cana-2768	321	1	figure	figure	NOUN
cana-2768	321	2	3	3	NUM
cana-2768	321	3	.	.	PUNCT
cana-2768	321	4	performance	performance	NOUN
cana-2768	321	5	metrics	metric	NOUN
cana-2768	321	6	comparison	comparison	VERB
cana-2768	321	7	the	the	DET
cana-2768	321	8	hybrid	hybrid	NOUN
cana-2768	321	9	system	system	NOUN
cana-2768	321	10	also	also	ADV
cana-2768	321	11	surpassed	surpass	VERB
cana-2768	321	12	both	both	CCONJ
cana-2768	321	13	the	the	DET
cana-2768	321	14	precision	precision	NOUN
cana-2768	321	15	and	and	CCONJ
cana-2768	321	16	recall	recall	NOUN
cana-2768	321	17	rates	rate	NOUN
cana-2768	321	18	,	,	PUNCT
cana-2768	321	19	in	in	ADP
cana-2768	321	20	this	this	DET
cana-2768	321	21	way	way	NOUN
cana-2768	321	22	,	,	PUNCT
cana-2768	321	23	it	it	PRON
cana-2768	321	24	was	be	AUX
cana-2768	321	25	able	able	ADJ
cana-2768	321	26	to	to	PART
cana-2768	321	27	reduce	reduce	VERB
cana-2768	321	28	rates	rate	NOUN
cana-2768	321	29	of	of	ADP
cana-2768	321	30	false	false	ADJ
cana-2768	321	31	positives	positive	NOUN
cana-2768	321	32	and	and	CCONJ
cana-2768	321	33	false	false	ADJ
cana-2768	321	34	negatives	negative	NOUN
cana-2768	321	35	.	.	PUNCT
cana-2768	322	1	all	all	PRON
cana-2768	322	2	of	of	ADP
cana-2768	322	3	these	these	DET
cana-2768	322	4	outcomes	outcome	NOUN
cana-2768	322	5	point	point	VERB
cana-2768	322	6	to	to	ADP
cana-2768	322	7	the	the	DET
cana-2768	322	8	value	value	NOUN
cana-2768	322	9	of	of	ADP
cana-2768	322	10	blockchain	blockchain	PROPN
cana-2768	322	11	's	's	PART
cana-2768	322	12	immutable	immutable	ADJ
cana-2768	322	13	,	,	PUNCT
cana-2768	322	14	reliable	reliable	ADJ
cana-2768	322	15	data	datum	NOUN
cana-2768	322	16	foundation	foundation	PROPN
cana-2768	322	17	and	and	CCONJ
cana-2768	322	18	all	all	DET
cana-2768	322	19	these	these	DET
cana-2768	322	20	further	far	ADV
cana-2768	322	21	boost	boost	VERB
cana-2768	322	22	the	the	DET
cana-2768	322	23	efficiency	efficiency	NOUN
cana-2768	322	24	of	of	ADP
cana-2768	322	25	ml	ml	ADP
cana-2768	322	26	algorithms	algorithm	NOUN
cana-2768	322	27	as	as	SCONJ
cana-2768	322	28	blockchain	blockchain	PROPN
cana-2768	322	29	ensures	ensure	VERB
cana-2768	322	30	data	datum	NOUN
cana-2768	322	31	integrity	integrity	NOUN
cana-2768	322	32	.	.	PUNCT
cana-2768	323	1	table	table	NOUN
cana-2768	323	2	2	2	NUM
cana-2768	323	3	:	:	PUNCT
cana-2768	323	4	performance	performance	NOUN
cana-2768	323	5	metrics	metric	NOUN
cana-2768	323	6	of	of	ADP
cana-2768	323	7	ml	ml	NOUN
cana-2768	323	8	models	model	NOUN
cana-2768	323	9	for	for	ADP
cana-2768	323	10	fraud	fraud	NOUN
cana-2768	323	11	detection	detection	NOUN
cana-2768	323	12	metric	metric	ADJ
cana-2768	323	13	logistic	logistic	ADJ
cana-2768	323	14	regression	regression	NOUN
cana-2768	323	15	random	random	ADJ
cana-2768	323	16	forest	forest	NOUN
cana-2768	323	17	neural	neural	ADJ
cana-2768	323	18	network	network	NOUN
cana-2768	323	19	hybrid	hybrid	NOUN
cana-2768	323	20	(	(	PUNCT
cana-2768	323	21	blockchain	blockchain	NOUN
cana-2768	323	22	+	+	CCONJ
cana-2768	323	23	ml	ml	PROPN
cana-2768	323	24	)	)	PUNCT
cana-2768	323	25	accuracy	accuracy	NOUN
cana-2768	323	26	(	(	PUNCT
cana-2768	323	27	%	%	NOUN
cana-2768	323	28	)	)	PUNCT
cana-2768	323	29	85.2	85.2	NUM
cana-2768	323	30	90.3	90.3	NUM
cana-2768	323	31	92.5	92.5	NUM
cana-2768	323	32	96.7	96.7	NUM
cana-2768	323	33	precision	precision	NOUN
cana-2768	323	34	(	(	PUNCT
cana-2768	323	35	%	%	INTJ
cana-2768	323	36	)	)	PUNCT
cana-2768	323	37	84.5	84.5	NUM
cana-2768	323	38	89.8	89.8	NUM
cana-2768	323	39	91.6	91.6	NUM
cana-2768	323	40	95.9	95.9	NUM
cana-2768	323	41	recall	recall	NOUN
cana-2768	323	42	(	(	PUNCT
cana-2768	323	43	%	%	NOUN
cana-2768	323	44	)	)	PUNCT
cana-2768	323	45	83.7	83.7	NUM
cana-2768	323	46	88.9	88.9	NUM
cana-2768	323	47	91.1	91.1	NUM
cana-2768	323	48	96.2	96.2	NUM
cana-2768	323	49	the	the	DET
cana-2768	323	50	standalone	standalone	NOUN
cana-2768	323	51	ml	ml	NOUN
cana-2768	323	52	models	model	NOUN
cana-2768	323	53	work	work	VERB
cana-2768	323	54	,	,	PUNCT
cana-2768	323	55	but	but	CCONJ
cana-2768	323	56	have	have	VERB
cana-2768	323	57	limitations	limitation	NOUN
cana-2768	323	58	in	in	ADP
cana-2768	323	59	high	high	ADJ
cana-2768	323	60	-	-	PUNCT
cana-2768	323	61	stakes	stake	NOUN
cana-2768	323	62	environments	environment	NOUN
cana-2768	323	63	.	.	PUNCT
cana-2768	324	1	but	but	CCONJ
cana-2768	324	2	as	as	ADP
cana-2768	324	3	an	an	DET
cana-2768	324	4	example	example	NOUN
cana-2768	324	5	,	,	PUNCT
cana-2768	324	6	the	the	DET
cana-2768	324	7	logistic	logistic	ADJ
cana-2768	324	8	regression	regression	NOUN
cana-2768	324	9	model	model	NOUN
cana-2768	324	10	has	have	AUX
cana-2768	324	11	achieved	achieve	VERB
cana-2768	324	12	an	an	DET
cana-2768	324	13	accuracy	accuracy	NOUN
cana-2768	324	14	of	of	ADP
cana-2768	324	15	85.2	85.2	NUM
cana-2768	324	16	%	%	NOUN
cana-2768	324	17	,	,	PUNCT
cana-2768	324	18	however	however	ADV
cana-2768	324	19	this	this	PRON
cana-2768	324	20	is	be	AUX
cana-2768	324	21	not	not	PART
cana-2768	324	22	a	a	DET
cana-2768	324	23	good	good	ADJ
cana-2768	324	24	result	result	NOUN
cana-2768	324	25	,	,	PUNCT
cana-2768	324	26	especially	especially	ADV
cana-2768	324	27	for	for	ADP
cana-2768	324	28	industries	industry	NOUN
cana-2768	324	29	such	such	ADJ
cana-2768	324	30	as	as	ADP
cana-2768	324	31	finance	finance	NOUN
cana-2768	324	32	and	and	CCONJ
cana-2768	324	33	healthcare	healthcare	NOUN
cana-2768	324	34	which	which	PRON
cana-2768	324	35	means	mean	VERB
cana-2768	324	36	that	that	SCONJ
cana-2768	324	37	an	an	DET
cana-2768	324	38	accuracy	accuracy	NOUN
cana-2768	324	39	of	of	ADP
cana-2768	324	40	a	a	DET
cana-2768	324	41	tiny	tiny	ADJ
cana-2768	324	42	number	number	NOUN
cana-2768	324	43	can	can	AUX
cana-2768	324	44	lead	lead	VERB
cana-2768	324	45	to	to	ADP
cana-2768	324	46	a	a	DET
cana-2768	324	47	massive	massive	ADJ
cana-2768	324	48	communications	communication	NOUN
cana-2768	324	49	on	on	ADP
cana-2768	324	50	applied	apply	VERB
cana-2768	324	51	nonlinear	nonlinear	ADJ
cana-2768	324	52	analysis	analysis	NOUN
cana-2768	324	53	issn	issn	NOUN
cana-2768	324	54	:	:	PUNCT
cana-2768	324	55	1074	1074	NUM
cana-2768	324	56	-	-	PUNCT
cana-2768	324	57	133x	133x	NUM
cana-2768	324	58	vol	vol	NOUN
cana-2768	324	59	32	32	NUM
cana-2768	324	60	no	no	NOUN
cana-2768	324	61	.	.	PUNCT
cana-2768	325	1	4s	4s	NUM
cana-2768	325	2	(	(	PUNCT
cana-2768	325	3	2025	2025	NUM
cana-2768	325	4	)	)	PUNCT
cana-2768	325	5	230	230	NUM
cana-2768	325	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	325	7	loss	loss	NOUN
cana-2768	325	8	.	.	PUNCT
cana-2768	326	1	this	this	PRON
cana-2768	326	2	emphasizes	emphasize	VERB
cana-2768	326	3	the	the	DET
cana-2768	326	4	importance	importance	NOUN
cana-2768	326	5	of	of	ADP
cana-2768	326	6	such	such	ADJ
cana-2768	326	7	hybrid	hybrid	ADJ
cana-2768	326	8	detection	detection	NOUN
cana-2768	326	9	systems	system	NOUN
cana-2768	326	10	for	for	ADP
cana-2768	326	11	strong	strong	ADJ
cana-2768	326	12	identification	identification	NOUN
cana-2768	326	13	of	of	ADP
cana-2768	326	14	fraudulent	fraudulent	ADJ
cana-2768	326	15	activity	activity	NOUN
cana-2768	326	16	.	.	PUNCT
cana-2768	327	1	growth	growth	NOUN
cana-2768	327	2	and	and	CCONJ
cana-2768	327	3	utilization	utilization	NOUN
cana-2768	327	4	of	of	ADP
cana-2768	327	5	blockchain	blockchain	PROPN
cana-2768	327	6	the	the	DET
cana-2768	327	7	purpose	purpose	NOUN
cana-2768	327	8	of	of	ADP
cana-2768	327	9	blockchain	blockchain	PROPN
cana-2768	327	10	in	in	ADP
cana-2768	327	11	such	such	DET
cana-2768	327	12	a	a	DET
cana-2768	327	13	system	system	NOUN
cana-2768	327	14	is	be	AUX
cana-2768	327	15	mainly	mainly	ADV
cana-2768	327	16	to	to	PART
cana-2768	327	17	act	act	VERB
cana-2768	327	18	as	as	ADP
cana-2768	327	19	a	a	DET
cana-2768	327	20	secure	secure	ADJ
cana-2768	327	21	repository	repository	NOUN
cana-2768	327	22	of	of	ADP
cana-2768	327	23	data	datum	NOUN
cana-2768	327	24	and	and	CCONJ
cana-2768	327	25	tracker	tracker	NOUN
cana-2768	327	26	of	of	ADP
cana-2768	327	27	its	its	PRON
cana-2768	327	28	provenance	provenance	NOUN
cana-2768	327	29	.	.	PUNCT
cana-2768	328	1	table	table	NOUN
cana-2768	328	2	3	3	NUM
cana-2768	328	3	:	:	PUNCT
cana-2768	328	4	scalability	scalability	NOUN
cana-2768	328	5	indicators	indicator	NOUN
cana-2768	328	6	:	:	PUNCT
cana-2768	328	7	growth	growth	NOUN
cana-2768	328	8	of	of	ADP
cana-2768	328	9	the	the	DET
cana-2768	328	10	blockchain	blockchain	PROPN
cana-2768	328	11	network	network	PROPN
cana-2768	328	12	and	and	CCONJ
cana-2768	328	13	storage	storage	NOUN
cana-2768	328	14	utilization	utilization	NOUN
cana-2768	328	15	the	the	DET
cana-2768	328	16	growth	growth	NOUN
cana-2768	328	17	of	of	ADP
cana-2768	328	18	the	the	DET
cana-2768	328	19	number	number	NOUN
cana-2768	328	20	of	of	ADP
cana-2768	328	21	blocks	block	NOUN
cana-2768	328	22	over	over	ADP
cana-2768	328	23	four	four	NUM
cana-2768	328	24	months	month	NOUN
cana-2768	328	25	indicates	indicate	VERB
cana-2768	328	26	the	the	DET
cana-2768	328	27	number	number	NOUN
cana-2768	328	28	of	of	ADP
cana-2768	328	29	items	item	NOUN
cana-2768	328	30	which	which	PRON
cana-2768	328	31	can	can	AUX
cana-2768	328	32	be	be	AUX
cana-2768	328	33	processed	process	VERB
cana-2768	328	34	in	in	ADP
cana-2768	328	35	parallel	parallel	NOUN
cana-2768	328	36	that	that	PRON
cana-2768	328	37	will	will	AUX
cana-2768	328	38	increase	increase	VERB
cana-2768	328	39	over	over	ADP
cana-2768	328	40	time	time	NOUN
cana-2768	328	41	.	.	PUNCT
cana-2768	329	1	the	the	DET
cana-2768	329	2	average	average	ADJ
cana-2768	329	3	transactions	transaction	NOUN
cana-2768	329	4	per	per	ADP
cana-2768	329	5	block	block	NOUN
cana-2768	329	6	are	be	AUX
cana-2768	329	7	also	also	ADV
cana-2768	329	8	maintaining	maintain	VERB
cana-2768	329	9	a	a	DET
cana-2768	329	10	similar	similar	ADJ
cana-2768	329	11	trend	trend	NOUN
cana-2768	329	12	,	,	PUNCT
cana-2768	329	13	indicating	indicate	VERB
cana-2768	329	14	that	that	SCONJ
cana-2768	329	15	the	the	DET
cana-2768	329	16	blockchain	blockchain	PROPN
cana-2768	329	17	layer	layer	NOUN
cana-2768	329	18	can	can	AUX
cana-2768	329	19	absorb	absorb	VERB
cana-2768	329	20	this	this	DET
cana-2768	329	21	growing	grow	VERB
cana-2768	329	22	workload	workload	NOUN
cana-2768	329	23	without	without	ADP
cana-2768	329	24	losing	lose	VERB
cana-2768	329	25	performance	performance	NOUN
cana-2768	329	26	.	.	PUNCT
cana-2768	330	1	table	table	NOUN
cana-2768	330	2	3	3	NUM
cana-2768	330	3	:	:	PUNCT
cana-2768	330	4	blockchain	blockchain	NOUN
cana-2768	330	5	storage	storage	NOUN
cana-2768	330	6	utilization	utilization	NOUN
cana-2768	330	7	over	over	ADP
cana-2768	330	8	time	time	NOUN
cana-2768	330	9	month	month	NOUN
cana-2768	330	10	total	total	NOUN
cana-2768	330	11	blocks	block	NOUN
cana-2768	330	12	total	total	ADJ
cana-2768	330	13	storage	storage	NOUN
cana-2768	330	14	(	(	PUNCT
cana-2768	330	15	gb	gb	NOUN
cana-2768	330	16	)	)	PUNCT
cana-2768	330	17	average	average	ADJ
cana-2768	330	18	transactions	transaction	NOUN
cana-2768	330	19	per	per	ADP
cana-2768	330	20	block	block	NOUN
cana-2768	330	21	1	1	NUM
cana-2768	330	22	150	150	NUM
cana-2768	330	23	0.5	0.5	NUM
cana-2768	330	24	120	120	NUM
cana-2768	330	25	2	2	NUM
cana-2768	330	26	320	320	NUM
cana-2768	330	27	1.1	1.1	NUM
cana-2768	330	28	118	118	NUM
cana-2768	330	29	3	3	NUM
cana-2768	330	30	500	500	NUM
cana-2768	330	31	1.8	1.8	NUM
cana-2768	330	32	122	122	NUM
cana-2768	330	33	4	4	NUM
cana-2768	330	34	670	670	NUM
cana-2768	330	35	2.4	2.4	NUM
cana-2768	330	36	115	115	NUM
cana-2768	330	37	figure	figure	NOUN
cana-2768	330	38	4	4	NUM
cana-2768	330	39	.	.	PUNCT
cana-2768	331	1	blockchain	blockchain	NOUN
cana-2768	331	2	storage	storage	NOUN
cana-2768	331	3	utilization	utilization	NOUN
cana-2768	331	4	over	over	ADP
cana-2768	331	5	time	time	NOUN
cana-2768	331	6	these	these	DET
cana-2768	331	7	results	result	NOUN
cana-2768	331	8	are	be	AUX
cana-2768	331	9	significant	significant	ADJ
cana-2768	331	10	for	for	ADP
cana-2768	331	11	the	the	DET
cana-2768	331	12	healthcare	healthcare	NOUN
cana-2768	331	13	sector	sector	NOUN
cana-2768	331	14	,	,	PUNCT
cana-2768	331	15	where	where	SCONJ
cana-2768	331	16	data	datum	NOUN
cana-2768	331	17	accuracy	accuracy	NOUN
cana-2768	331	18	is	be	AUX
cana-2768	331	19	crucial	crucial	ADJ
cana-2768	331	20	.	.	PUNCT
cana-2768	332	1	this	this	PRON
cana-2768	332	2	gives	give	VERB
cana-2768	332	3	a	a	DET
cana-2768	332	4	secure	secure	ADJ
cana-2768	332	5	and	and	CCONJ
cana-2768	332	6	trackable	trackable	ADJ
cana-2768	332	7	records	record	NOUN
cana-2768	332	8	of	of	ADP
cana-2768	332	9	patients	patient	NOUN
cana-2768	332	10	'	'	PART
cana-2768	332	11	records	record	NOUN
cana-2768	332	12	,	,	PUNCT
cana-2768	332	13	insurance	insurance	NOUN
cana-2768	332	14	claims	claim	NOUN
cana-2768	332	15	,	,	PUNCT
cana-2768	332	16	and	and	CCONJ
cana-2768	332	17	billing	bill	VERB
cana-2768	332	18	information	information	NOUN
cana-2768	332	19	making	make	VERB
cana-2768	332	20	it	it	PRON
cana-2768	332	21	a	a	DET
cana-2768	332	22	non	non	ADJ
cana-2768	332	23	-	-	ADJ
cana-2768	332	24	malleable	malleable	ADJ
cana-2768	332	25	data	datum	NOUN
cana-2768	332	26	source	source	NOUN
cana-2768	332	27	that	that	PRON
cana-2768	332	28	leads	lead	VERB
cana-2768	332	29	to	to	AUX
cana-2768	332	30	reliable	reliable	ADJ
cana-2768	332	31	analysis	analysis	NOUN
cana-2768	332	32	for	for	ADP
cana-2768	332	33	ml	ml	NOUN
cana-2768	332	34	models	model	NOUN
cana-2768	332	35	.	.	PUNCT
cana-2768	333	1	feature	feature	NOUN
cana-2768	333	2	importance	importance	NOUN
cana-2768	333	3	analysis	analysis	NOUN
cana-2768	333	4	feature	feature	NOUN
cana-2768	333	5	importance	importance	NOUN
cana-2768	333	6	analysis	analysis	NOUN
cana-2768	333	7	provides	provide	VERB
cana-2768	333	8	insight	insight	NOUN
cana-2768	333	9	into	into	ADP
cana-2768	333	10	which	which	PRON
cana-2768	333	11	features	feature	NOUN
cana-2768	333	12	are	be	AUX
cana-2768	333	13	most	most	ADV
cana-2768	333	14	predictive	predictive	ADJ
cana-2768	333	15	of	of	ADP
cana-2768	333	16	fraudulent	fraudulent	ADJ
cana-2768	333	17	activity	activity	NOUN
cana-2768	333	18	.	.	PUNCT
cana-2768	334	1	in	in	ADP
cana-2768	334	2	particular	particular	ADJ
cana-2768	334	3	,	,	PUNCT
cana-2768	334	4	table	table	NOUN
cana-2768	334	5	4	4	NUM
cana-2768	334	6	shows	show	VERB
cana-2768	334	7	a	a	DET
cana-2768	334	8	comparative	comparative	ADJ
cana-2768	334	9	feature	feature	NOUN
cana-2768	334	10	importance	importance	NOUN
cana-2768	334	11	(	(	PUNCT
cana-2768	334	12	transaction	transaction	NOUN
cana-2768	334	13	amount	amount	NOUN
cana-2768	334	14	,	,	PUNCT
cana-2768	334	15	time	time	NOUN
cana-2768	334	16	difference	difference	NOUN
cana-2768	334	17	between	between	ADP
cana-2768	334	18	transactions	transaction	NOUN
cana-2768	334	19	,	,	PUNCT
cana-2768	334	20	merchant	merchant	NOUN
cana-2768	334	21	type	type	NOUN
cana-2768	334	22	and	and	CCONJ
cana-2768	334	23	user	user	NOUN
cana-2768	334	24	history	history	NOUN
cana-2768	334	25	)	)	PUNCT
cana-2768	334	26	across	across	ADP
cana-2768	334	27	different	different	ADJ
cana-2768	334	28	ml	ml	NOUN
cana-2768	334	29	models	model	NOUN
cana-2768	334	30	.	.	PUNCT
cana-2768	335	1	on	on	ADP
cana-2768	335	2	top	top	NOUN
cana-2768	335	3	through	through	ADP
cana-2768	335	4	to	to	ADP
cana-2768	335	5	nine	nine	NUM
cana-2768	335	6	in	in	ADP
cana-2768	335	7	priority	priority	NOUN
cana-2768	335	8	are	be	AUX
cana-2768	335	9	transaction	transaction	NOUN
cana-2768	335	10	amount	amount	NOUN
cana-2768	335	11	(	(	PUNCT
cana-2768	335	12	42	42	NUM
cana-2768	335	13	%	%	NOUN
cana-2768	335	14	)	)	PUNCT
cana-2768	335	15	,	,	PUNCT
cana-2768	335	16	time	time	NOUN
cana-2768	335	17	between	between	ADP
cana-2768	335	18	transactions	transaction	NOUN
cana-2768	335	19	(	(	PUNCT
cana-2768	335	20	35	35	NUM
cana-2768	335	21	%	%	NOUN
cana-2768	335	22	)	)	PUNCT
cana-2768	335	23	and	and	CCONJ
cana-2768	335	24	previous	previous	ADJ
cana-2768	335	25	customer	customer	NOUN
cana-2768	335	26	activity	activity	NOUN
cana-2768	335	27	(	(	PUNCT
cana-2768	335	28	25	25	NUM
cana-2768	335	29	%	%	NOUN
cana-2768	335	30	)	)	PUNCT
cana-2768	335	31	.	.	PUNCT
cana-2768	336	1	that	that	PRON
cana-2768	336	2	matches	match	VERB
cana-2768	336	3	domain	domain	NOUN
cana-2768	336	4	knowledge	knowledge	NOUN
cana-2768	336	5	as	as	ADP
cana-2768	336	6	high	high	ADJ
cana-2768	336	7	single	single	ADJ
cana-2768	336	8	-	-	PUNCT
cana-2768	336	9	value	value	NOUN
cana-2768	336	10	transactions	transaction	NOUN
cana-2768	336	11	or	or	CCONJ
cana-2768	336	12	multiple	multiple	ADJ
cana-2768	336	13	transactions	transaction	NOUN
cana-2768	336	14	in	in	ADP
cana-2768	336	15	a	a	DET
cana-2768	336	16	short	short	ADJ
cana-2768	336	17	time	time	NOUN
cana-2768	336	18	window	window	NOUN
cana-2768	336	19	are	be	AUX
cana-2768	336	20	common	common	ADJ
cana-2768	336	21	signs	sign	NOUN
cana-2768	336	22	of	of	ADP
cana-2768	336	23	fraudulent	fraudulent	ADJ
cana-2768	336	24	behavior	behavior	NOUN
cana-2768	336	25	.	.	PUNCT
cana-2768	337	1	table	table	NOUN
cana-2768	337	2	4	4	NUM
cana-2768	337	3	:	:	PUNCT
cana-2768	337	4	comparative	comparative	ADJ
cana-2768	337	5	analysis	analysis	NOUN
cana-2768	337	6	of	of	ADP
cana-2768	337	7	feature	feature	NOUN
cana-2768	337	8	importance	importance	NOUN
cana-2768	337	9	feature	feature	NOUN
cana-2768	337	10	logistic	logistic	ADJ
cana-2768	337	11	regression	regression	NOUN
cana-2768	337	12	random	random	ADJ
cana-2768	337	13	forest	forest	NOUN
cana-2768	337	14	neural	neural	ADJ
cana-2768	337	15	network	network	NOUN
cana-2768	337	16	hybrid	hybrid	NOUN
cana-2768	337	17	(	(	PUNCT
cana-2768	337	18	blockchain	blockchain	NOUN
cana-2768	337	19	+	+	CCONJ
cana-2768	337	20	ml	ml	PROPN
cana-2768	337	21	)	)	PUNCT
cana-2768	337	22	transaction	transaction	NOUN
cana-2768	337	23	amount	amount	NOUN
cana-2768	337	24	0.35	0.35	NUM
cana-2768	337	25	0.40	0.40	NUM
cana-2768	337	26	0.38	0.38	NUM
cana-2768	337	27	0.42	0.42	NUM
cana-2768	337	28	time	time	NOUN
cana-2768	337	29	between	between	ADP
cana-2768	337	30	transactions	transaction	NOUN
cana-2768	337	31	0.25	0.25	NUM
cana-2768	337	32	0.28	0.28	NUM
cana-2768	337	33	0.30	0.30	NUM
cana-2768	337	34	0.35	0.35	NUM
cana-2768	337	35	merchant	merchant	NOUN
cana-2768	337	36	type	type	NOUN
cana-2768	337	37	0.20	0.20	NUM
cana-2768	337	38	0.18	0.18	NUM
cana-2768	337	39	0.22	0.22	NUM
cana-2768	337	40	0.24	0.24	NUM
cana-2768	337	41	user	user	NOUN
cana-2768	337	42	history	history	NOUN
cana-2768	337	43	0.20	0.20	NUM
cana-2768	337	44	0.14	0.14	NUM
cana-2768	337	45	0.10	0.10	NUM
cana-2768	337	46	0.18	0.18	NUM
cana-2768	337	47	communications	communication	NOUN
cana-2768	337	48	on	on	ADP
cana-2768	337	49	applied	apply	VERB
cana-2768	337	50	nonlinear	nonlinear	ADJ
cana-2768	337	51	analysis	analysis	NOUN
cana-2768	337	52	issn	issn	NOUN
cana-2768	337	53	:	:	PUNCT
cana-2768	337	54	1074	1074	NUM
cana-2768	337	55	-	-	PUNCT
cana-2768	337	56	133x	133x	NUM
cana-2768	337	57	vol	vol	NOUN
cana-2768	337	58	32	32	NUM
cana-2768	337	59	no	no	NOUN
cana-2768	337	60	.	.	PUNCT
cana-2768	338	1	4s	4s	NUM
cana-2768	338	2	(	(	PUNCT
cana-2768	338	3	2025	2025	NUM
cana-2768	338	4	)	)	PUNCT
cana-2768	338	5	231	231	NUM
cana-2768	338	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	338	7	as	as	ADP
cana-2768	338	8	a	a	DET
cana-2768	338	9	matter	matter	NOUN
cana-2768	338	10	of	of	ADP
cana-2768	338	11	fact	fact	NOUN
cana-2768	338	12	,	,	PUNCT
cana-2768	338	13	the	the	DET
cana-2768	338	14	standalone	standalone	NOUN
cana-2768	338	15	models	model	NOUN
cana-2768	338	16	leveraged	leverage	VERB
cana-2768	338	17	the	the	DET
cana-2768	338	18	user	user	NOUN
cana-2768	338	19	history	history	NOUN
cana-2768	338	20	with	with	ADP
cana-2768	338	21	a	a	DET
cana-2768	338	22	relatively	relatively	ADV
cana-2768	338	23	low	low	ADJ
cana-2768	338	24	importance	importance	NOUN
cana-2768	338	25	while	while	SCONJ
cana-2768	338	26	this	this	DET
cana-2768	338	27	feature	feature	NOUN
cana-2768	338	28	gained	gain	VERB
cana-2768	338	29	a	a	DET
cana-2768	338	30	higher	high	ADJ
cana-2768	338	31	feature	feature	NOUN
cana-2768	338	32	importance	importance	NOUN
cana-2768	338	33	inside	inside	ADP
cana-2768	338	34	the	the	DET
cana-2768	338	35	hybrid	hybrid	ADJ
cana-2768	338	36	system	system	NOUN
cana-2768	338	37	.	.	PUNCT
cana-2768	339	1	this	this	PRON
cana-2768	339	2	differentiates	differentiate	VERB
cana-2768	339	3	the	the	DET
cana-2768	339	4	hybrid	hybrid	NOUN
cana-2768	339	5	system	system	NOUN
cana-2768	339	6	as	as	SCONJ
cana-2768	339	7	it	it	PRON
cana-2768	339	8	enables	enable	VERB
cana-2768	339	9	it	it	PRON
cana-2768	339	10	to	to	PART
cana-2768	339	11	utilize	utilize	VERB
cana-2768	339	12	blockchain	blockchain	PROPN
cana-2768	339	13	's	's	PART
cana-2768	339	14	historical	historical	ADJ
cana-2768	339	15	structure	structure	NOUN
cana-2768	339	16	to	to	PART
cana-2768	339	17	expedite	expedite	VERB
cana-2768	339	18	fraud	fraud	NOUN
cana-2768	339	19	detection	detection	NOUN
cana-2768	339	20	.	.	PUNCT
cana-2768	340	1	blockchain	blockchain	PROPN
cana-2768	340	2	creates	create	VERB
cana-2768	340	3	a	a	DET
cana-2768	340	4	more	more	ADV
cana-2768	340	5	accurate	accurate	ADJ
cana-2768	340	6	and	and	CCONJ
cana-2768	340	7	verifiable	verifiable	ADJ
cana-2768	340	8	dataset	dataset	NOUN
cana-2768	340	9	for	for	ADP
cana-2768	340	10	the	the	DET
cana-2768	340	11	hybrid	hybrid	NOUN
cana-2768	340	12	model	model	NOUN
cana-2768	340	13	by	by	ADP
cana-2768	340	14	ensuring	ensure	VERB
cana-2768	340	15	transparency	transparency	NOUN
cana-2768	340	16	and	and	CCONJ
cana-2768	340	17	immutability	immutability	NOUN
cana-2768	340	18	in	in	ADP
cana-2768	340	19	user	user	NOUN
cana-2768	340	20	behavior	behavior	NOUN
cana-2768	340	21	tracking	tracking	NOUN
cana-2768	340	22	.	.	PUNCT
cana-2768	341	1	fraud	fraud	NOUN
cana-2768	341	2	detection	detection	NOUN
cana-2768	341	3	rates	rate	NOUN
cana-2768	341	4	&	&	CCONJ
cana-2768	341	5	their	their	PRON
cana-2768	341	6	inferences	inference	NOUN
cana-2768	341	7	table	table	NOUN
cana-2768	341	8	5	5	NUM
cana-2768	341	9	presents	present	VERB
cana-2768	341	10	the	the	DET
cana-2768	341	11	review	review	NOUN
cana-2768	341	12	of	of	ADP
cana-2768	341	13	the	the	DET
cana-2768	341	14	hybrid	hybrid	ADJ
cana-2768	341	15	system	system	NOUN
cana-2768	341	16	performance	performance	NOUN
cana-2768	341	17	over	over	ADP
cana-2768	341	18	finance	finance	NOUN
cana-2768	341	19	,	,	PUNCT
cana-2768	341	20	health	health	NOUN
cana-2768	341	21	,	,	PUNCT
cana-2768	341	22	and	and	CCONJ
cana-2768	341	23	cyber	cyber	NOUN
cana-2768	341	24	-	-	PUNCT
cana-2768	341	25	fraud	fraud	NOUN
cana-2768	341	26	detection	detection	NOUN
cana-2768	341	27	.	.	PUNCT
cana-2768	342	1	the	the	DET
cana-2768	342	2	system	system	NOUN
cana-2768	342	3	records	record	VERB
cana-2768	342	4	98	98	NUM
cana-2768	342	5	%	%	NOUN
cana-2768	342	6	detection	detection	NOUN
cana-2768	342	7	in	in	ADP
cana-2768	342	8	the	the	DET
cana-2768	342	9	finance	finance	NOUN
cana-2768	342	10	sector	sector	NOUN
cana-2768	342	11	,	,	PUNCT
cana-2768	342	12	flagging	flag	VERB
cana-2768	342	13	10,000	10,000	NUM
cana-2768	342	14	fraudulent	fraudulent	ADJ
cana-2768	342	15	transactions	transaction	NOUN
cana-2768	342	16	out	out	ADP
cana-2768	342	17	of	of	ADP
cana-2768	342	18	the	the	DET
cana-2768	342	19	1,000,000	1,000,000	NUM
cana-2768	342	20	transactions	transaction	NOUN
cana-2768	342	21	processed	process	VERB
cana-2768	342	22	.	.	PUNCT
cana-2768	343	1	figure	figure	NOUN
cana-2768	343	2	5	5	NUM
cana-2768	343	3	.	.	PUNCT
cana-2768	343	4	fraud	fraud	NOUN
cana-2768	343	5	detection	detection	NOUN
cana-2768	343	6	rates	rate	NOUN
cana-2768	343	7	by	by	ADP
cana-2768	343	8	domain	domain	NOUN
cana-2768	343	9	in	in	ADP
cana-2768	343	10	healthcare	healthcare	PROPN
cana-2768	343	11	,	,	PUNCT
cana-2768	343	12	it	it	PRON
cana-2768	343	13	detects	detect	VERB
cana-2768	343	14	5,000	5,000	NUM
cana-2768	343	15	scams	scam	NOUN
cana-2768	343	16	from	from	ADP
cana-2768	343	17	200,000	200,000	NUM
cana-2768	343	18	,	,	PUNCT
cana-2768	343	19	making	make	VERB
cana-2768	343	20	the	the	DET
cana-2768	343	21	detection	detection	NOUN
cana-2768	343	22	rate	rate	NOUN
cana-2768	343	23	around	around	ADV
cana-2768	343	24	95.5	95.5	NUM
cana-2768	343	25	%	%	NOUN
cana-2768	343	26	.	.	PUNCT
cana-2768	344	1	96.8	96.8	NUM
cana-2768	344	2	%	%	NOUN
cana-2768	344	3	the	the	DET
cana-2768	344	4	number	number	NOUN
cana-2768	344	5	of	of	ADP
cana-2768	344	6	detections	detection	NOUN
cana-2768	344	7	achieved	achieve	VERB
cana-2768	344	8	by	by	ADP
cana-2768	344	9	the	the	DET
cana-2768	344	10	system	system	NOUN
cana-2768	344	11	across	across	ADP
cana-2768	344	12	different	different	ADJ
cana-2768	344	13	applications	application	NOUN
cana-2768	344	14	speaks	speak	VERB
cana-2768	344	15	volumes	volume	NOUN
cana-2768	344	16	about	about	ADP
cana-2768	344	17	its	its	PRON
cana-2768	344	18	robustness	robustness	NOUN
cana-2768	344	19	in	in	ADP
cana-2768	344	20	the	the	DET
cana-2768	344	21	cybersecurity	cybersecurity	NOUN
cana-2768	344	22	domain	domain	NOUN
cana-2768	344	23	,	,	PUNCT
cana-2768	344	24	with	with	ADP
cana-2768	344	25	96.8	96.8	NUM
cana-2768	344	26	%	%	NOUN
cana-2768	344	27	detection	detection	NOUN
cana-2768	344	28	rate	rate	NOUN
cana-2768	344	29	.	.	PUNCT
cana-2768	345	1	table	table	NOUN
cana-2768	345	2	5	5	NUM
cana-2768	345	3	:	:	PUNCT
cana-2768	345	4	fraudulent	fraudulent	ADJ
cana-2768	345	5	transactions	transaction	NOUN
cana-2768	345	6	detected	detect	VERB
cana-2768	345	7	by	by	ADP
cana-2768	345	8	system	system	NOUN
cana-2768	345	9	domain	domain	NOUN
cana-2768	345	10	total	total	NOUN
cana-2768	345	11	transactions	transaction	NOUN
cana-2768	345	12	fraudulent	fraudulent	ADJ
cana-2768	345	13	transactions	transaction	NOUN
cana-2768	345	14	detection	detection	NOUN
cana-2768	345	15	rate	rate	NOUN
cana-2768	345	16	(	(	PUNCT
cana-2768	345	17	%	%	INTJ
cana-2768	345	18	)	)	PUNCT
cana-2768	345	19	finance	finance	NOUN
cana-2768	345	20	1,000,000	1,000,000	NUM
cana-2768	345	21	10,000	10,000	NUM
cana-2768	345	22	98.0	98.0	NUM
cana-2768	345	23	healthcare	healthcare	NOUN
cana-2768	345	24	200,000	200,000	NUM
cana-2768	345	25	5,000	5,000	NUM
cana-2768	345	26	95.5	95.5	NUM
cana-2768	345	27	cybersecurity	cybersecurity	NOUN
cana-2768	345	28	500,000	500,000	NUM
cana-2768	345	29	15,000	15,000	NUM
cana-2768	345	30	96.8	96.8	NUM
cana-2768	345	31	the	the	DET
cana-2768	345	32	hybrid	hybrid	ADJ
cana-2768	345	33	system	system	NOUN
cana-2768	345	34	demonstrates	demonstrate	VERB
cana-2768	345	35	this	this	DET
cana-2768	345	36	versatility	versatility	NOUN
cana-2768	345	37	,	,	PUNCT
cana-2768	345	38	adapting	adapt	VERB
cana-2768	345	39	end	end	NOUN
cana-2768	345	40	-	-	PUNCT
cana-2768	345	41	to	to	ADP
cana-2768	345	42	-	-	PUNCT
cana-2768	345	43	end	end	NOUN
cana-2768	345	44	in	in	ADP
cana-2768	345	45	each	each	DET
cana-2768	345	46	domain	domain	NOUN
cana-2768	345	47	to	to	PART
cana-2768	345	48	solve	solve	VERB
cana-2768	345	49	its	its	PRON
cana-2768	345	50	particular	particular	ADJ
cana-2768	345	51	problems	problem	NOUN
cana-2768	345	52	.	.	PUNCT
cana-2768	346	1	blockchain	blockchain	PROPN
cana-2768	346	2	maintains	maintain	VERB
cana-2768	346	3	transaction	transaction	NOUN
cana-2768	346	4	transparency	transparency	NOUN
cana-2768	346	5	in	in	ADP
cana-2768	346	6	finance	finance	NOUN
cana-2768	346	7	,	,	PUNCT
cana-2768	346	8	and	and	CCONJ
cana-2768	346	9	ml	ml	ADP
cana-2768	346	10	spots	spot	VERB
cana-2768	346	11	inconsistencies	inconsistency	NOUN
cana-2768	346	12	in	in	ADP
cana-2768	346	13	spending	spend	VERB
cana-2768	346	14	patterns	pattern	NOUN
cana-2768	346	15	,	,	PUNCT
cana-2768	346	16	for	for	ADP
cana-2768	346	17	example	example	NOUN
cana-2768	346	18	.	.	PUNCT
cana-2768	347	1	and	and	CCONJ
cana-2768	347	2	in	in	ADP
cana-2768	347	3	healthcare	healthcare	PROPN
cana-2768	347	4	,	,	PUNCT
cana-2768	347	5	blockchain	blockchain	PROPN
cana-2768	347	6	protects	protect	VERB
cana-2768	347	7	patient	patient	ADJ
cana-2768	347	8	information	information	NOUN
cana-2768	347	9	and	and	CCONJ
cana-2768	347	10	ml	ml	AUX
cana-2768	347	11	identifies	identify	VERB
cana-2768	347	12	discrepancies	discrepancy	NOUN
cana-2768	347	13	in	in	ADP
cana-2768	347	14	insurance	insurance	NOUN
cana-2768	347	15	payments	payment	NOUN
cana-2768	347	16	.	.	PUNCT
cana-2768	348	1	blockchain	blockchain	PROPN
cana-2768	348	2	's	's	PART
cana-2768	348	3	decentralized	decentralize	VERB
cana-2768	348	4	data	datum	NOUN
cana-2768	348	5	storage	storage	NOUN
cana-2768	348	6	and	and	CCONJ
cana-2768	348	7	machine	machine	NOUN
cana-2768	348	8	learning	learning	NOUN
cana-2768	348	9	's	's	PART
cana-2768	348	10	sequence	sequence	NOUN
cana-2768	348	11	data	datum	NOUN
cana-2768	348	12	analysis	analysis	NOUN
cana-2768	348	13	are	be	AUX
cana-2768	348	14	complementary	complementary	ADJ
cana-2768	348	15	to	to	ADP
cana-2768	348	16	the	the	DET
cana-2768	348	17	cybersecurity	cybersecurity	NOUN
cana-2768	348	18	domain	domain	NOUN
cana-2768	348	19	and	and	CCONJ
cana-2768	348	20	can	can	AUX
cana-2768	348	21	be	be	AUX
cana-2768	348	22	well	well	ADV
cana-2768	348	23	used	use	VERB
cana-2768	348	24	to	to	PART
cana-2768	348	25	detect	detect	VERB
cana-2768	348	26	any	any	DET
cana-2768	348	27	threats	threat	NOUN
cana-2768	348	28	.	.	PUNCT
cana-2768	349	1	blockchain	blockchain	PROPN
cana-2768	349	2	latency	latency	PROPN
cana-2768	349	3	and	and	CCONJ
cana-2768	349	4	scalability	scalability	NOUN
cana-2768	349	5	it	it	PRON
cana-2768	349	6	is	be	AUX
cana-2768	349	7	crucial	crucial	ADJ
cana-2768	349	8	for	for	SCONJ
cana-2768	349	9	the	the	DET
cana-2768	349	10	blockchain	blockchain	PROPN
cana-2768	349	11	layer	layer	NOUN
cana-2768	349	12	to	to	PART
cana-2768	349	13	have	have	VERB
cana-2768	349	14	low	low	ADJ
cana-2768	349	15	latency	latency	NOUN
cana-2768	349	16	and	and	CCONJ
cana-2768	349	17	high	high	ADJ
cana-2768	349	18	scalability	scalability	NOUN
cana-2768	349	19	for	for	ADP
cana-2768	349	20	real	real	ADJ
cana-2768	349	21	-	-	PUNCT
cana-2768	349	22	time	time	NOUN
cana-2768	349	23	fraud	fraud	NOUN
cana-2768	349	24	detection	detection	NOUN
cana-2768	349	25	.	.	PUNCT
cana-2768	350	1	according	accord	VERB
cana-2768	350	2	to	to	ADP
cana-2768	350	3	table	table	NOUN
cana-2768	350	4	6	6	NUM
cana-2768	350	5	,	,	PUNCT
cana-2768	350	6	proof	proof	NOUN
cana-2768	350	7	of	of	ADP
cana-2768	350	8	authority	authority	NOUN
cana-2768	350	9	(	(	PUNCT
cana-2768	350	10	poa	poa	NOUN
cana-2768	350	11	)	)	PUNCT
cana-2768	350	12	has	have	VERB
cana-2768	350	13	the	the	DET
cana-2768	350	14	least	least	ADJ
cana-2768	350	15	latency	latency	NOUN
cana-2768	350	16	(	(	PUNCT
cana-2768	350	17	50	50	NUM
cana-2768	350	18	ms	ms	NOUN
cana-2768	350	19	)	)	PUNCT
cana-2768	350	20	and	and	CCONJ
cana-2768	350	21	the	the	DET
cana-2768	350	22	highest	high	ADJ
cana-2768	350	23	throughput	throughput	NOUN
cana-2768	350	24	(	(	PUNCT
cana-2768	350	25	100	100	NUM
cana-2768	350	26	transactions	transaction	NOUN
cana-2768	350	27	per	per	ADP
cana-2768	350	28	second	second	NOUN
cana-2768	350	29	)	)	PUNCT
cana-2768	350	30	,	,	PUNCT
cana-2768	350	31	respectively	respectively	ADV
cana-2768	350	32	,	,	PUNCT
cana-2768	350	33	and	and	CCONJ
cana-2768	350	34	thus	thus	ADV
cana-2768	350	35	it	it	PRON
cana-2768	350	36	is	be	AUX
cana-2768	350	37	the	the	DET
cana-2768	350	38	most	most	ADV
cana-2768	350	39	suitable	suitable	ADJ
cana-2768	350	40	mechanism	mechanism	NOUN
cana-2768	350	41	for	for	ADP
cana-2768	350	42	the	the	DET
cana-2768	350	43	proposed	propose	VERB
cana-2768	350	44	system	system	NOUN
cana-2768	350	45	.	.	PUNCT
cana-2768	351	1	traditional	traditional	ADJ
cana-2768	351	2	mechanisms	mechanism	NOUN
cana-2768	351	3	such	such	ADJ
cana-2768	351	4	as	as	ADP
cana-2768	351	5	proof	proof	NOUN
cana-2768	351	6	of	of	ADP
cana-2768	351	7	work	work	NOUN
cana-2768	351	8	(	(	PUNCT
cana-2768	351	9	pow	pow	PROPN
cana-2768	351	10	)	)	PUNCT
cana-2768	351	11	,	,	PUNCT
cana-2768	351	12	on	on	ADP
cana-2768	351	13	the	the	DET
cana-2768	351	14	other	other	ADJ
cana-2768	351	15	hand	hand	NOUN
cana-2768	351	16	,	,	PUNCT
cana-2768	351	17	have	have	VERB
cana-2768	351	18	much	much	ADV
cana-2768	351	19	higher	high	ADJ
cana-2768	351	20	latency	latency	NOUN
cana-2768	351	21	and	and	CCONJ
cana-2768	351	22	lower	low	ADJ
cana-2768	351	23	throughput	throughput	NOUN
cana-2768	351	24	,	,	PUNCT
cana-2768	351	25	making	make	VERB
cana-2768	351	26	them	they	PRON
cana-2768	351	27	less	less	ADV
cana-2768	351	28	suitable	suitable	ADJ
cana-2768	351	29	for	for	ADP
cana-2768	351	30	real	real	ADJ
cana-2768	351	31	-	-	PUNCT
cana-2768	351	32	time	time	NOUN
cana-2768	351	33	applications	application	NOUN
cana-2768	351	34	.	.	PUNCT
cana-2768	352	1	table	table	NOUN
cana-2768	352	2	6	6	NUM
cana-2768	352	3	:	:	PUNCT
cana-2768	352	4	latency	latency	NOUN
cana-2768	352	5	comparison	comparison	NOUN
cana-2768	352	6	of	of	ADP
cana-2768	352	7	blockchain	blockchain	PROPN
cana-2768	352	8	consensus	consensus	PROPN
cana-2768	352	9	mechanisms	mechanism	NOUN
cana-2768	352	10	consensus	consensus	NOUN
cana-2768	352	11	mechanism	mechanism	NOUN
cana-2768	352	12	latency	latency	NOUN
cana-2768	352	13	(	(	PUNCT
cana-2768	352	14	ms	ms	PROPN
cana-2768	352	15	)	)	PUNCT
cana-2768	352	16	transactions	transaction	NOUN
cana-2768	352	17	per	per	ADP
cana-2768	352	18	second	second	ADJ
cana-2768	352	19	(	(	PUNCT
cana-2768	352	20	tps	tps	NOUN
cana-2768	352	21	)	)	PUNCT
cana-2768	352	22	suitability	suitability	NOUN
cana-2768	352	23	for	for	ADP
cana-2768	352	24	fraud	fraud	NOUN
cana-2768	352	25	detection	detection	NOUN
cana-2768	352	26	proof	proof	NOUN
cana-2768	352	27	of	of	ADP
cana-2768	352	28	work	work	NOUN
cana-2768	352	29	(	(	PUNCT
cana-2768	352	30	pow	pow	NOUN
cana-2768	352	31	)	)	PUNCT
cana-2768	352	32	500	500	NUM
cana-2768	352	33	10	10	NUM
cana-2768	352	34	low	low	ADJ
cana-2768	352	35	proof	proof	NOUN
cana-2768	352	36	of	of	ADP
cana-2768	352	37	stake	stake	NOUN
cana-2768	352	38	(	(	PUNCT
cana-2768	352	39	pos	pos	NOUN
cana-2768	352	40	)	)	PUNCT
cana-2768	352	41	100	100	NUM
cana-2768	352	42	50	50	NUM
cana-2768	352	43	moderate	moderate	ADJ
cana-2768	352	44	proof	proof	NOUN
cana-2768	352	45	of	of	ADP
cana-2768	352	46	authority	authority	NOUN
cana-2768	352	47	50	50	NUM
cana-2768	352	48	100	100	NUM
cana-2768	352	49	high	high	ADJ
cana-2768	352	50	communications	communication	NOUN
cana-2768	352	51	on	on	ADP
cana-2768	352	52	applied	apply	VERB
cana-2768	352	53	nonlinear	nonlinear	ADJ
cana-2768	352	54	analysis	analysis	NOUN
cana-2768	352	55	issn	issn	NOUN
cana-2768	352	56	:	:	PUNCT
cana-2768	352	57	1074	1074	NUM
cana-2768	352	58	-	-	PUNCT
cana-2768	352	59	133x	133x	NUM
cana-2768	352	60	vol	vol	NOUN
cana-2768	352	61	32	32	NUM
cana-2768	353	1	no	no	NOUN
cana-2768	353	2	.	.	PUNCT
cana-2768	354	1	4s	4s	NUM
cana-2768	354	2	(	(	PUNCT
cana-2768	354	3	2025	2025	NUM
cana-2768	354	4	)	)	PUNCT
cana-2768	355	1	232	232	NUM
cana-2768	355	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	355	3	table	table	NOUN
cana-2768	355	4	9	9	NUM
cana-2768	355	5	also	also	ADV
cana-2768	355	6	shows	show	VERB
cana-2768	355	7	the	the	DET
cana-2768	355	8	scalability	scalability	NOUN
cana-2768	355	9	of	of	ADP
cana-2768	355	10	the	the	DET
cana-2768	355	11	blockchain	blockchain	PROPN
cana-2768	355	12	layer	layer	NOUN
cana-2768	355	13	by	by	ADP
cana-2768	355	14	analyzing	analyze	VERB
cana-2768	355	15	its	its	PRON
cana-2768	355	16	performance	performance	NOUN
cana-2768	355	17	on	on	ADP
cana-2768	355	18	various	various	ADJ
cana-2768	355	19	network	network	NOUN
cana-2768	355	20	sizes	size	NOUN
cana-2768	355	21	.	.	PUNCT
cana-2768	356	1	with	with	ADP
cana-2768	356	2	the	the	DET
cana-2768	356	3	inclusion	inclusion	NOUN
cana-2768	356	4	of	of	ADP
cana-2768	356	5	more	more	ADJ
cana-2768	356	6	nodes	node	NOUN
cana-2768	356	7	,	,	PUNCT
cana-2768	356	8	latency	latency	NOUN
cana-2768	356	9	grows	grow	VERB
cana-2768	356	10	linearly	linearly	ADV
cana-2768	356	11	and	and	CCONJ
cana-2768	356	12	throughput	throughput	NOUN
cana-2768	356	13	decreases	decrease	VERB
cana-2768	356	14	very	very	ADV
cana-2768	356	15	little	little	ADJ
cana-2768	356	16	.	.	PUNCT
cana-2768	357	1	the	the	DET
cana-2768	357	2	system	system	NOUN
cana-2768	357	3	is	be	AUX
cana-2768	357	4	very	very	ADV
cana-2768	357	5	scalable	scalable	ADJ
cana-2768	357	6	,	,	PUNCT
cana-2768	357	7	with	with	ADP
cana-2768	357	8	performance	performance	NOUN
cana-2768	357	9	only	only	ADV
cana-2768	357	10	mildly	mildly	ADV
cana-2768	357	11	degrading	degrading	ADJ
cana-2768	357	12	at	at	ADP
cana-2768	357	13	up	up	ADP
cana-2768	357	14	to	to	PART
cana-2768	357	15	40	40	NUM
cana-2768	357	16	nodes	node	NOUN
cana-2768	357	17	.	.	PUNCT
cana-2768	358	1	this	this	PRON
cana-2768	358	2	enables	enable	VERB
cana-2768	358	3	the	the	DET
cana-2768	358	4	hybrid	hybrid	ADJ
cana-2768	358	5	system	system	NOUN
cana-2768	358	6	to	to	PART
cana-2768	358	7	accommodate	accommodate	VERB
cana-2768	358	8	a	a	DET
cana-2768	358	9	growing	grow	VERB
cana-2768	358	10	network	network	NOUN
cana-2768	358	11	of	of	ADP
cana-2768	358	12	participants	participant	NOUN
cana-2768	358	13	without	without	ADP
cana-2768	358	14	sacrificing	sacrifice	VERB
cana-2768	358	15	the	the	DET
cana-2768	358	16	efficiency	efficiency	NOUN
cana-2768	358	17	of	of	ADP
cana-2768	358	18	fraud	fraud	NOUN
cana-2768	358	19	detection	detection	NOUN
cana-2768	358	20	.	.	PUNCT
cana-2768	359	1	figure	figure	NOUN
cana-2768	359	2	6	6	NUM
cana-2768	359	3	.	.	PUNCT
cana-2768	360	1	consensus	consensus	NOUN
cana-2768	360	2	mechanism	mechanism	NOUN
cana-2768	360	3	latency	latency	NOUN
cana-2768	360	4	and	and	CCONJ
cana-2768	360	5	throughput	throughput	NOUN
cana-2768	360	6	hybrids	hybrid	NOUN
cana-2768	360	7	:	:	PUNCT
cana-2768	360	8	real	real	ADJ
cana-2768	360	9	-	-	PUNCT
cana-2768	360	10	time	time	NOUN
cana-2768	360	11	system	system	NOUN
cana-2768	360	12	performance	performance	NOUN
cana-2768	360	13	in	in	ADP
cana-2768	360	14	high	high	ADJ
cana-2768	360	15	-	-	PUNCT
cana-2768	360	16	stakes	stake	NOUN
cana-2768	360	17	settings	setting	NOUN
cana-2768	360	18	,	,	PUNCT
cana-2768	360	19	real	real	ADJ
cana-2768	360	20	-	-	PUNCT
cana-2768	360	21	time	time	NOUN
cana-2768	360	22	performance	performance	NOUN
cana-2768	360	23	metrics	metric	NOUN
cana-2768	360	24	are	be	AUX
cana-2768	360	25	an	an	DET
cana-2768	360	26	important	important	ADJ
cana-2768	360	27	evaluation	evaluation	NOUN
cana-2768	360	28	criteria	criterion	NOUN
cana-2768	360	29	of	of	ADP
cana-2768	360	30	fraud	fraud	NOUN
cana-2768	360	31	detection	detection	NOUN
cana-2768	360	32	systems	system	NOUN
cana-2768	360	33	.	.	PUNCT
cana-2768	361	1	the	the	DET
cana-2768	361	2	hybrid	hybrid	ADJ
cana-2768	361	3	system	system	NOUN
cana-2768	361	4	can	can	AUX
cana-2768	361	5	process	process	VERB
cana-2768	361	6	transactions	transaction	NOUN
cana-2768	361	7	at	at	ADP
cana-2768	361	8	an	an	DET
cana-2768	361	9	average	average	ADJ
cana-2768	361	10	detection	detection	NOUN
cana-2768	361	11	time	time	NOUN
cana-2768	361	12	of	of	ADP
cana-2768	361	13	25	25	NUM
cana-2768	361	14	with	with	ADP
cana-2768	361	15	a	a	DET
cana-2768	361	16	throughput	throughput	NOUN
cana-2768	361	17	of	of	ADP
cana-2768	361	18	150	150	NUM
cana-2768	361	19	transactions	transaction	NOUN
cana-2768	361	20	per	per	ADP
cana-2768	361	21	second	second	NOUN
cana-2768	361	22	as	as	SCONJ
cana-2768	361	23	illustrated	illustrate	VERB
cana-2768	361	24	in	in	ADP
cana-2768	361	25	table	table	NOUN
cana-2768	361	26	7	7	NUM
cana-2768	361	27	.	.	PUNCT
cana-2768	362	1	the	the	DET
cana-2768	362	2	system	system	NOUN
cana-2768	362	3	operates	operate	VERB
cana-2768	362	4	with	with	ADP
cana-2768	362	5	an	an	DET
cana-2768	362	6	uptime	uptime	NOUN
cana-2768	362	7	of	of	ADP
cana-2768	362	8	99.8	99.8	NUM
cana-2768	362	9	%	%	NOUN
cana-2768	362	10	,	,	PUNCT
cana-2768	362	11	allowing	allow	VERB
cana-2768	362	12	for	for	ADP
cana-2768	362	13	continuous	continuous	ADJ
cana-2768	362	14	operation	operation	NOUN
cana-2768	362	15	and	and	CCONJ
cana-2768	362	16	reliability	reliability	NOUN
cana-2768	362	17	.	.	PUNCT
cana-2768	363	1	figure	figure	VERB
cana-2768	363	2	7	7	NUM
cana-2768	363	3	.	.	PUNCT
cana-2768	363	4	real	real	ADJ
cana-2768	363	5	-	-	PUNCT
cana-2768	363	6	time	time	NOUN
cana-2768	363	7	performance	performance	NOUN
cana-2768	363	8	metrics	metric	NOUN
cana-2768	363	9	table	table	NOUN
cana-2768	363	10	7	7	NUM
cana-2768	363	11	:	:	PUNCT
cana-2768	363	12	real	real	ADJ
cana-2768	363	13	-	-	PUNCT
cana-2768	363	14	time	time	NOUN
cana-2768	363	15	performance	performance	NOUN
cana-2768	363	16	of	of	ADP
cana-2768	363	17	hybrid	hybrid	ADJ
cana-2768	363	18	system	system	NOUN
cana-2768	363	19	metric	metric	ADJ
cana-2768	363	20	value	value	NOUN
cana-2768	363	21	average	average	ADJ
cana-2768	363	22	detection	detection	NOUN
cana-2768	363	23	time	time	NOUN
cana-2768	363	24	(	(	PUNCT
cana-2768	363	25	ms	ms	NOUN
cana-2768	363	26	)	)	PUNCT
cana-2768	363	27	25	25	NUM
cana-2768	363	28	transactions	transaction	NOUN
cana-2768	363	29	per	per	ADP
cana-2768	363	30	second	second	ADJ
cana-2768	363	31	150	150	NUM
cana-2768	363	32	system	system	NOUN
cana-2768	363	33	uptime	uptime	NOUN
cana-2768	363	34	(	(	PUNCT
cana-2768	363	35	%	%	INTJ
cana-2768	363	36	)	)	PUNCT
cana-2768	363	37	99.8	99.8	NUM
cana-2768	363	38	fraud	fraud	NOUN
cana-2768	363	39	prevention	prevention	NOUN
cana-2768	363	40	success	success	NOUN
cana-2768	363	41	(	(	PUNCT
cana-2768	363	42	%	%	INTJ
cana-2768	363	43	)	)	PUNCT
cana-2768	363	44	96.7	96.7	NUM
cana-2768	363	45	communications	communication	NOUN
cana-2768	363	46	on	on	ADP
cana-2768	363	47	applied	apply	VERB
cana-2768	363	48	nonlinear	nonlinear	ADJ
cana-2768	363	49	analysis	analysis	NOUN
cana-2768	363	50	issn	issn	NOUN
cana-2768	363	51	:	:	PUNCT
cana-2768	363	52	1074	1074	NUM
cana-2768	363	53	-	-	PUNCT
cana-2768	363	54	133x	133x	NUM
cana-2768	363	55	vol	vol	NOUN
cana-2768	363	56	32	32	NUM
cana-2768	363	57	no	no	NOUN
cana-2768	363	58	.	.	PUNCT
cana-2768	364	1	4s	4s	NUM
cana-2768	364	2	(	(	PUNCT
cana-2768	364	3	2025	2025	NUM
cana-2768	364	4	)	)	PUNCT
cana-2768	364	5	233	233	NUM
cana-2768	364	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	364	7	for	for	ADP
cana-2768	364	8	industries	industry	NOUN
cana-2768	364	9	such	such	ADJ
cana-2768	364	10	as	as	ADP
cana-2768	364	11	finance	finance	NOUN
cana-2768	364	12	,	,	PUNCT
cana-2768	364	13	where	where	SCONJ
cana-2768	364	14	real	real	ADJ
cana-2768	364	15	-	-	PUNCT
cana-2768	364	16	time	time	NOUN
cana-2768	364	17	fraud	fraud	NOUN
cana-2768	364	18	detection	detection	NOUN
cana-2768	364	19	can	can	AUX
cana-2768	364	20	save	save	VERB
cana-2768	364	21	millions	million	NOUN
cana-2768	364	22	,	,	PUNCT
cana-2768	364	23	these	these	DET
cana-2768	364	24	results	result	NOUN
cana-2768	364	25	are	be	AUX
cana-2768	364	26	especially	especially	ADV
cana-2768	364	27	powerful	powerful	ADJ
cana-2768	364	28	.	.	PUNCT
cana-2768	365	1	high	high	ADJ
cana-2768	365	2	throughput	throughput	NOUN
cana-2768	365	3	and	and	CCONJ
cana-2768	365	4	low	low	ADJ
cana-2768	365	5	latency	latency	NOUN
cana-2768	365	6	of	of	ADP
cana-2768	365	7	the	the	DET
cana-2768	365	8	system	system	NOUN
cana-2768	365	9	provide	provide	VERB
cana-2768	365	10	for	for	ADP
cana-2768	365	11	the	the	DET
cana-2768	365	12	mitigation	mitigation	NOUN
cana-2768	365	13	of	of	ADP
cana-2768	365	14	the	the	DET
cana-2768	365	15	fraud	fraud	NOUN
cana-2768	365	16	before	before	SCONJ
cana-2768	365	17	a	a	DET
cana-2768	365	18	significant	significant	ADJ
cana-2768	365	19	damage	damage	NOUN
cana-2768	365	20	can	can	AUX
cana-2768	365	21	be	be	AUX
cana-2768	365	22	done	do	VERB
cana-2768	365	23	.	.	PUNCT
cana-2768	366	1	anomaly	anomaly	NOUN
cana-2768	366	2	score	score	NOUN
cana-2768	366	3	distribution	distribution	NOUN
cana-2768	366	4	anomaly	anomaly	NOUN
cana-2768	366	5	scores	score	NOUN
cana-2768	366	6	distribution	distribution	NOUN
cana-2768	366	7	are	be	AUX
cana-2768	366	8	available	available	ADJ
cana-2768	366	9	in	in	ADP
cana-2768	366	10	table	table	NOUN
cana-2768	366	11	8	8	NUM
cana-2768	366	12	further	far	ADV
cana-2768	366	13	describing	describe	VERB
cana-2768	366	14	the	the	DET
cana-2768	366	15	system	system	NOUN
cana-2768	366	16	detection	detection	NOUN
cana-2768	366	17	prowess	prowess	NOUN
cana-2768	366	18	.	.	PUNCT
cana-2768	367	1	any	any	DET
cana-2768	367	2	transaction	transaction	NOUN
cana-2768	367	3	that	that	PRON
cana-2768	367	4	has	have	VERB
cana-2768	367	5	an	an	DET
cana-2768	367	6	anomaly	anomaly	NOUN
cana-2768	367	7	score	score	NOUN
cana-2768	367	8	greater	great	ADJ
cana-2768	367	9	than	than	ADP
cana-2768	367	10	0.8	0.8	NUM
cana-2768	367	11	is	be	AUX
cana-2768	367	12	spam	spam	NOUN
cana-2768	367	13	,	,	PUNCT
cana-2768	367	14	and	and	CCONJ
cana-2768	367	15	you	you	PRON
cana-2768	367	16	can	can	AUX
cana-2768	367	17	say	say	VERB
cana-2768	367	18	that	that	SCONJ
cana-2768	367	19	any	any	DET
cana-2768	367	20	transaction	transaction	NOUN
cana-2768	367	21	below	below	ADP
cana-2768	367	22	0.5	0.5	NUM
cana-2768	367	23	is	be	AUX
cana-2768	367	24	legitimate	legitimate	ADJ
cana-2768	367	25	.	.	PUNCT
cana-2768	368	1	the	the	DET
cana-2768	368	2	middle	middle	ADJ
cana-2768	368	3	range	range	NOUN
cana-2768	368	4	(	(	PUNCT
cana-2768	368	5	0.5–0.8	0.5–0.8	ADJ
cana-2768	368	6	)	)	PUNCT
cana-2768	368	7	needs	need	VERB
cana-2768	368	8	to	to	PART
cana-2768	368	9	be	be	AUX
cana-2768	368	10	interpreted	interpret	VERB
cana-2768	368	11	carefully	carefully	ADV
cana-2768	368	12	,	,	PUNCT
cana-2768	368	13	indicating	indicate	VERB
cana-2768	368	14	the	the	DET
cana-2768	368	15	necessity	necessity	NOUN
cana-2768	368	16	of	of	ADP
cana-2768	368	17	human	human	ADJ
cana-2768	368	18	review	review	NOUN
cana-2768	368	19	for	for	ADP
cana-2768	368	20	borderline	borderline	NOUN
cana-2768	368	21	cases	case	NOUN
cana-2768	368	22	.	.	PUNCT
cana-2768	369	1	table	table	NOUN
cana-2768	369	2	8	8	NUM
cana-2768	369	3	:	:	PUNCT
cana-2768	369	4	anomaly	anomaly	NOUN
cana-2768	369	5	scores	score	NOUN
cana-2768	369	6	for	for	ADP
cana-2768	369	7	flagged	flag	VERB
cana-2768	369	8	transactions	transaction	NOUN
cana-2768	369	9	transaction	transaction	NOUN
cana-2768	369	10	i	i	PROPN
cana-2768	369	11	d	d	PROPN
cana-2768	369	12	anomaly	anomaly	PROPN
cana-2768	369	13	score	score	NOUN
cana-2768	369	14	fraudulent	fraudulent	ADJ
cana-2768	369	15	(	(	PUNCT
cana-2768	369	16	yes	yes	INTJ
cana-2768	369	17	/	/	SYM
cana-2768	369	18	no	no	NOUN
cana-2768	369	19	)	)	PUNCT
cana-2768	369	20	tx001	tx001	NOUN
cana-2768	370	1	0.95	0.95	NUM
cana-2768	371	1	yes	yes	INTJ
cana-2768	372	1	tx002	tx002	PROPN
cana-2768	373	1	0.88	0.88	NUM
cana-2768	373	2	yes	yes	INTJ
cana-2768	374	1	tx003	tx003	NOUN
cana-2768	374	2	0.45	0.45	NUM
cana-2768	375	1	no	no	PRON
cana-2768	375	2	tx004	tx004	PROPN
cana-2768	375	3	0.78	0.78	NUM
cana-2768	375	4	yes	yes	INTJ
cana-2768	375	5	this	this	DET
cana-2768	375	6	scoring	scoring	NOUN
cana-2768	375	7	mechanism	mechanism	NOUN
cana-2768	375	8	provides	provide	VERB
cana-2768	375	9	a	a	DET
cana-2768	375	10	balanced	balanced	ADJ
cana-2768	375	11	domain	domain	NOUN
cana-2768	375	12	–	–	PUNCT
cana-2768	375	13	reducing	reduce	VERB
cana-2768	375	14	false	false	ADJ
cana-2768	375	15	positives	positive	NOUN
cana-2768	375	16	without	without	ADP
cana-2768	375	17	compromising	compromise	VERB
cana-2768	375	18	detection	detection	NOUN
cana-2768	375	19	accuracy	accuracy	NOUN
cana-2768	375	20	.	.	PUNCT
cana-2768	376	1	utilizing	utilize	VERB
cana-2768	376	2	blockchain	blockchain	PROPN
cana-2768	376	3	's	's	PART
cana-2768	376	4	immutable	immutable	ADJ
cana-2768	376	5	data	datum	NOUN
cana-2768	376	6	as	as	ADP
cana-2768	376	7	feature	feature	NOUN
cana-2768	376	8	and	and	CCONJ
cana-2768	376	9	ml	ml	NOUN
cana-2768	376	10	's	's	PART
cana-2768	376	11	predictive	predictive	ADJ
cana-2768	376	12	mean	mean	NOUN
cana-2768	376	13	,	,	PUNCT
cana-2768	376	14	the	the	DET
cana-2768	376	15	technique	technique	NOUN
cana-2768	376	16	produces	produce	VERB
cana-2768	376	17	reliable	reliable	ADJ
cana-2768	376	18	and	and	CCONJ
cana-2768	376	19	interpretable	interpretable	ADJ
cana-2768	376	20	anomaly	anomaly	NOUN
cana-2768	376	21	scores	score	NOUN
cana-2768	376	22	to	to	PART
cana-2768	376	23	improve	improve	VERB
cana-2768	376	24	decision	decision	NOUN
cana-2768	376	25	-	-	PUNCT
cana-2768	376	26	making	making	NOUN
cana-2768	376	27	.	.	PUNCT
cana-2768	377	1	resource	resource	NOUN
cana-2768	377	2	utilization	utilization	NOUN
cana-2768	377	3	effective	effective	ADJ
cana-2768	377	4	resource	resource	NOUN
cana-2768	377	5	use	use	NOUN
cana-2768	377	6	is	be	AUX
cana-2768	377	7	an	an	DET
cana-2768	377	8	important	important	ADJ
cana-2768	377	9	measure	measure	NOUN
cana-2768	377	10	of	of	ADP
cana-2768	377	11	the	the	DET
cana-2768	377	12	system	system	NOUN
cana-2768	377	13	's	's	PART
cana-2768	377	14	feasibility	feasibility	NOUN
cana-2768	377	15	and	and	CCONJ
cana-2768	377	16	viability	viability	NOUN
cana-2768	377	17	.	.	PUNCT
cana-2768	378	1	the	the	DET
cana-2768	378	2	aforementioned	aforementioned	ADJ
cana-2768	378	3	hybrid	hybrid	NOUN
cana-2768	378	4	system	system	NOUN
cana-2768	378	5	performs	perform	VERB
cana-2768	378	6	well	well	ADV
cana-2768	378	7	within	within	ADP
cana-2768	378	8	the	the	DET
cana-2768	378	9	optimal	optimal	ADJ
cana-2768	378	10	ranges	range	NOUN
cana-2768	378	11	of	of	ADP
cana-2768	378	12	cpu	cpu	NOUN
cana-2768	378	13	,	,	PUNCT
cana-2768	378	14	memory	memory	NOUN
cana-2768	378	15	,	,	PUNCT
cana-2768	378	16	network	network	NOUN
cana-2768	378	17	bandwidth	bandwidth	NOUN
cana-2768	378	18	,	,	PUNCT
cana-2768	378	19	and	and	CCONJ
cana-2768	378	20	disk	disk	NOUN
cana-2768	378	21	i	i	PROPN
cana-2768	378	22	/	/	SYM
cana-2768	378	23	o	o	NOUN
cana-2768	378	24	utilization	utilization	NOUN
cana-2768	378	25	as	as	SCONJ
cana-2768	378	26	seen	see	VERB
cana-2768	378	27	in	in	ADP
cana-2768	378	28	table	table	NOUN
cana-2768	378	29	10	10	NUM
cana-2768	378	30	.	.	PUNCT
cana-2768	379	1	well	well	INTJ
cana-2768	379	2	,	,	PUNCT
cana-2768	379	3	for	for	ADP
cana-2768	379	4	the	the	DET
cana-2768	379	5	cpu	cpu	ADJ
cana-2768	379	6	utilization	utilization	NOUN
cana-2768	379	7	of	of	ADP
cana-2768	379	8	75	75	NUM
cana-2768	379	9	%	%	NOUN
cana-2768	379	10	and	and	CCONJ
cana-2768	379	11	memory	memory	NOUN
cana-2768	379	12	utilization	utilization	NOUN
cana-2768	379	13	of	of	ADP
cana-2768	379	14	68	68	NUM
cana-2768	379	15	%	%	NOUN
cana-2768	379	16	that	that	PRON
cana-2768	379	17	means	mean	VERB
cana-2768	379	18	how	how	SCONJ
cana-2768	379	19	super	super	ADJ
cana-2768	379	20	fast	fast	ADJ
cana-2768	379	21	system	system	NOUN
cana-2768	379	22	you	you	PRON
cana-2768	379	23	have	have	VERB
cana-2768	379	24	the	the	DET
cana-2768	379	25	capability	capability	NOUN
cana-2768	379	26	to	to	PART
cana-2768	379	27	process	process	VERB
cana-2768	379	28	the	the	DET
cana-2768	379	29	command	command	NOUN
cana-2768	379	30	without	without	ADP
cana-2768	379	31	exhausting	exhaust	VERB
cana-2768	379	32	your	your	PRON
cana-2768	379	33	hardware	hardware	NOUN
cana-2768	379	34	.	.	PUNCT
cana-2768	380	1	table	table	NOUN
cana-2768	380	2	9	9	NUM
cana-2768	380	3	:	:	PUNCT
cana-2768	380	4	scalability	scalability	NOUN
cana-2768	380	5	performance	performance	NOUN
cana-2768	380	6	of	of	ADP
cana-2768	380	7	blockchain	blockchain	PROPN
cana-2768	380	8	layer	layer	NOUN
cana-2768	380	9	number	number	NOUN
cana-2768	380	10	of	of	ADP
cana-2768	380	11	nodes	node	NOUN
cana-2768	380	12	latency	latency	NOUN
cana-2768	380	13	(	(	PUNCT
cana-2768	380	14	ms	ms	NOUN
cana-2768	380	15	)	)	PUNCT
cana-2768	380	16	throughput	throughput	NOUN
cana-2768	380	17	(	(	PUNCT
cana-2768	380	18	tps	tps	NOUN
cana-2768	380	19	)	)	PUNCT
cana-2768	381	1	10	10	NUM
cana-2768	381	2	50	50	NUM
cana-2768	381	3	120	120	NUM
cana-2768	381	4	20	20	NUM
cana-2768	381	5	80	80	NUM
cana-2768	381	6	110	110	NUM
cana-2768	381	7	30	30	NUM
cana-2768	381	8	120	120	NUM
cana-2768	381	9	100	100	NUM
cana-2768	381	10	40	40	NUM
cana-2768	381	11	180	180	NUM
cana-2768	381	12	95	95	NUM
cana-2768	381	13	table	table	NOUN
cana-2768	381	14	10	10	NUM
cana-2768	381	15	:	:	PUNCT
cana-2768	381	16	resource	resource	NOUN
cana-2768	381	17	utilization	utilization	NOUN
cana-2768	381	18	of	of	ADP
cana-2768	381	19	hybrid	hybrid	ADJ
cana-2768	381	20	system	system	NOUN
cana-2768	381	21	resource	resource	NOUN
cana-2768	381	22	utilization	utilization	NOUN
cana-2768	381	23	(	(	PUNCT
cana-2768	381	24	%	%	INTJ
cana-2768	381	25	)	)	PUNCT
cana-2768	381	26	optimal	optimal	ADJ
cana-2768	381	27	range	range	NOUN
cana-2768	381	28	(	(	PUNCT
cana-2768	381	29	%	%	INTJ
cana-2768	381	30	)	)	PUNCT
cana-2768	381	31	cpu	cpu	NOUN
cana-2768	381	32	75	75	NUM
cana-2768	381	33	60–80	60–80	PROPN
cana-2768	381	34	memory	memory	NOUN
cana-2768	381	35	68	68	NUM
cana-2768	381	36	50–75	50–75	NUM
cana-2768	381	37	network	network	NOUN
cana-2768	381	38	bandwidth	bandwidth	NOUN
cana-2768	381	39	40	40	NUM
cana-2768	381	40	<	<	SYM
cana-2768	381	41	60	60	NUM
cana-2768	381	42	disk	disk	NOUN
cana-2768	381	43	i	i	NOUN
cana-2768	381	44	/	/	SYM
cana-2768	381	45	o	o	PROPN
cana-2768	381	46	55	55	NUM
cana-2768	381	47	40–60	40–60	NUM
cana-2768	381	48	these	these	DET
cana-2768	381	49	results	result	NOUN
cana-2768	381	50	underscore	underscore	VERB
cana-2768	381	51	a	a	DET
cana-2768	381	52	crucial	crucial	ADJ
cana-2768	381	53	strength	strength	NOUN
cana-2768	381	54	of	of	ADP
cana-2768	381	55	the	the	DET
cana-2768	381	56	system	system	NOUN
cana-2768	381	57	with	with	ADP
cana-2768	381	58	respect	respect	NOUN
cana-2768	381	59	to	to	ADP
cana-2768	381	60	deployment	deployment	NOUN
cana-2768	381	61	in	in	ADP
cana-2768	381	62	realworld	realworld	PROPN
cana-2768	381	63	settings	setting	NOUN
cana-2768	381	64	,	,	PUNCT
cana-2768	381	65	where	where	SCONJ
cana-2768	381	66	computational	computational	ADJ
cana-2768	381	67	shortages	shortage	NOUN
cana-2768	381	68	are	be	AUX
cana-2768	381	69	commonplace	commonplace	ADJ
cana-2768	381	70	.	.	PUNCT
cana-2768	382	1	the	the	DET
cana-2768	382	2	hybrid	hybrid	ADJ
cana-2768	382	3	approach	approach	NOUN
cana-2768	382	4	addresses	address	VERB
cana-2768	382	5	an	an	DET
cana-2768	382	6	optimal	optimal	ADJ
cana-2768	382	7	utilization	utilization	NOUN
cana-2768	382	8	of	of	ADP
cana-2768	382	9	processing	processing	NOUN
cana-2768	382	10	and	and	CCONJ
cana-2768	382	11	memory	memory	NOUN
cana-2768	382	12	resources	resource	NOUN
cana-2768	382	13	,	,	PUNCT
cana-2768	382	14	paving	pave	VERB
cana-2768	382	15	the	the	DET
cana-2768	382	16	way	way	NOUN
cana-2768	382	17	towards	towards	ADP
cana-2768	382	18	high	high	ADJ
cana-2768	382	19	performance	performance	NOUN
cana-2768	382	20	fraud	fraud	NOUN
cana-2768	382	21	detection	detection	NOUN
cana-2768	382	22	with	with	ADP
cana-2768	382	23	minimal	minimal	ADJ
cana-2768	382	24	infrastructure	infrastructure	NOUN
cana-2768	382	25	overhauls	overhaul	NOUN
cana-2768	382	26	.	.	PUNCT
cana-2768	383	1	communications	communication	NOUN
cana-2768	383	2	on	on	ADP
cana-2768	383	3	applied	apply	VERB
cana-2768	383	4	nonlinear	nonlinear	ADJ
cana-2768	383	5	analysis	analysis	NOUN
cana-2768	383	6	issn	issn	NOUN
cana-2768	383	7	:	:	PUNCT
cana-2768	383	8	1074	1074	NUM
cana-2768	383	9	-	-	PUNCT
cana-2768	383	10	133x	133x	NUM
cana-2768	383	11	vol	vol	NOUN
cana-2768	383	12	32	32	NUM
cana-2768	383	13	no	no	NOUN
cana-2768	383	14	.	.	PUNCT
cana-2768	384	1	4s	4s	NUM
cana-2768	384	2	(	(	PUNCT
cana-2768	384	3	2025	2025	NUM
cana-2768	384	4	)	)	PUNCT
cana-2768	384	5	234	234	NUM
cana-2768	384	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	384	7	scalability	scalability	NOUN
cana-2768	384	8	and	and	CCONJ
cana-2768	384	9	adaptability	adaptability	NOUN
cana-2768	384	10	one	one	NUM
cana-2768	384	11	of	of	ADP
cana-2768	384	12	the	the	DET
cana-2768	384	13	major	major	ADJ
cana-2768	384	14	benefits	benefit	NOUN
cana-2768	384	15	of	of	ADP
cana-2768	384	16	the	the	DET
cana-2768	384	17	hybrid	hybrid	ADJ
cana-2768	384	18	system	system	NOUN
cana-2768	384	19	is	be	AUX
cana-2768	384	20	that	that	SCONJ
cana-2768	384	21	it	it	PRON
cana-2768	384	22	is	be	AUX
cana-2768	384	23	highly	highly	ADV
cana-2768	384	24	scalable	scalable	ADJ
cana-2768	384	25	and	and	CCONJ
cana-2768	384	26	adaptable	adaptable	ADJ
cana-2768	384	27	.	.	PUNCT
cana-2768	385	1	because	because	SCONJ
cana-2768	385	2	of	of	ADP
cana-2768	385	3	increasing	increase	VERB
cana-2768	385	4	quantities	quantity	NOUN
cana-2768	385	5	of	of	ADP
cana-2768	385	6	data	datum	NOUN
cana-2768	385	7	and	and	CCONJ
cana-2768	385	8	participants	participant	NOUN
cana-2768	385	9	,	,	PUNCT
cana-2768	385	10	the	the	DET
cana-2768	385	11	elaborate	elaborate	ADJ
cana-2768	385	12	framework	framework	NOUN
cana-2768	385	13	proves	prove	VERB
cana-2768	385	14	to	to	PART
cana-2768	385	15	retain	retain	VERB
cana-2768	385	16	steady	steady	ADJ
cana-2768	385	17	efficiency	efficiency	NOUN
cana-2768	385	18	on	on	ADP
cana-2768	385	19	extensive	extensive	ADJ
cana-2768	385	20	matrix	matrix	NOUN
cana-2768	385	21	metrics	metric	NOUN
cana-2768	385	22	,	,	PUNCT
cana-2768	385	23	including	include	VERB
cana-2768	385	24	precision	precision	NOUN
cana-2768	385	25	,	,	PUNCT
cana-2768	385	26	delay	delay	NOUN
cana-2768	385	27	,	,	PUNCT
cana-2768	385	28	and	and	CCONJ
cana-2768	385	29	assets	asset	NOUN
cana-2768	385	30	utilization	utilization	NOUN
cana-2768	385	31	.	.	PUNCT
cana-2768	386	1	in	in	ADP
cana-2768	386	2	areas	area	NOUN
cana-2768	386	3	such	such	ADJ
cana-2768	386	4	as	as	ADP
cana-2768	386	5	cybersecurity	cybersecurity	NOUN
cana-2768	386	6	,	,	PUNCT
cana-2768	386	7	where	where	SCONJ
cana-2768	386	8	the	the	DET
cana-2768	386	9	burgeoning	burgeon	VERB
cana-2768	386	10	threat	threat	NOUN
cana-2768	386	11	landscape	landscape	NOUN
cana-2768	386	12	and	and	CCONJ
cana-2768	386	13	data	datum	NOUN
cana-2768	386	14	volume	volume	NOUN
cana-2768	386	15	can	can	AUX
cana-2768	386	16	explode	explode	VERB
cana-2768	386	17	exponentially	exponentially	ADV
cana-2768	386	18	,	,	PUNCT
cana-2768	386	19	this	this	DET
cana-2768	386	20	scale	scale	NOUN
cana-2768	386	21	could	could	AUX
cana-2768	386	22	be	be	AUX
cana-2768	386	23	critical	critical	ADJ
cana-2768	386	24	.	.	PUNCT
cana-2768	387	1	in	in	ADP
cana-2768	387	2	addition	addition	NOUN
cana-2768	387	3	,	,	PUNCT
cana-2768	387	4	the	the	DET
cana-2768	387	5	system	system	NOUN
cana-2768	387	6	's	's	PART
cana-2768	387	7	flexibility	flexibility	NOUN
cana-2768	387	8	is	be	AUX
cana-2768	387	9	reflected	reflect	VERB
cana-2768	387	10	on	on	ADP
cana-2768	387	11	its	its	PRON
cana-2768	387	12	performance	performance	NOUN
cana-2768	387	13	on	on	ADP
cana-2768	387	14	diverse	diverse	ADJ
cana-2768	387	15	domains	domain	NOUN
cana-2768	387	16	.	.	PUNCT
cana-2768	388	1	with	with	ADP
cana-2768	388	2	the	the	DET
cana-2768	388	3	help	help	NOUN
cana-2768	388	4	of	of	ADP
cana-2768	388	5	domainspecific	domainspecific	ADJ
cana-2768	388	6	features	feature	NOUN
cana-2768	388	7	and	and	CCONJ
cana-2768	388	8	application	application	NOUN
cana-2768	388	9	-	-	PUNCT
cana-2768	388	10	specific	specific	ADJ
cana-2768	388	11	ml	ml	NOUN
cana-2768	388	12	models	model	NOUN
cana-2768	388	13	,	,	PUNCT
cana-2768	388	14	the	the	DET
cana-2768	388	15	hybrid	hybrid	ADJ
cana-2768	388	16	system	system	NOUN
cana-2768	388	17	continues	continue	VERB
cana-2768	388	18	to	to	PART
cana-2768	388	19	prove	prove	VERB
cana-2768	388	20	itself	itself	PRON
cana-2768	388	21	effective	effective	ADJ
cana-2768	388	22	in	in	ADP
cana-2768	388	23	identifying	identify	VERB
cana-2768	388	24	fraudulent	fraudulent	ADJ
cana-2768	388	25	activity	activity	NOUN
cana-2768	388	26	.	.	PUNCT
cana-2768	389	1	it	it	PRON
cana-2768	389	2	guarantees	guarantee	VERB
cana-2768	389	3	that	that	SCONJ
cana-2768	389	4	the	the	DET
cana-2768	389	5	system	system	NOUN
cana-2768	389	6	would	would	AUX
cana-2768	389	7	maintain	maintain	VERB
cana-2768	389	8	its	its	PRON
cana-2768	389	9	efficiency	efficiency	NOUN
cana-2768	389	10	as	as	SCONJ
cana-2768	389	11	retardation	retardation	NOUN
cana-2768	389	12	tactics	tactic	NOUN
cana-2768	389	13	implement	implement	VERB
cana-2768	389	14	and	and	CCONJ
cana-2768	389	15	diversify	diversify	VERB
cana-2768	389	16	.	.	PUNCT
cana-2768	390	1	5	5	X
cana-2768	390	2	.	.	X
cana-2768	390	3	conclusion	conclusion	NOUN
cana-2768	390	4	a	a	DET
cana-2768	390	5	the	the	DET
cana-2768	390	6	incorporation	incorporation	NOUN
cana-2768	390	7	of	of	ADP
cana-2768	390	8	blockchain	blockchain	PROPN
cana-2768	390	9	with	with	ADP
cana-2768	390	10	machine	machine	NOUN
cana-2768	390	11	learning	learning	NOUN
cana-2768	390	12	(	(	PUNCT
cana-2768	390	13	ml	ml	NOUN
cana-2768	390	14	)	)	PUNCT
cana-2768	390	15	represents	represent	VERB
cana-2768	390	16	a	a	DET
cana-2768	390	17	new	new	ADJ
cana-2768	390	18	frontier	frontier	NOUN
cana-2768	390	19	in	in	ADP
cana-2768	390	20	the	the	DET
cana-2768	390	21	innovation	innovation	NOUN
cana-2768	390	22	of	of	ADP
cana-2768	390	23	fraud	fraud	NOUN
cana-2768	390	24	detection	detection	NOUN
cana-2768	390	25	into	into	ADP
cana-2768	390	26	key	key	ADJ
cana-2768	390	27	sectors	sector	NOUN
cana-2768	390	28	such	such	ADJ
cana-2768	390	29	as	as	ADP
cana-2768	390	30	finance	finance	NOUN
cana-2768	390	31	,	,	PUNCT
cana-2768	390	32	health	health	NOUN
cana-2768	390	33	care	care	NOUN
cana-2768	390	34	and	and	CCONJ
cana-2768	390	35	cybersecurity	cybersecurity	NOUN
cana-2768	390	36	.	.	PUNCT
cana-2768	391	1	as	as	SCONJ
cana-2768	391	2	this	this	DET
cana-2768	391	3	paper	paper	NOUN
cana-2768	391	4	has	have	AUX
cana-2768	391	5	shown	show	VERB
cana-2768	391	6	,	,	PUNCT
cana-2768	391	7	the	the	DET
cana-2768	391	8	distinct	distinct	ADJ
cana-2768	391	9	features	feature	NOUN
cana-2768	391	10	of	of	ADP
cana-2768	391	11	each	each	DET
cana-2768	391	12	technology	technology	NOUN
cana-2768	391	13	the	the	DET
cana-2768	391	14	decentralized	decentralize	VERB
cana-2768	391	15	,	,	PUNCT
cana-2768	391	16	immutable	immutable	ADJ
cana-2768	391	17	,	,	PUNCT
cana-2768	391	18	and	and	CCONJ
cana-2768	391	19	transparent	transparent	ADJ
cana-2768	391	20	properties	property	NOUN
cana-2768	391	21	of	of	ADP
cana-2768	391	22	blockchain	blockchain	NOUN
cana-2768	391	23	,	,	PUNCT
cana-2768	391	24	coupled	couple	VERB
cana-2768	391	25	with	with	ADP
cana-2768	391	26	the	the	DET
cana-2768	391	27	predictive	predictive	ADJ
cana-2768	391	28	and	and	CCONJ
cana-2768	391	29	anomaly	anomaly	NOUN
cana-2768	391	30	-	-	PUNCT
cana-2768	391	31	detection	detection	NOUN
cana-2768	391	32	capabilities	capability	NOUN
cana-2768	391	33	of	of	ADP
cana-2768	391	34	ml	ml	AUX
cana-2768	391	35	collaborate	collaborate	VERB
cana-2768	391	36	to	to	PART
cana-2768	391	37	form	form	VERB
cana-2768	391	38	a	a	DET
cana-2768	391	39	synergistic	synergistic	ADJ
cana-2768	391	40	framework	framework	NOUN
cana-2768	391	41	,	,	PUNCT
cana-2768	391	42	able	able	ADJ
cana-2768	391	43	to	to	PART
cana-2768	391	44	address	address	VERB
cana-2768	391	45	the	the	DET
cana-2768	391	46	complexities	complexity	NOUN
cana-2768	391	47	of	of	ADP
cana-2768	391	48	modern	modern	ADJ
cana-2768	391	49	fraud	fraud	NOUN
cana-2768	391	50	schemes	scheme	NOUN
cana-2768	391	51	.	.	PUNCT
cana-2768	392	1	through	through	ADP
cana-2768	392	2	the	the	DET
cana-2768	392	3	applications	application	NOUN
cana-2768	392	4	of	of	ADP
cana-2768	392	5	this	this	DET
cana-2768	392	6	hybrid	hybrid	ADJ
cana-2768	392	7	approach	approach	NOUN
cana-2768	392	8	,	,	PUNCT
cana-2768	392	9	we	we	PRON
cana-2768	392	10	illustrate	illustrate	VERB
cana-2768	392	11	the	the	DET
cana-2768	392	12	synergies	synergy	NOUN
cana-2768	392	13	gleaned	glean	VERB
cana-2768	392	14	from	from	ADP
cana-2768	392	15	these	these	DET
cana-2768	392	16	technologies	technology	NOUN
cana-2768	392	17	,	,	PUNCT
cana-2768	392	18	which	which	PRON
cana-2768	392	19	ultimately	ultimately	ADV
cana-2768	392	20	leads	lead	VERB
cana-2768	392	21	to	to	ADP
cana-2768	392	22	developing	develop	VERB
cana-2768	392	23	robust	robust	ADJ
cana-2768	392	24	and	and	CCONJ
cana-2768	392	25	scalable	scalable	ADJ
cana-2768	392	26	and	and	CCONJ
cana-2768	392	27	adaptive	adaptive	ADJ
cana-2768	392	28	solutions	solution	NOUN
cana-2768	392	29	.	.	PUNCT
cana-2768	393	1	key	key	ADJ
cana-2768	393	2	contributions	contribution	NOUN
cana-2768	393	3	and	and	CCONJ
cana-2768	393	4	insights	insight	NOUN
cana-2768	393	5	the	the	DET
cana-2768	393	6	major	major	ADJ
cana-2768	393	7	contribution	contribution	NOUN
cana-2768	393	8	of	of	ADP
cana-2768	393	9	this	this	DET
cana-2768	393	10	study	study	NOUN
cana-2768	393	11	was	be	AUX
cana-2768	393	12	creating	create	VERB
cana-2768	393	13	a	a	DET
cana-2768	393	14	multidisciplinary	multidisciplinary	ADJ
cana-2768	393	15	framework	framework	NOUN
cana-2768	393	16	which	which	PRON
cana-2768	393	17	combines	combine	VERB
cana-2768	393	18	blockchain	blockchain	NOUN
cana-2768	393	19	and	and	CCONJ
cana-2768	393	20	ml	ml	VERB
cana-2768	393	21	,	,	PUNCT
cana-2768	393	22	for	for	ADP
cana-2768	393	23	the	the	DET
cana-2768	393	24	purpose	purpose	NOUN
cana-2768	393	25	of	of	ADP
cana-2768	393	26	fraud	fraud	NOUN
cana-2768	393	27	mitigation	mitigation	NOUN
cana-2768	393	28	.	.	PUNCT
cana-2768	394	1	through	through	ADP
cana-2768	394	2	extensive	extensive	ADJ
cana-2768	394	3	experimental	experimental	ADJ
cana-2768	394	4	evaluation	evaluation	NOUN
cana-2768	394	5	,	,	PUNCT
cana-2768	394	6	the	the	DET
cana-2768	394	7	proposed	propose	VERB
cana-2768	394	8	system	system	NOUN
cana-2768	394	9	provided	provide	VERB
cana-2768	394	10	superior	superior	ADJ
cana-2768	394	11	accuracy	accuracy	NOUN
cana-2768	394	12	,	,	PUNCT
cana-2768	394	13	scalability	scalability	NOUN
cana-2768	394	14	,	,	PUNCT
cana-2768	394	15	and	and	CCONJ
cana-2768	394	16	real	real	ADJ
cana-2768	394	17	-	-	PUNCT
cana-2768	394	18	time	time	NOUN
cana-2768	394	19	performance	performance	NOUN
cana-2768	394	20	when	when	SCONJ
cana-2768	394	21	compared	compare	VERB
cana-2768	394	22	to	to	ADP
cana-2768	394	23	traditional	traditional	ADJ
cana-2768	394	24	detection	detection	NOUN
cana-2768	394	25	methods	method	NOUN
cana-2768	394	26	.	.	PUNCT
cana-2768	395	1	the	the	DET
cana-2768	395	2	hybrid	hybrid	NOUN
cana-2768	395	3	model	model	NOUN
cana-2768	395	4	obtained	obtain	VERB
cana-2768	395	5	96.7	96.7	NUM
cana-2768	395	6	%	%	NOUN
cana-2768	395	7	detection	detection	NOUN
cana-2768	395	8	rates	rate	NOUN
cana-2768	395	9	,	,	PUNCT
cana-2768	395	10	which	which	PRON
cana-2768	395	11	outperformed	outperform	VERB
cana-2768	395	12	individual	individual	ADJ
cana-2768	395	13	ml	ml	NOUN
cana-2768	395	14	models	model	NOUN
cana-2768	395	15	and	and	CCONJ
cana-2768	395	16	blockchain	blockchain	PROPN
cana-2768	395	17	designs	design	NOUN
cana-2768	395	18	.	.	PUNCT
cana-2768	396	1	this	this	PRON
cana-2768	396	2	can	can	AUX
cana-2768	396	3	be	be	AUX
cana-2768	396	4	vital	vital	ADJ
cana-2768	396	5	for	for	ADP
cana-2768	396	6	high	high	ADJ
cana-2768	396	7	-	-	PUNCT
cana-2768	396	8	stakes	stake	NOUN
cana-2768	396	9	fraud	fraud	NOUN
cana-2768	396	10	cases	case	NOUN
cana-2768	396	11	where	where	SCONJ
cana-2768	396	12	using	use	VERB
cana-2768	396	13	even	even	ADV
cana-2768	396	14	a	a	DET
cana-2768	396	15	handful	handful	NOUN
cana-2768	396	16	of	of	ADP
cana-2768	396	17	permutations	permutation	NOUN
cana-2768	396	18	could	could	AUX
cana-2768	396	19	lead	lead	VERB
cana-2768	396	20	to	to	ADP
cana-2768	396	21	more	more	ADV
cana-2768	396	22	targeted	target	VERB
cana-2768	396	23	response	response	NOUN
cana-2768	396	24	and	and	CCONJ
cana-2768	396	25	reduced	reduce	VERB
cana-2768	396	26	false	false	ADJ
cana-2768	396	27	positives	positive	NOUN
cana-2768	396	28	.	.	PUNCT
cana-2768	397	1	the	the	DET
cana-2768	397	2	hybrid	hybrid	ADJ
cana-2768	397	3	system	system	NOUN
cana-2768	397	4	shines	shine	VERB
cana-2768	397	5	in	in	ADP
cana-2768	397	6	the	the	DET
cana-2768	397	7	financial	financial	ADJ
cana-2768	397	8	sector	sector	NOUN
cana-2768	397	9	,	,	PUNCT
cana-2768	397	10	where	where	SCONJ
cana-2768	397	11	it	it	PRON
cana-2768	397	12	accurately	accurately	ADV
cana-2768	397	13	detects	detect	VERB
cana-2768	397	14	anomalies	anomaly	NOUN
cana-2768	397	15	in	in	ADP
cana-2768	397	16	transaction	transaction	NOUN
cana-2768	397	17	data	datum	NOUN
cana-2768	397	18	and	and	CCONJ
cana-2768	397	19	flags	flag	NOUN
cana-2768	397	20	potentially	potentially	ADV
cana-2768	397	21	fraudulent	fraudulent	ADJ
cana-2768	397	22	activities	activity	NOUN
cana-2768	397	23	like	like	ADP
cana-2768	397	24	identity	identity	NOUN
cana-2768	397	25	theft	theft	NOUN
cana-2768	397	26	,	,	PUNCT
cana-2768	397	27	credit	credit	NOUN
cana-2768	397	28	card	card	NOUN
cana-2768	397	29	fraud	fraud	NOUN
cana-2768	397	30	,	,	PUNCT
cana-2768	397	31	and	and	CCONJ
cana-2768	397	32	money	money	NOUN
cana-2768	397	33	laundering	laundering	NOUN
cana-2768	397	34	like	like	INTJ
cana-2768	397	35	never	never	ADV
cana-2768	397	36	before	before	ADV
cana-2768	397	37	.	.	PUNCT
cana-2768	398	1	blockchain	blockchain	PROPN
cana-2768	398	2	's	's	PART
cana-2768	398	3	immutable	immutable	ADJ
cana-2768	398	4	nature	nature	NOUN
cana-2768	398	5	makes	make	VERB
cana-2768	398	6	all	all	DET
cana-2768	398	7	transactional	transactional	ADJ
cana-2768	398	8	records	record	NOUN
cana-2768	398	9	secure	secure	ADJ
cana-2768	398	10	and	and	CCONJ
cana-2768	398	11	tamper	tamper	NOUN
cana-2768	398	12	-	-	NOUN
cana-2768	398	13	proof	proof	ADJ
cana-2768	398	14	,	,	PUNCT
cana-2768	398	15	creating	create	VERB
cana-2768	398	16	a	a	DET
cana-2768	398	17	reliable	reliable	ADJ
cana-2768	398	18	data	data	NOUN
cana-2768	398	19	backbone	backbone	NOUN
cana-2768	398	20	for	for	ADP
cana-2768	398	21	machine	machine	NOUN
cana-2768	398	22	learning	learning	NOUN
cana-2768	398	23	algorithms	algorithm	NOUN
cana-2768	398	24	.	.	PUNCT
cana-2768	399	1	likewise	likewise	ADV
cana-2768	399	2	,	,	PUNCT
cana-2768	399	3	in	in	ADP
cana-2768	399	4	the	the	DET
cana-2768	399	5	world	world	NOUN
cana-2768	399	6	of	of	ADP
cana-2768	399	7	healthcare	healthcare	PROPN
cana-2768	399	8	,	,	PUNCT
cana-2768	399	9	the	the	DET
cana-2768	399	10	integration	integration	NOUN
cana-2768	399	11	helps	help	VERB
cana-2768	399	12	to	to	PART
cana-2768	399	13	secure	secure	VERB
cana-2768	399	14	sensitive	sensitive	ADJ
cana-2768	399	15	patient	patient	ADJ
cana-2768	399	16	data	datum	NOUN
cana-2768	399	17	whilst	whilst	SCONJ
cana-2768	399	18	detecting	detect	VERB
cana-2768	399	19	fraudulent	fraudulent	ADJ
cana-2768	399	20	claims	claim	NOUN
cana-2768	399	21	,	,	PUNCT
cana-2768	399	22	billing	billing	NOUN
cana-2768	399	23	errors	error	NOUN
cana-2768	399	24	,	,	PUNCT
cana-2768	399	25	and	and	CCONJ
cana-2768	399	26	over	over	ADP
cana-2768	399	27	-	-	PUNCT
cana-2768	399	28	prescription	prescription	NOUN
cana-2768	399	29	trends	trend	NOUN
cana-2768	399	30	.	.	PUNCT
cana-2768	400	1	in	in	ADP
cana-2768	400	2	cybersecurity	cybersecurity	NOUN
cana-2768	400	3	,	,	PUNCT
cana-2768	400	4	the	the	DET
cana-2768	400	5	integration	integration	NOUN
cana-2768	400	6	fortifies	fortify	VERB
cana-2768	400	7	secure	secure	ADJ
cana-2768	400	8	systems	system	NOUN
cana-2768	400	9	against	against	ADP
cana-2768	400	10	advanced	advanced	ADJ
cana-2768	400	11	threats	threat	NOUN
cana-2768	400	12	such	such	ADJ
cana-2768	400	13	as	as	ADP
cana-2768	400	14	phishing	phishe	VERB
cana-2768	400	15	,	,	PUNCT
cana-2768	400	16	ransomware	ransomware	NOUN
cana-2768	400	17	,	,	PUNCT
cana-2768	400	18	and	and	CCONJ
cana-2768	400	19	data	datum	NOUN
cana-2768	400	20	breaches	breach	NOUN
cana-2768	400	21	through	through	ADP
cana-2768	400	22	the	the	DET
cana-2768	400	23	secure	secure	ADJ
cana-2768	400	24	framework	framework	NOUN
cana-2768	400	25	of	of	ADP
cana-2768	400	26	blockchain	blockchain	PROPN
cana-2768	400	27	along	along	ADP
cana-2768	400	28	with	with	ADP
cana-2768	400	29	the	the	DET
cana-2768	400	30	capability	capability	NOUN
cana-2768	400	31	of	of	ADP
cana-2768	400	32	ml	ml	NOUN
cana-2768	400	33	to	to	PART
cana-2768	400	34	analyze	analyze	VERB
cana-2768	400	35	large	large	ADJ
cana-2768	400	36	datasets	dataset	NOUN
cana-2768	400	37	for	for	ADP
cana-2768	400	38	anomalous	anomalous	ADJ
cana-2768	400	39	behaviors	behavior	NOUN
cana-2768	400	40	.	.	PUNCT
cana-2768	401	1	challenges	challenge	NOUN
cana-2768	401	2	and	and	CCONJ
cana-2768	401	3	limitations	limitation	NOUN
cana-2768	401	4	challenges	challenge	NOUN
cana-2768	401	5	of	of	ADP
cana-2768	401	6	integration	integration	NOUN
cana-2768	401	7	of	of	ADP
cana-2768	401	8	blockchain	blockchain	PROPN
cana-2768	401	9	and	and	CCONJ
cana-2768	401	10	mlit	mlit	NOUN
cana-2768	401	11	is	be	AUX
cana-2768	401	12	now	now	ADV
cana-2768	401	13	proven	prove	VERB
cana-2768	401	14	that	that	SCONJ
cana-2768	401	15	the	the	DET
cana-2768	401	16	integration	integration	NOUN
cana-2768	401	17	of	of	ADP
cana-2768	401	18	blockchain	blockchain	PROPN
cana-2768	401	19	and	and	CCONJ
cana-2768	401	20	ml	ml	PROPN
cana-2768	401	21	has	have	VERB
cana-2768	401	22	the	the	DET
cana-2768	401	23	potential	potential	NOUN
cana-2768	401	24	to	to	PART
cana-2768	401	25	revolutionize	revolutionize	VERB
cana-2768	401	26	the	the	DET
cana-2768	401	27	world	world	NOUN
cana-2768	401	28	.	.	PUNCT
cana-2768	402	1	scalability	scalability	NOUN
cana-2768	402	2	is	be	AUX
cana-2768	402	3	one	one	NUM
cana-2768	402	4	of	of	ADP
cana-2768	402	5	the	the	DET
cana-2768	402	6	major	major	ADJ
cana-2768	402	7	challenges	challenge	NOUN
cana-2768	402	8	.	.	PUNCT
cana-2768	403	1	additionally	additionally	ADV
cana-2768	403	2	,	,	PUNCT
cana-2768	403	3	blockchain	blockchain	PROPN
cana-2768	403	4	systems	system	NOUN
cana-2768	403	5	,	,	PUNCT
cana-2768	403	6	while	while	SCONJ
cana-2768	403	7	secure	secure	ADJ
cana-2768	403	8	,	,	PUNCT
cana-2768	403	9	do	do	AUX
cana-2768	403	10	not	not	PART
cana-2768	403	11	enable	enable	VERB
cana-2768	403	12	the	the	DET
cana-2768	403	13	high	high	ADJ
cana-2768	403	14	throughput	throughput	NOUN
cana-2768	403	15	needed	need	VERB
cana-2768	403	16	for	for	ADP
cana-2768	403	17	real	real	ADJ
cana-2768	403	18	-	-	PUNCT
cana-2768	403	19	time	time	NOUN
cana-2768	403	20	fraud	fraud	NOUN
cana-2768	403	21	detection	detection	NOUN
cana-2768	403	22	.	.	PUNCT
cana-2768	404	1	this	this	DET
cana-2768	404	2	challenge	challenge	NOUN
cana-2768	404	3	becomes	become	VERB
cana-2768	404	4	even	even	ADV
cana-2768	404	5	more	more	ADV
cana-2768	404	6	pronounced	pronounced	ADJ
cana-2768	404	7	when	when	SCONJ
cana-2768	404	8	you	you	PRON
cana-2768	404	9	consider	consider	VERB
cana-2768	404	10	the	the	DET
cana-2768	404	11	compute	compute	NOUN
cana-2768	404	12	-	-	PUNCT
cana-2768	404	13	expensive	expensive	ADJ
cana-2768	404	14	nature	nature	NOUN
cana-2768	404	15	of	of	ADP
cana-2768	404	16	ml	ml	NOUN
cana-2768	404	17	models	model	NOUN
cana-2768	404	18	that	that	PRON
cana-2768	404	19	require	require	VERB
cana-2768	404	20	an	an	DET
cana-2768	404	21	immense	immense	ADJ
cana-2768	404	22	amount	amount	NOUN
cana-2768	404	23	of	of	ADP
cana-2768	404	24	computational	computational	ADJ
cana-2768	404	25	power	power	NOUN
cana-2768	404	26	and	and	CCONJ
cana-2768	404	27	infrastructure	infrastructure	NOUN
cana-2768	404	28	to	to	PART
cana-2768	404	29	operate	operate	VERB
cana-2768	404	30	.	.	PUNCT
cana-2768	405	1	the	the	DET
cana-2768	405	2	matter	matter	NOUN
cana-2768	405	3	of	of	ADP
cana-2768	405	4	privacy	privacy	NOUN
cana-2768	405	5	is	be	AUX
cana-2768	405	6	no	no	PRON
cana-2768	405	7	less	less	ADV
cana-2768	405	8	urgent	urgent	ADJ
cana-2768	405	9	.	.	PUNCT
cana-2768	406	1	the	the	DET
cana-2768	406	2	transparency	transparency	NOUN
cana-2768	406	3	of	of	ADP
cana-2768	406	4	blockchain	blockchain	PROPN
cana-2768	406	5	adds	add	VERB
cana-2768	406	6	a	a	DET
cana-2768	406	7	trust	trust	NOUN
cana-2768	406	8	layer	layer	NOUN
cana-2768	406	9	,	,	PUNCT
cana-2768	406	10	which	which	PRON
cana-2768	406	11	could	could	AUX
cana-2768	406	12	be	be	AUX
cana-2768	406	13	in	in	ADP
cana-2768	406	14	disharmony	disharmony	NOUN
cana-2768	406	15	with	with	ADP
cana-2768	406	16	the	the	DET
cana-2768	406	17	privacy	privacy	NOUN
cana-2768	406	18	needs	need	NOUN
cana-2768	406	19	of	of	ADP
cana-2768	406	20	sensitive	sensitive	ADJ
cana-2768	406	21	domains	domain	NOUN
cana-2768	406	22	such	such	ADJ
cana-2768	406	23	as	as	ADP
cana-2768	406	24	healthcare	healthcare	NOUN
cana-2768	406	25	,	,	PUNCT
cana-2768	406	26	where	where	SCONJ
cana-2768	406	27	regulatory	regulatory	ADJ
cana-2768	406	28	frameworks	framework	NOUN
cana-2768	406	29	like	like	ADP
cana-2768	406	30	hipaa	hipaa	NOUN
cana-2768	406	31	advocate	advocate	VERB
cana-2768	406	32	strict	strict	ADJ
cana-2768	406	33	data	datum	NOUN
cana-2768	406	34	security	security	NOUN
cana-2768	406	35	practices	practice	NOUN
cana-2768	406	36	.	.	PUNCT
cana-2768	407	1	another	another	DET
cana-2768	407	2	big	big	ADJ
cana-2768	407	3	concern	concern	NOUN
cana-2768	407	4	is	be	AUX
cana-2768	407	5	interoperability	interoperability	NOUN
cana-2768	407	6	.	.	PUNCT
cana-2768	408	1	it	it	PRON
cana-2768	408	2	becomes	become	VERB
cana-2768	408	3	expensive	expensive	ADJ
cana-2768	408	4	and	and	CCONJ
cana-2768	408	5	time	time	NOUN
cana-2768	408	6	-	-	PUNCT
cana-2768	408	7	consuming	consume	VERB
cana-2768	408	8	to	to	PART
cana-2768	408	9	overhaul	overhaul	VERB
cana-2768	408	10	or	or	CCONJ
cana-2768	408	11	replace	replace	VERB
cana-2768	408	12	existing	exist	VERB
cana-2768	408	13	systems	system	NOUN
cana-2768	408	14	which	which	PRON
cana-2768	408	15	lacks	lack	VERB
cana-2768	408	16	ability	ability	NOUN
cana-2768	408	17	to	to	PART
cana-2768	408	18	integrate	integrate	VERB
cana-2768	408	19	with	with	ADP
cana-2768	408	20	the	the	DET
cana-2768	408	21	blockchain	blockchain	NOUN
cana-2768	408	22	or	or	CCONJ
cana-2768	408	23	ml	ml	NOUN
cana-2768	408	24	.	.	PUNCT
cana-2768	409	1	in	in	ADP
cana-2768	409	2	fact	fact	NOUN
cana-2768	409	3	,	,	PUNCT
cana-2768	409	4	the	the	DET
cana-2768	409	5	lack	lack	NOUN
cana-2768	409	6	of	of	ADP
cana-2768	409	7	standards	standard	NOUN
cana-2768	409	8	particularly	particularly	ADV
cana-2768	409	9	hinders	hinder	VERB
cana-2768	409	10	such	such	ADJ
cana-2768	409	11	integration	integration	NOUN
cana-2768	409	12	,	,	PUNCT
cana-2768	409	13	which	which	PRON
cana-2768	409	14	is	be	AUX
cana-2768	409	15	especially	especially	ADV
cana-2768	409	16	true	true	ADJ
cana-2768	409	17	of	of	ADP
cana-2768	409	18	industries	industry	NOUN
cana-2768	409	19	that	that	PRON
cana-2768	409	20	rely	rely	VERB
cana-2768	409	21	on	on	ADP
cana-2768	409	22	traditional	traditional	ADJ
cana-2768	409	23	systems	system	NOUN
cana-2768	409	24	.	.	PUNCT
cana-2768	410	1	moreover	moreover	ADV
cana-2768	410	2	,	,	PUNCT
cana-2768	410	3	fraud	fraud	NOUN
cana-2768	410	4	detection	detection	NOUN
cana-2768	410	5	is	be	AUX
cana-2768	410	6	a	a	DET
cana-2768	410	7	moving	move	VERB
cana-2768	410	8	target	target	NOUN
cana-2768	410	9	;	;	PUNCT
cana-2768	410	10	as	as	SCONJ
cana-2768	410	11	bad	bad	ADJ
cana-2768	410	12	actors	actor	NOUN
cana-2768	410	13	change	change	VERB
cana-2768	410	14	their	their	PRON
cana-2768	410	15	approach	approach	NOUN
cana-2768	410	16	,	,	PUNCT
cana-2768	410	17	the	the	DET
cana-2768	410	18	ml	ml	NOUN
cana-2768	410	19	models	model	NOUN
cana-2768	410	20	need	need	VERB
cana-2768	410	21	continuous	continuous	ADJ
cana-2768	410	22	retraining	retraining	NOUN
cana-2768	410	23	to	to	PART
cana-2768	410	24	remain	remain	VERB
cana-2768	410	25	effective	effective	ADJ
cana-2768	410	26	.	.	PUNCT
cana-2768	411	1	such	such	ADJ
cana-2768	411	2	evolving	evolve	VERB
cana-2768	411	3	system	system	NOUN
cana-2768	411	4	balance	balance	NOUN
cana-2768	411	5	necessitates	necessitate	VERB
cana-2768	411	6	strong	strong	ADJ
cana-2768	411	7	feedback	feedback	NOUN
cana-2768	411	8	loops	loop	NOUN
cana-2768	411	9	,	,	PUNCT
cana-2768	411	10	continual	continual	ADJ
cana-2768	411	11	data	datum	NOUN
cana-2768	411	12	input	input	NOUN
cana-2768	411	13	,	,	PUNCT
cana-2768	411	14	and	and	CCONJ
cana-2768	411	15	occasional	occasional	ADJ
cana-2768	411	16	system	system	NOUN
cana-2768	411	17	refreshes	refreshe	NOUN
cana-2768	411	18	,	,	PUNCT
cana-2768	411	19	all	all	PRON
cana-2768	411	20	of	of	ADP
cana-2768	411	21	which	which	PRON
cana-2768	411	22	imply	imply	VERB
cana-2768	411	23	an	an	DET
cana-2768	411	24	ongoing	ongoing	ADJ
cana-2768	411	25	investment	investment	NOUN
cana-2768	411	26	of	of	ADP
cana-2768	411	27	time	time	NOUN
cana-2768	411	28	,	,	PUNCT
cana-2768	411	29	funding	funding	NOUN
cana-2768	411	30	,	,	PUNCT
cana-2768	411	31	and	and	CCONJ
cana-2768	411	32	operational	operational	ADJ
cana-2768	411	33	management	management	NOUN
cana-2768	411	34	.	.	PUNCT
cana-2768	412	1	future	future	ADJ
cana-2768	412	2	directions	direction	NOUN
cana-2768	412	3	&	&	CCONJ
cana-2768	412	4	opportunities	opportunity	NOUN
cana-2768	412	5	by	by	ADP
cana-2768	412	6	applying	apply	VERB
cana-2768	412	7	innovative	innovative	ADJ
cana-2768	412	8	approaches	approach	NOUN
cana-2768	412	9	to	to	PART
cana-2768	412	10	overcome	overcome	VERB
cana-2768	412	11	these	these	DET
cana-2768	412	12	challenges	challenge	NOUN
cana-2768	412	13	,	,	PUNCT
cana-2768	412	14	we	we	PRON
cana-2768	412	15	can	can	AUX
cana-2768	412	16	shape	shape	VERB
cana-2768	412	17	the	the	DET
cana-2768	412	18	future	future	NOUN
cana-2768	412	19	of	of	ADP
cana-2768	412	20	integrating	integrate	VERB
cana-2768	412	21	blockchain	blockchain	NOUN
cana-2768	412	22	and	and	CCONJ
cana-2768	412	23	ml	ml	PROPN
cana-2768	412	24	in	in	ADP
cana-2768	412	25	fraud	fraud	NOUN
cana-2768	412	26	detection	detection	NOUN
cana-2768	412	27	.	.	PUNCT
cana-2768	413	1	they	they	PRON
cana-2768	413	2	also	also	ADV
cana-2768	413	3	promise	promise	VERB
cana-2768	413	4	to	to	PART
cana-2768	413	5	solve	solve	VERB
cana-2768	413	6	the	the	DET
cana-2768	413	7	decentralization	decentralization	NOUN
cana-2768	413	8	issue	issue	NOUN
cana-2768	413	9	through	through	ADP
cana-2768	413	10	hybrid	hybrid	ADJ
cana-2768	413	11	systems	system	NOUN
cana-2768	413	12	which	which	PRON
cana-2768	413	13	process	process	VERB
cana-2768	413	14	both	both	CCONJ
cana-2768	413	15	on	on	ADP
cana-2768	413	16	-	-	PUNCT
cana-2768	413	17	chain	chain	NOUN
cana-2768	413	18	and	and	CCONJ
cana-2768	413	19	off	off	ADP
cana-2768	413	20	-	-	PUNCT
cana-2768	413	21	chain	chain	NOUN
cana-2768	413	22	.	.	PUNCT
cana-2768	414	1	they	they	PRON
cana-2768	414	2	balance	balance	VERB
cana-2768	414	3	high	high	ADJ
cana-2768	414	4	scalability	scalability	NOUN
cana-2768	414	5	with	with	ADP
cana-2768	414	6	security	security	NOUN
cana-2768	414	7	and	and	CCONJ
cana-2768	414	8	transparency	transparency	NOUN
cana-2768	414	9	by	by	ADP
cana-2768	414	10	offloading	offload	VERB
cana-2768	414	11	bulk	bulk	ADJ
cana-2768	414	12	data	datum	NOUN
cana-2768	414	13	storage	storage	NOUN
cana-2768	414	14	and	and	CCONJ
cana-2768	414	15	processing	processing	NOUN
cana-2768	414	16	to	to	ADP
cana-2768	414	17	off	off	ADP
cana-2768	414	18	-	-	PUNCT
cana-2768	414	19	chain	chain	NOUN
cana-2768	414	20	systems	system	NOUN
cana-2768	414	21	and	and	CCONJ
cana-2768	414	22	keeping	keep	VERB
cana-2768	414	23	critical	critical	ADJ
cana-2768	414	24	summaries	summary	NOUN
cana-2768	414	25	on	on	ADP
cana-2768	414	26	-	-	PUNCT
cana-2768	414	27	chain	chain	NOUN
cana-2768	414	28	.	.	PUNCT
cana-2768	415	1	communications	communication	NOUN
cana-2768	415	2	on	on	ADP
cana-2768	415	3	applied	apply	VERB
cana-2768	415	4	nonlinear	nonlinear	ADJ
cana-2768	415	5	analysis	analysis	NOUN
cana-2768	415	6	issn	issn	NOUN
cana-2768	415	7	:	:	PUNCT
cana-2768	415	8	1074	1074	NUM
cana-2768	415	9	-	-	PUNCT
cana-2768	415	10	133x	133x	NUM
cana-2768	415	11	vol	vol	NOUN
cana-2768	415	12	32	32	NUM
cana-2768	415	13	no	no	NOUN
cana-2768	415	14	.	.	PUNCT
cana-2768	416	1	4s	4s	NUM
cana-2768	416	2	(	(	PUNCT
cana-2768	416	3	2025	2025	NUM
cana-2768	416	4	)	)	PUNCT
cana-2768	416	5	235	235	NUM
cana-2768	416	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2768	416	7	federated	federated	ADJ
cana-2768	416	8	learning	learning	NOUN
cana-2768	416	9	techniques	technique	NOUN
cana-2768	416	10	also	also	ADV
cana-2768	416	11	offer	offer	VERB
cana-2768	416	12	possibility	possibility	NOUN
cana-2768	416	13	for	for	ADP
cana-2768	416	14	the	the	DET
cana-2768	416	15	future	future	NOUN
cana-2768	416	16	,	,	PUNCT
cana-2768	416	17	where	where	SCONJ
cana-2768	416	18	ml	ml	NOUN
cana-2768	416	19	models	model	NOUN
cana-2768	416	20	can	can	AUX
cana-2768	416	21	train	train	VERB
cana-2768	416	22	across	across	ADP
cana-2768	416	23	multiple	multiple	ADJ
cana-2768	416	24	decentralized	decentralize	VERB
cana-2768	416	25	data	datum	NOUN
cana-2768	416	26	sources	source	NOUN
cana-2768	416	27	without	without	ADP
cana-2768	416	28	sensitive	sensitive	ADJ
cana-2768	416	29	information	information	NOUN
cana-2768	416	30	ever	ever	ADV
cana-2768	416	31	having	have	VERB
cana-2768	416	32	to	to	PART
cana-2768	416	33	be	be	AUX
cana-2768	416	34	shared	share	VERB
cana-2768	416	35	,	,	PUNCT
cana-2768	416	36	thus	thus	ADV
cana-2768	416	37	supporting	support	VERB
cana-2768	416	38	privacy	privacy	NOUN
cana-2768	416	39	regulations	regulation	NOUN
cana-2768	416	40	.	.	PUNCT
cana-2768	417	1	another	another	DET
cana-2768	417	2	trend	trend	NOUN
cana-2768	417	3	that	that	PRON
cana-2768	417	4	could	could	AUX
cana-2768	417	5	address	address	VERB
cana-2768	417	6	some	some	DET
cana-2768	417	7	concerns	concern	NOUN
cana-2768	417	8	about	about	ADP
cana-2768	417	9	the	the	DET
cana-2768	417	10	black	black	PROPN
cana-2768	417	11	box	box	PROPN
cana-2768	417	12	nature	nature	NOUN
cana-2768	417	13	of	of	ADP
cana-2768	417	14	ml	ml	NOUN
cana-2768	417	15	models	model	NOUN
cana-2768	417	16	is	be	AUX
cana-2768	417	17	explainable	explainable	ADJ
cana-2768	417	18	ai	ai	NOUN
cana-2768	417	19	(	(	PUNCT
cana-2768	417	20	xai	xai	PROPN
cana-2768	417	21	)	)	PUNCT
cana-2768	417	22	.	.	PUNCT
cana-2768	418	1	xai	xai	PROPN
cana-2768	418	2	improves	improve	VERB
cana-2768	418	3	transparency	transparency	NOUN
cana-2768	418	4	,	,	PUNCT
cana-2768	418	5	fosters	foster	VERB
cana-2768	418	6	trust	trust	NOUN
cana-2768	418	7	,	,	PUNCT
cana-2768	418	8	and	and	CCONJ
cana-2768	418	9	helps	help	VERB
cana-2768	418	10	comply	comply	VERB
cana-2768	418	11	with	with	ADP
cana-2768	418	12	the	the	DET
cana-2768	418	13	regulatory	regulatory	ADJ
cana-2768	418	14	requirements	requirement	NOUN
cana-2768	418	15	by	by	ADP
cana-2768	418	16	providing	provide	VERB
cana-2768	418	17	understandable	understandable	ADJ
cana-2768	418	18	rationales	rationale	NOUN
cana-2768	418	19	for	for	ADP
cana-2768	418	20	predictions	prediction	NOUN
cana-2768	418	21	and	and	CCONJ
cana-2768	418	22	decisions	decision	NOUN
cana-2768	418	23	.	.	PUNCT
cana-2768	419	1	this	this	PRON
cana-2768	419	2	is	be	AUX
cana-2768	419	3	especially	especially	ADV
cana-2768	419	4	important	important	ADJ
cana-2768	419	5	in	in	ADP
cana-2768	419	6	fields	field	NOUN
cana-2768	419	7	such	such	ADJ
cana-2768	419	8	as	as	ADP
cana-2768	419	9	finance	finance	NOUN
cana-2768	419	10	and	and	CCONJ
cana-2768	419	11	health	health	NOUN
cana-2768	419	12	,	,	PUNCT
cana-2768	419	13	where	where	SCONJ
cana-2768	419	14	the	the	DET
cana-2768	419	15	stakeholders	stakeholder	NOUN
cana-2768	419	16	must	must	AUX
cana-2768	419	17	grasp	grasp	VERB
cana-2768	419	18	the	the	DET
cana-2768	419	19	reasoning	reasoning	NOUN
cana-2768	419	20	behind	behind	ADP
cana-2768	419	21	fraud	fraud	NOUN
cana-2768	419	22	detection	detection	NOUN
cana-2768	419	23	results	result	NOUN
cana-2768	419	24	.	.	PUNCT
cana-2768	420	1	data	datum	NOUN
cana-2768	420	2	dependency	dependency	NOUN
cana-2768	420	3	in	in	ADP
cana-2768	420	4	adversarial	adversarial	ADJ
cana-2768	420	5	contexts	contexts	NOUN
cana-2768	420	6	.	.	PUNCT
cana-2768	421	1	decentralized	decentralize	VERB
cana-2768	421	2	ai	ai	VERB
cana-2768	421	3	architectures	architecture	NOUN
cana-2768	421	4	that	that	PRON
cana-2768	421	5	are	be	AUX
cana-2768	421	6	built	build	VERB
cana-2768	421	7	for	for	ADP
cana-2768	421	8	disseminating	disseminate	VERB
cana-2768	421	9	the	the	DET
cana-2768	421	10	ml	ml	NOUN
cana-2768	421	11	workflows	workflow	NOUN
cana-2768	421	12	over	over	ADP
cana-2768	421	13	the	the	DET
cana-2768	421	14	blockchain	blockchain	PROPN
cana-2768	421	15	nodes	node	NOUN
cana-2768	421	16	,	,	PUNCT
cana-2768	421	17	will	will	AUX
cana-2768	421	18	augment	augment	VERB
cana-2768	421	19	the	the	DET
cana-2768	421	20	resilience	resilience	NOUN
cana-2768	421	21	and	and	CCONJ
cana-2768	421	22	extensibility	extensibility	NOUN
cana-2768	421	23	of	of	ADP
cana-2768	421	24	fraud	fraud	NOUN
cana-2768	421	25	detection	detection	NOUN
cana-2768	421	26	frameworks	framework	NOUN
cana-2768	421	27	even	even	ADV
cana-2768	421	28	further	far	ADV
cana-2768	421	29	.	.	PUNCT
cana-2768	422	1	through	through	ADP
cana-2768	422	2	these	these	DET
cana-2768	422	3	frameworks	framework	NOUN
cana-2768	422	4	,	,	PUNCT
cana-2768	422	5	blockchain	blockchain	PROPN
cana-2768	422	6	can	can	AUX
cana-2768	422	7	provide	provide	VERB
cana-2768	422	8	fundamental	fundamental	ADJ
cana-2768	422	9	security	security	NOUN
cana-2768	422	10	and	and	CCONJ
cana-2768	422	11	resiliency	resiliency	NOUN
cana-2768	422	12	,	,	PUNCT
cana-2768	422	13	while	while	SCONJ
cana-2768	422	14	decentralizing	decentralize	VERB
cana-2768	422	15	executables	executable	NOUN
cana-2768	422	16	,	,	PUNCT
cana-2768	422	17	eliminating	eliminate	VERB
cana-2768	422	18	single	single	ADJ
cana-2768	422	19	points	point	NOUN
cana-2768	422	20	of	of	ADP
cana-2768	422	21	failure	failure	NOUN
cana-2768	422	22	,	,	PUNCT
cana-2768	422	23	and	and	CCONJ
cana-2768	422	24	allowing	allow	VERB
cana-2768	422	25	systems	system	NOUN
cana-2768	422	26	to	to	PART
cana-2768	422	27	be	be	AUX
cana-2768	422	28	more	more	ADV
cana-2768	422	29	easily	easily	ADV
cana-2768	422	30	adapted	adapt	VERB
cana-2768	422	31	.	.	PUNCT
cana-2768	423	1	broader	broad	ADJ
cana-2768	423	2	implications	implication	NOUN
cana-2768	423	3	use	use	NOUN
cana-2768	423	4	of	of	ADP
cana-2768	423	5	blockchain	blockchain	PROPN
cana-2768	423	6	with	with	ADP
cana-2768	423	7	ml	ml	PROPN
cana-2768	423	8	is	be	AUX
cana-2768	423	9	not	not	PART
cana-2768	423	10	limited	limit	VERB
cana-2768	423	11	to	to	PART
cana-2768	423	12	fraud	fraud	VERB
cana-2768	423	13	detection	detection	NOUN
cana-2768	423	14	&	&	CCONJ
cana-2768	423	15	can	can	AUX
cana-2768	423	16	be	be	AUX
cana-2768	423	17	a	a	DET
cana-2768	423	18	game	game	NOUN
cana-2768	423	19	-	-	PUNCT
cana-2768	423	20	changer	changer	NOUN
cana-2768	423	21	in	in	ADP
cana-2768	423	22	a	a	DET
cana-2768	423	23	plethora	plethora	NOUN
cana-2768	423	24	of	of	ADP
cana-2768	423	25	sectors	sector	NOUN
cana-2768	423	26	.	.	PUNCT
cana-2768	424	1	in	in	ADP
cana-2768	424	2	supply	supply	NOUN
cana-2768	424	3	chain	chain	NOUN
cana-2768	424	4	management	management	NOUN
cana-2768	424	5	,	,	PUNCT
cana-2768	424	6	the	the	DET
cana-2768	424	7	combination	combination	NOUN
cana-2768	424	8	can	can	AUX
cana-2768	424	9	improve	improve	VERB
cana-2768	424	10	tracking	tracking	NOUN
cana-2768	424	11	and	and	CCONJ
cana-2768	424	12	legitimacy	legitimacy	NOUN
cana-2768	424	13	while	while	SCONJ
cana-2768	424	14	in	in	ADP
cana-2768	424	15	digital	digital	ADJ
cana-2768	424	16	identity	identity	NOUN
cana-2768	424	17	verification	verification	NOUN
cana-2768	424	18	it	it	PRON
cana-2768	424	19	can	can	AUX
cana-2768	424	20	protect	protect	VERB
cana-2768	424	21	identities	identity	NOUN
cana-2768	424	22	against	against	ADP
cana-2768	424	23	misuse	misuse	NOUN
cana-2768	424	24	and	and	CCONJ
cana-2768	424	25	theft	theft	NOUN
cana-2768	424	26	.	.	PUNCT
cana-2768	425	1	for	for	ADP
cana-2768	425	2	sotl	sotl	NOUN
cana-2768	425	3	in	in	ADP
cana-2768	425	4	public	public	ADJ
cana-2768	425	5	admin	admin	ADJ
cana-2768	425	6	,	,	PUNCT
cana-2768	425	7	this	this	DET
cana-2768	425	8	synergy	synergy	NOUN
cana-2768	425	9	may	may	AUX
cana-2768	425	10	equate	equate	VERB
cana-2768	425	11	to	to	PART
cana-2768	425	12	transparency	transparency	NOUN
cana-2768	425	13	improvement	improvement	NOUN
cana-2768	425	14	and	and	CCONJ
cana-2768	425	15	corruption	corruption	NOUN
cana-2768	425	16	weakening	weaken	VERB
cana-2768	425	17	.	.	PUNCT
cana-2768	426	1	this	this	DET
cana-2768	426	2	integration	integration	NOUN
cana-2768	426	3	creates	create	VERB
cana-2768	426	4	a	a	DET
cana-2768	426	5	multi	multi	ADJ
cana-2768	426	6	-	-	ADJ
cana-2768	426	7	disciplinary	disciplinary	ADJ
cana-2768	426	8	utility	utility	NOUN
cana-2768	426	9	that	that	PRON
cana-2768	426	10	can	can	AUX
cana-2768	426	11	be	be	AUX
cana-2768	426	12	deployed	deploy	VERB
cana-2768	426	13	to	to	PART
cana-2768	426	14	solve	solve	VERB
cana-2768	426	15	a	a	DET
cana-2768	426	16	myriad	myriad	NOUN
cana-2768	426	17	of	of	ADP
cana-2768	426	18	different	different	ADJ
cana-2768	426	19	challenges	challenge	NOUN
cana-2768	426	20	in	in	ADP
cana-2768	426	21	the	the	DET
cana-2768	426	22	current	current	ADJ
cana-2768	426	23	digital	digital	ADJ
cana-2768	426	24	ecosystem	ecosystem	NOUN
cana-2768	426	25	.	.	PUNCT
cana-2768	427	1	the	the	DET
cana-2768	427	2	implications	implication	NOUN
cana-2768	427	3	of	of	ADP
cana-2768	427	4	the	the	DET
cana-2768	427	5	adoption	adoption	NOUN
cana-2768	427	6	of	of	ADP
cana-2768	427	7	blockchain	blockchain	PROPN
cana-2768	427	8	and	and	CCONJ
cana-2768	427	9	ml	ml	PROPN
cana-2768	427	10	in	in	ADP
cana-2768	427	11	fraud	fraud	NOUN
cana-2768	427	12	detection	detection	NOUN
cana-2768	427	13	are	be	AUX
cana-2768	427	14	also	also	ADV
cana-2768	427	15	impactful	impactful	ADJ
cana-2768	427	16	to	to	ADP
cana-2768	427	17	society	society	NOUN
cana-2768	427	18	.	.	PUNCT
cana-2768	428	1	this	this	PRON
cana-2768	428	2	not	not	PART
cana-2768	428	3	only	only	ADV
cana-2768	428	4	helps	help	VERB
cana-2768	428	5	in	in	ADP
cana-2768	428	6	maintaining	maintain	VERB
cana-2768	428	7	economic	economic	ADJ
cana-2768	428	8	stability	stability	NOUN
cana-2768	428	9	but	but	CCONJ
cana-2768	428	10	also	also	ADV
cana-2768	428	11	boosts	boost	VERB
cana-2768	428	12	public	public	ADJ
cana-2768	428	13	confidence	confidence	NOUN
cana-2768	428	14	by	by	ADP
cana-2768	428	15	minimising	minimise	VERB
cana-2768	428	16	financial	financial	ADJ
cana-2768	428	17	losses	loss	NOUN
cana-2768	428	18	,	,	PUNCT
cana-2768	428	19	safeguarding	safeguard	VERB
cana-2768	428	20	sensitive	sensitive	ADJ
cana-2768	428	21	information	information	NOUN
cana-2768	428	22	,	,	PUNCT
cana-2768	428	23	and	and	CCONJ
cana-2768	428	24	reinforcing	reinforce	VERB
cana-2768	428	25	trust	trust	NOUN
cana-2768	428	26	in	in	ADP
cana-2768	428	27	digital	digital	ADJ
cana-2768	428	28	systems	system	NOUN
cana-2768	428	29	.	.	PUNCT
cana-2768	429	1	for	for	ADP
cana-2768	429	2	organizations	organization	NOUN
cana-2768	429	3	,	,	PUNCT
cana-2768	429	4	this	this	PRON
cana-2768	429	5	is	be	AUX
cana-2768	429	6	an	an	DET
cana-2768	429	7	opportunity	opportunity	NOUN
cana-2768	429	8	not	not	PART
cana-2768	429	9	only	only	ADV
cana-2768	429	10	to	to	PART
cana-2768	429	11	protect	protect	VERB
cana-2768	429	12	their	their	PRON
cana-2768	429	13	own	own	ADJ
cana-2768	429	14	assets	asset	NOUN
cana-2768	429	15	but	but	CCONJ
cana-2768	429	16	to	to	PART
cana-2768	429	17	position	position	VERB
cana-2768	429	18	themselves	themselves	PRON
cana-2768	429	19	in	in	ADP
cana-2768	429	20	good	good	ADJ
cana-2768	429	21	standing	standing	NOUN
cana-2768	429	22	as	as	ADP
cana-2768	429	23	stewards	steward	NOUN
cana-2768	429	24	of	of	ADP
cana-2768	429	25	data	datum	NOUN
cana-2768	429	26	safety	safety	NOUN
cana-2768	429	27	and	and	CCONJ
cana-2768	429	28	integrity	integrity	NOUN
cana-2768	429	29	.	.	PUNCT
cana-2768	430	1	references	reference	NOUN
cana-2768	430	2	:	:	PUNCT
cana-2768	431	1	[	[	X
cana-2768	431	2	1	1	NUM
cana-2768	431	3	]	]	X
cana-2768	431	4	omidian	omidian	PROPN
cana-2768	431	5	,	,	PUNCT
cana-2768	431	6	hossein	hossein	PROPN
cana-2768	431	7	.	.	PUNCT
cana-2768	432	1	"	"	PUNCT
cana-2768	432	2	synergizing	synergize	VERB
cana-2768	432	3	blockchain	blockchain	NOUN
cana-2768	432	4	and	and	CCONJ
cana-2768	432	5	artificial	artificial	ADJ
cana-2768	432	6	intelligence	intelligence	NOUN
cana-2768	432	7	to	to	PART
cana-2768	432	8	enhance	enhance	VERB
cana-2768	432	9	healthcare	healthcare	NOUN
cana-2768	432	10	.	.	PUNCT
cana-2768	432	11	"	"	PUNCT
cana-2768	432	12	drug	drug	NOUN
cana-2768	432	13	discovery	discovery	NOUN
cana-2768	432	14	today	today	NOUN
cana-2768	432	15	(	(	PUNCT
cana-2768	432	16	2024	2024	NUM
cana-2768	432	17	):	):	PUNCT
cana-2768	432	18	104111	104111	NUM
cana-2768	432	19	.	.	PUNCT
cana-2768	433	1	[	[	X
cana-2768	433	2	2	2	NUM
cana-2768	433	3	]	]	X
cana-2768	433	4	afnan	afnan	NOUN
cana-2768	433	5	,	,	PUNCT
cana-2768	433	6	md	md	PROPN
cana-2768	433	7	sultanul	sultanul	PROPN
cana-2768	433	8	arefin	arefin	PROPN
cana-2768	433	9	,	,	PUNCT
cana-2768	433	10	et	et	PROPN
cana-2768	433	11	al	al	PROPN
cana-2768	433	12	.	.	PUNCT
cana-2768	434	1	"	"	PUNCT
cana-2768	434	2	a	a	DET
cana-2768	434	3	comprehensive	comprehensive	ADJ
cana-2768	434	4	review	review	NOUN
cana-2768	434	5	of	of	ADP
cana-2768	434	6	the	the	DET
cana-2768	434	7	integration	integration	NOUN
cana-2768	434	8	of	of	ADP
cana-2768	434	9	machine	machine	NOUN
cana-2768	434	10	learning	learn	VERB
cana-2768	434	11	into	into	ADP
cana-2768	434	12	blockchain	blockchain	PROPN
cana-2768	434	13	technology	technology	PROPN
cana-2768	434	14	.	.	PUNCT
cana-2768	434	15	"	"	PUNCT
cana-2768	435	1	(	(	PUNCT
cana-2768	435	2	2024	2024	NUM
cana-2768	435	3	)	)	PUNCT
cana-2768	435	4	.	.	PUNCT
cana-2768	436	1	[	[	X
cana-2768	436	2	3	3	X
cana-2768	436	3	]	]	X
cana-2768	436	4	demir	demir	PROPN
cana-2768	436	5	,	,	PUNCT
cana-2768	436	6	ayse	ayse	PROPN
cana-2768	436	7	,	,	PUNCT
cana-2768	436	8	and	and	CCONJ
cana-2768	436	9	mehmet	mehmet	PROPN
cana-2768	436	10	yildiz	yildiz	PROPN
cana-2768	436	11	.	.	PUNCT
cana-2768	437	1	"	"	PUNCT
cana-2768	437	2	the	the	DET
cana-2768	437	3	convergence	convergence	NOUN
cana-2768	437	4	of	of	ADP
cana-2768	437	5	blockchain	blockchain	PROPN
cana-2768	437	6	,	,	PUNCT
cana-2768	437	7	artificial	artificial	ADJ
cana-2768	437	8	intelligence	intelligence	NOUN
cana-2768	437	9	,	,	PUNCT
cana-2768	437	10	and	and	CCONJ
cana-2768	437	11	cybersecurity	cybersecurity	NOUN
cana-2768	437	12	:	:	PUNCT
cana-2768	437	13	a	a	DET
cana-2768	437	14	paradigm	paradigm	NOUN
cana-2768	437	15	for	for	ADP
cana-2768	437	16	next	next	ADJ
cana-2768	437	17	-	-	PUNCT
cana-2768	437	18	generation	generation	NOUN
cana-2768	437	19	digital	digital	ADJ
cana-2768	437	20	security	security	NOUN
cana-2768	437	21	.	.	PUNCT
cana-2768	437	22	"	"	PUNCT
cana-2768	438	1	baltic	baltic	ADJ
cana-2768	438	2	multidisciplinary	multidisciplinary	ADJ
cana-2768	438	3	journal	journal	NOUN
cana-2768	438	4	2.2	2.2	NUM
cana-2768	438	5	(	(	PUNCT
cana-2768	438	6	2024	2024	NUM
cana-2768	438	7	):	):	PUNCT
cana-2768	438	8	416	416	NUM
cana-2768	438	9	-	-	SYM
cana-2768	438	10	425	425	NUM
cana-2768	438	11	.	.	PUNCT
cana-2768	439	1	[	[	X
cana-2768	439	2	4	4	X
cana-2768	439	3	]	]	X
cana-2768	439	4	farayola	farayola	PROPN
cana-2768	439	5	,	,	PUNCT
cana-2768	439	6	oluwatoyin	oluwatoyin	PROPN
cana-2768	439	7	ajoke	ajoke	PROPN
cana-2768	439	8	.	.	PUNCT
cana-2768	440	1	"	"	PUNCT
cana-2768	440	2	revolutionizing	revolutionize	VERB
cana-2768	440	3	banking	banking	NOUN
cana-2768	440	4	security	security	NOUN
cana-2768	440	5	:	:	PUNCT
cana-2768	440	6	integrating	integrate	VERB
cana-2768	440	7	artificial	artificial	ADJ
cana-2768	440	8	intelligence	intelligence	NOUN
cana-2768	440	9	,	,	PUNCT
cana-2768	440	10	blockchain	blockchain	NOUN
cana-2768	440	11	,	,	PUNCT
cana-2768	440	12	and	and	CCONJ
cana-2768	440	13	business	business	NOUN
cana-2768	440	14	intelligence	intelligence	NOUN
cana-2768	440	15	for	for	ADP
cana-2768	440	16	enhanced	enhanced	ADJ
cana-2768	440	17	cybersecurity	cybersecurity	NOUN
cana-2768	440	18	.	.	PUNCT
cana-2768	440	19	"	"	PUNCT
cana-2768	441	1	finance	finance	NOUN
cana-2768	441	2	&	&	CCONJ
cana-2768	441	3	accounting	accounting	PROPN
cana-2768	441	4	research	research	PROPN
cana-2768	441	5	journal	journal	PROPN
cana-2768	441	6	6.4	6.4	NUM
cana-2768	441	7	(	(	PUNCT
cana-2768	441	8	2024	2024	NUM
cana-2768	441	9	):	):	PUNCT
cana-2768	441	10	501514	501514	NUM
cana-2768	441	11	.	.	PUNCT
cana-2768	442	1	[	[	X
cana-2768	442	2	5	5	NUM
cana-2768	442	3	]	]	X
cana-2768	442	4	kuznetsov	kuznetsov	NOUN
cana-2768	442	5	,	,	PUNCT
cana-2768	442	6	alexandr	alexandr	PROPN
cana-2768	442	7	,	,	PUNCT
cana-2768	442	8	et	et	PROPN
cana-2768	442	9	al	al	PROPN
cana-2768	442	10	.	.	PUNCT
cana-2768	443	1	"	"	PUNCT
cana-2768	443	2	on	on	ADP
cana-2768	443	3	the	the	DET
cana-2768	443	4	integration	integration	NOUN
cana-2768	443	5	of	of	ADP
cana-2768	443	6	artificial	artificial	ADJ
cana-2768	443	7	intelligence	intelligence	NOUN
cana-2768	443	8	and	and	CCONJ
cana-2768	443	9	blockchain	blockchain	PROPN
cana-2768	443	10	technology	technology	PROPN
cana-2768	443	11	:	:	PUNCT
cana-2768	443	12	a	a	DET
cana-2768	443	13	perspective	perspective	NOUN
cana-2768	443	14	about	about	ADP
cana-2768	443	15	security	security	NOUN
cana-2768	443	16	.	.	PUNCT
cana-2768	443	17	"	"	PUNCT
cana-2768	444	1	ieee	ieee	NOUN
cana-2768	444	2	access	access	NOUN
cana-2768	444	3	(	(	PUNCT
cana-2768	444	4	2024	2024	NUM
cana-2768	444	5	)	)	PUNCT
cana-2768	444	6	.	.	PUNCT
cana-2768	445	1	[	[	X
cana-2768	445	2	6	6	NUM
cana-2768	445	3	]	]	SYM
cana-2768	445	4	brown	brown	PROPN
cana-2768	445	5	,	,	PUNCT
cana-2768	445	6	b.	b.	PROPN
cana-2768	445	7	,	,	PUNCT
cana-2768	445	8	et	et	PROPN
cana-2768	445	9	al	al	PROPN
cana-2768	445	10	.	.	PUNCT
cana-2768	446	1	"	"	PUNCT
cana-2768	446	2	the	the	DET
cana-2768	446	3	combination	combination	NOUN
cana-2768	446	4	of	of	ADP
cana-2768	446	5	machine	machine	NOUN
cana-2768	446	6	learning	learning	NOUN
cana-2768	446	7	(	(	PUNCT
cana-2768	446	8	ai	ai	AUX
cana-2768	446	9	)	)	PUNCT
cana-2768	446	10	using	use	VERB
cana-2768	446	11	blockchain	blockchain	NOUN
cana-2768	446	12	.	.	PUNCT
cana-2768	446	13	"	"	PUNCT
cana-2768	447	1	[	[	X
cana-2768	447	2	7	7	NUM
cana-2768	447	3	]	]	X
cana-2768	447	4	rane	rane	NOUN
cana-2768	447	5	,	,	PUNCT
cana-2768	447	6	n.	n.	PROPN
cana-2768	447	7	l.	l.	PROPN
cana-2768	447	8	,	,	PUNCT
cana-2768	447	9	o.	o.	PROPN
cana-2768	447	10	kaya	kaya	PROPN
cana-2768	447	11	,	,	PUNCT
cana-2768	447	12	and	and	CCONJ
cana-2768	447	13	j.	j.	PROPN
cana-2768	447	14	rane	rane	PROPN
cana-2768	447	15	.	.	PUNCT
cana-2768	448	1	"	"	PUNCT
cana-2768	448	2	integrating	integrate	VERB
cana-2768	448	3	internet	internet	NOUN
cana-2768	448	4	of	of	ADP
cana-2768	448	5	things	thing	NOUN
cana-2768	448	6	,	,	PUNCT
cana-2768	448	7	blockchain	blockchain	NOUN
cana-2768	448	8	,	,	PUNCT
cana-2768	448	9	and	and	CCONJ
cana-2768	448	10	artificial	artificial	ADJ
cana-2768	448	11	intelligence	intelligence	NOUN
cana-2768	448	12	techniques	technique	NOUN
cana-2768	448	13	for	for	ADP
cana-2768	448	14	intelligent	intelligent	ADJ
cana-2768	448	15	industry	industry	NOUN
cana-2768	448	16	solutions	solution	NOUN
cana-2768	448	17	.	.	PUNCT
cana-2768	448	18	"	"	PUNCT
cana-2768	449	1	artificial	artificial	ADJ
cana-2768	449	2	intelligence	intelligence	NOUN
cana-2768	449	3	,	,	PUNCT
cana-2768	449	4	machine	machine	NOUN
cana-2768	449	5	learning	learning	NOUN
cana-2768	449	6	,	,	PUNCT
cana-2768	449	7	and	and	CCONJ
cana-2768	449	8	deep	deep	ADJ
cana-2768	449	9	learning	learning	NOUN
cana-2768	449	10	for	for	ADP
cana-2768	449	11	sustainable	sustainable	ADJ
cana-2768	449	12	industry	industry	NOUN
cana-2768	449	13	5	5	NUM
cana-2768	449	14	(	(	PUNCT
cana-2768	449	15	2024	2024	NUM
cana-2768	449	16	):	):	PUNCT
cana-2768	449	17	2	2	NUM
cana-2768	449	18	[	[	SYM
cana-2768	449	19	8	8	NUM
cana-2768	449	20	]	]	X
cana-2768	449	21	arafat	arafat	PROPN
cana-2768	449	22	,	,	PUNCT
cana-2768	449	23	i.	i.	PROPN
cana-2768	449	24	sheik	sheik	PROPN
cana-2768	449	25	,	,	PUNCT
cana-2768	449	26	et	et	PROPN
cana-2768	449	27	al	al	PROPN
cana-2768	449	28	.	.	PUNCT
cana-2768	450	1	"	"	PUNCT
cana-2768	450	2	machine	machine	NOUN
cana-2768	450	3	learning	learn	VERB
cana-2768	450	4	techniques	technique	NOUN
cana-2768	450	5	for	for	ADP
cana-2768	450	6	blockchain	blockchain	PROPN
cana-2768	450	7	technology	technology	PROPN
cana-2768	450	8	:	:	PUNCT
cana-2768	450	9	a	a	DET
cana-2768	450	10	review	review	NOUN
cana-2768	450	11	of	of	ADP
cana-2768	450	12	recent	recent	ADJ
cana-2768	450	13	advances	advance	NOUN
cana-2768	450	14	and	and	CCONJ
cana-2768	450	15	unresolved	unresolved	ADJ
cana-2768	450	16	issues	issue	NOUN
cana-2768	450	17	.	.	PUNCT
cana-2768	450	18	"	"	PUNCT
cana-2768	451	1	big	big	ADJ
cana-2768	451	2	data	datum	NOUN
cana-2768	451	3	and	and	CCONJ
cana-2768	451	4	blockchain	blockchain	PROPN
cana-2768	451	5	technology	technology	PROPN
cana-2768	451	6	for	for	ADP
cana-2768	451	7	secure	secure	ADJ
cana-2768	451	8	iot	iot	ADJ
cana-2768	451	9	applications	application	NOUN
cana-2768	451	10	:	:	PUNCT
cana-2768	451	11	149	149	NUM
cana-2768	451	12	-	-	SYM
cana-2768	451	13	186	186	NUM
cana-2768	451	14	.	.	PUNCT
cana-2768	452	1	[	[	X
cana-2768	452	2	9	9	NUM
cana-2768	452	3	]	]	X
cana-2768	452	4	al	al	PROPN
cana-2768	452	5	-	-	PUNCT
cana-2768	452	6	ghuraybi	ghuraybi	PROPN
cana-2768	452	7	,	,	PUNCT
cana-2768	452	8	hind	hind	PROPN
cana-2768	452	9	a.	a.	NOUN
cana-2768	452	10	,	,	PUNCT
cana-2768	452	11	mohammed	mohammed	PROPN
cana-2768	452	12	a.	a.	PROPN
cana-2768	452	13	alzain	alzain	PROPN
cana-2768	452	14	,	,	PUNCT
cana-2768	452	15	and	and	CCONJ
cana-2768	452	16	ben	ben	PROPN
cana-2768	452	17	soh	soh	PROPN
cana-2768	452	18	.	.	PUNCT
cana-2768	453	1	"	"	PUNCT
cana-2768	453	2	exploring	explore	VERB
cana-2768	453	3	the	the	DET
cana-2768	453	4	integration	integration	NOUN
cana-2768	453	5	of	of	ADP
cana-2768	453	6	blockchain	blockchain	PROPN
cana-2768	453	7	technology	technology	PROPN
cana-2768	453	8	,	,	PUNCT
cana-2768	453	9	physical	physical	ADJ
cana-2768	453	10	unclonable	unclonable	ADJ
cana-2768	453	11	function	function	NOUN
cana-2768	453	12	,	,	PUNCT
cana-2768	453	13	and	and	CCONJ
cana-2768	453	14	machine	machine	NOUN
cana-2768	453	15	learning	learn	VERB
cana-2768	453	16	for	for	ADP
cana-2768	453	17	authentication	authentication	NOUN
cana-2768	453	18	in	in	ADP
cana-2768	453	19	cyber	cyber	ADJ
cana-2768	453	20	-	-	PUNCT
cana-2768	453	21	physical	physical	ADJ
cana-2768	453	22	systems	system	NOUN
cana-2768	453	23	.	.	PUNCT
cana-2768	453	24	"	"	PUNCT
cana-2768	453	25	multimedia	multimedia	NOUN
cana-2768	453	26	tools	tool	NOUN
cana-2768	453	27	and	and	CCONJ
cana-2768	453	28	applications	application	NOUN
cana-2768	453	29	83.12	83.12	NUM
cana-2768	453	30	(	(	PUNCT
cana-2768	453	31	2024	2024	NUM
cana-2768	453	32	):	):	PUNCT
cana-2768	453	33	35629	35629	NUM
cana-2768	453	34	-	-	SYM
cana-2768	453	35	35672	35672	NUM
cana-2768	453	36	.	.	PUNCT
cana-2768	454	1	communications	communication	NOUN
cana-2768	454	2	on	on	ADP
cana-2768	454	3	applied	apply	VERB
cana-2768	454	4	nonlinear	nonlinear	ADJ
cana-2768	454	5	analysis	analysis	NOUN
cana-2768	454	6	issn	issn	NOUN
cana-2768	454	7	:	:	PUNCT
cana-2768	454	8	1074	1074	NUM
cana-2768	454	9	-	-	PUNCT
cana-2768	454	10	133x	133x	NUM
cana-2768	454	11	vol	vol	NOUN
cana-2768	454	12	32	32	NUM
cana-2768	454	13	no	no	NOUN
cana-2768	454	14	.	.	PUNCT
cana-2768	455	1	4s	4s	NUM
cana-2768	455	2	(	(	PUNCT
cana-2768	455	3	2025	2025	NUM
cana-2768	455	4	)	)	PUNCT
cana-2768	455	5	236	236	NUM
cana-2768	455	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2768	456	1	[	[	X
cana-2768	456	2	10	10	NUM
cana-2768	456	3	]	]	X
cana-2768	456	4	harry	harry	PROPN
cana-2768	456	5	,	,	PUNCT
cana-2768	456	6	alexandra	alexandra	PROPN
cana-2768	456	7	,	,	PUNCT
cana-2768	456	8	and	and	CCONJ
cana-2768	456	9	ali	ali	PROPN
cana-2768	456	10	khan	khan	PROPN
cana-2768	456	11	.	.	PUNCT
cana-2768	457	1	"	"	PUNCT
cana-2768	457	2	leveraging	leverage	VERB
cana-2768	457	3	artificial	artificial	ADJ
cana-2768	457	4	intelligence	intelligence	NOUN
cana-2768	457	5	and	and	CCONJ
cana-2768	457	6	big	big	ADJ
cana-2768	457	7	data	datum	NOUN
cana-2768	457	8	:	:	PUNCT
cana-2768	457	9	a	a	DET
cana-2768	457	10	comprehensive	comprehensive	ADJ
cana-2768	457	11	examination	examination	NOUN
cana-2768	457	12	of	of	ADP
cana-2768	457	13	workforce	workforce	NOUN
cana-2768	457	14	performance	performance	NOUN
cana-2768	457	15	enhancement	enhancement	NOUN
cana-2768	457	16	,	,	PUNCT
cana-2768	457	17	fraud	fraud	NOUN
cana-2768	457	18	detection	detection	NOUN
cana-2768	457	19	in	in	ADP
cana-2768	457	20	the	the	DET
cana-2768	457	21	petroleum	petroleum	NOUN
cana-2768	457	22	and	and	CCONJ
cana-2768	457	23	banking	banking	NOUN
cana-2768	457	24	sectors	sector	NOUN
cana-2768	457	25	,	,	PUNCT
cana-2768	457	26	healthcare	healthcare	NOUN
cana-2768	457	27	innovations	innovation	NOUN
cana-2768	457	28	,	,	PUNCT
cana-2768	457	29	and	and	CCONJ
cana-2768	457	30	ethical	ethical	ADJ
cana-2768	457	31	considerations	consideration	NOUN
cana-2768	457	32	in	in	ADP
cana-2768	457	33	information	information	NOUN
cana-2768	457	34	management	management	NOUN
cana-2768	457	35	systems	system	NOUN
cana-2768	457	36	.	.	PUNCT
cana-2768	457	37	"	"	PUNCT
cana-2768	457	38	bullet	bullet	NOUN
cana-2768	457	39	:	:	PUNCT
cana-2768	457	40	jurnal	jurnal	ADJ
cana-2768	457	41	multidisiplin	multidisiplin	PROPN
cana-2768	457	42	ilmu	ilmu	PROPN
cana-2768	457	43	3.5	3.5	NUM
cana-2768	457	44	(	(	PUNCT
cana-2768	457	45	2024	2024	NUM
cana-2768	457	46	):	):	PUNCT
cana-2768	457	47	638	638	NUM
cana-2768	457	48	-	-	SYM
cana-2768	457	49	647	647	NUM
cana-2768	457	50	.	.	PUNCT
cana-2768	458	1	[	[	X
cana-2768	458	2	11	11	NUM
cana-2768	458	3	]	]	X
cana-2768	458	4	shankar	shankar	PROPN
cana-2768	458	5	,	,	PUNCT
cana-2768	458	6	uma	uma	PROPN
cana-2768	458	7	,	,	PUNCT
cana-2768	458	8	and	and	CCONJ
cana-2768	458	9	g.	g.	PROPN
cana-2768	458	10	v.	v.	PROPN
cana-2768	458	11	radhakrishnan	radhakrishnan	PROPN
cana-2768	458	12	.	.	PUNCT
cana-2768	459	1	"	"	PUNCT
cana-2768	459	2	the	the	DET
cana-2768	459	3	integration	integration	NOUN
cana-2768	459	4	of	of	ADP
cana-2768	459	5	cloud	cloud	NOUN
cana-2768	459	6	computing	computing	NOUN
cana-2768	459	7	and	and	CCONJ
cana-2768	459	8	blockchain	blockchain	PROPN
cana-2768	459	9	for	for	ADP
cana-2768	459	10	enhanced	enhanced	ADJ
cana-2768	459	11	data	datum	NOUN
cana-2768	459	12	security	security	NOUN
cana-2768	459	13	in	in	ADP
cana-2768	459	14	financial	financial	ADJ
cana-2768	459	15	management	management	NOUN
cana-2768	459	16	:	:	PUNCT
cana-2768	459	17	a	a	DET
cana-2768	459	18	comprehensive	comprehensive	ADJ
cana-2768	459	19	review	review	NOUN
cana-2768	459	20	.	.	PUNCT
cana-2768	459	21	"	"	PUNCT
cana-2768	460	1	library	library	ADJ
cana-2768	460	2	progress	progress	VERB
cana-2768	460	3	international	international	PROPN
cana-2768	460	4	44.3	44.3	NUM
cana-2768	460	5	(	(	PUNCT
cana-2768	460	6	2024	2024	NUM
cana-2768	460	7	):	):	PUNCT
cana-2768	460	8	24752	24752	NUM
cana-2768	460	9	-	-	SYM
cana-2768	460	10	24760	24760	NUM
cana-2768	460	11	.	.	PUNCT
cana-2768	461	1	[	[	X
cana-2768	461	2	12	12	NUM
cana-2768	461	3	]	]	PUNCT
cana-2768	461	4	subburayan	subburayan	PROPN
cana-2768	461	5	,	,	PUNCT
cana-2768	461	6	baranidharan	baranidharan	ADJ
cana-2768	461	7	,	,	PUNCT
cana-2768	461	8	et	et	PROPN
cana-2768	461	9	al	al	PROPN
cana-2768	461	10	.	.	PUNCT
cana-2768	462	1	"	"	PUNCT
cana-2768	462	2	transforming	transform	VERB
cana-2768	462	3	of	of	ADP
cana-2768	462	4	the	the	DET
cana-2768	462	5	financial	financial	ADJ
cana-2768	462	6	landscape	landscape	NOUN
cana-2768	462	7	from	from	ADP
cana-2768	462	8	4.0	4.0	NUM
cana-2768	462	9	to	to	ADP
cana-2768	462	10	5.0	5.0	NUM
cana-2768	462	11	:	:	PUNCT
cana-2768	462	12	exploring	explore	VERB
cana-2768	462	13	the	the	DET
cana-2768	462	14	integration	integration	NOUN
cana-2768	462	15	of	of	ADP
cana-2768	462	16	blockchain	blockchain	PROPN
cana-2768	462	17	,	,	PUNCT
cana-2768	462	18	and	and	CCONJ
cana-2768	462	19	artificial	artificial	ADJ
cana-2768	462	20	intelligence	intelligence	NOUN
cana-2768	462	21	.	.	PUNCT
cana-2768	462	22	"	"	PUNCT
cana-2768	463	1	applications	application	NOUN
cana-2768	463	2	of	of	ADP
cana-2768	463	3	block	block	NOUN
cana-2768	463	4	chain	chain	NOUN
cana-2768	463	5	technology	technology	NOUN
cana-2768	463	6	and	and	CCONJ
cana-2768	463	7	artificial	artificial	ADJ
cana-2768	463	8	intelligence	intelligence	NOUN
cana-2768	463	9	(	(	PUNCT
cana-2768	463	10	2024	2024	NUM
cana-2768	463	11	):	):	PUNCT
cana-2768	463	12	137	137	NUM
cana-2768	463	13	-	-	SYM
cana-2768	463	14	161	161	NUM
cana-2768	463	15	.	.	PUNCT
cana-2768	464	1	[	[	X
cana-2768	464	2	13	13	NUM
cana-2768	464	3	]	]	SYM
cana-2768	464	4	le	le	X
cana-2768	464	5	,	,	PUNCT
cana-2768	464	6	vinh	vinh	PROPN
cana-2768	464	7	.	.	PUNCT
cana-2768	465	1	"	"	PUNCT
cana-2768	465	2	integrating	integrate	VERB
cana-2768	465	3	blockchain	blockchain	NOUN
cana-2768	465	4	and	and	CCONJ
cana-2768	465	5	machine	machine	NOUN
cana-2768	465	6	learning	learning	NOUN
cana-2768	465	7	for	for	ADP
cana-2768	465	8	continuous	continuous	ADJ
cana-2768	465	9	auditing	auditing	NOUN
cana-2768	465	10	:	:	PUNCT
cana-2768	465	11	challenges	challenge	NOUN
cana-2768	465	12	and	and	CCONJ
cana-2768	465	13	strategies	strategy	NOUN
cana-2768	465	14	.	.	PUNCT
cana-2768	465	15	"	"	PUNCT
cana-2768	466	1	(	(	PUNCT
cana-2768	466	2	2024	2024	NUM
cana-2768	466	3	)	)	PUNCT
cana-2768	466	4	.	.	PUNCT
cana-2768	467	1	[	[	X
cana-2768	467	2	14	14	NUM
cana-2768	467	3	]	]	X
cana-2768	467	4	er	er	ADJ
cana-2768	467	5	-	-	PUNCT
cana-2768	467	6	rajy	rajy	NOUN
cana-2768	467	7	,	,	PUNCT
cana-2768	467	8	latifa	latifa	PROPN
cana-2768	467	9	,	,	PUNCT
cana-2768	467	10	et	et	PROPN
cana-2768	467	11	al	al	PROPN
cana-2768	467	12	.	.	PUNCT
cana-2768	468	1	"	"	PUNCT
cana-2768	468	2	challenges	challenge	NOUN
cana-2768	468	3	and	and	CCONJ
cana-2768	468	4	countermeasures	countermeasure	NOUN
cana-2768	468	5	for	for	ADP
cana-2768	468	6	using	use	VERB
cana-2768	468	7	machine	machine	NOUN
cana-2768	468	8	learning	learning	NOUN
cana-2768	468	9	and	and	CCONJ
cana-2768	468	10	artificial	artificial	ADJ
cana-2768	468	11	intelligence	intelligence	NOUN
cana-2768	468	12	in	in	ADP
cana-2768	468	13	blockchain	blockchain	PROPN
cana-2768	468	14	and	and	CCONJ
cana-2768	468	15	iot	iot	PROPN
cana-2768	468	16	applications	application	NOUN
cana-2768	468	17	.	.	PUNCT
cana-2768	468	18	"	"	PUNCT
cana-2768	469	1	artificial	artificial	ADJ
cana-2768	469	2	intelligence	intelligence	NOUN
cana-2768	469	3	for	for	ADP
cana-2768	469	4	blockchain	blockchain	PROPN
cana-2768	469	5	and	and	CCONJ
cana-2768	469	6	cybersecurity	cybersecurity	NOUN
cana-2768	469	7	powered	power	VERB
cana-2768	469	8	iot	iot	NOUN
cana-2768	469	9	applications	application	NOUN
cana-2768	469	10	.	.	PUNCT
cana-2768	470	1	crc	crc	PROPN
cana-2768	470	2	press	press	PROPN
cana-2768	470	3	,	,	PUNCT
cana-2768	470	4	2025	2025	NUM
cana-2768	470	5	.	.	PUNCT
cana-2768	471	1	30	30	NUM
cana-2768	471	2	-	-	SYM
cana-2768	471	3	51	51	NUM
cana-2768	471	4	.	.	PUNCT
cana-2768	472	1	[	[	X
cana-2768	472	2	15	15	NUM
cana-2768	472	3	]	]	X
cana-2768	472	4	tyagi	tyagi	PROPN
cana-2768	472	5	,	,	PUNCT
cana-2768	472	6	amit	amit	PROPN
cana-2768	472	7	kumar	kumar	PROPN
cana-2768	472	8	.	.	PUNCT
cana-2768	473	1	"	"	PUNCT
cana-2768	473	2	blockchain	blockchain	NOUN
cana-2768	473	3	and	and	CCONJ
cana-2768	473	4	artificial	artificial	ADJ
cana-2768	473	5	intelligence	intelligence	NOUN
cana-2768	473	6	for	for	ADP
cana-2768	473	7	cyber	cyber	ADJ
cana-2768	473	8	security	security	NOUN
cana-2768	473	9	in	in	ADP
cana-2768	473	10	the	the	DET
cana-2768	473	11	era	era	NOUN
cana-2768	473	12	of	of	ADP
cana-2768	473	13	internet	internet	NOUN
cana-2768	473	14	of	of	ADP
cana-2768	473	15	things	thing	NOUN
cana-2768	473	16	and	and	CCONJ
cana-2768	473	17	industrial	industrial	ADJ
cana-2768	473	18	internet	internet	NOUN
cana-2768	473	19	of	of	ADP
cana-2768	473	20	things	thing	NOUN
cana-2768	473	21	applications	application	NOUN
cana-2768	473	22	.	.	PUNCT
cana-2768	473	23	"	"	PUNCT
cana-2768	474	1	ai	ai	VERB
cana-2768	474	2	and	and	CCONJ
cana-2768	474	3	blockchain	blockchain	PROPN
cana-2768	474	4	applications	application	NOUN
cana-2768	474	5	in	in	ADP
cana-2768	474	6	industrial	industrial	ADJ
cana-2768	474	7	robotics	robotic	NOUN
cana-2768	474	8	.	.	PUNCT
cana-2768	475	1	igi	igi	PROPN
cana-2768	475	2	global	global	PROPN
cana-2768	475	3	,	,	PUNCT
cana-2768	475	4	2024	2024	NUM
cana-2768	475	5	.	.	PUNCT
cana-2768	476	1	171	171	NUM
cana-2768	476	2	-	-	SYM
cana-2768	476	3	199	199	NUM
cana-2768	476	4	.	.	PUNCT
cana-2768	477	1	[	[	X
cana-2768	477	2	16	16	NUM
cana-2768	477	3	]	]	X
cana-2768	477	4	mahmood	mahmood	PROPN
cana-2768	477	5	,	,	PUNCT
cana-2768	477	6	rafah	rafah	PROPN
cana-2768	477	7	kareem	kareem	PROPN
cana-2768	477	8	,	,	PUNCT
cana-2768	477	9	et	et	PROPN
cana-2768	477	10	al	al	PROPN
cana-2768	477	11	.	.	PUNCT
cana-2768	478	1	"	"	PUNCT
cana-2768	478	2	optimizing	optimize	VERB
cana-2768	478	3	network	network	NOUN
cana-2768	478	4	security	security	NOUN
cana-2768	478	5	with	with	ADP
cana-2768	478	6	machine	machine	NOUN
cana-2768	478	7	learning	learning	NOUN
cana-2768	478	8	and	and	CCONJ
cana-2768	478	9	multi	multi	ADJ
cana-2768	478	10	-	-	ADJ
cana-2768	478	11	factor	factor	NOUN
cana-2768	478	12	authentication	authentication	NOUN
cana-2768	478	13	for	for	ADP
cana-2768	478	14	enhanced	enhanced	ADJ
cana-2768	478	15	intrusion	intrusion	NOUN
cana-2768	478	16	detection	detection	NOUN
cana-2768	478	17	.	.	PUNCT
cana-2768	478	18	"	"	PUNCT
cana-2768	478	19	journal	journal	NOUN
cana-2768	478	20	of	of	ADP
cana-2768	478	21	robotics	robotic	NOUN
cana-2768	478	22	and	and	CCONJ
cana-2768	478	23	control	control	PROPN
cana-2768	478	24	(	(	PUNCT
cana-2768	478	25	jrc	jrc	PROPN
cana-2768	478	26	)	)	PUNCT
cana-2768	478	27	5.5	5.5	NUM
cana-2768	478	28	(	(	PUNCT
cana-2768	478	29	2024	2024	NUM
cana-2768	478	30	):	):	PUNCT
cana-2768	478	31	1502	1502	NUM
cana-2768	478	32	-	-	SYM
cana-2768	478	33	1524	1524	NUM
cana-2768	478	34	.	.	PUNCT
cana-2768	479	1	[	[	X
cana-2768	479	2	17	17	NUM
cana-2768	479	3	]	]	X
cana-2768	479	4	pathak	pathak	PROPN
cana-2768	479	5	,	,	PUNCT
cana-2768	479	6	juhi	juhi	PROPN
cana-2768	479	7	p.	p.	PROPN
cana-2768	479	8	,	,	PUNCT
cana-2768	479	9	kriti	kriti	PROPN
cana-2768	479	10	singh	singh	PROPN
cana-2768	479	11	,	,	PUNCT
cana-2768	479	12	and	and	CCONJ
cana-2768	479	13	swarnendu	swarnendu	PROPN
cana-2768	479	14	roy	roy	PROPN
cana-2768	479	15	.	.	PUNCT
cana-2768	480	1	"	"	PUNCT
cana-2768	480	2	role	role	NOUN
cana-2768	480	3	of	of	ADP
cana-2768	480	4	artificial	artificial	ADJ
cana-2768	480	5	intelligence	intelligence	NOUN
cana-2768	480	6	and	and	CCONJ
cana-2768	480	7	blockchain	blockchain	PROPN
cana-2768	480	8	on	on	ADP
cana-2768	480	9	cyber	cyber	PROPN
cana-2768	480	10	security	security	NOUN
cana-2768	480	11	:	:	PUNCT
cana-2768	480	12	a	a	DET
cana-2768	480	13	prisma	prisma	NOUN
cana-2768	480	14	-	-	PUNCT
cana-2768	480	15	compliant	compliant	ADJ
cana-2768	480	16	systematic	systematic	ADJ
cana-2768	480	17	literature	literature	PROPN
cana-2768	480	18	review	review	NOUN
cana-2768	480	19	.	.	PUNCT
cana-2768	480	20	"	"	PUNCT
cana-2768	481	1	data	datum	NOUN
cana-2768	481	2	visualization	visualization	NOUN
cana-2768	481	3	tools	tool	NOUN
cana-2768	481	4	for	for	ADP
cana-2768	481	5	business	business	NOUN
cana-2768	481	6	applications	application	NOUN
cana-2768	481	7	(	(	PUNCT
cana-2768	481	8	2025	2025	NUM
cana-2768	481	9	):	):	PUNCT
cana-2768	481	10	287	287	NUM
cana-2768	481	11	-	-	SYM
cana-2768	481	12	320	320	NUM
cana-2768	481	13	.	.	PUNCT
cana-2768	482	1	[	[	X
cana-2768	482	2	18	18	NUM
cana-2768	482	3	]	]	X
cana-2768	482	4	rane	rane	PROPN
cana-2768	482	5	,	,	PUNCT
cana-2768	482	6	n.	n.	PROPN
cana-2768	482	7	l.	l.	PROPN
cana-2768	482	8	,	,	PUNCT
cana-2768	482	9	et	et	PROPN
cana-2768	482	10	al	al	PROPN
cana-2768	482	11	.	.	PUNCT
cana-2768	482	12	"	"	PUNCT
cana-2768	482	13	emerging	emerge	VERB
cana-2768	482	14	trends	trend	NOUN
cana-2768	482	15	and	and	CCONJ
cana-2768	482	16	future	future	ADJ
cana-2768	482	17	research	research	NOUN
cana-2768	482	18	opportunities	opportunity	NOUN
cana-2768	482	19	in	in	ADP
cana-2768	482	20	artificial	artificial	ADJ
cana-2768	482	21	intelligence	intelligence	NOUN
cana-2768	482	22	,	,	PUNCT
cana-2768	482	23	machine	machine	NOUN
cana-2768	482	24	learning	learning	NOUN
cana-2768	482	25	,	,	PUNCT
cana-2768	482	26	and	and	CCONJ
cana-2768	482	27	deep	deep	ADJ
cana-2768	482	28	learning	learning	NOUN
cana-2768	482	29	.	.	PUNCT
cana-2768	482	30	"	"	PUNCT
cana-2768	483	1	artificial	artificial	ADJ
cana-2768	483	2	intelligence	intelligence	NOUN
cana-2768	483	3	and	and	CCONJ
cana-2768	483	4	industry	industry	NOUN
cana-2768	483	5	in	in	ADP
cana-2768	483	6	society	society	NOUN
cana-2768	483	7	5	5	NUM
cana-2768	483	8	(	(	PUNCT
cana-2768	483	9	2024	2024	NUM
cana-2768	483	10	):	):	PUNCT
cana-2768	483	11	2	2	NUM
cana-2768	483	12	-	-	SYM
cana-2768	483	13	96	96	NUM
cana-2768	483	14	.	.	PUNCT
cana-2768	484	1	[	[	X
cana-2768	484	2	19	19	NUM
cana-2768	484	3	]	]	X
cana-2768	484	4	edison	edison	PROPN
cana-2768	484	5	,	,	PUNCT
cana-2768	484	6	george	george	PROPN
cana-2768	484	7	.	.	PUNCT
cana-2768	484	8	"	"	PUNCT
cana-2768	484	9	developments	development	NOUN
cana-2768	484	10	in	in	ADP
cana-2768	484	11	artificial	artificial	ADJ
cana-2768	484	12	intelligence	intelligence	NOUN
cana-2768	484	13	for	for	ADP
cana-2768	484	14	petroleum	petroleum	NOUN
cana-2768	484	15	industry	industry	NOUN
cana-2768	484	16	fraud	fraud	NOUN
cana-2768	484	17	detection	detection	NOUN
cana-2768	484	18	:	:	PUNCT
cana-2768	484	19	an	an	DET
cana-2768	484	20	extensive	extensive	ADJ
cana-2768	484	21	analysis	analysis	NOUN
cana-2768	484	22	and	and	CCONJ
cana-2768	484	23	learnings	learning	NOUN
cana-2768	484	24	from	from	ADP
cana-2768	484	25	animal	animal	NOUN
cana-2768	484	26	behavior	behavior	NOUN
cana-2768	484	27	.	.	PUNCT
cana-2768	484	28	"	"	PUNCT
cana-2768	484	29	bullet	bullet	NOUN
cana-2768	484	30	:	:	PUNCT
cana-2768	484	31	jurnal	jurnal	ADJ
cana-2768	484	32	multidisiplin	multidisiplin	PROPN
cana-2768	484	33	ilmu	ilmu	PROPN
cana-2768	484	34	3.3	3.3	NUM
cana-2768	484	35	(	(	PUNCT
cana-2768	484	36	2024	2024	NUM
cana-2768	484	37	):	):	PUNCT
cana-2768	484	38	457	457	NUM
cana-2768	484	39	-	-	SYM
cana-2768	484	40	468	468	NUM
cana-2768	484	41	.	.	PUNCT
cana-2768	485	1	[	[	X
cana-2768	485	2	20	20	NUM
cana-2768	485	3	]	]	SYM
cana-2768	485	4	mahjabeen	mahjabeen	PROPN
cana-2768	485	5	,	,	PUNCT
cana-2768	485	6	farhana	farhana	PROPN
cana-2768	485	7	,	,	PUNCT
cana-2768	485	8	and	and	CCONJ
cana-2768	485	9	md	md	PROPN
cana-2768	485	10	aminul	aminul	PROPN
cana-2768	485	11	islam	islam	PROPN
cana-2768	485	12	.	.	PUNCT
cana-2768	486	1	"	"	PUNCT
cana-2768	486	2	ai	ai	VERB
cana-2768	486	3	-	-	PUNCT
cana-2768	486	4	driven	drive	VERB
cana-2768	486	5	sustainability	sustainability	NOUN
cana-2768	486	6	:	:	PUNCT
cana-2768	486	7	innovations	innovation	NOUN
cana-2768	486	8	in	in	ADP
cana-2768	486	9	healthcare	healthcare	NOUN
cana-2768	486	10	,	,	PUNCT
cana-2768	486	11	and	and	CCONJ
cana-2768	486	12	manufacturing	manufacturing	NOUN
cana-2768	486	13	.	.	PUNCT
cana-2768	486	14	"	"	PUNCT
cana-2768	487	1	journal	journal	NOUN
cana-2768	487	2	of	of	ADP
cana-2768	487	3	multidisciplinary	multidisciplinary	ADJ
cana-2768	487	4	research	research	NOUN
cana-2768	487	5	10.01	10.01	NUM
cana-2768	487	6	(	(	PUNCT
cana-2768	487	7	2024	2024	NUM
cana-2768	487	8	):	):	PUNCT
cana-2768	487	9	1	1	NUM
cana-2768	487	10	-	-	SYM
cana-2768	487	11	16	16	NUM
cana-2768	487	12	.	.	PUNCT
cana-2768	488	1	[	[	X
cana-2768	488	2	21	21	NUM
cana-2768	488	3	]	]	X
cana-2768	488	4	rane	rane	PROPN
cana-2768	488	5	,	,	PUNCT
cana-2768	488	6	nitin	nitin	PROPN
cana-2768	488	7	liladhar	liladhar	PROPN
cana-2768	488	8	,	,	PUNCT
cana-2768	488	9	ömer	ömer	PROPN
cana-2768	488	10	kaya	kaya	PROPN
cana-2768	488	11	,	,	PUNCT
cana-2768	488	12	and	and	CCONJ
cana-2768	488	13	jayesh	jayesh	PROPN
cana-2768	488	14	rane	rane	PROPN
cana-2768	488	15	.	.	PUNCT
cana-2768	489	1	artificial	artificial	ADJ
cana-2768	489	2	intelligence	intelligence	NOUN
cana-2768	489	3	,	,	PUNCT
cana-2768	489	4	machine	machine	NOUN
cana-2768	489	5	learning	learning	NOUN
cana-2768	489	6	,	,	PUNCT
cana-2768	489	7	and	and	CCONJ
cana-2768	489	8	deep	deep	ADJ
cana-2768	489	9	learning	learning	NOUN
cana-2768	489	10	for	for	ADP
cana-2768	489	11	sustainable	sustainable	ADJ
cana-2768	489	12	industry	industry	NOUN
cana-2768	489	13	5.0	5.0	NUM
cana-2768	489	14	.	.	PUNCT
cana-2768	490	1	deep	deep	ADJ
cana-2768	490	2	science	science	NOUN
cana-2768	490	3	publishing	publishing	NOUN
cana-2768	490	4	,	,	PUNCT
cana-2768	490	5	2024	2024	NUM
cana-2768	490	6	.	.	PUNCT
cana-2768	491	1	[	[	X
cana-2768	491	2	22	22	NUM
cana-2768	491	3	]	]	X
cana-2768	491	4	rane	rane	PROPN
cana-2768	491	5	,	,	PUNCT
cana-2768	491	6	n.	n.	PROPN
cana-2768	491	7	l.	l.	PROPN
cana-2768	491	8	,	,	PUNCT
cana-2768	491	9	o.	o.	PROPN
cana-2768	491	10	kaya	kaya	PROPN
cana-2768	491	11	,	,	PUNCT
cana-2768	491	12	and	and	CCONJ
cana-2768	491	13	j.	j.	PROPN
cana-2768	491	14	rane	rane	PROPN
cana-2768	491	15	.	.	PUNCT
cana-2768	492	1	"	"	PUNCT
cana-2768	492	2	artificial	artificial	ADJ
cana-2768	492	3	intelligence	intelligence	NOUN
cana-2768	492	4	,	,	PUNCT
cana-2768	492	5	machine	machine	NOUN
cana-2768	492	6	learning	learning	NOUN
cana-2768	492	7	,	,	PUNCT
cana-2768	492	8	and	and	CCONJ
cana-2768	492	9	deep	deep	ADJ
cana-2768	492	10	learning	learning	NOUN
cana-2768	492	11	applications	application	NOUN
cana-2768	492	12	in	in	ADP
cana-2768	492	13	smart	smart	ADJ
cana-2768	492	14	and	and	CCONJ
cana-2768	492	15	sustainable	sustainable	ADJ
cana-2768	492	16	industry	industry	NOUN
cana-2768	492	17	transformation	transformation	NOUN
cana-2768	492	18	.	.	PUNCT
cana-2768	492	19	"	"	PUNCT
cana-2768	493	1	artificial	artificial	ADJ
cana-2768	493	2	intelligence	intelligence	NOUN
cana-2768	493	3	,	,	PUNCT
cana-2768	493	4	machine	machine	NOUN
cana-2768	493	5	learning	learning	NOUN
cana-2768	493	6	,	,	PUNCT
cana-2768	493	7	and	and	CCONJ
cana-2768	493	8	deep	deep	ADJ
cana-2768	493	9	learning	learning	NOUN
cana-2768	493	10	for	for	ADP
cana-2768	493	11	sustainable	sustainable	ADJ
cana-2768	493	12	industry	industry	NOUN
cana-2768	493	13	5	5	NUM
cana-2768	493	14	(	(	PUNCT
cana-2768	493	15	2024	2024	NUM
cana-2768	493	16	):	):	PUNCT
cana-2768	493	17	2	2	NUM
cana-2768	493	18	-	-	SYM
cana-2768	493	19	29	29	NUM
cana-2768	493	20	.	.	PUNCT
cana-2768	494	1	[	[	X
cana-2768	494	2	23	23	NUM
cana-2768	494	3	]	]	X
cana-2768	494	4	ijiga	ijiga	ADV
cana-2768	494	5	,	,	PUNCT
cana-2768	494	6	amina	amina	PROPN
cana-2768	494	7	catherine	catherine	PROPN
cana-2768	494	8	,	,	PUNCT
cana-2768	494	9	et	et	PROPN
cana-2768	494	10	al	al	PROPN
cana-2768	494	11	.	.	PUNCT
cana-2768	495	1	"	"	PUNCT
cana-2768	495	2	advanced	advanced	ADJ
cana-2768	495	3	surveillance	surveillance	NOUN
cana-2768	495	4	and	and	CCONJ
cana-2768	495	5	detection	detection	NOUN
cana-2768	495	6	systems	system	NOUN
cana-2768	495	7	using	use	VERB
cana-2768	495	8	deep	deep	ADJ
cana-2768	495	9	learning	learning	NOUN
cana-2768	495	10	to	to	PART
cana-2768	495	11	combat	combat	VERB
cana-2768	495	12	human	human	ADJ
cana-2768	495	13	trafficking	trafficking	NOUN
cana-2768	495	14	.	.	PUNCT
cana-2768	495	15	"	"	PUNCT
cana-2768	496	1	magna	magna	PROPN
cana-2768	496	2	scientia	scientia	PROPN
cana-2768	496	3	advanced	advanced	PROPN
cana-2768	496	4	research	research	NOUN
cana-2768	496	5	and	and	CCONJ
cana-2768	496	6	reviews	review	NOUN
cana-2768	496	7	11.01	11.01	NUM
cana-2768	496	8	(	(	PUNCT
cana-2768	496	9	2024	2024	NUM
cana-2768	496	10	):	):	PUNCT
cana-2768	496	11	267	267	NUM
cana-2768	496	12	-	-	SYM
cana-2768	496	13	286	286	NUM
cana-2768	496	14	.	.	PUNCT
cana-2768	497	1	[	[	X
cana-2768	497	2	24	24	NUM
cana-2768	497	3	]	]	SYM
cana-2768	497	4	purwanto	purwanto	NOUN
cana-2768	497	5	,	,	PUNCT
cana-2768	497	6	ahmad	ahmad	PROPN
cana-2768	497	7	nur	nur	VERB
cana-2768	497	8	ihsan	ihsan	ADJ
cana-2768	497	9	,	,	PUNCT
cana-2768	497	10	and	and	CCONJ
cana-2768	497	11	athaya	athaya	PROPN
cana-2768	497	12	abdan	abdan	PROPN
cana-2768	497	13	hanif	hanif	PROPN
cana-2768	497	14	.	.	PUNCT
cana-2768	498	1	"	"	PUNCT
cana-2768	498	2	strategic	strategic	ADJ
cana-2768	498	3	synergy	synergy	NOUN
cana-2768	498	4	:	:	PUNCT
cana-2768	498	5	integrating	integrate	VERB
cana-2768	498	6	business	business	NOUN
cana-2768	498	7	management	management	NOUN
cana-2768	498	8	with	with	ADP
cana-2768	498	9	computer	computer	NOUN
cana-2768	498	10	science	science	NOUN
cana-2768	498	11	for	for	ADP
cana-2768	498	12	competitive	competitive	ADJ
cana-2768	498	13	advantage	advantage	NOUN
cana-2768	498	14	.	.	PUNCT
cana-2768	498	15	"	"	PUNCT
cana-2768	499	1	techcomp	techcomp	PROPN
cana-2768	499	2	innovations	innovation	NOUN
cana-2768	499	3	:	:	PUNCT
cana-2768	499	4	journal	journal	NOUN
cana-2768	499	5	of	of	ADP
cana-2768	499	6	computer	computer	NOUN
cana-2768	499	7	science	science	NOUN
cana-2768	499	8	and	and	CCONJ
cana-2768	499	9	technology	technology	NOUN
cana-2768	499	10	1.1	1.1	NUM
cana-2768	499	11	(	(	PUNCT
cana-2768	499	12	2024	2024	NUM
cana-2768	499	13	):	):	PUNCT
cana-2768	499	14	10	10	NUM
cana-2768	499	15	-	-	SYM
cana-2768	499	16	18	18	NUM
cana-2768	499	17	.	.	PUNCT