id	sid	tid	token	lemma	pos
issue-2859	1	1	baltic	baltic	PROPN
issue-2859	1	2	journal	journal	PROPN
issue-2859	1	3	of	of	ADP
issue-2859	1	4	economic	economic	ADJ
issue-2859	1	5	studies	study	NOUN
issue-2859	1	6	273	273	NUM
issue-2859	1	7	vol	vol	NOUN
issue-2859	1	8	.	.	PUNCT
issue-2859	2	1	11	11	NUM
issue-2859	2	2	no	no	NOUN
issue-2859	2	3	.	.	NOUN
issue-2859	2	4	2	2	NUM
issue-2859	2	5	,	,	PUNCT
issue-2859	2	6	2025	2025	NUM
issue-2859	2	7	this	this	PRON
issue-2859	2	8	is	be	AUX
issue-2859	2	9	an	an	DET
issue-2859	2	10	open	open	ADJ
issue-2859	2	11	access	access	NOUN
issue-2859	2	12	article	article	NOUN
issue-2859	2	13	,	,	PUNCT
issue-2859	2	14	distributed	distribute	VERB
issue-2859	2	15	under	under	ADP
issue-2859	2	16	the	the	DET
issue-2859	2	17	terms	term	NOUN
issue-2859	2	18	of	of	ADP
issue-2859	2	19	the	the	DET
issue-2859	2	20	creative	creative	ADJ
issue-2859	2	21	commons	common	NOUN
issue-2859	2	22	attribution	attribution	NOUN
issue-2859	2	23	cc	cc	VERB
issue-2859	2	24	by	by	ADP
issue-2859	2	25	4.0	4.0	NUM
issue-2859	2	26	1	1	NUM
issue-2859	2	27	lviv	lviv	PROPN
issue-2859	2	28	state	state	PROPN
issue-2859	2	29	university	university	PROPN
issue-2859	2	30	of	of	ADP
issue-2859	2	31	life	life	NOUN
issue-2859	2	32	safety	safety	NOUN
issue-2859	2	33	,	,	PUNCT
issue-2859	2	34	ukraine	ukraine	NOUN
issue-2859	2	35	orcid	orcid	NOUN
issue-2859	2	36	:	:	PUNCT
issue-2859	2	37	https://orcid.org/0000-0003-2651-4918	https://orcid.org/0000-0003-2651-4918	NOUN
issue-2859	2	38	2	2	NUM
issue-2859	2	39	lviv	lviv	PROPN
issue-2859	2	40	state	state	PROPN
issue-2859	2	41	university	university	PROPN
issue-2859	2	42	of	of	ADP
issue-2859	2	43	life	life	NOUN
issue-2859	2	44	safety	safety	NOUN
issue-2859	2	45	,	,	PUNCT
issue-2859	2	46	ukraine	ukraine	NOUN
issue-2859	2	47	(	(	PUNCT
issue-2859	2	48	corresponding	correspond	VERB
issue-2859	2	49	author	author	NOUN
issue-2859	2	50	)	)	PUNCT
issue-2859	3	1	e	e	NOUN
issue-2859	3	2	-	-	NOUN
issue-2859	3	3	mail	mail	NOUN
issue-2859	3	4	:	:	PUNCT
issue-2859	3	5	y.demianchuk@gmail.com	y.demianchuk@gmail.com	X
issue-2859	3	6	orcid	orcid	NOUN
issue-2859	3	7	:	:	PUNCT
issue-2859	3	8	https://orcid.org/0000-0001-8722-5568	https://orcid.org/0000-0001-8722-5568	PROPN
issue-2859	4	1	3	3	NUM
issue-2859	4	2	taras	taras	PROPN
issue-2859	4	3	shevchenko	shevchenko	PROPN
issue-2859	4	4	national	national	PROPN
issue-2859	4	5	university	university	PROPN
issue-2859	4	6	of	of	ADP
issue-2859	4	7	kyiv	kyiv	PROPN
issue-2859	4	8	,	,	PUNCT
issue-2859	4	9	ukraine	ukraine	ADJ
issue-2859	4	10	e	e	NOUN
issue-2859	4	11	-	-	NOUN
issue-2859	4	12	mail	mail	NOUN
issue-2859	4	13	:	:	PUNCT
issue-2859	4	14	v.v.savitska@gmail.com	v.v.savitska@gmail.com	X
issue-2859	4	15	orcid	orcid	NOUN
issue-2859	4	16	:	:	PUNCT
issue-2859	5	1	https://orcid.org/0000-0002-1403-125x	https://orcid.org/0000-0002-1403-125x	PUNCT
issue-2859	5	2	doi	doi	NOUN
issue-2859	5	3	:	:	PUNCT
issue-2859	5	4	https://doi.org/10.30525/2256-0742/2025-11-2-273-286	https://doi.org/10.30525/2256-0742/2025-11-2-273-286	ADJ
issue-2859	5	5	integrative	integrative	ADJ
issue-2859	5	6	approach	approach	NOUN
issue-2859	5	7	to	to	ADP
issue-2859	5	8	the	the	DET
issue-2859	5	9	analysis	analysis	NOUN
issue-2859	5	10	,	,	PUNCT
issue-2859	5	11	modeling	modeling	NOUN
issue-2859	5	12	,	,	PUNCT
issue-2859	5	13	and	and	CCONJ
issue-2859	5	14	ensuring	ensure	VERB
issue-2859	5	15	cyber	cyber	ADJ
issue-2859	5	16	security	security	NOUN
issue-2859	5	17	of	of	ADP
issue-2859	5	18	critical	critical	ADJ
issue-2859	5	19	information	information	NOUN
issue-2859	5	20	infrastructure	infrastructure	NOUN
issue-2859	5	21	under	under	ADP
issue-2859	5	22	modern	modern	ADJ
issue-2859	5	23	threats	threat	NOUN
issue-2859	5	24	valentyna	valentyna	NOUN
issue-2859	5	25	yashchuk1	yashchuk1	PROPN
issue-2859	5	26	,	,	PUNCT
issue-2859	5	27	yulia	yulia	PROPN
issue-2859	5	28	demyanchuk2	demyanchuk2	PROPN
issue-2859	5	29	,	,	PUNCT
issue-2859	5	30	victoria	victoria	PROPN
issue-2859	5	31	savitska3	savitska3	NOUN
issue-2859	5	32	abstract	abstract	ADJ
issue-2859	5	33	.	.	PUNCT
issue-2859	6	1	the	the	DET
issue-2859	6	2	present	present	ADJ
issue-2859	6	3	study	study	NOUN
issue-2859	6	4	explores	explore	VERB
issue-2859	6	5	contemporary	contemporary	ADJ
issue-2859	6	6	approaches	approach	NOUN
issue-2859	6	7	to	to	ADP
issue-2859	6	8	the	the	DET
issue-2859	6	9	analysis	analysis	NOUN
issue-2859	6	10	,	,	PUNCT
issue-2859	6	11	modelling	modelling	NOUN
issue-2859	6	12	and	and	CCONJ
issue-2859	6	13	assurance	assurance	NOUN
issue-2859	6	14	of	of	ADP
issue-2859	6	15	cyber	cyber	ADJ
issue-2859	6	16	security	security	NOUN
issue-2859	6	17	of	of	ADP
issue-2859	6	18	critical	critical	ADJ
issue-2859	6	19	information	information	NOUN
issue-2859	6	20	infrastructure	infrastructure	NOUN
issue-2859	6	21	in	in	ADP
issue-2859	6	22	the	the	DET
issue-2859	6	23	face	face	NOUN
issue-2859	6	24	of	of	ADP
issue-2859	6	25	modern	modern	ADJ
issue-2859	6	26	threats	threat	NOUN
issue-2859	6	27	.	.	PUNCT
issue-2859	7	1	this	this	DET
issue-2859	7	2	text	text	NOUN
issue-2859	7	3	focuses	focus	VERB
issue-2859	7	4	on	on	ADP
issue-2859	7	5	the	the	DET
issue-2859	7	6	utilisation	utilisation	NOUN
issue-2859	7	7	of	of	ADP
issue-2859	7	8	intelligent	intelligent	ADJ
issue-2859	7	9	methods	method	NOUN
issue-2859	7	10	and	and	CCONJ
issue-2859	7	11	advanced	advanced	ADJ
issue-2859	7	12	technologies	technology	NOUN
issue-2859	7	13	for	for	ADP
issue-2859	7	14	the	the	DET
issue-2859	7	15	protection	protection	NOUN
issue-2859	7	16	of	of	ADP
issue-2859	7	17	critical	critical	ADJ
issue-2859	7	18	information	information	NOUN
issue-2859	7	19	infrastructure	infrastructure	NOUN
issue-2859	7	20	(	(	PUNCT
issue-2859	7	21	cii	cii	PROPN
issue-2859	7	22	)	)	PUNCT
issue-2859	7	23	.	.	PUNCT
issue-2859	8	1	the	the	DET
issue-2859	8	2	objective	objective	NOUN
issue-2859	8	3	of	of	ADP
issue-2859	8	4	the	the	DET
issue-2859	8	5	present	present	ADJ
issue-2859	8	6	study	study	NOUN
issue-2859	8	7	is	be	AUX
issue-2859	8	8	to	to	PART
issue-2859	8	9	employ	employ	VERB
issue-2859	8	10	an	an	DET
issue-2859	8	11	integrative	integrative	ADJ
issue-2859	8	12	approach	approach	NOUN
issue-2859	8	13	to	to	ADP
issue-2859	8	14	analysing	analyse	VERB
issue-2859	8	15	,	,	PUNCT
issue-2859	8	16	modelling	modelling	NOUN
issue-2859	8	17	,	,	PUNCT
issue-2859	8	18	and	and	CCONJ
issue-2859	8	19	ensuring	ensure	VERB
issue-2859	8	20	the	the	DET
issue-2859	8	21	cyber	cyber	ADJ
issue-2859	8	22	security	security	NOUN
issue-2859	8	23	of	of	ADP
issue-2859	8	24	cii	cii	PROPN
issue-2859	8	25	in	in	ADP
issue-2859	8	26	the	the	DET
issue-2859	8	27	face	face	NOUN
issue-2859	8	28	of	of	ADP
issue-2859	8	29	contemporary	contemporary	ADJ
issue-2859	8	30	threats	threat	NOUN
issue-2859	8	31	.	.	PUNCT
issue-2859	9	1	the	the	DET
issue-2859	9	2	methodological	methodological	ADJ
issue-2859	9	3	foundation	foundation	NOUN
issue-2859	9	4	of	of	ADP
issue-2859	9	5	the	the	DET
issue-2859	9	6	study	study	NOUN
issue-2859	9	7	is	be	AUX
issue-2859	9	8	a	a	DET
issue-2859	9	9	comprehensive	comprehensive	ADJ
issue-2859	9	10	analysis	analysis	NOUN
issue-2859	9	11	of	of	ADP
issue-2859	9	12	scientific	scientific	ADJ
issue-2859	9	13	literature	literature	NOUN
issue-2859	9	14	dedicated	dedicate	VERB
issue-2859	9	15	to	to	ADP
issue-2859	9	16	the	the	DET
issue-2859	9	17	application	application	NOUN
issue-2859	9	18	of	of	ADP
issue-2859	9	19	intelligent	intelligent	ADJ
issue-2859	9	20	methods	method	NOUN
issue-2859	9	21	and	and	CCONJ
issue-2859	9	22	technologies	technology	NOUN
issue-2859	9	23	for	for	ADP
issue-2859	9	24	the	the	DET
issue-2859	9	25	protection	protection	NOUN
issue-2859	9	26	of	of	ADP
issue-2859	9	27	cii	cii	PROPN
issue-2859	9	28	.	.	PUNCT
issue-2859	10	1	this	this	PRON
issue-2859	10	2	includes	include	VERB
issue-2859	10	3	both	both	PRON
issue-2859	10	4	fundamental	fundamental	ADJ
issue-2859	10	5	theoretical	theoretical	ADJ
issue-2859	10	6	developments	development	NOUN
issue-2859	10	7	and	and	CCONJ
issue-2859	10	8	practical	practical	ADJ
issue-2859	10	9	aspects	aspect	NOUN
issue-2859	10	10	of	of	ADP
issue-2859	10	11	implementing	implement	VERB
issue-2859	10	12	modern	modern	ADJ
issue-2859	10	13	cyber	cyber	NOUN
issue-2859	10	14	security	security	NOUN
issue-2859	10	15	approaches	approach	NOUN
issue-2859	10	16	,	,	PUNCT
issue-2859	10	17	as	as	ADV
issue-2859	10	18	well	well	ADV
issue-2859	10	19	as	as	ADP
issue-2859	10	20	experimental	experimental	ADJ
issue-2859	10	21	modelling	modelling	NOUN
issue-2859	10	22	of	of	ADP
issue-2859	10	23	fraud	fraud	NOUN
issue-2859	10	24	detection	detection	NOUN
issue-2859	10	25	processes	process	NOUN
issue-2859	10	26	in	in	ADP
issue-2859	10	27	the	the	DET
issue-2859	10	28	cii	cii	PROPN
issue-2859	10	29	of	of	ADP
issue-2859	10	30	the	the	DET
issue-2859	10	31	financial	financial	ADJ
issue-2859	10	32	sector	sector	NOUN
issue-2859	10	33	.	.	PUNCT
issue-2859	11	1	this	this	DET
issue-2859	11	2	modelling	modelling	NOUN
issue-2859	11	3	was	be	AUX
issue-2859	11	4	conducted	conduct	VERB
issue-2859	11	5	by	by	ADP
issue-2859	11	6	the	the	DET
issue-2859	11	7	authors	author	NOUN
issue-2859	11	8	using	use	VERB
issue-2859	11	9	artificial	artificial	ADJ
issue-2859	11	10	intelligence	intelligence	NOUN
issue-2859	11	11	(	(	PUNCT
issue-2859	11	12	ai	ai	NOUN
issue-2859	11	13	)	)	PUNCT
issue-2859	11	14	methods	method	NOUN
issue-2859	11	15	.	.	PUNCT
issue-2859	12	1	a	a	DET
issue-2859	12	2	comparative	comparative	ADJ
issue-2859	12	3	analysis	analysis	NOUN
issue-2859	12	4	of	of	ADP
issue-2859	12	5	concepts	concept	NOUN
issue-2859	12	6	proposed	propose	VERB
issue-2859	12	7	by	by	ADP
issue-2859	12	8	modern	modern	ADJ
issue-2859	12	9	researchers	researcher	NOUN
issue-2859	12	10	is	be	AUX
issue-2859	12	11	given	give	VERB
issue-2859	12	12	particular	particular	ADJ
issue-2859	12	13	emphasis	emphasis	NOUN
issue-2859	12	14	,	,	PUNCT
issue-2859	12	15	with	with	ADP
issue-2859	12	16	the	the	DET
issue-2859	12	17	objective	objective	NOUN
issue-2859	12	18	of	of	ADP
issue-2859	12	19	identifying	identify	VERB
issue-2859	12	20	the	the	DET
issue-2859	12	21	main	main	ADJ
issue-2859	12	22	trends	trend	NOUN
issue-2859	12	23	,	,	PUNCT
issue-2859	12	24	development	development	NOUN
issue-2859	12	25	prospects	prospect	NOUN
issue-2859	12	26	,	,	PUNCT
issue-2859	12	27	and	and	CCONJ
issue-2859	12	28	potential	potential	ADJ
issue-2859	12	29	areas	area	NOUN
issue-2859	12	30	for	for	ADP
issue-2859	12	31	improving	improve	VERB
issue-2859	12	32	existing	exist	VERB
issue-2859	12	33	cii	cii	PROPN
issue-2859	12	34	protection	protection	NOUN
issue-2859	12	35	systems	system	NOUN
issue-2859	12	36	.	.	PUNCT
issue-2859	13	1	in	in	ADP
issue-2859	13	2	relation	relation	NOUN
issue-2859	13	3	to	to	ADP
issue-2859	13	4	the	the	DET
issue-2859	13	5	outcomes	outcome	NOUN
issue-2859	13	6	of	of	ADP
issue-2859	13	7	the	the	DET
issue-2859	13	8	extension	extension	NOUN
issue-2859	13	9	of	of	ADP
issue-2859	13	10	scientific	scientific	ADJ
issue-2859	13	11	sources	source	NOUN
issue-2859	13	12	,	,	PUNCT
issue-2859	13	13	it	it	PRON
issue-2859	13	14	was	be	AUX
issue-2859	13	15	determined	determine	VERB
issue-2859	13	16	that	that	SCONJ
issue-2859	13	17	intelligent	intelligent	ADJ
issue-2859	13	18	methodologies	methodology	NOUN
issue-2859	13	19	founded	found	VERB
issue-2859	13	20	on	on	ADP
issue-2859	13	21	machine	machine	NOUN
issue-2859	13	22	learning	learning	NOUN
issue-2859	13	23	and	and	CCONJ
issue-2859	13	24	ai	ai	AUX
issue-2859	13	25	represent	represent	VERB
issue-2859	13	26	pivotal	pivotal	ADJ
issue-2859	13	27	technologies	technology	NOUN
issue-2859	13	28	for	for	ADP
issue-2859	13	29	the	the	DET
issue-2859	13	30	effective	effective	ADJ
issue-2859	13	31	safeguarding	safeguarding	NOUN
issue-2859	13	32	of	of	ADP
issue-2859	13	33	critical	critical	ADJ
issue-2859	13	34	infrastructure	infrastructure	NOUN
issue-2859	13	35	within	within	ADP
issue-2859	13	36	the	the	DET
issue-2859	13	37	financial	financial	ADJ
issue-2859	13	38	sector	sector	NOUN
issue-2859	13	39	against	against	ADP
issue-2859	13	40	contemporary	contemporary	ADJ
issue-2859	13	41	cyberattacks	cyberattack	NOUN
issue-2859	13	42	and	and	CCONJ
issue-2859	13	43	security	security	NOUN
issue-2859	13	44	threats	threat	NOUN
issue-2859	13	45	.	.	PUNCT
issue-2859	14	1	the	the	DET
issue-2859	14	2	results	result	NOUN
issue-2859	14	3	of	of	ADP
issue-2859	14	4	the	the	DET
issue-2859	14	5	modelling	modelling	NOUN
issue-2859	14	6	of	of	ADP
issue-2859	14	7	fraud	fraud	NOUN
issue-2859	14	8	detection	detection	NOUN
issue-2859	14	9	processes	process	NOUN
issue-2859	14	10	in	in	ADP
issue-2859	14	11	the	the	DET
issue-2859	14	12	cii	cii	PROPN
issue-2859	14	13	of	of	ADP
issue-2859	14	14	the	the	DET
issue-2859	14	15	financial	financial	ADJ
issue-2859	14	16	sector	sector	NOUN
issue-2859	14	17	of	of	ADP
issue-2859	14	18	the	the	DET
issue-2859	14	19	economy	economy	NOUN
issue-2859	14	20	allow	allow	VERB
issue-2859	14	21	an	an	DET
issue-2859	14	22	assessment	assessment	NOUN
issue-2859	14	23	of	of	ADP
issue-2859	14	24	the	the	DET
issue-2859	14	25	effectiveness	effectiveness	NOUN
issue-2859	14	26	of	of	ADP
issue-2859	14	27	the	the	DET
issue-2859	14	28	methods	method	NOUN
issue-2859	14	29	used	use	VERB
issue-2859	14	30	,	,	PUNCT
issue-2859	14	31	determination	determination	NOUN
issue-2859	14	32	of	of	ADP
issue-2859	14	33	their	their	PRON
issue-2859	14	34	advantages	advantage	NOUN
issue-2859	14	35	and	and	CCONJ
issue-2859	14	36	limitations	limitation	NOUN
issue-2859	14	37	,	,	PUNCT
issue-2859	14	38	and	and	CCONJ
issue-2859	14	39	formulation	formulation	NOUN
issue-2859	14	40	of	of	ADP
issue-2859	14	41	recommendations	recommendation	NOUN
issue-2859	14	42	for	for	ADP
issue-2859	14	43	further	further	ADJ
issue-2859	14	44	improvement	improvement	NOUN
issue-2859	14	45	of	of	ADP
issue-2859	14	46	cyber	cyber	NOUN
issue-2859	14	47	protection	protection	NOUN
issue-2859	14	48	systems	system	NOUN
issue-2859	14	49	for	for	ADP
issue-2859	14	50	the	the	DET
issue-2859	14	51	cii	cii	PROPN
issue-2859	14	52	of	of	ADP
issue-2859	14	53	the	the	DET
issue-2859	14	54	financial	financial	ADJ
issue-2859	14	55	sector	sector	NOUN
issue-2859	14	56	of	of	ADP
issue-2859	14	57	the	the	DET
issue-2859	14	58	economy	economy	NOUN
issue-2859	14	59	.	.	PUNCT
issue-2859	15	1	the	the	DET
issue-2859	15	2	employment	employment	NOUN
issue-2859	15	3	of	of	ADP
issue-2859	15	4	an	an	DET
issue-2859	15	5	integrative	integrative	ADJ
issue-2859	15	6	approach	approach	NOUN
issue-2859	15	7	,	,	PUNCT
issue-2859	15	8	encompassing	encompass	VERB
issue-2859	15	9	threat	threat	NOUN
issue-2859	15	10	analysis	analysis	NOUN
issue-2859	15	11	,	,	PUNCT
issue-2859	15	12	simulation	simulation	NOUN
issue-2859	15	13	modelling	modelling	NOUN
issue-2859	15	14	,	,	PUNCT
issue-2859	15	15	artificial	artificial	ADJ
issue-2859	15	16	intelligence	intelligence	NOUN
issue-2859	15	17	,	,	PUNCT
issue-2859	15	18	and	and	CCONJ
issue-2859	15	19	contemporary	contemporary	ADJ
issue-2859	15	20	cyber	cyber	NOUN
issue-2859	15	21	defence	defence	NOUN
issue-2859	15	22	technologies	technology	NOUN
issue-2859	15	23	,	,	PUNCT
issue-2859	15	24	facilitates	facilitate	VERB
issue-2859	15	25	the	the	DET
issue-2859	15	26	enhancement	enhancement	NOUN
issue-2859	15	27	of	of	ADP
issue-2859	15	28	the	the	DET
issue-2859	15	29	security	security	NOUN
issue-2859	15	30	of	of	ADP
issue-2859	15	31	critical	critical	ADJ
issue-2859	15	32	infrastructure	infrastructure	NOUN
issue-2859	15	33	and	and	CCONJ
issue-2859	15	34	the	the	DET
issue-2859	15	35	effective	effective	ADJ
issue-2859	15	36	response	response	NOUN
issue-2859	15	37	to	to	PART
issue-2859	15	38	emergent	emergent	VERB
issue-2859	15	39	threats	threat	NOUN
issue-2859	15	40	.	.	PUNCT
issue-2859	16	1	the	the	DET
issue-2859	16	2	proposed	propose	VERB
issue-2859	16	3	solutions	solution	NOUN
issue-2859	16	4	have	have	VERB
issue-2859	16	5	the	the	DET
issue-2859	16	6	potential	potential	NOUN
issue-2859	16	7	to	to	PART
issue-2859	16	8	facilitate	facilitate	VERB
issue-2859	16	9	the	the	DET
issue-2859	16	10	development	development	NOUN
issue-2859	16	11	of	of	ADP
issue-2859	16	12	highly	highly	ADV
issue-2859	16	13	effective	effective	ADJ
issue-2859	16	14	cyber	cyber	NOUN
issue-2859	16	15	defence	defence	NOUN
issue-2859	16	16	systems	system	NOUN
issue-2859	16	17	in	in	ADP
issue-2859	16	18	various	various	ADJ
issue-2859	16	19	critical	critical	ADJ
issue-2859	16	20	infrastructure	infrastructure	NOUN
issue-2859	16	21	industries	industry	NOUN
issue-2859	16	22	,	,	PUNCT
issue-2859	16	23	including	include	VERB
issue-2859	16	24	the	the	DET
issue-2859	16	25	financial	financial	ADJ
issue-2859	16	26	,	,	PUNCT
issue-2859	16	27	energy	energy	NOUN
issue-2859	16	28	,	,	PUNCT
issue-2859	16	29	and	and	CCONJ
issue-2859	16	30	government	government	NOUN
issue-2859	16	31	sectors	sector	NOUN
issue-2859	16	32	.	.	PUNCT
issue-2859	17	1	keywords	keyword	NOUN
issue-2859	17	2	:	:	PUNCT
issue-2859	17	3	critical	critical	ADJ
issue-2859	17	4	information	information	NOUN
issue-2859	17	5	infrastructure	infrastructure	NOUN
issue-2859	17	6	,	,	PUNCT
issue-2859	17	7	cyber	cyber	ADJ
issue-2859	17	8	security	security	NOUN
issue-2859	17	9	,	,	PUNCT
issue-2859	17	10	information	information	NOUN
issue-2859	17	11	security	security	NOUN
issue-2859	17	12	,	,	PUNCT
issue-2859	17	13	intelligent	intelligent	ADJ
issue-2859	17	14	learning	learning	NOUN
issue-2859	17	15	methods	method	NOUN
issue-2859	17	16	,	,	PUNCT
issue-2859	17	17	artificial	artificial	ADJ
issue-2859	17	18	intelligence	intelligence	NOUN
issue-2859	17	19	,	,	PUNCT
issue-2859	17	20	machine	machine	NOUN
issue-2859	17	21	learning	learning	NOUN
issue-2859	17	22	,	,	PUNCT
issue-2859	17	23	neural	neural	ADJ
issue-2859	17	24	networks	network	NOUN
issue-2859	17	25	.	.	PUNCT
issue-2859	18	1	jel	jel	PROPN
issue-2859	18	2	classification	classification	NOUN
issue-2859	18	3	:	:	PUNCT
issue-2859	18	4	o18	o18	ADJ
issue-2859	18	5	,	,	PUNCT
issue-2859	18	6	f52	f52	NOUN
issue-2859	18	7	1	1	X
issue-2859	18	8	.	.	PUNCT
issue-2859	18	9	introduction	introduction	NOUN
issue-2859	18	10	the	the	DET
issue-2859	18	11	critical	critical	ADJ
issue-2859	18	12	information	information	NOUN
issue-2859	18	13	infrastructure	infrastructure	NOUN
issue-2859	18	14	is	be	AUX
issue-2859	18	15	the	the	DET
issue-2859	18	16	basis	basis	NOUN
issue-2859	18	17	for	for	ADP
issue-2859	18	18	the	the	DET
issue-2859	18	19	functioning	functioning	NOUN
issue-2859	18	20	of	of	ADP
issue-2859	18	21	modern	modern	ADJ
issue-2859	18	22	government	government	NOUN
issue-2859	18	23	,	,	PUNCT
issue-2859	18	24	industrial	industrial	ADJ
issue-2859	18	25	and	and	CCONJ
issue-2859	18	26	financial	financial	ADJ
issue-2859	18	27	systems	system	NOUN
issue-2859	18	28	.	.	PUNCT
issue-2859	19	1	the	the	DET
issue-2859	19	2	perpetual	perpetual	ADJ
issue-2859	19	3	escalation	escalation	NOUN
issue-2859	19	4	in	in	ADP
issue-2859	19	5	the	the	DET
issue-2859	19	6	intricacy	intricacy	ADJ
issue-2859	19	7	and	and	CCONJ
issue-2859	19	8	magnitude	magnitude	NOUN
issue-2859	19	9	of	of	ADP
issue-2859	19	10	cyberattacks	cyberattack	NOUN
issue-2859	19	11	necessitates	necessitate	VERB
issue-2859	19	12	the	the	DET
issue-2859	19	13	formulation	formulation	NOUN
issue-2859	19	14	and	and	CCONJ
issue-2859	19	15	execution	execution	NOUN
issue-2859	19	16	of	of	ADP
issue-2859	19	17	efficacious	efficacious	ADJ
issue-2859	19	18	protective	protective	ADJ
issue-2859	19	19	measures	measure	NOUN
issue-2859	19	20	.	.	PUNCT
issue-2859	20	1	in	in	ADP
issue-2859	20	2	this	this	DET
issue-2859	20	3	regard	regard	NOUN
issue-2859	20	4	,	,	PUNCT
issue-2859	20	5	intelligent	intelligent	ADJ
issue-2859	20	6	methods	method	NOUN
issue-2859	20	7	,	,	PUNCT
issue-2859	20	8	such	such	ADJ
issue-2859	20	9	as	as	ADP
issue-2859	20	10	machine	machine	NOUN
issue-2859	20	11	learning	learning	NOUN
issue-2859	20	12	,	,	PUNCT
issue-2859	20	13	ai	ai	VERB
issue-2859	20	14	,	,	PUNCT
issue-2859	20	15	and	and	CCONJ
issue-2859	20	16	computational	computational	ADJ
issue-2859	20	17	intelligence	intelligence	NOUN
issue-2859	20	18	,	,	PUNCT
issue-2859	20	19	which	which	PRON
issue-2859	20	20	allow	allow	VERB
issue-2859	20	21	for	for	ADP
issue-2859	20	22	the	the	DET
issue-2859	20	23	automation	automation	NOUN
issue-2859	20	24	of	of	ADP
issue-2859	20	25	monitoring	monitoring	NOUN
issue-2859	20	26	,	,	PUNCT
issue-2859	20	27	detection	detection	NOUN
issue-2859	20	28	,	,	PUNCT
issue-2859	20	29	and	and	CCONJ
issue-2859	20	30	response	response	NOUN
issue-2859	20	31	to	to	ADP
issue-2859	20	32	threats	threat	NOUN
issue-2859	20	33	,	,	PUNCT
issue-2859	20	34	are	be	AUX
issue-2859	20	35	of	of	ADP
issue-2859	20	36	particular	particular	ADJ
issue-2859	20	37	interest	interest	NOUN
issue-2859	20	38	.	.	PUNCT
issue-2859	21	1	the	the	DET
issue-2859	21	2	cii	cii	PROPN
issue-2859	21	3	of	of	ADP
issue-2859	21	4	the	the	DET
issue-2859	21	5	financial	financial	ADJ
issue-2859	21	6	sector	sector	NOUN
issue-2859	21	7	plays	play	VERB
issue-2859	21	8	a	a	DET
issue-2859	21	9	pivotal	pivotal	ADJ
issue-2859	21	10	role	role	NOUN
issue-2859	21	11	in	in	ADP
issue-2859	21	12	ensuring	ensure	VERB
issue-2859	21	13	the	the	DET
issue-2859	21	14	stable	stable	ADJ
issue-2859	21	15	functioning	functioning	NOUN
issue-2859	21	16	of	of	ADP
issue-2859	21	17	economic	economic	ADJ
issue-2859	21	18	systems	system	NOUN
issue-2859	21	19	and	and	CCONJ
issue-2859	21	20	the	the	DET
issue-2859	21	21	financial	financial	ADJ
issue-2859	21	22	stability	stability	NOUN
issue-2859	21	23	of	of	ADP
issue-2859	21	24	states	state	NOUN
issue-2859	21	25	.	.	PUNCT
issue-2859	22	1	it	it	PRON
issue-2859	22	2	is	be	AUX
issue-2859	22	3	an	an	DET
issue-2859	22	4	irrefutable	irrefutable	ADJ
issue-2859	22	5	fact	fact	NOUN
issue-2859	22	6	that	that	SCONJ
issue-2859	22	7	the	the	DET
issue-2859	22	8	disruption	disruption	NOUN
issue-2859	22	9	of	of	ADP
issue-2859	22	10	the	the	DET
issue-2859	22	11	operation	operation	NOUN
issue-2859	22	12	of	of	ADP
issue-2859	22	13	banking	banking	NOUN
issue-2859	22	14	systems	system	NOUN
issue-2859	22	15	,	,	PUNCT
issue-2859	22	16	payment	payment	NOUN
issue-2859	22	17	services	service	NOUN
issue-2859	22	18	,	,	PUNCT
issue-2859	22	19	stock	stock	NOUN
issue-2859	22	20	exchanges	exchange	NOUN
issue-2859	22	21	and	and	CCONJ
issue-2859	22	22	baltic	baltic	ADJ
issue-2859	22	23	journal	journal	NOUN
issue-2859	22	24	of	of	ADP
issue-2859	22	25	economic	economic	ADJ
issue-2859	22	26	studies	study	NOUN
issue-2859	22	27	274	274	NUM
issue-2859	22	28	vol	vol	NOUN
issue-2859	22	29	.	.	PUNCT
issue-2859	22	30	11	11	NUM
issue-2859	23	1	no	no	NOUN
issue-2859	23	2	.	.	NOUN
issue-2859	23	3	2	2	NUM
issue-2859	23	4	,	,	PUNCT
issue-2859	23	5	2025	2025	NUM
issue-2859	23	6	other	other	ADJ
issue-2859	23	7	financial	financial	ADJ
issue-2859	23	8	organisations	organisation	NOUN
issue-2859	23	9	can	can	AUX
issue-2859	23	10	have	have	VERB
issue-2859	23	11	catastrophic	catastrophic	ADJ
issue-2859	23	12	consequences	consequence	NOUN
issue-2859	23	13	for	for	ADP
issue-2859	23	14	societal	societal	ADJ
issue-2859	23	15	well	well	NOUN
issue-2859	23	16	-	-	PUNCT
issue-2859	23	17	being	being	NOUN
issue-2859	23	18	.	.	PUNCT
issue-2859	24	1	concurrently	concurrently	ADV
issue-2859	24	2	,	,	PUNCT
issue-2859	24	3	the	the	DET
issue-2859	24	4	accelerating	accelerate	VERB
issue-2859	24	5	digital	digital	ADJ
issue-2859	24	6	transformation	transformation	NOUN
issue-2859	24	7	of	of	ADP
issue-2859	24	8	the	the	DET
issue-2859	24	9	financial	financial	ADJ
issue-2859	24	10	sector	sector	NOUN
issue-2859	24	11	and	and	CCONJ
issue-2859	24	12	the	the	DET
issue-2859	24	13	pervasive	pervasive	ADJ
issue-2859	24	14	implementation	implementation	NOUN
issue-2859	24	15	of	of	ADP
issue-2859	24	16	advanced	advanced	ADJ
issue-2859	24	17	technologies	technology	NOUN
issue-2859	24	18	are	be	AUX
issue-2859	24	19	generating	generate	VERB
issue-2859	24	20	novel	novel	ADJ
issue-2859	24	21	vulnerabilities	vulnerability	NOUN
issue-2859	24	22	for	for	ADP
issue-2859	24	23	cyber	cyber	NOUN
issue-2859	24	24	threats	threat	NOUN
issue-2859	24	25	.	.	PUNCT
issue-2859	25	1	modern	modern	ADJ
issue-2859	25	2	cyberattacks	cyberattack	NOUN
issue-2859	25	3	are	be	AUX
issue-2859	25	4	becoming	become	VERB
issue-2859	25	5	increasingly	increasingly	ADV
issue-2859	25	6	sophisticated	sophisticated	ADJ
issue-2859	25	7	.	.	PUNCT
issue-2859	26	1	they	they	PRON
issue-2859	26	2	employ	employ	VERB
issue-2859	26	3	methods	method	NOUN
issue-2859	26	4	such	such	ADJ
issue-2859	26	5	as	as	ADP
issue-2859	26	6	social	social	ADJ
issue-2859	26	7	engineering	engineering	NOUN
issue-2859	26	8	,	,	PUNCT
issue-2859	26	9	the	the	DET
issue-2859	26	10	exploitation	exploitation	NOUN
issue-2859	26	11	of	of	ADP
issue-2859	26	12	unknown	unknown	ADJ
issue-2859	26	13	zero	zero	NUM
issue-2859	26	14	-	-	PUNCT
issue-2859	26	15	day	day	NOUN
issue-2859	26	16	vulnerabilities	vulnerability	NOUN
issue-2859	26	17	,	,	PUNCT
issue-2859	26	18	distributed	distribute	VERB
issue-2859	26	19	botnets	botnet	NOUN
issue-2859	26	20	and	and	CCONJ
issue-2859	26	21	automated	automate	VERB
issue-2859	26	22	network	network	NOUN
issue-2859	26	23	scanning	scanning	NOUN
issue-2859	26	24	tools	tool	NOUN
issue-2859	26	25	.	.	PUNCT
issue-2859	27	1	traditional	traditional	ADJ
issue-2859	27	2	defence	defence	NOUN
issue-2859	27	3	mechanisms	mechanism	NOUN
issue-2859	27	4	based	base	VERB
issue-2859	27	5	on	on	ADP
issue-2859	27	6	signature	signature	NOUN
issue-2859	27	7	analysis	analysis	NOUN
issue-2859	27	8	and	and	CCONJ
issue-2859	27	9	rule	rule	NOUN
issue-2859	27	10	-	-	PUNCT
issue-2859	27	11	based	base	VERB
issue-2859	27	12	systems	system	NOUN
issue-2859	27	13	are	be	AUX
issue-2859	27	14	often	often	ADV
issue-2859	27	15	ineffective	ineffective	ADJ
issue-2859	27	16	against	against	ADP
issue-2859	27	17	new	new	ADJ
issue-2859	27	18	,	,	PUNCT
issue-2859	27	19	previously	previously	ADV
issue-2859	27	20	unknown	unknown	ADJ
issue-2859	27	21	threats	threat	NOUN
issue-2859	27	22	.	.	PUNCT
issue-2859	28	1	this	this	PRON
issue-2859	28	2	creates	create	VERB
issue-2859	28	3	an	an	DET
issue-2859	28	4	urgent	urgent	ADJ
issue-2859	28	5	need	need	NOUN
issue-2859	28	6	for	for	ADP
issue-2859	28	7	more	more	ADV
issue-2859	28	8	flexible	flexible	ADJ
issue-2859	28	9	and	and	CCONJ
issue-2859	28	10	intelligent	intelligent	ADJ
issue-2859	28	11	cyber	cyber	NOUN
issue-2859	28	12	security	security	NOUN
issue-2859	28	13	systems	system	NOUN
issue-2859	28	14	.	.	PUNCT
issue-2859	29	1	the	the	DET
issue-2859	29	2	advent	advent	NOUN
issue-2859	29	3	of	of	ADP
issue-2859	29	4	artificial	artificial	ADJ
issue-2859	29	5	intelligence	intelligence	NOUN
issue-2859	29	6	(	(	PUNCT
issue-2859	29	7	ai	ai	NOUN
issue-2859	29	8	)	)	PUNCT
issue-2859	29	9	,	,	PUNCT
issue-2859	29	10	machine	machine	NOUN
issue-2859	29	11	learning	learning	NOUN
issue-2859	29	12	,	,	PUNCT
issue-2859	29	13	and	and	CCONJ
issue-2859	29	14	data	datum	NOUN
issue-2859	29	15	mining	mining	NOUN
issue-2859	29	16	techniques	technique	NOUN
issue-2859	29	17	has	have	AUX
issue-2859	29	18	engendered	engender	VERB
issue-2859	29	19	a	a	DET
issue-2859	29	20	paradigm	paradigm	NOUN
issue-2859	29	21	shift	shift	NOUN
issue-2859	29	22	in	in	ADP
issue-2859	29	23	the	the	DET
issue-2859	29	24	realm	realm	NOUN
issue-2859	29	25	of	of	ADP
issue-2859	29	26	safeguarding	safeguard	VERB
issue-2859	29	27	critical	critical	ADJ
issue-2859	29	28	infrastructure	infrastructure	NOUN
issue-2859	29	29	within	within	ADP
issue-2859	29	30	the	the	DET
issue-2859	29	31	financial	financial	ADJ
issue-2859	29	32	sector	sector	NOUN
issue-2859	29	33	.	.	PUNCT
issue-2859	30	1	these	these	DET
issue-2859	30	2	technologies	technology	NOUN
issue-2859	30	3	facilitate	facilitate	VERB
issue-2859	30	4	the	the	DET
issue-2859	30	5	automated	automate	VERB
issue-2859	30	6	detection	detection	NOUN
issue-2859	30	7	of	of	ADP
issue-2859	30	8	anomalies	anomaly	NOUN
issue-2859	30	9	and	and	CCONJ
issue-2859	30	10	indicators	indicator	NOUN
issue-2859	30	11	of	of	ADP
issue-2859	30	12	cyberattacks	cyberattack	NOUN
issue-2859	30	13	within	within	ADP
issue-2859	30	14	substantial	substantial	ADJ
issue-2859	30	15	,	,	PUNCT
issue-2859	30	16	heterogeneous	heterogeneous	ADJ
issue-2859	30	17	data	data	NOUN
issue-2859	30	18	sets	set	NOUN
issue-2859	30	19	.	.	PUNCT
issue-2859	31	1	they	they	PRON
issue-2859	31	2	enable	enable	VERB
issue-2859	31	3	the	the	DET
issue-2859	31	4	identification	identification	NOUN
issue-2859	31	5	of	of	ADP
issue-2859	31	6	intricate	intricate	ADJ
issue-2859	31	7	patterns	pattern	NOUN
issue-2859	31	8	,	,	PUNCT
issue-2859	31	9	the	the	DET
issue-2859	31	10	construction	construction	NOUN
issue-2859	31	11	of	of	ADP
issue-2859	31	12	predictive	predictive	ADJ
issue-2859	31	13	models	model	NOUN
issue-2859	31	14	of	of	ADP
issue-2859	31	15	cyberattacks	cyberattack	NOUN
issue-2859	31	16	,	,	PUNCT
issue-2859	31	17	and	and	CCONJ
issue-2859	31	18	the	the	DET
issue-2859	31	19	dynamic	dynamic	ADJ
issue-2859	31	20	adaptation	adaptation	NOUN
issue-2859	31	21	to	to	ADP
issue-2859	31	22	threats	threat	NOUN
issue-2859	31	23	that	that	PRON
issue-2859	31	24	are	be	AUX
issue-2859	31	25	in	in	ADP
issue-2859	31	26	constant	constant	ADJ
issue-2859	31	27	flux	flux	NOUN
issue-2859	31	28	.	.	PUNCT
issue-2859	32	1	intelligent	intelligent	ADJ
issue-2859	32	2	methods	method	NOUN
issue-2859	32	3	have	have	VERB
issue-2859	32	4	the	the	DET
issue-2859	32	5	capacity	capacity	NOUN
issue-2859	32	6	to	to	PART
issue-2859	32	7	process	process	VERB
issue-2859	32	8	various	various	ADJ
issue-2859	32	9	types	type	NOUN
issue-2859	32	10	of	of	ADP
issue-2859	32	11	cyber	cyber	PROPN
issue-2859	32	12	data	datum	NOUN
issue-2859	32	13	,	,	PUNCT
issue-2859	32	14	including	include	VERB
issue-2859	32	15	network	network	NOUN
issue-2859	32	16	traffic	traffic	NOUN
issue-2859	32	17	,	,	PUNCT
issue-2859	32	18	event	event	NOUN
issue-2859	32	19	logs	log	NOUN
issue-2859	32	20	,	,	PUNCT
issue-2859	32	21	equipment	equipment	NOUN
issue-2859	32	22	telemetry	telemetry	NOUN
issue-2859	32	23	,	,	PUNCT
issue-2859	32	24	siem	siem	NOUN
issue-2859	32	25	system	system	NOUN
issue-2859	32	26	data	data	PROPN
issue-2859	32	27	,	,	PUNCT
issue-2859	32	28	information	information	NOUN
issue-2859	32	29	from	from	ADP
issue-2859	32	30	open	open	ADJ
issue-2859	32	31	sources	source	NOUN
issue-2859	32	32	,	,	PUNCT
issue-2859	32	33	and	and	CCONJ
issue-2859	32	34	much	much	ADV
issue-2859	32	35	more	more	ADJ
issue-2859	32	36	.	.	PUNCT
issue-2859	33	1	in	in	ADP
issue-2859	33	2	their	their	PRON
issue-2859	33	3	research	research	NOUN
issue-2859	33	4	,	,	PUNCT
issue-2859	33	5	scholars	scholar	NOUN
issue-2859	33	6	employ	employ	VERB
issue-2859	33	7	a	a	DET
issue-2859	33	8	range	range	NOUN
issue-2859	33	9	of	of	ADP
issue-2859	33	10	advanced	advanced	ADJ
issue-2859	33	11	deep	deep	ADJ
issue-2859	33	12	learning	learning	NOUN
issue-2859	33	13	technologies	technology	NOUN
issue-2859	33	14	,	,	PUNCT
issue-2859	33	15	including	include	VERB
issue-2859	33	16	convolutional	convolutional	ADJ
issue-2859	33	17	and	and	CCONJ
issue-2859	33	18	recurrent	recurrent	ADJ
issue-2859	33	19	neural	neural	ADJ
issue-2859	33	20	networks	network	NOUN
issue-2859	33	21	,	,	PUNCT
issue-2859	33	22	transformers	transformer	NOUN
issue-2859	33	23	,	,	PUNCT
issue-2859	33	24	generative	generative	ADJ
issue-2859	33	25	adversarial	adversarial	ADJ
issue-2859	33	26	networks	network	NOUN
issue-2859	33	27	,	,	PUNCT
issue-2859	33	28	clustering	clustering	ADJ
issue-2859	33	29	methods	method	NOUN
issue-2859	33	30	,	,	PUNCT
issue-2859	33	31	and	and	CCONJ
issue-2859	33	32	visual	visual	ADJ
issue-2859	33	33	analytics	analytic	NOUN
issue-2859	33	34	.	.	PUNCT
issue-2859	34	1	this	this	PRON
issue-2859	34	2	facilitates	facilitate	VERB
issue-2859	34	3	the	the	DET
issue-2859	34	4	development	development	NOUN
issue-2859	34	5	of	of	ADP
issue-2859	34	6	nextgeneration	nextgeneration	NOUN
issue-2859	34	7	comprehensive	comprehensive	ADJ
issue-2859	34	8	solutions	solution	NOUN
issue-2859	34	9	for	for	ADP
issue-2859	34	10	intrusion	intrusion	NOUN
issue-2859	34	11	detection	detection	NOUN
issue-2859	34	12	,	,	PUNCT
issue-2859	34	13	intelligent	intelligent	ADJ
issue-2859	34	14	monitoring	monitoring	NOUN
issue-2859	34	15	,	,	PUNCT
issue-2859	34	16	and	and	CCONJ
issue-2859	34	17	active	active	ADJ
issue-2859	34	18	protection	protection	NOUN
issue-2859	34	19	of	of	ADP
issue-2859	34	20	critical	critical	ADJ
issue-2859	34	21	systems	system	NOUN
issue-2859	34	22	.	.	PUNCT
issue-2859	35	1	a	a	DET
issue-2859	35	2	thorough	thorough	ADJ
issue-2859	35	3	analysis	analysis	NOUN
issue-2859	35	4	of	of	ADP
issue-2859	35	5	contemporary	contemporary	ADJ
issue-2859	35	6	scientific	scientific	ADJ
issue-2859	35	7	publications	publication	NOUN
issue-2859	35	8	reveals	reveal	VERB
issue-2859	35	9	several	several	ADJ
issue-2859	35	10	key	key	ADJ
issue-2859	35	11	directions	direction	NOUN
issue-2859	35	12	in	in	ADP
issue-2859	35	13	the	the	DET
issue-2859	35	14	integration	integration	NOUN
issue-2859	35	15	of	of	ADP
issue-2859	35	16	intelligent	intelligent	ADJ
issue-2859	35	17	methods	method	NOUN
issue-2859	35	18	into	into	ADP
issue-2859	35	19	cii	cii	PROPN
issue-2859	35	20	protection	protection	PROPN
issue-2859	35	21	systems	system	NOUN
issue-2859	35	22	.	.	PUNCT
issue-2859	36	1	the	the	DET
issue-2859	36	2	following	follow	VERB
issue-2859	36	3	list	list	NOUN
issue-2859	36	4	enumerates	enumerate	VERB
issue-2859	36	5	the	the	DET
issue-2859	36	6	aforementioned	aforementioned	ADJ
issue-2859	36	7	topics	topic	NOUN
issue-2859	36	8	:	:	PUNCT
issue-2859	36	9	the	the	DET
issue-2859	36	10	utilisation	utilisation	NOUN
issue-2859	36	11	of	of	ADP
issue-2859	36	12	machine	machine	NOUN
issue-2859	36	13	learning	learn	VERB
issue-2859	36	14	techniques	technique	NOUN
issue-2859	36	15	for	for	ADP
issue-2859	36	16	the	the	DET
issue-2859	36	17	analysis	analysis	NOUN
issue-2859	36	18	of	of	ADP
issue-2859	36	19	cyber	cyber	NOUN
issue-2859	36	20	threats	threat	NOUN
issue-2859	36	21	;	;	PUNCT
issue-2859	36	22	intelligent	intelligent	ADJ
issue-2859	36	23	systems	system	NOUN
issue-2859	36	24	for	for	ADP
issue-2859	36	25	the	the	DET
issue-2859	36	26	analysis	analysis	NOUN
issue-2859	36	27	of	of	ADP
issue-2859	36	28	logs	log	NOUN
issue-2859	36	29	and	and	CCONJ
issue-2859	36	30	user	user	NOUN
issue-2859	36	31	behaviour	behaviour	NOUN
issue-2859	36	32	;	;	PUNCT
issue-2859	36	33	the	the	DET
issue-2859	36	34	integration	integration	NOUN
issue-2859	36	35	of	of	ADP
issue-2859	36	36	deep	deep	ADJ
issue-2859	36	37	learning	learning	NOUN
issue-2859	36	38	into	into	ADP
issue-2859	36	39	cyber	cyber	ADJ
issue-2859	36	40	security	security	NOUN
issue-2859	36	41	systems	system	NOUN
issue-2859	36	42	;	;	PUNCT
issue-2859	36	43	the	the	DET
issue-2859	36	44	automation	automation	NOUN
issue-2859	36	45	of	of	ADP
issue-2859	36	46	incident	incident	NOUN
issue-2859	36	47	response	response	NOUN
issue-2859	36	48	;	;	PUNCT
issue-2859	36	49	and	and	CCONJ
issue-2859	36	50	the	the	DET
issue-2859	36	51	use	use	NOUN
issue-2859	36	52	of	of	ADP
issue-2859	36	53	ai	ai	VERB
issue-2859	36	54	for	for	ADP
issue-2859	36	55	threat	threat	NOUN
issue-2859	36	56	analysis	analysis	NOUN
issue-2859	36	57	in	in	ADP
issue-2859	36	58	the	the	DET
issue-2859	36	59	financial	financial	ADJ
issue-2859	36	60	sector	sector	NOUN
issue-2859	36	61	(	(	PUNCT
issue-2859	36	62	sontan	sontan	PROPN
issue-2859	36	63	,	,	PUNCT
issue-2859	36	64	segun	segun	VERB
issue-2859	36	65	,	,	PUNCT
issue-2859	36	66	2024	2024	NUM
issue-2859	36	67	;	;	PUNCT
issue-2859	36	68	fotiadou	fotiadou	PROPN
issue-2859	36	69	,	,	PUNCT
issue-2859	36	70	velivassaki	velivassaki	ADJ
issue-2859	36	71	,	,	PUNCT
issue-2859	36	72	2021	2021	NUM
issue-2859	36	73	;	;	PUNCT
issue-2859	36	74	gnatyuk	gnatyuk	NOUN
issue-2859	36	75	,	,	PUNCT
issue-2859	36	76	sydorenko	sydorenko	PROPN
issue-2859	36	77	,	,	PUNCT
issue-2859	36	78	2024	2024	NUM
issue-2859	36	79	;	;	PUNCT
issue-2859	36	80	vegesna	vegesna	NOUN
issue-2859	36	81	,	,	PUNCT
issue-2859	36	82	2024	2024	NUM
issue-2859	36	83	;	;	PUNCT
issue-2859	36	84	selim	selim	PROPN
issue-2859	36	85	,	,	PUNCT
issue-2859	36	86	2021	2021	NUM
issue-2859	36	87	;	;	PUNCT
issue-2859	36	88	kerimkhulle	kerimkhulle	PROPN
issue-2859	36	89	,	,	PUNCT
issue-2859	36	90	dildebayeva	dildebayeva	PROPN
issue-2859	36	91	,	,	PUNCT
issue-2859	36	92	2023	2023	NUM
issue-2859	36	93	;	;	PUNCT
issue-2859	36	94	pinto	pinto	NOUN
issue-2859	36	95	et	et	PROPN
issue-2859	36	96	al	al	PROPN
issue-2859	36	97	.	.	PROPN
issue-2859	36	98	,	,	PUNCT
issue-2859	36	99	2023	2023	NUM
issue-2859	36	100	)	)	PUNCT
issue-2859	36	101	.	.	PUNCT
issue-2859	37	1	a	a	DET
issue-2859	37	2	review	review	NOUN
issue-2859	37	3	of	of	ADP
issue-2859	37	4	contemporary	contemporary	ADJ
issue-2859	37	5	research	research	NOUN
issue-2859	37	6	has	have	AUX
issue-2859	37	7	revealed	reveal	VERB
issue-2859	37	8	that	that	SCONJ
issue-2859	37	9	the	the	DET
issue-2859	37	10	integration	integration	NOUN
issue-2859	37	11	of	of	ADP
issue-2859	37	12	intelligent	intelligent	ADJ
issue-2859	37	13	methods	method	NOUN
issue-2859	37	14	into	into	ADP
issue-2859	37	15	cii	cii	PROPN
issue-2859	37	16	protection	protection	NOUN
issue-2859	37	17	systems	system	NOUN
issue-2859	37	18	is	be	AUX
issue-2859	37	19	an	an	DET
issue-2859	37	20	effective	effective	ADJ
issue-2859	37	21	means	mean	NOUN
issue-2859	37	22	of	of	ADP
issue-2859	37	23	enhancing	enhance	VERB
issue-2859	37	24	security	security	NOUN
issue-2859	37	25	levels	level	NOUN
issue-2859	37	26	.	.	PUNCT
issue-2859	38	1	nevertheless	nevertheless	ADV
issue-2859	38	2	,	,	PUNCT
issue-2859	38	3	there	there	PRON
issue-2859	38	4	are	be	VERB
issue-2859	38	5	several	several	ADJ
issue-2859	38	6	challenges	challenge	NOUN
issue-2859	38	7	that	that	PRON
issue-2859	38	8	still	still	ADV
issue-2859	38	9	need	need	VERB
issue-2859	38	10	to	to	PART
issue-2859	38	11	be	be	AUX
issue-2859	38	12	addressed	address	VERB
issue-2859	38	13	,	,	PUNCT
issue-2859	38	14	including	include	VERB
issue-2859	38	15	the	the	DET
issue-2859	38	16	explainability	explainability	NOUN
issue-2859	38	17	of	of	ADP
issue-2859	38	18	ai	ai	PROPN
issue-2859	38	19	system	system	NOUN
issue-2859	38	20	decisions	decision	NOUN
issue-2859	38	21	,	,	PUNCT
issue-2859	38	22	the	the	DET
issue-2859	38	23	risk	risk	NOUN
issue-2859	38	24	of	of	ADP
issue-2859	38	25	false	false	ADJ
issue-2859	38	26	positives	positive	NOUN
issue-2859	38	27	,	,	PUNCT
issue-2859	38	28	and	and	CCONJ
issue-2859	38	29	the	the	DET
issue-2859	38	30	necessity	necessity	NOUN
issue-2859	38	31	to	to	PART
issue-2859	38	32	adapt	adapt	VERB
issue-2859	38	33	algorithms	algorithm	NOUN
issue-2859	38	34	to	to	ADP
issue-2859	38	35	new	new	ADJ
issue-2859	38	36	types	type	NOUN
issue-2859	38	37	of	of	ADP
issue-2859	38	38	attacks	attack	NOUN
issue-2859	38	39	.	.	PUNCT
issue-2859	39	1	concurrently	concurrently	ADV
issue-2859	39	2	,	,	PUNCT
issue-2859	39	3	there	there	PRON
issue-2859	39	4	is	be	VERB
issue-2859	39	5	an	an	DET
issue-2859	39	6	ongoing	ongoing	ADJ
issue-2859	39	7	need	need	NOUN
issue-2859	39	8	for	for	ADP
issue-2859	39	9	further	further	ADJ
issue-2859	39	10	research	research	NOUN
issue-2859	39	11	on	on	ADP
issue-2859	39	12	issues	issue	NOUN
issue-2859	39	13	related	relate	VERB
issue-2859	39	14	to	to	ADP
issue-2859	39	15	the	the	DET
issue-2859	39	16	improvement	improvement	NOUN
issue-2859	39	17	of	of	ADP
issue-2859	39	18	self	self	NOUN
issue-2859	39	19	-	-	PUNCT
issue-2859	39	20	learning	learn	VERB
issue-2859	39	21	algorithms	algorithm	NOUN
issue-2859	39	22	,	,	PUNCT
issue-2859	39	23	the	the	DET
issue-2859	39	24	development	development	NOUN
issue-2859	39	25	of	of	ADP
issue-2859	39	26	hybrid	hybrid	ADJ
issue-2859	39	27	approaches	approach	NOUN
issue-2859	39	28	that	that	PRON
issue-2859	39	29	combine	combine	VERB
issue-2859	39	30	traditional	traditional	ADJ
issue-2859	39	31	security	security	NOUN
issue-2859	39	32	methods	method	NOUN
issue-2859	39	33	with	with	ADP
issue-2859	39	34	intelligent	intelligent	ADJ
issue-2859	39	35	technologies	technology	NOUN
issue-2859	39	36	,	,	PUNCT
issue-2859	39	37	and	and	CCONJ
issue-2859	39	38	the	the	DET
issue-2859	39	39	increasing	increase	VERB
issue-2859	39	40	transparency	transparency	NOUN
issue-2859	39	41	and	and	CCONJ
issue-2859	39	42	trust	trust	NOUN
issue-2859	39	43	in	in	ADP
issue-2859	39	44	ai	ai	ADJ
issue-2859	39	45	-	-	PUNCT
issue-2859	39	46	driven	drive	VERB
issue-2859	39	47	solutions	solution	NOUN
issue-2859	39	48	in	in	ADP
issue-2859	39	49	the	the	DET
issue-2859	39	50	field	field	NOUN
issue-2859	39	51	of	of	ADP
issue-2859	39	52	cyber	cyber	ADJ
issue-2859	39	53	security	security	NOUN
issue-2859	39	54	.	.	PUNCT
issue-2859	40	1	thus	thus	ADV
issue-2859	40	2	,	,	PUNCT
issue-2859	40	3	integrating	integrate	VERB
issue-2859	40	4	intelligent	intelligent	ADJ
issue-2859	40	5	methods	method	NOUN
issue-2859	40	6	into	into	ADP
issue-2859	40	7	cii	cii	PROPN
issue-2859	40	8	protection	protection	NOUN
issue-2859	40	9	systems	system	NOUN
issue-2859	40	10	is	be	AUX
issue-2859	40	11	a	a	DET
issue-2859	40	12	relevant	relevant	ADJ
issue-2859	40	13	area	area	NOUN
issue-2859	40	14	of	of	ADP
issue-2859	40	15	research	research	NOUN
issue-2859	40	16	with	with	ADP
issue-2859	40	17	significant	significant	ADJ
issue-2859	40	18	potential	potential	NOUN
issue-2859	40	19	for	for	ADP
issue-2859	40	20	further	further	ADJ
issue-2859	40	21	development	development	NOUN
issue-2859	40	22	and	and	CCONJ
issue-2859	40	23	practical	practical	ADJ
issue-2859	40	24	implementation	implementation	NOUN
issue-2859	40	25	in	in	ADP
issue-2859	40	26	various	various	ADJ
issue-2859	40	27	economic	economic	ADJ
issue-2859	40	28	and	and	CCONJ
issue-2859	40	29	administrative	administrative	ADJ
issue-2859	40	30	sectors	sector	NOUN
issue-2859	40	31	.	.	PUNCT
issue-2859	41	1	the	the	DET
issue-2859	41	2	problems	problem	NOUN
issue-2859	41	3	listed	list	VERB
issue-2859	41	4	above	above	ADV
issue-2859	41	5	and	and	CCONJ
issue-2859	41	6	their	their	PRON
issue-2859	41	7	relevance	relevance	NOUN
issue-2859	41	8	informed	inform	VERB
issue-2859	41	9	the	the	DET
issue-2859	41	10	selection	selection	NOUN
issue-2859	41	11	of	of	ADP
issue-2859	41	12	the	the	DET
issue-2859	41	13	article	article	NOUN
issue-2859	41	14	's	's	PART
issue-2859	41	15	topic	topic	NOUN
issue-2859	41	16	,	,	PUNCT
issue-2859	41	17	as	as	ADV
issue-2859	41	18	well	well	ADV
issue-2859	41	19	as	as	ADP
issue-2859	41	20	its	its	PRON
issue-2859	41	21	goals	goal	NOUN
issue-2859	41	22	and	and	CCONJ
issue-2859	41	23	objectives	objective	NOUN
issue-2859	41	24	.	.	PUNCT
issue-2859	42	1	the	the	DET
issue-2859	42	2	aim	aim	NOUN
issue-2859	42	3	is	be	AUX
issue-2859	42	4	to	to	PART
issue-2859	42	5	explore	explore	VERB
issue-2859	42	6	the	the	DET
issue-2859	42	7	application	application	NOUN
issue-2859	42	8	of	of	ADP
issue-2859	42	9	intelligent	intelligent	ADJ
issue-2859	42	10	methods	method	NOUN
issue-2859	42	11	and	and	CCONJ
issue-2859	42	12	technologies	technology	NOUN
issue-2859	42	13	for	for	ADP
issue-2859	42	14	protecting	protect	VERB
issue-2859	42	15	cii	cii	PROPN
issue-2859	42	16	,	,	PUNCT
issue-2859	42	17	and	and	CCONJ
issue-2859	42	18	the	the	DET
issue-2859	42	19	methodological	methodological	ADJ
issue-2859	42	20	approaches	approach	NOUN
issue-2859	42	21	involved	involve	VERB
issue-2859	42	22	.	.	PUNCT
issue-2859	43	1	this	this	PRON
issue-2859	43	2	encompasses	encompass	VERB
issue-2859	43	3	fundamental	fundamental	ADJ
issue-2859	43	4	theoretical	theoretical	ADJ
issue-2859	43	5	developments	development	NOUN
issue-2859	43	6	and	and	CCONJ
issue-2859	43	7	the	the	DET
issue-2859	43	8	practical	practical	ADJ
issue-2859	43	9	implementation	implementation	NOUN
issue-2859	43	10	of	of	ADP
issue-2859	43	11	modern	modern	ADJ
issue-2859	43	12	cyber	cyber	NOUN
issue-2859	43	13	security	security	NOUN
issue-2859	43	14	approaches	approach	NOUN
issue-2859	43	15	.	.	PUNCT
issue-2859	44	1	these	these	DET
issue-2859	44	2	approaches	approach	NOUN
issue-2859	44	3	form	form	VERB
issue-2859	44	4	the	the	DET
issue-2859	44	5	basis	basis	NOUN
issue-2859	44	6	for	for	ADP
issue-2859	44	7	optimising	optimise	VERB
issue-2859	44	8	experimental	experimental	ADJ
issue-2859	44	9	modelling	modelling	NOUN
issue-2859	44	10	processes	process	NOUN
issue-2859	44	11	for	for	ADP
issue-2859	44	12	detecting	detect	VERB
issue-2859	44	13	fraud	fraud	NOUN
issue-2859	44	14	within	within	ADP
issue-2859	44	15	the	the	DET
issue-2859	44	16	cii	cii	PROPN
issue-2859	44	17	of	of	ADP
issue-2859	44	18	the	the	DET
issue-2859	44	19	financial	financial	ADJ
issue-2859	44	20	sector	sector	NOUN
issue-2859	44	21	using	use	VERB
issue-2859	44	22	ai	ai	VERB
issue-2859	44	23	.	.	PUNCT
issue-2859	45	1	in	in	ADP
issue-2859	45	2	order	order	NOUN
issue-2859	45	3	to	to	PART
issue-2859	45	4	achieve	achieve	VERB
issue-2859	45	5	the	the	DET
issue-2859	45	6	stated	state	VERB
issue-2859	45	7	goal	goal	NOUN
issue-2859	45	8	,	,	PUNCT
issue-2859	45	9	the	the	DET
issue-2859	45	10	study	study	NOUN
issue-2859	45	11	will	will	AUX
issue-2859	45	12	identify	identify	VERB
issue-2859	45	13	and	and	CCONJ
issue-2859	45	14	address	address	VERB
issue-2859	45	15	the	the	DET
issue-2859	45	16	following	following	ADJ
issue-2859	45	17	objectives	objective	NOUN
issue-2859	45	18	:	:	PUNCT
issue-2859	45	19	1	1	X
issue-2859	45	20	)	)	PUNCT
issue-2859	45	21	to	to	PART
issue-2859	45	22	investigate	investigate	VERB
issue-2859	45	23	existing	exist	VERB
issue-2859	45	24	intelligent	intelligent	ADJ
issue-2859	45	25	methods	method	NOUN
issue-2859	45	26	based	base	VERB
issue-2859	45	27	on	on	ADP
issue-2859	45	28	machine	machine	NOUN
issue-2859	45	29	learning	learning	NOUN
issue-2859	45	30	and	and	CCONJ
issue-2859	45	31	ai	ai	VERB
issue-2859	45	32	as	as	ADP
issue-2859	45	33	key	key	ADJ
issue-2859	45	34	technologies	technology	NOUN
issue-2859	45	35	for	for	ADP
issue-2859	45	36	effectively	effectively	ADV
issue-2859	45	37	protecting	protect	VERB
issue-2859	45	38	critical	critical	ADJ
issue-2859	45	39	information	information	NOUN
issue-2859	45	40	infrastructure	infrastructure	NOUN
issue-2859	45	41	against	against	ADP
issue-2859	45	42	modern	modern	ADJ
issue-2859	45	43	cyberattacks	cyberattack	NOUN
issue-2859	45	44	and	and	CCONJ
issue-2859	45	45	security	security	NOUN
issue-2859	45	46	threats	threat	NOUN
issue-2859	45	47	;	;	PUNCT
issue-2859	45	48	2	2	X
issue-2859	45	49	)	)	PUNCT
issue-2859	45	50	to	to	PART
issue-2859	45	51	conduct	conduct	VERB
issue-2859	45	52	research	research	NOUN
issue-2859	45	53	using	use	VERB
issue-2859	45	54	machine	machine	NOUN
issue-2859	45	55	or	or	CCONJ
issue-2859	45	56	deep	deep	ADJ
issue-2859	45	57	learning	learning	NOUN
issue-2859	45	58	methods	method	NOUN
issue-2859	45	59	to	to	PART
issue-2859	45	60	enable	enable	VERB
issue-2859	45	61	the	the	DET
issue-2859	45	62	detection	detection	NOUN
issue-2859	45	63	of	of	ADP
issue-2859	45	64	fraud	fraud	NOUN
issue-2859	45	65	in	in	ADP
issue-2859	45	66	the	the	DET
issue-2859	45	67	financial	financial	ADJ
issue-2859	45	68	sector	sector	NOUN
issue-2859	45	69	,	,	PUNCT
issue-2859	45	70	thereby	thereby	ADV
issue-2859	45	71	improving	improve	VERB
issue-2859	45	72	the	the	DET
issue-2859	45	73	accuracy	accuracy	NOUN
issue-2859	45	74	and	and	CCONJ
issue-2859	45	75	speed	speed	NOUN
issue-2859	45	76	with	with	ADP
issue-2859	45	77	which	which	PRON
issue-2859	45	78	financial	financial	ADJ
issue-2859	45	79	abuses	abuse	NOUN
issue-2859	45	80	are	be	AUX
issue-2859	45	81	identified	identify	VERB
issue-2859	45	82	and	and	CCONJ
issue-2859	45	83	ensuring	ensure	VERB
issue-2859	45	84	more	more	ADV
issue-2859	45	85	reliable	reliable	ADJ
issue-2859	45	86	protection	protection	NOUN
issue-2859	45	87	of	of	ADP
issue-2859	45	88	financial	financial	ADJ
issue-2859	45	89	institutions	institution	NOUN
issue-2859	45	90	;	;	PUNCT
issue-2859	45	91	3	3	X
issue-2859	45	92	)	)	PUNCT
issue-2859	45	93	to	to	PART
issue-2859	45	94	provide	provide	VERB
issue-2859	45	95	recommendations	recommendation	NOUN
issue-2859	45	96	for	for	ADP
issue-2859	45	97	integrating	integrate	VERB
issue-2859	45	98	intelligent	intelligent	ADJ
issue-2859	45	99	methods	method	NOUN
issue-2859	45	100	into	into	ADP
issue-2859	45	101	the	the	DET
issue-2859	45	102	cii	cii	PROPN
issue-2859	45	103	protection	protection	NOUN
issue-2859	45	104	system	system	NOUN
issue-2859	45	105	to	to	PART
issue-2859	45	106	ensure	ensure	VERB
issue-2859	45	107	the	the	DET
issue-2859	45	108	security	security	NOUN
issue-2859	45	109	,	,	PUNCT
issue-2859	45	110	resilience	resilience	NOUN
issue-2859	45	111	and	and	CCONJ
issue-2859	45	112	efficiency	efficiency	NOUN
issue-2859	45	113	of	of	ADP
issue-2859	45	114	the	the	DET
issue-2859	45	115	financial	financial	ADJ
issue-2859	45	116	sector	sector	NOUN
issue-2859	45	117	in	in	ADP
issue-2859	45	118	the	the	DET
issue-2859	45	119	face	face	NOUN
issue-2859	45	120	of	of	ADP
issue-2859	45	121	contemporary	contemporary	ADJ
issue-2859	45	122	cyber	cyber	PROPN
issue-2859	45	123	threats	threat	NOUN
issue-2859	45	124	.	.	PUNCT
issue-2859	46	1	the	the	DET
issue-2859	46	2	objective	objective	NOUN
issue-2859	46	3	of	of	ADP
issue-2859	46	4	the	the	DET
issue-2859	46	5	research	research	NOUN
issue-2859	46	6	is	be	AUX
issue-2859	46	7	to	to	PART
issue-2859	46	8	ascertain	ascertain	VERB
issue-2859	46	9	the	the	DET
issue-2859	46	10	means	mean	NOUN
issue-2859	46	11	by	by	ADP
issue-2859	46	12	which	which	PRON
issue-2859	46	13	to	to	PART
issue-2859	46	14	ensure	ensure	VERB
issue-2859	46	15	the	the	DET
issue-2859	46	16	cyber	cyber	ADJ
issue-2859	46	17	security	security	NOUN
issue-2859	46	18	of	of	ADP
issue-2859	46	19	cii	cii	PROPN
issue-2859	46	20	in	in	ADP
issue-2859	46	21	the	the	DET
issue-2859	46	22	face	face	NOUN
issue-2859	46	23	of	of	ADP
issue-2859	46	24	contemporary	contemporary	ADJ
issue-2859	46	25	threats	threat	NOUN
issue-2859	46	26	.	.	PUNCT
issue-2859	47	1	the	the	DET
issue-2859	47	2	subject	subject	NOUN
issue-2859	47	3	of	of	ADP
issue-2859	47	4	the	the	DET
issue-2859	47	5	research	research	NOUN
issue-2859	47	6	is	be	AUX
issue-2859	47	7	modern	modern	ADJ
issue-2859	47	8	intellectual	intellectual	ADJ
issue-2859	47	9	methods	method	NOUN
issue-2859	47	10	,	,	PUNCT
issue-2859	47	11	tools	tool	NOUN
issue-2859	47	12	and	and	CCONJ
issue-2859	47	13	technologies	technology	NOUN
issue-2859	47	14	for	for	ADP
issue-2859	47	15	protecting	protect	VERB
issue-2859	47	16	cii	cii	PROPN
issue-2859	47	17	using	use	VERB
issue-2859	47	18	aii	aii	NOUN
issue-2859	47	19	and	and	CCONJ
issue-2859	47	20	machine	machine	NOUN
issue-2859	47	21	learning	learning	NOUN
issue-2859	47	22	technologies	technology	NOUN
issue-2859	47	23	from	from	ADP
issue-2859	47	24	cyberattacks	cyberattack	NOUN
issue-2859	47	25	.	.	PUNCT
issue-2859	48	1	the	the	DET
issue-2859	48	2	scientific	scientific	ADJ
issue-2859	48	3	novelty	novelty	NOUN
issue-2859	48	4	of	of	ADP
issue-2859	48	5	the	the	DET
issue-2859	48	6	research	research	NOUN
issue-2859	48	7	lies	lie	VERB
issue-2859	48	8	in	in	ADP
issue-2859	48	9	the	the	DET
issue-2859	48	10	further	further	ADJ
issue-2859	48	11	development	development	NOUN
issue-2859	48	12	and	and	CCONJ
issue-2859	48	13	substantiation	substantiation	NOUN
issue-2859	48	14	of	of	ADP
issue-2859	48	15	theoretical	theoretical	ADJ
issue-2859	48	16	principles	principle	NOUN
issue-2859	48	17	,	,	PUNCT
issue-2859	48	18	methodological	methodological	ADJ
issue-2859	48	19	approaches	approach	NOUN
issue-2859	48	20	,	,	PUNCT
issue-2859	48	21	and	and	CCONJ
issue-2859	48	22	the	the	DET
issue-2859	48	23	provision	provision	NOUN
issue-2859	48	24	of	of	ADP
issue-2859	48	25	practical	practical	ADJ
issue-2859	48	26	recommendations	recommendation	NOUN
issue-2859	48	27	for	for	ADP
issue-2859	48	28	the	the	DET
issue-2859	48	29	application	application	NOUN
issue-2859	48	30	of	of	ADP
issue-2859	48	31	intelligent	intelligent	ADJ
issue-2859	48	32	methods	method	NOUN
issue-2859	48	33	and	and	CCONJ
issue-2859	48	34	technologies	technology	NOUN
issue-2859	48	35	to	to	PART
issue-2859	48	36	protect	protect	VERB
issue-2859	48	37	the	the	DET
issue-2859	48	38	cii	cii	PROPN
issue-2859	48	39	of	of	ADP
issue-2859	48	40	the	the	DET
issue-2859	48	41	financial	financial	ADJ
issue-2859	48	42	sector	sector	NOUN
issue-2859	48	43	.	.	PUNCT
issue-2859	49	1	in	in	ADP
issue-2859	49	2	particular	particular	ADJ
issue-2859	49	3	,	,	PUNCT
issue-2859	49	4	the	the	DET
issue-2859	49	5	following	follow	VERB
issue-2859	49	6	contributions	contribution	NOUN
issue-2859	49	7	have	have	AUX
issue-2859	49	8	been	be	AUX
issue-2859	49	9	made	make	VERB
issue-2859	49	10	:	:	PUNCT
issue-2859	49	11	a	a	DET
issue-2859	49	12	methodology	methodology	NOUN
issue-2859	49	13	for	for	ADP
issue-2859	49	14	detecting	detect	VERB
issue-2859	49	15	unusual	unusual	ADJ
issue-2859	49	16	transactions	transaction	NOUN
issue-2859	49	17	using	use	VERB
issue-2859	49	18	machine	machine	NOUN
issue-2859	49	19	learning	learning	NOUN
issue-2859	49	20	methods	method	NOUN
issue-2859	49	21	has	have	AUX
issue-2859	49	22	been	be	AUX
issue-2859	49	23	proposed	propose	VERB
issue-2859	49	24	;	;	PUNCT
issue-2859	49	25	models	model	NOUN
issue-2859	49	26	for	for	ADP
issue-2859	49	27	predicting	predict	VERB
issue-2859	49	28	fraudulent	fraudulent	ADJ
issue-2859	49	29	operations	operation	NOUN
issue-2859	49	30	have	have	VERB
issue-2859	49	31	baltic	baltic	ADJ
issue-2859	49	32	journal	journal	NOUN
issue-2859	49	33	of	of	ADP
issue-2859	49	34	economic	economic	ADJ
issue-2859	49	35	studies	study	NOUN
issue-2859	49	36	275	275	NUM
issue-2859	49	37	vol	vol	NOUN
issue-2859	49	38	.	.	PROPN
issue-2859	50	1	11	11	NUM
issue-2859	51	1	no	no	NOUN
issue-2859	51	2	.	.	NOUN
issue-2859	51	3	2	2	NUM
issue-2859	51	4	,	,	PUNCT
issue-2859	51	5	2025	2025	NUM
issue-2859	51	6	been	be	AUX
issue-2859	51	7	developed	develop	VERB
issue-2859	51	8	;	;	PUNCT
issue-2859	51	9	and	and	CCONJ
issue-2859	51	10	the	the	DET
issue-2859	51	11	processing	processing	NOUN
issue-2859	51	12	of	of	ADP
issue-2859	51	13	imbalanced	imbalanced	ADJ
issue-2859	51	14	data	datum	NOUN
issue-2859	51	15	has	have	AUX
issue-2859	51	16	been	be	AUX
issue-2859	51	17	optimised	optimise	VERB
issue-2859	51	18	.	.	PUNCT
issue-2859	52	1	2	2	X
issue-2859	52	2	.	.	X
issue-2859	52	3	materials	material	NOUN
issue-2859	52	4	and	and	CCONJ
issue-2859	52	5	methods	method	NOUN
issue-2859	52	6	the	the	DET
issue-2859	52	7	methodological	methodological	ADJ
issue-2859	52	8	basis	basis	NOUN
issue-2859	52	9	of	of	ADP
issue-2859	52	10	the	the	DET
issue-2859	52	11	study	study	NOUN
issue-2859	52	12	is	be	AUX
issue-2859	52	13	a	a	DET
issue-2859	52	14	comprehensive	comprehensive	ADJ
issue-2859	52	15	analysis	analysis	NOUN
issue-2859	52	16	of	of	ADP
issue-2859	52	17	scientific	scientific	ADJ
issue-2859	52	18	sources	source	NOUN
issue-2859	52	19	devoted	devote	VERB
issue-2859	52	20	to	to	ADP
issue-2859	52	21	the	the	DET
issue-2859	52	22	use	use	NOUN
issue-2859	52	23	of	of	ADP
issue-2859	52	24	intellectual	intellectual	ADJ
issue-2859	52	25	methods	method	NOUN
issue-2859	52	26	and	and	CCONJ
issue-2859	52	27	new	new	ADJ
issue-2859	52	28	technologies	technology	NOUN
issue-2859	52	29	in	in	ADP
issue-2859	52	30	the	the	DET
issue-2859	52	31	field	field	NOUN
issue-2859	52	32	of	of	ADP
issue-2859	52	33	cii	cii	PROPN
issue-2859	52	34	protection	protection	PROPN
issue-2859	52	35	.	.	PUNCT
issue-2859	53	1	a	a	DET
issue-2859	53	2	systematic	systematic	ADJ
issue-2859	53	3	review	review	NOUN
issue-2859	53	4	of	of	ADP
issue-2859	53	5	the	the	DET
issue-2859	53	6	scientific	scientific	ADJ
issue-2859	53	7	literature	literature	NOUN
issue-2859	53	8	will	will	AUX
issue-2859	53	9	be	be	AUX
issue-2859	53	10	conducted	conduct	VERB
issue-2859	53	11	,	,	PUNCT
issue-2859	53	12	encompassing	encompass	VERB
issue-2859	53	13	both	both	CCONJ
issue-2859	53	14	fundamental	fundamental	ADJ
issue-2859	53	15	theoretical	theoretical	ADJ
issue-2859	53	16	developments	development	NOUN
issue-2859	53	17	and	and	CCONJ
issue-2859	53	18	practical	practical	ADJ
issue-2859	53	19	aspects	aspect	NOUN
issue-2859	53	20	of	of	ADP
issue-2859	53	21	implementing	implement	VERB
issue-2859	53	22	modern	modern	ADJ
issue-2859	53	23	approaches	approach	NOUN
issue-2859	53	24	to	to	ADP
issue-2859	53	25	cyber	cyber	ADJ
issue-2859	53	26	security	security	NOUN
issue-2859	53	27	.	.	PUNCT
issue-2859	54	1	a	a	DET
issue-2859	54	2	comparative	comparative	ADJ
issue-2859	54	3	analysis	analysis	NOUN
issue-2859	54	4	of	of	ADP
issue-2859	54	5	concepts	concept	NOUN
issue-2859	54	6	proposed	propose	VERB
issue-2859	54	7	by	by	ADP
issue-2859	54	8	modern	modern	ADJ
issue-2859	54	9	researchers	researcher	NOUN
issue-2859	54	10	will	will	AUX
issue-2859	54	11	be	be	AUX
issue-2859	54	12	conducted	conduct	VERB
issue-2859	54	13	,	,	PUNCT
issue-2859	54	14	with	with	ADP
issue-2859	54	15	a	a	DET
issue-2859	54	16	view	view	NOUN
issue-2859	54	17	to	to	ADP
issue-2859	54	18	identifying	identify	VERB
issue-2859	54	19	the	the	DET
issue-2859	54	20	main	main	ADJ
issue-2859	54	21	trends	trend	NOUN
issue-2859	54	22	,	,	PUNCT
issue-2859	54	23	development	development	NOUN
issue-2859	54	24	prospects	prospect	NOUN
issue-2859	54	25	,	,	PUNCT
issue-2859	54	26	and	and	CCONJ
issue-2859	54	27	potential	potential	ADJ
issue-2859	54	28	areas	area	NOUN
issue-2859	54	29	for	for	ADP
issue-2859	54	30	improving	improve	VERB
issue-2859	54	31	existing	exist	VERB
issue-2859	54	32	protection	protection	NOUN
issue-2859	54	33	systems	system	NOUN
issue-2859	54	34	.	.	PUNCT
issue-2859	55	1	in	in	ADP
issue-2859	55	2	their	their	PRON
issue-2859	55	3	exploration	exploration	NOUN
issue-2859	55	4	of	of	ADP
issue-2859	55	5	emerging	emerge	VERB
issue-2859	55	6	cyber	cyber	NOUN
issue-2859	55	7	security	security	NOUN
issue-2859	55	8	trends	trend	NOUN
issue-2859	55	9	for	for	ADP
issue-2859	55	10	cii	cii	PROPN
issue-2859	55	11	,	,	PUNCT
issue-2859	55	12	the	the	DET
issue-2859	55	13	authors	author	NOUN
issue-2859	55	14	(	(	PUNCT
issue-2859	55	15	sontan	sontan	PROPN
issue-2859	55	16	,	,	PUNCT
issue-2859	55	17	segun	segun	VERB
issue-2859	55	18	,	,	PUNCT
issue-2859	55	19	2024	2024	NUM
issue-2859	55	20	)	)	PUNCT
issue-2859	55	21	highlight	highlight	VERB
issue-2859	55	22	the	the	DET
issue-2859	55	23	application	application	NOUN
issue-2859	55	24	of	of	ADP
issue-2859	55	25	artificial	artificial	ADJ
issue-2859	55	26	intelligence	intelligence	NOUN
issue-2859	55	27	and	and	CCONJ
issue-2859	55	28	machine	machine	NOUN
issue-2859	55	29	learning	learning	NOUN
issue-2859	55	30	in	in	ADP
issue-2859	55	31	the	the	DET
issue-2859	55	32	detection	detection	NOUN
issue-2859	55	33	of	of	ADP
issue-2859	55	34	threats	threat	NOUN
issue-2859	55	35	,	,	PUNCT
issue-2859	55	36	the	the	DET
issue-2859	55	37	utilisation	utilisation	NOUN
issue-2859	55	38	of	of	ADP
issue-2859	55	39	blockchain	blockchain	PROPN
issue-2859	55	40	applications	application	NOUN
issue-2859	55	41	,	,	PUNCT
issue-2859	55	42	and	and	CCONJ
issue-2859	55	43	advancements	advancement	NOUN
issue-2859	55	44	in	in	ADP
issue-2859	55	45	cloud	cloud	NOUN
issue-2859	55	46	computing	compute	VERB
issue-2859	55	47	security	security	NOUN
issue-2859	55	48	.	.	PUNCT
issue-2859	56	1	the	the	DET
issue-2859	56	2	examination	examination	NOUN
issue-2859	56	3	of	of	ADP
issue-2859	56	4	challenges	challenge	NOUN
issue-2859	56	5	and	and	CCONJ
issue-2859	56	6	threats	threat	NOUN
issue-2859	56	7	,	,	PUNCT
issue-2859	56	8	including	include	VERB
issue-2859	56	9	advanced	advanced	ADJ
issue-2859	56	10	persistent	persistent	ADJ
issue-2859	56	11	threats	threat	NOUN
issue-2859	56	12	and	and	CCONJ
issue-2859	56	13	the	the	DET
issue-2859	56	14	impact	impact	NOUN
issue-2859	56	15	of	of	ADP
issue-2859	56	16	quantum	quantum	NOUN
issue-2859	56	17	computing	computing	NOUN
issue-2859	56	18	,	,	PUNCT
issue-2859	56	19	is	be	AUX
issue-2859	56	20	undertaken	undertake	VERB
issue-2859	56	21	to	to	PART
issue-2859	56	22	identify	identify	VERB
issue-2859	56	23	potential	potential	ADJ
issue-2859	56	24	vulnerabilities	vulnerability	NOUN
issue-2859	56	25	.	.	PUNCT
issue-2859	57	1	as	as	SCONJ
issue-2859	57	2	asserted	assert	VERB
issue-2859	57	3	by	by	ADP
issue-2859	57	4	the	the	DET
issue-2859	57	5	authors	author	NOUN
issue-2859	57	6	(	(	PUNCT
issue-2859	57	7	fotiadou	fotiadou	NOUN
issue-2859	57	8	,	,	PUNCT
issue-2859	57	9	velivassaki	velivassaki	PROPN
issue-2859	57	10	,	,	PUNCT
issue-2859	57	11	et	et	PROPN
issue-2859	57	12	al	al	PROPN
issue-2859	57	13	.	.	PROPN
issue-2859	57	14	,	,	PUNCT
issue-2859	57	15	2021	2021	NUM
issue-2859	57	16	)	)	PUNCT
issue-2859	57	17	,	,	PUNCT
issue-2859	57	18	network	network	NOUN
issue-2859	57	19	intrusion	intrusion	NOUN
issue-2859	57	20	detection	detection	NOUN
issue-2859	57	21	is	be	AUX
issue-2859	57	22	a	a	DET
issue-2859	57	23	pivotal	pivotal	ADJ
issue-2859	57	24	element	element	NOUN
issue-2859	57	25	in	in	ADP
issue-2859	57	26	ensuring	ensure	VERB
issue-2859	57	27	the	the	DET
issue-2859	57	28	resilience	resilience	NOUN
issue-2859	57	29	and	and	CCONJ
issue-2859	57	30	effective	effective	ADJ
issue-2859	57	31	operation	operation	NOUN
issue-2859	57	32	of	of	ADP
issue-2859	57	33	information	information	NOUN
issue-2859	57	34	systems	system	NOUN
issue-2859	57	35	within	within	ADP
issue-2859	57	36	critical	critical	ADJ
issue-2859	57	37	infrastructure	infrastructure	NOUN
issue-2859	57	38	facilities	facility	NOUN
issue-2859	57	39	.	.	PUNCT
issue-2859	58	1	the	the	DET
issue-2859	58	2	study	study	NOUN
issue-2859	58	3	posits	posit	NOUN
issue-2859	58	4	that	that	SCONJ
issue-2859	58	5	complex	complex	ADJ
issue-2859	58	6	threat	threat	NOUN
issue-2859	58	7	models	model	NOUN
issue-2859	58	8	have	have	VERB
issue-2859	58	9	the	the	DET
issue-2859	58	10	potential	potential	NOUN
issue-2859	58	11	to	to	PART
issue-2859	58	12	inflict	inflict	VERB
issue-2859	58	13	substantial	substantial	ADJ
issue-2859	58	14	harm	harm	NOUN
issue-2859	58	15	on	on	ADP
issue-2859	58	16	cyber	cyber	NOUN
issue-2859	58	17	systems	system	NOUN
issue-2859	58	18	.	.	PUNCT
issue-2859	59	1	new	new	ADJ
issue-2859	59	2	deep	deep	ADJ
issue-2859	59	3	learning	learning	NOUN
issue-2859	59	4	formulations	formulation	NOUN
issue-2859	59	5	have	have	AUX
issue-2859	59	6	been	be	AUX
issue-2859	59	7	proposed	propose	VERB
issue-2859	59	8	to	to	PART
issue-2859	59	9	detect	detect	VERB
issue-2859	59	10	threats	threat	NOUN
issue-2859	59	11	and	and	CCONJ
issue-2859	59	12	alerts	alert	NOUN
issue-2859	59	13	in	in	ADP
issue-2859	59	14	network	network	NOUN
issue-2859	59	15	logs	log	NOUN
issue-2859	59	16	obtained	obtain	VERB
issue-2859	59	17	from	from	ADP
issue-2859	59	18	pfsense	pfsense	PROPN
issue-2859	59	19	,	,	PUNCT
issue-2859	59	20	which	which	PRON
issue-2859	59	21	is	be	AUX
issue-2859	59	22	open	open	ADJ
issue-2859	59	23	-	-	PUNCT
issue-2859	59	24	source	source	NOUN
issue-2859	59	25	software	software	NOUN
issue-2859	59	26	that	that	PRON
issue-2859	59	27	functions	function	NOUN
issue-2859	59	28	as	as	ADP
issue-2859	59	29	a	a	DET
issue-2859	59	30	firewall	firewall	NOUN
issue-2859	59	31	within	within	ADP
issue-2859	59	32	the	the	DET
issue-2859	59	33	freebsd	freebsd	NOUN
issue-2859	59	34	operating	operating	NOUN
issue-2859	59	35	system	system	NOUN
issue-2859	59	36	.	.	PUNCT
issue-2859	60	1	several	several	ADJ
issue-2859	60	2	powerful	powerful	ADJ
issue-2859	60	3	security	security	NOUN
issue-2859	60	4	services	service	NOUN
issue-2859	60	5	are	be	AUX
issue-2859	60	6	integrated	integrate	VERB
issue-2859	60	7	into	into	ADP
issue-2859	60	8	pfsense	pfsense	NOUN
issue-2859	60	9	,	,	PUNCT
issue-2859	60	10	including	include	VERB
issue-2859	60	11	a	a	DET
issue-2859	60	12	firewall	firewall	NOUN
issue-2859	60	13	,	,	PUNCT
issue-2859	60	14	url	url	X
issue-2859	60	15	filtering	filtering	NOUN
issue-2859	60	16	and	and	CCONJ
issue-2859	60	17	a	a	DET
issue-2859	60	18	virtual	virtual	ADJ
issue-2859	60	19	private	private	ADJ
issue-2859	60	20	network	network	NOUN
issue-2859	60	21	.	.	PUNCT
issue-2859	61	1	the	the	DET
issue-2859	61	2	primary	primary	ADJ
issue-2859	61	3	objective	objective	NOUN
issue-2859	61	4	of	of	ADP
issue-2859	61	5	this	this	DET
issue-2859	61	6	study	study	NOUN
issue-2859	61	7	is	be	AUX
issue-2859	61	8	to	to	PART
issue-2859	61	9	analyse	analyse	VERB
issue-2859	61	10	logs	log	NOUN
issue-2859	61	11	obtained	obtain	VERB
issue-2859	61	12	from	from	ADP
issue-2859	61	13	a	a	DET
issue-2859	61	14	local	local	ADJ
issue-2859	61	15	installation	installation	NOUN
issue-2859	61	16	of	of	ADP
issue-2859	61	17	pfsense	pfsense	NOUN
issue-2859	61	18	software	software	NOUN
issue-2859	61	19	,	,	PUNCT
issue-2859	61	20	with	with	ADP
issue-2859	61	21	a	a	DET
issue-2859	61	22	view	view	NOUN
issue-2859	61	23	to	to	ADP
issue-2859	61	24	providing	provide	VERB
issue-2859	61	25	a	a	DET
issue-2859	61	26	robust	robust	ADJ
issue-2859	61	27	and	and	CCONJ
issue-2859	61	28	efficient	efficient	ADJ
issue-2859	61	29	solution	solution	NOUN
issue-2859	61	30	that	that	PRON
issue-2859	61	31	monitors	monitor	VERB
issue-2859	61	32	traffic	traffic	NOUN
issue-2859	61	33	flow	flow	NOUN
issue-2859	61	34	based	base	VERB
issue-2859	61	35	on	on	ADP
issue-2859	61	36	patterns	pattern	NOUN
issue-2859	61	37	automatically	automatically	ADV
issue-2859	61	38	learned	learn	VERB
issue-2859	61	39	through	through	ADP
issue-2859	61	40	advanced	advanced	ADJ
issue-2859	61	41	deep	deep	ADJ
issue-2859	61	42	learning	learning	NOUN
issue-2859	61	43	(	(	PUNCT
issue-2859	61	44	dl	dl	NOUN
issue-2859	61	45	)	)	PUNCT
issue-2859	61	46	architectures	architecture	NOUN
issue-2859	61	47	.	.	PUNCT
issue-2859	62	1	convolutional	convolutional	ADJ
issue-2859	62	2	neural	neural	ADJ
issue-2859	62	3	networks	network	NOUN
issue-2859	62	4	(	(	PUNCT
issue-2859	62	5	cnns	cnns	PROPN
issue-2859	62	6	)	)	PUNCT
issue-2859	62	7	and	and	CCONJ
issue-2859	62	8	long	long	ADJ
issue-2859	62	9	short	short	ADJ
issue-2859	62	10	-	-	PUNCT
issue-2859	62	11	term	term	NOUN
issue-2859	62	12	memory	memory	NOUN
issue-2859	62	13	(	(	PUNCT
issue-2859	62	14	lstm	lstm	NOUN
issue-2859	62	15	)	)	PUNCT
issue-2859	62	16	networks	network	NOUN
issue-2859	62	17	are	be	AUX
issue-2859	62	18	utilised	utilise	VERB
issue-2859	62	19	to	to	PART
issue-2859	62	20	construct	construct	VERB
issue-2859	62	21	robust	robust	ADJ
issue-2859	62	22	multi	multi	ADJ
issue-2859	62	23	-	-	ADJ
issue-2859	62	24	class	class	ADJ
issue-2859	62	25	classifiers	classifier	NOUN
issue-2859	62	26	capable	capable	ADJ
issue-2859	62	27	of	of	ADP
issue-2859	62	28	assigning	assign	VERB
issue-2859	62	29	each	each	DET
issue-2859	62	30	new	new	ADJ
issue-2859	62	31	instance	instance	NOUN
issue-2859	62	32	of	of	ADP
issue-2859	62	33	the	the	DET
issue-2859	62	34	network	network	NOUN
issue-2859	62	35	log	log	VERB
issue-2859	62	36	to	to	ADP
issue-2859	62	37	the	the	DET
issue-2859	62	38	appropriate	appropriate	ADJ
issue-2859	62	39	category	category	NOUN
issue-2859	62	40	.	.	PUNCT
issue-2859	63	1	the	the	DET
issue-2859	63	2	effectiveness	effectiveness	NOUN
issue-2859	63	3	of	of	ADP
issue-2859	63	4	the	the	DET
issue-2859	63	5	proposed	propose	VERB
issue-2859	63	6	approach	approach	NOUN
issue-2859	63	7	is	be	AUX
issue-2859	63	8	evaluated	evaluate	VERB
issue-2859	63	9	by	by	ADP
issue-2859	63	10	conducting	conduct	VERB
issue-2859	63	11	several	several	ADJ
issue-2859	63	12	quantitative	quantitative	ADJ
issue-2859	63	13	experiments	experiment	NOUN
issue-2859	63	14	and	and	CCONJ
issue-2859	63	15	comparing	compare	VERB
issue-2859	63	16	it	it	PRON
issue-2859	63	17	with	with	ADP
issue-2859	63	18	existing	exist	VERB
issue-2859	63	19	ones	one	NOUN
issue-2859	63	20	.	.	PUNCT
issue-2859	64	1	the	the	DET
issue-2859	64	2	study	study	NOUN
issue-2859	64	3	of	of	ADP
issue-2859	64	4	it	it	PRON
issue-2859	64	5	incident	incident	NOUN
issue-2859	64	6	management	management	NOUN
issue-2859	64	7	methods	method	NOUN
issue-2859	64	8	for	for	ADP
issue-2859	64	9	cii	cii	PROPN
issue-2859	64	10	highlights	highlight	NOUN
issue-2859	64	11	that	that	SCONJ
issue-2859	64	12	protecting	protect	VERB
issue-2859	64	13	cii	cii	PROPN
issue-2859	64	14	is	be	AUX
issue-2859	64	15	of	of	ADP
issue-2859	64	16	paramount	paramount	ADJ
issue-2859	64	17	importance	importance	NOUN
issue-2859	64	18	in	in	ADP
issue-2859	64	19	today	today	NOUN
issue-2859	64	20	's	's	PART
issue-2859	64	21	digitalised	digitalised	ADJ
issue-2859	64	22	world	world	NOUN
issue-2859	64	23	,	,	PUNCT
issue-2859	64	24	where	where	SCONJ
issue-2859	64	25	the	the	DET
issue-2859	64	26	growing	grow	VERB
issue-2859	64	27	number	number	NOUN
issue-2859	64	28	of	of	ADP
issue-2859	64	29	cyber	cyber	NOUN
issue-2859	64	30	threats	threat	NOUN
issue-2859	64	31	poses	pose	VERB
issue-2859	64	32	significant	significant	ADJ
issue-2859	64	33	risks	risk	NOUN
issue-2859	64	34	to	to	ADP
issue-2859	64	35	national	national	ADJ
issue-2859	64	36	security	security	NOUN
issue-2859	64	37	,	,	PUNCT
issue-2859	64	38	the	the	DET
issue-2859	64	39	economy	economy	NOUN
issue-2859	64	40	,	,	PUNCT
issue-2859	64	41	and	and	CCONJ
issue-2859	64	42	public	public	ADJ
issue-2859	64	43	safety	safety	NOUN
issue-2859	64	44	.	.	PUNCT
issue-2859	65	1	nevertheless	nevertheless	ADV
issue-2859	65	2	,	,	PUNCT
issue-2859	65	3	methodologies	methodology	NOUN
issue-2859	65	4	for	for	ADP
issue-2859	65	5	the	the	DET
issue-2859	65	6	management	management	NOUN
issue-2859	65	7	of	of	ADP
issue-2859	65	8	it	it	PRON
issue-2859	65	9	threats	threat	NOUN
issue-2859	65	10	have	have	VERB
issue-2859	65	11	yet	yet	ADV
issue-2859	65	12	to	to	PART
issue-2859	65	13	be	be	AUX
issue-2859	65	14	extensively	extensively	ADV
issue-2859	65	15	explored	explore	VERB
issue-2859	65	16	.	.	PUNCT
issue-2859	66	1	the	the	DET
issue-2859	66	2	authors	author	NOUN
issue-2859	66	3	propose	propose	VERB
issue-2859	66	4	a	a	DET
issue-2859	66	5	novel	novel	ADJ
issue-2859	66	6	approach	approach	NOUN
issue-2859	66	7	to	to	ADP
issue-2859	66	8	it	it	PRON
issue-2859	66	9	incident	incident	NOUN
issue-2859	66	10	management	management	NOUN
issue-2859	66	11	that	that	PRON
issue-2859	66	12	integrates	integrate	VERB
issue-2859	66	13	the	the	DET
issue-2859	66	14	stride	stride	ADJ
issue-2859	66	15	model	model	NOUN
issue-2859	66	16	with	with	ADP
issue-2859	66	17	the	the	DET
issue-2859	66	18	multi	multi	ADJ
issue-2859	66	19	-	-	ADJ
issue-2859	66	20	criteria	criterion	NOUN
issue-2859	66	21	decision	decision	NOUN
issue-2859	66	22	-	-	PUNCT
issue-2859	66	23	making	make	VERB
issue-2859	66	24	method	method	NOUN
issue-2859	66	25	todim	todim	NOUN
issue-2859	66	26	.	.	PUNCT
issue-2859	67	1	the	the	DET
issue-2859	67	2	methodology	methodology	NOUN
issue-2859	67	3	is	be	AUX
issue-2859	67	4	designed	design	VERB
issue-2859	67	5	to	to	PART
issue-2859	67	6	identify	identify	VERB
issue-2859	67	7	,	,	PUNCT
issue-2859	67	8	assess	assess	VERB
issue-2859	67	9	,	,	PUNCT
issue-2859	67	10	and	and	CCONJ
issue-2859	67	11	prioritize	prioritize	VERB
issue-2859	67	12	threats	threat	NOUN
issue-2859	67	13	based	base	VERB
issue-2859	67	14	on	on	ADP
issue-2859	67	15	the	the	DET
issue-2859	67	16	criticality	criticality	NOUN
issue-2859	67	17	of	of	ADP
issue-2859	67	18	infrastructure	infrastructure	NOUN
issue-2859	67	19	objects	object	NOUN
issue-2859	67	20	at	at	ADP
issue-2859	67	21	various	various	ADJ
issue-2859	67	22	levels	level	NOUN
issue-2859	67	23	.	.	PUNCT
issue-2859	68	1	it	it	PRON
issue-2859	68	2	is	be	AUX
issue-2859	68	3	evident	evident	ADJ
issue-2859	68	4	that	that	SCONJ
issue-2859	68	5	the	the	DET
issue-2859	68	6	proposed	propose	VERB
issue-2859	68	7	methodology	methodology	NOUN
issue-2859	68	8	is	be	AUX
issue-2859	68	9	capable	capable	ADJ
issue-2859	68	10	of	of	ADP
issue-2859	68	11	enhancing	enhance	VERB
issue-2859	68	12	the	the	DET
issue-2859	68	13	security	security	NOUN
issue-2859	68	14	of	of	ADP
issue-2859	68	15	cii	cii	PROPN
issue-2859	68	16	by	by	ADP
issue-2859	68	17	providing	provide	VERB
issue-2859	68	18	a	a	DET
issue-2859	68	19	systematic	systematic	ADJ
issue-2859	68	20	approach	approach	NOUN
issue-2859	68	21	to	to	ADP
issue-2859	68	22	the	the	DET
issue-2859	68	23	prioritisation	prioritisation	NOUN
issue-2859	68	24	and	and	CCONJ
issue-2859	68	25	management	management	NOUN
issue-2859	68	26	of	of	ADP
issue-2859	68	27	threats	threat	NOUN
issue-2859	68	28	.	.	PUNCT
issue-2859	69	1	the	the	DET
issue-2859	69	2	paper	paper	NOUN
issue-2859	69	3	proffers	proffer	VERB
issue-2859	69	4	a	a	DET
issue-2859	69	5	pragmatic	pragmatic	ADJ
issue-2859	69	6	resolution	resolution	NOUN
issue-2859	69	7	for	for	ADP
issue-2859	69	8	enhancing	enhance	VERB
issue-2859	69	9	cii	cii	PROPN
issue-2859	69	10	protection	protection	NOUN
issue-2859	69	11	against	against	ADP
issue-2859	69	12	the	the	DET
issue-2859	69	13	encroachment	encroachment	NOUN
issue-2859	69	14	of	of	ADP
issue-2859	69	15	emerging	emerge	VERB
issue-2859	69	16	cyber	cyber	NOUN
issue-2859	69	17	risks	risk	NOUN
issue-2859	69	18	.	.	PUNCT
issue-2859	70	1	the	the	DET
issue-2859	70	2	issue	issue	NOUN
issue-2859	70	3	of	of	ADP
issue-2859	70	4	anomaly	anomaly	NOUN
issue-2859	70	5	detection	detection	NOUN
issue-2859	70	6	in	in	ADP
issue-2859	70	7	cyber	cyber	ADJ
issue-2859	70	8	-	-	PUNCT
issue-2859	70	9	physical	physical	ADJ
issue-2859	70	10	systems	system	NOUN
issue-2859	70	11	,	,	PUNCT
issue-2859	70	12	especially	especially	ADV
issue-2859	70	13	in	in	ADP
issue-2859	70	14	the	the	DET
issue-2859	70	15	context	context	NOUN
issue-2859	70	16	of	of	ADP
issue-2859	70	17	critical	critical	ADJ
issue-2859	70	18	infrastructure	infrastructure	NOUN
issue-2859	70	19	protection	protection	NOUN
issue-2859	70	20	,	,	PUNCT
issue-2859	70	21	has	have	AUX
issue-2859	70	22	been	be	AUX
issue-2859	70	23	extensively	extensively	ADV
issue-2859	70	24	researched	research	VERB
issue-2859	70	25	by	by	ADP
issue-2859	70	26	both	both	CCONJ
issue-2859	70	27	domestic	domestic	ADJ
issue-2859	70	28	and	and	CCONJ
issue-2859	70	29	foreign	foreign	ADJ
issue-2859	70	30	scholars	scholar	NOUN
issue-2859	70	31	.	.	PUNCT
issue-2859	71	1	the	the	DET
issue-2859	71	2	author	author	NOUN
issue-2859	71	3	v.	v.	ADP
issue-2859	71	4	vegesna	vegesna	NOUN
issue-2859	71	5	posits	posit	NOUN
issue-2859	71	6	that	that	SCONJ
issue-2859	71	7	conventional	conventional	ADJ
issue-2859	71	8	anomaly	anomaly	NOUN
issue-2859	71	9	detection	detection	NOUN
issue-2859	71	10	methodologies	methodology	NOUN
issue-2859	71	11	founded	found	VERB
issue-2859	71	12	upon	upon	SCONJ
issue-2859	71	13	rules	rule	NOUN
issue-2859	71	14	and	and	CCONJ
issue-2859	71	15	threshold	threshold	NOUN
issue-2859	71	16	values	value	NOUN
issue-2859	71	17	frequently	frequently	ADV
issue-2859	71	18	prove	prove	VERB
issue-2859	71	19	ineffective	ineffective	ADJ
issue-2859	71	20	for	for	ADP
issue-2859	71	21	complex	complex	ADJ
issue-2859	71	22	cyber	cyber	ADJ
issue-2859	71	23	-	-	PUNCT
issue-2859	71	24	physical	physical	ADJ
issue-2859	71	25	systems	system	NOUN
issue-2859	71	26	characterised	characterise	VERB
issue-2859	71	27	by	by	ADP
issue-2859	71	28	voluminous	voluminous	ADJ
issue-2859	71	29	heterogeneous	heterogeneous	ADJ
issue-2859	71	30	data	datum	NOUN
issue-2859	71	31	.	.	PUNCT
issue-2859	72	1	as	as	ADP
issue-2859	72	2	an	an	DET
issue-2859	72	3	alternative	alternative	NOUN
issue-2859	72	4	,	,	PUNCT
issue-2859	72	5	machine	machine	NOUN
issue-2859	72	6	learning	learning	NOUN
issue-2859	72	7	approaches	approach	NOUN
issue-2859	72	8	are	be	AUX
issue-2859	72	9	proposed	propose	VERB
issue-2859	72	10	.	.	PUNCT
issue-2859	73	1	the	the	DET
issue-2859	73	2	paper	paper	NOUN
issue-2859	73	3	undertakes	undertake	VERB
issue-2859	73	4	an	an	DET
issue-2859	73	5	analysis	analysis	NOUN
issue-2859	73	6	of	of	ADP
issue-2859	73	7	various	various	ADJ
issue-2859	73	8	methods	method	NOUN
issue-2859	73	9	,	,	PUNCT
issue-2859	73	10	including	include	VERB
issue-2859	73	11	deep	deep	ADJ
issue-2859	73	12	neural	neural	ADJ
issue-2859	73	13	networks	network	NOUN
issue-2859	73	14	for	for	ADP
issue-2859	73	15	time	time	NOUN
issue-2859	73	16	series	series	PROPN
issue-2859	73	17	analysis	analysis	NOUN
issue-2859	73	18	,	,	PUNCT
issue-2859	73	19	isolation	isolation	NOUN
issue-2859	73	20	forests	forest	NOUN
issue-2859	73	21	for	for	ADP
issue-2859	73	22	outlier	outlier	ADJ
issue-2859	73	23	detection	detection	NOUN
issue-2859	73	24	,	,	PUNCT
issue-2859	73	25	probabilistic	probabilistic	ADJ
issue-2859	73	26	models	model	NOUN
issue-2859	73	27	,	,	PUNCT
issue-2859	73	28	and	and	CCONJ
issue-2859	73	29	hybrid	hybrid	ADJ
issue-2859	73	30	approaches	approach	NOUN
issue-2859	73	31	.	.	PUNCT
issue-2859	74	1	the	the	DET
issue-2859	74	2	following	follow	VERB
issue-2859	74	3	paper	paper	NOUN
issue-2859	74	4	sets	set	VERB
issue-2859	74	5	out	out	ADP
issue-2859	74	6	to	to	PART
issue-2859	74	7	describe	describe	VERB
issue-2859	74	8	the	the	DET
issue-2859	74	9	working	work	VERB
issue-2859	74	10	principles	principle	NOUN
issue-2859	74	11	,	,	PUNCT
issue-2859	74	12	advantages	advantage	NOUN
issue-2859	74	13	,	,	PUNCT
issue-2859	74	14	and	and	CCONJ
issue-2859	74	15	limitations	limitation	NOUN
issue-2859	74	16	of	of	ADP
issue-2859	74	17	each	each	DET
issue-2859	74	18	method	method	NOUN
issue-2859	74	19	with	with	ADP
issue-2859	74	20	regard	regard	NOUN
issue-2859	74	21	to	to	ADP
issue-2859	74	22	the	the	DET
issue-2859	74	23	task	task	NOUN
issue-2859	74	24	of	of	ADP
issue-2859	74	25	anomaly	anomaly	NOUN
issue-2859	74	26	detection	detection	NOUN
issue-2859	74	27	in	in	ADP
issue-2859	74	28	cyber	cyber	ADJ
issue-2859	74	29	-	-	PUNCT
issue-2859	74	30	physical	physical	ADJ
issue-2859	74	31	systems	system	NOUN
issue-2859	74	32	of	of	ADP
issue-2859	74	33	critical	critical	ADJ
issue-2859	74	34	infrastructure	infrastructure	NOUN
issue-2859	74	35	.	.	PUNCT
issue-2859	75	1	to	to	PART
issue-2859	75	2	illustrate	illustrate	VERB
issue-2859	75	3	this	this	DET
issue-2859	75	4	point	point	NOUN
issue-2859	75	5	,	,	PUNCT
issue-2859	75	6	the	the	DET
issue-2859	75	7	management	management	NOUN
issue-2859	75	8	system	system	NOUN
issue-2859	75	9	of	of	ADP
issue-2859	75	10	power	power	NOUN
issue-2859	75	11	grids	grid	NOUN
issue-2859	75	12	is	be	AUX
issue-2859	75	13	examined	examine	VERB
issue-2859	75	14	.	.	PUNCT
issue-2859	76	1	the	the	DET
issue-2859	76	2	present	present	ADJ
issue-2859	76	3	study	study	NOUN
issue-2859	76	4	involves	involve	VERB
issue-2859	76	5	the	the	DET
issue-2859	76	6	experimental	experimental	ADJ
issue-2859	76	7	comparison	comparison	NOUN
issue-2859	76	8	of	of	ADP
issue-2859	76	9	various	various	ADJ
issue-2859	76	10	machine	machine	NOUN
issue-2859	76	11	learning	learning	NOUN
issue-2859	76	12	methodologies	methodology	NOUN
issue-2859	76	13	,	,	PUNCT
issue-2859	76	14	employing	employ	VERB
issue-2859	76	15	authentic	authentic	ADJ
issue-2859	76	16	data	data	NOUN
issue-2859	76	17	sets	set	NOUN
issue-2859	76	18	.	.	PUNCT
issue-2859	77	1	the	the	DET
issue-2859	77	2	findings	finding	NOUN
issue-2859	77	3	indicate	indicate	VERB
issue-2859	77	4	that	that	SCONJ
issue-2859	77	5	the	the	DET
issue-2859	77	6	hybrid	hybrid	ADJ
issue-2859	77	7	approach	approach	NOUN
issue-2859	77	8	is	be	AUX
issue-2859	77	9	the	the	DET
issue-2859	77	10	most	most	ADV
issue-2859	77	11	efficacious	efficacious	ADJ
issue-2859	77	12	(	(	PUNCT
issue-2859	77	13	vegesna	vegesna	NOUN
issue-2859	77	14	,	,	PUNCT
issue-2859	77	15	2024	2024	NUM
issue-2859	77	16	)	)	PUNCT
issue-2859	77	17	.	.	PUNCT
issue-2859	78	1	the	the	DET
issue-2859	78	2	author	author	NOUN
issue-2859	78	3	concludes	conclude	VERB
issue-2859	78	4	that	that	SCONJ
issue-2859	78	5	the	the	DET
issue-2859	78	6	application	application	NOUN
issue-2859	78	7	of	of	ADP
issue-2859	78	8	machine	machine	NOUN
issue-2859	78	9	learning	learning	NOUN
issue-2859	78	10	methods	method	NOUN
issue-2859	78	11	for	for	ADP
issue-2859	78	12	critical	critical	ADJ
issue-2859	78	13	infrastructure	infrastructure	NOUN
issue-2859	78	14	protection	protection	NOUN
issue-2859	78	15	and	and	CCONJ
issue-2859	78	16	anomaly	anomaly	NOUN
issue-2859	78	17	detection	detection	NOUN
issue-2859	78	18	in	in	ADP
issue-2859	78	19	cyber	cyber	ADJ
issue-2859	78	20	-	-	PUNCT
issue-2859	78	21	physical	physical	ADJ
issue-2859	78	22	systems	system	NOUN
issue-2859	78	23	shows	show	VERB
issue-2859	78	24	great	great	ADJ
issue-2859	78	25	promise	promise	NOUN
issue-2859	78	26	.	.	PUNCT
issue-2859	79	1	it	it	PRON
issue-2859	79	2	is	be	AUX
issue-2859	79	3	evident	evident	ADJ
issue-2859	79	4	that	that	SCONJ
issue-2859	79	5	there	there	PRON
issue-2859	79	6	are	be	VERB
issue-2859	79	7	several	several	ADJ
issue-2859	79	8	areas	area	NOUN
issue-2859	79	9	in	in	ADP
issue-2859	79	10	which	which	PRON
issue-2859	79	11	further	further	ADJ
issue-2859	79	12	research	research	NOUN
issue-2859	79	13	is	be	AUX
issue-2859	79	14	required	require	VERB
issue-2859	79	15	.	.	PUNCT
issue-2859	80	1	these	these	PRON
issue-2859	80	2	include	include	VERB
issue-2859	80	3	the	the	DET
issue-2859	80	4	development	development	NOUN
issue-2859	80	5	of	of	ADP
issue-2859	80	6	specialised	specialised	ADJ
issue-2859	80	7	methods	method	NOUN
issue-2859	80	8	for	for	ADP
issue-2859	80	9	specific	specific	ADJ
issue-2859	80	10	systems	system	NOUN
issue-2859	80	11	,	,	PUNCT
issue-2859	80	12	the	the	DET
issue-2859	80	13	improvement	improvement	NOUN
issue-2859	80	14	of	of	ADP
issue-2859	80	15	data	datum	NOUN
issue-2859	80	16	processing	processing	NOUN
issue-2859	80	17	methods	method	NOUN
issue-2859	80	18	,	,	PUNCT
issue-2859	80	19	and	and	CCONJ
issue-2859	80	20	the	the	DET
issue-2859	80	21	assurance	assurance	NOUN
issue-2859	80	22	of	of	ADP
issue-2859	80	23	the	the	DET
issue-2859	80	24	security	security	NOUN
issue-2859	80	25	of	of	ADP
issue-2859	80	26	machine	machine	NOUN
issue-2859	80	27	learning	learning	NOUN
issue-2859	80	28	systems	system	NOUN
issue-2859	80	29	.	.	PUNCT
issue-2859	81	1	the	the	DET
issue-2859	81	2	article	article	NOUN
issue-2859	81	3	by	by	ADP
issue-2859	81	4	selim	selim	PROPN
issue-2859	81	5	g.	g.	PROPN
issue-2859	81	6	e.	e.	PROPN
issue-2859	81	7	i.	i.	PROPN
issue-2859	81	8	et	et	PROPN
issue-2859	81	9	al	al	PROPN
issue-2859	81	10	.	.	PROPN
issue-2859	81	11	,	,	PUNCT
issue-2859	81	12	presented	present	VERB
issue-2859	81	13	in	in	ADP
issue-2859	81	14	the	the	DET
issue-2859	81	15	journal	journal	NOUN
issue-2859	81	16	multimedia	multimedia	NOUN
issue-2859	81	17	tools	tool	NOUN
issue-2859	81	18	and	and	CCONJ
issue-2859	81	19	applications	application	NOUN
issue-2859	81	20	(	(	PUNCT
issue-2859	81	21	selim	selim	PROPN
issue-2859	81	22	et	et	PROPN
issue-2859	81	23	al	al	PROPN
issue-2859	81	24	.	.	PROPN
issue-2859	81	25	,	,	PUNCT
issue-2859	81	26	2021	2021	NUM
issue-2859	81	27	)	)	PUNCT
issue-2859	81	28	,	,	PUNCT
issue-2859	81	29	aims	aim	VERB
issue-2859	81	30	to	to	PART
issue-2859	81	31	investigate	investigate	VERB
issue-2859	81	32	the	the	DET
issue-2859	81	33	application	application	NOUN
issue-2859	81	34	of	of	ADP
issue-2859	81	35	machine	machine	NOUN
issue-2859	81	36	learning	learn	VERB
issue-2859	81	37	methods	method	NOUN
issue-2859	81	38	to	to	PART
issue-2859	81	39	detect	detect	VERB
issue-2859	81	40	and	and	CCONJ
issue-2859	81	41	classify	classify	VERB
issue-2859	81	42	anomalies	anomaly	NOUN
issue-2859	81	43	in	in	ADP
issue-2859	81	44	critical	critical	ADJ
issue-2859	81	45	industrial	industrial	ADJ
issue-2859	81	46	internet	internet	NOUN
issue-2859	81	47	of	of	ADP
issue-2859	81	48	things	thing	NOUN
issue-2859	81	49	(	(	PUNCT
issue-2859	81	50	iiot	iiot	NOUN
issue-2859	81	51	)	)	PUNCT
issue-2859	81	52	infrastructure	infrastructure	NOUN
issue-2859	81	53	.	.	PUNCT
issue-2859	82	1	the	the	DET
issue-2859	82	2	authors	author	NOUN
issue-2859	82	3	highlight	highlight	VERB
issue-2859	82	4	the	the	DET
issue-2859	82	5	increasing	increase	VERB
issue-2859	82	6	importance	importance	NOUN
issue-2859	82	7	of	of	ADP
issue-2859	82	8	securing	secure	VERB
issue-2859	82	9	iiot	iiot	NOUN
issue-2859	82	10	systems	system	NOUN
issue-2859	82	11	that	that	PRON
issue-2859	82	12	control	control	VERB
issue-2859	82	13	critical	critical	ADJ
issue-2859	82	14	processes	process	NOUN
issue-2859	82	15	.	.	PUNCT
issue-2859	83	1	traditional	traditional	ADJ
issue-2859	83	2	intrusion	intrusion	NOUN
issue-2859	83	3	detection	detection	NOUN
issue-2859	83	4	systems	system	NOUN
issue-2859	83	5	are	be	AUX
issue-2859	83	6	often	often	ADV
issue-2859	83	7	ineffective	ineffective	ADJ
issue-2859	83	8	for	for	ADP
issue-2859	83	9	the	the	DET
issue-2859	83	10	iiot	iiot	NOUN
issue-2859	83	11	due	due	ADP
issue-2859	83	12	to	to	ADP
issue-2859	83	13	the	the	DET
issue-2859	83	14	large	large	ADJ
issue-2859	83	15	volume	volume	NOUN
issue-2859	83	16	and	and	CCONJ
issue-2859	83	17	heterogeneity	heterogeneity	NOUN
issue-2859	83	18	of	of	ADP
issue-2859	83	19	the	the	DET
issue-2859	83	20	data	datum	NOUN
issue-2859	83	21	,	,	PUNCT
issue-2859	83	22	the	the	DET
issue-2859	83	23	baltic	baltic	ADJ
issue-2859	83	24	journal	journal	PROPN
issue-2859	83	25	of	of	ADP
issue-2859	83	26	economic	economic	ADJ
issue-2859	83	27	studies	study	NOUN
issue-2859	83	28	276	276	NUM
issue-2859	83	29	vol	vol	NOUN
issue-2859	83	30	.	.	PUNCT
issue-2859	84	1	11	11	NUM
issue-2859	85	1	no	no	NOUN
issue-2859	85	2	.	.	NOUN
issue-2859	85	3	2	2	NUM
issue-2859	85	4	,	,	PUNCT
issue-2859	85	5	2025	2025	NUM
issue-2859	85	6	complex	complex	ADJ
issue-2859	85	7	network	network	NOUN
issue-2859	85	8	topology	topology	NOUN
issue-2859	85	9	and	and	CCONJ
issue-2859	85	10	the	the	DET
issue-2859	85	11	requirement	requirement	NOUN
issue-2859	85	12	for	for	ADP
issue-2859	85	13	real	real	ADJ
issue-2859	85	14	-	-	PUNCT
issue-2859	85	15	time	time	NOUN
issue-2859	85	16	operation	operation	NOUN
issue-2859	85	17	.	.	PUNCT
issue-2859	86	1	one	one	NUM
issue-2859	86	2	proposed	propose	VERB
issue-2859	86	3	solution	solution	NOUN
issue-2859	86	4	is	be	AUX
issue-2859	86	5	the	the	DET
issue-2859	86	6	use	use	NOUN
issue-2859	86	7	of	of	ADP
issue-2859	86	8	machine	machine	NOUN
issue-2859	86	9	learning	learn	VERB
issue-2859	86	10	algorithms	algorithm	NOUN
issue-2859	86	11	to	to	PART
issue-2859	86	12	analyse	analyse	VERB
issue-2859	86	13	iiot	iiot	PROPN
issue-2859	86	14	data	data	PROPN
issue-2859	86	15	,	,	PUNCT
issue-2859	86	16	detect	detect	VERB
issue-2859	86	17	anomalous	anomalous	ADJ
issue-2859	86	18	events	event	NOUN
issue-2859	86	19	and	and	CCONJ
issue-2859	86	20	classify	classify	VERB
issue-2859	86	21	them	they	PRON
issue-2859	86	22	by	by	ADP
issue-2859	86	23	type	type	NOUN
issue-2859	86	24	.	.	PUNCT
issue-2859	87	1	the	the	DET
issue-2859	87	2	study	study	NOUN
issue-2859	87	3	examines	examine	VERB
issue-2859	87	4	three	three	NUM
issue-2859	87	5	main	main	ADJ
issue-2859	87	6	algorithms	algorithm	NOUN
issue-2859	87	7	:	:	PUNCT
issue-2859	87	8	random	random	ADJ
issue-2859	87	9	forest	forest	NOUN
issue-2859	87	10	,	,	PUNCT
issue-2859	87	11	support	support	VERB
issue-2859	87	12	vector	vector	NOUN
issue-2859	87	13	machine	machine	NOUN
issue-2859	87	14	,	,	PUNCT
issue-2859	87	15	and	and	CCONJ
issue-2859	87	16	multilayer	multilayer	PROPN
issue-2859	87	17	perceptron	perceptron	PROPN
issue-2859	87	18	.	.	PUNCT
issue-2859	88	1	the	the	DET
issue-2859	88	2	text	text	NOUN
issue-2859	88	3	provides	provide	VERB
issue-2859	88	4	a	a	DET
issue-2859	88	5	comprehensive	comprehensive	ADJ
issue-2859	88	6	overview	overview	NOUN
issue-2859	88	7	of	of	ADP
issue-2859	88	8	the	the	DET
issue-2859	88	9	mathematical	mathematical	ADJ
issue-2859	88	10	underpinnings	underpinning	NOUN
issue-2859	88	11	,	,	PUNCT
issue-2859	88	12	advantages	advantage	NOUN
issue-2859	88	13	,	,	PUNCT
issue-2859	88	14	and	and	CCONJ
issue-2859	88	15	limitations	limitation	VERB
issue-2859	88	16	inherent	inherent	ADJ
issue-2859	88	17	to	to	ADP
issue-2859	88	18	each	each	DET
issue-2859	88	19	method	method	NOUN
issue-2859	88	20	.	.	PUNCT
issue-2859	89	1	in	in	ADP
issue-2859	89	2	order	order	NOUN
issue-2859	89	3	to	to	PART
issue-2859	89	4	evaluate	evaluate	VERB
issue-2859	89	5	the	the	DET
issue-2859	89	6	effectiveness	effectiveness	NOUN
issue-2859	89	7	of	of	ADP
issue-2859	89	8	the	the	DET
issue-2859	89	9	proposed	propose	VERB
issue-2859	89	10	methodology	methodology	NOUN
issue-2859	89	11	,	,	PUNCT
issue-2859	89	12	experiments	experiment	NOUN
issue-2859	89	13	were	be	AUX
issue-2859	89	14	conducted	conduct	VERB
issue-2859	89	15	on	on	ADP
issue-2859	89	16	a	a	DET
issue-2859	89	17	dataset	dataset	NOUN
issue-2859	89	18	containing	contain	VERB
issue-2859	89	19	real	real	ADJ
issue-2859	89	20	performance	performance	NOUN
issue-2859	89	21	indicators	indicator	NOUN
issue-2859	89	22	from	from	ADP
issue-2859	89	23	an	an	DET
issue-2859	89	24	iiot	iiot	NOUN
issue-2859	89	25	-	-	PUNCT
issue-2859	89	26	based	base	VERB
issue-2859	89	27	control	control	NOUN
issue-2859	89	28	system	system	NOUN
issue-2859	89	29	of	of	ADP
issue-2859	89	30	a	a	DET
issue-2859	89	31	gas	gas	NOUN
issue-2859	89	32	processing	processing	NOUN
issue-2859	89	33	plant	plant	NOUN
issue-2859	89	34	.	.	PUNCT
issue-2859	90	1	the	the	DET
issue-2859	90	2	findings	finding	NOUN
issue-2859	90	3	suggest	suggest	VERB
issue-2859	90	4	that	that	SCONJ
issue-2859	90	5	the	the	DET
issue-2859	90	6	random	random	ADJ
issue-2859	90	7	forest	forest	NOUN
issue-2859	90	8	algorithm	algorithm	NOUN
issue-2859	90	9	attained	attain	VERB
issue-2859	90	10	superior	superior	ADJ
issue-2859	90	11	accuracy	accuracy	NOUN
issue-2859	90	12	in	in	ADP
issue-2859	90	13	the	the	DET
issue-2859	90	14	classification	classification	NOUN
issue-2859	90	15	of	of	ADP
issue-2859	90	16	anomalous	anomalous	ADJ
issue-2859	90	17	events	event	NOUN
issue-2859	90	18	,	,	PUNCT
issue-2859	90	19	attaining	attain	VERB
issue-2859	90	20	a	a	DET
issue-2859	90	21	maximum	maximum	NOUN
issue-2859	90	22	of	of	ADP
issue-2859	90	23	96	96	NUM
issue-2859	90	24	%	%	NOUN
issue-2859	90	25	accuracy	accuracy	NOUN
issue-2859	90	26	with	with	ADP
issue-2859	90	27	a	a	DET
issue-2859	90	28	relatively	relatively	ADV
issue-2859	90	29	brief	brief	ADJ
issue-2859	90	30	training	training	NOUN
issue-2859	90	31	period	period	NOUN
issue-2859	90	32	.	.	PUNCT
issue-2859	91	1	the	the	DET
issue-2859	91	2	authors	author	NOUN
issue-2859	91	3	of	of	ADP
issue-2859	91	4	the	the	DET
issue-2859	91	5	study	study	NOUN
issue-2859	91	6	propose	propose	VERB
issue-2859	91	7	several	several	ADJ
issue-2859	91	8	potential	potential	ADJ
issue-2859	91	9	avenues	avenue	NOUN
issue-2859	91	10	for	for	ADP
issue-2859	91	11	further	further	ADJ
issue-2859	91	12	performance	performance	NOUN
issue-2859	91	13	enhancement	enhancement	NOUN
issue-2859	91	14	and	and	CCONJ
issue-2859	91	15	underscore	underscore	VERB
issue-2859	91	16	the	the	DET
issue-2859	91	17	significance	significance	NOUN
issue-2859	91	18	of	of	ADP
issue-2859	91	19	safeguarding	safeguard	VERB
issue-2859	91	20	critical	critical	ADJ
issue-2859	91	21	iiot	iiot	NOUN
issue-2859	91	22	infrastructure	infrastructure	NOUN
issue-2859	91	23	through	through	ADP
issue-2859	91	24	the	the	DET
issue-2859	91	25	implementation	implementation	NOUN
issue-2859	91	26	of	of	ADP
issue-2859	91	27	machine	machine	NOUN
issue-2859	91	28	learning	learning	NOUN
issue-2859	91	29	methodologies	methodology	NOUN
issue-2859	91	30	.	.	PUNCT
issue-2859	92	1	the	the	DET
issue-2859	92	2	necessity	necessity	NOUN
issue-2859	92	3	for	for	ADP
issue-2859	92	4	additional	additional	ADJ
issue-2859	92	5	research	research	NOUN
issue-2859	92	6	utilising	utilise	VERB
issue-2859	92	7	larger	large	ADJ
issue-2859	92	8	sets	set	NOUN
issue-2859	92	9	of	of	ADP
issue-2859	92	10	real	real	ADJ
issue-2859	92	11	data	datum	NOUN
issue-2859	92	12	and	and	CCONJ
issue-2859	92	13	incorporating	incorporate	VERB
issue-2859	92	14	the	the	DET
issue-2859	92	15	particularities	particularity	NOUN
issue-2859	92	16	of	of	ADP
issue-2859	92	17	diverse	diverse	ADJ
issue-2859	92	18	industrial	industrial	ADJ
issue-2859	92	19	sectors	sector	NOUN
issue-2859	92	20	is	be	AUX
issue-2859	92	21	underscored	underscore	VERB
issue-2859	92	22	.	.	PUNCT
issue-2859	93	1	the	the	DET
issue-2859	93	2	issue	issue	NOUN
issue-2859	93	3	of	of	ADP
issue-2859	93	4	information	information	NOUN
issue-2859	93	5	security	security	NOUN
issue-2859	93	6	in	in	ADP
issue-2859	93	7	the	the	DET
issue-2859	93	8	industrial	industrial	ADJ
issue-2859	93	9	internet	internet	NOUN
issue-2859	93	10	of	of	ADP
issue-2859	93	11	things	thing	NOUN
issue-2859	93	12	(	(	PUNCT
issue-2859	93	13	iiot	iiot	NOUN
issue-2859	93	14	)	)	PUNCT
issue-2859	93	15	environment	environment	NOUN
issue-2859	93	16	is	be	AUX
issue-2859	93	17	also	also	ADV
issue-2859	93	18	considered	consider	VERB
issue-2859	93	19	in	in	ADP
issue-2859	93	20	the	the	DET
issue-2859	93	21	work	work	NOUN
issue-2859	93	22	of	of	ADP
issue-2859	93	23	kerimkhulle	kerimkhulle	PROPN
issue-2859	93	24	,	,	PUNCT
issue-2859	93	25	dildebayeva	dildebayeva	PROPN
issue-2859	93	26	,	,	PUNCT
issue-2859	93	27	et	et	PROPN
issue-2859	93	28	al	al	PROPN
issue-2859	93	29	.	.	PROPN
issue-2859	94	1	(	(	PUNCT
issue-2859	94	2	2023	2023	NUM
issue-2859	94	3	)	)	PUNCT
issue-2859	94	4	.	.	PUNCT
issue-2859	95	1	the	the	DET
issue-2859	95	2	authors	author	NOUN
issue-2859	95	3	posit	posit	VERB
issue-2859	95	4	that	that	SCONJ
issue-2859	95	5	the	the	DET
issue-2859	95	6	evaluation	evaluation	NOUN
issue-2859	95	7	of	of	ADP
issue-2859	95	8	information	information	NOUN
issue-2859	95	9	security	security	NOUN
issue-2859	95	10	risks	risk	NOUN
issue-2859	95	11	in	in	ADP
issue-2859	95	12	iiot	iiot	NOUN
issue-2859	95	13	is	be	AUX
issue-2859	95	14	rendered	render	VERB
issue-2859	95	15	complex	complex	ADJ
issue-2859	95	16	by	by	ADP
issue-2859	95	17	several	several	ADJ
issue-2859	95	18	factors	factor	NOUN
issue-2859	95	19	,	,	PUNCT
issue-2859	95	20	namely	namely	ADV
issue-2859	95	21	the	the	DET
issue-2859	95	22	intricacy	intricacy	ADJ
issue-2859	95	23	and	and	CCONJ
issue-2859	95	24	heterogeneity	heterogeneity	NOUN
issue-2859	95	25	of	of	ADP
issue-2859	95	26	the	the	DET
issue-2859	95	27	system	system	NOUN
issue-2859	95	28	,	,	PUNCT
issue-2859	95	29	the	the	DET
issue-2859	95	30	dynamic	dynamic	ADJ
issue-2859	95	31	nature	nature	NOUN
issue-2859	95	32	of	of	ADP
issue-2859	95	33	the	the	DET
issue-2859	95	34	system	system	NOUN
issue-2859	95	35	,	,	PUNCT
issue-2859	95	36	the	the	DET
issue-2859	95	37	distributed	distribute	VERB
issue-2859	95	38	network	network	NOUN
issue-2859	95	39	infrastructure	infrastructure	NOUN
issue-2859	95	40	,	,	PUNCT
issue-2859	95	41	the	the	DET
issue-2859	95	42	absence	absence	NOUN
issue-2859	95	43	of	of	ADP
issue-2859	95	44	standards	standard	NOUN
issue-2859	95	45	and	and	CCONJ
issue-2859	95	46	recommendations	recommendation	NOUN
issue-2859	95	47	,	,	PUNCT
issue-2859	95	48	and	and	CCONJ
issue-2859	95	49	the	the	DET
issue-2859	95	50	heightened	heighten	VERB
issue-2859	95	51	consequences	consequence	NOUN
issue-2859	95	52	of	of	ADP
issue-2859	95	53	security	security	NOUN
issue-2859	95	54	breaches	breach	NOUN
issue-2859	95	55	.	.	PUNCT
issue-2859	96	1	these	these	DET
issue-2859	96	2	factors	factor	NOUN
issue-2859	96	3	mean	mean	VERB
issue-2859	96	4	that	that	SCONJ
issue-2859	96	5	assessing	assess	VERB
issue-2859	96	6	information	information	NOUN
issue-2859	96	7	s	s	PART
issue-2859	96	8	ecurity	ecurity	NOUN
issue-2859	96	9	risks	risk	VERB
issue-2859	96	10	in	in	ADP
issue-2859	96	11	the	the	DET
issue-2859	96	12	iiot	iiot	NOUN
issue-2859	96	13	requires	require	VERB
issue-2859	96	14	a	a	DET
issue-2859	96	15	comprehensive	comprehensive	ADJ
issue-2859	96	16	approach	approach	NOUN
issue-2859	96	17	that	that	PRON
issue-2859	96	18	is	be	AUX
issue-2859	96	19	adapted	adapt	VERB
issue-2859	96	20	to	to	ADP
issue-2859	96	21	the	the	DET
issue-2859	96	22	specifics	specific	NOUN
issue-2859	96	23	and	and	CCONJ
issue-2859	96	24	requirements	requirement	NOUN
issue-2859	96	25	of	of	ADP
issue-2859	96	26	a	a	DET
issue-2859	96	27	given	give	VERB
issue-2859	96	28	system	system	NOUN
issue-2859	96	29	and	and	CCONJ
issue-2859	96	30	industry	industry	NOUN
issue-2859	96	31	.	.	PUNCT
issue-2859	97	1	it	it	PRON
issue-2859	97	2	is	be	AUX
issue-2859	97	3	therefore	therefore	ADV
issue-2859	97	4	proposed	propose	VERB
issue-2859	97	5	that	that	SCONJ
issue-2859	97	6	special	special	ADJ
issue-2859	97	7	risk	risk	NOUN
issue-2859	97	8	assessment	assessment	NOUN
issue-2859	97	9	methods	method	NOUN
issue-2859	97	10	are	be	AUX
issue-2859	97	11	used	use	VERB
issue-2859	97	12	and	and	CCONJ
issue-2859	97	13	that	that	SCONJ
issue-2859	97	14	the	the	DET
issue-2859	97	15	context	context	NOUN
issue-2859	97	16	and	and	CCONJ
issue-2859	97	17	specifics	specific	NOUN
issue-2859	97	18	of	of	ADP
issue-2859	97	19	the	the	DET
issue-2859	97	20	system	system	NOUN
issue-2859	97	21	are	be	AUX
issue-2859	97	22	taken	take	VERB
issue-2859	97	23	into	into	ADP
issue-2859	97	24	account	account	NOUN
issue-2859	97	25	.	.	PUNCT
issue-2859	98	1	the	the	DET
issue-2859	98	2	present	present	ADJ
issue-2859	98	3	paper	paper	NOUN
issue-2859	98	4	puts	put	VERB
issue-2859	98	5	forward	forward	ADV
issue-2859	98	6	a	a	DET
issue-2859	98	7	novel	novel	ADJ
issue-2859	98	8	method	method	NOUN
issue-2859	98	9	for	for	ADP
issue-2859	98	10	the	the	DET
issue-2859	98	11	assessment	assessment	NOUN
issue-2859	98	12	of	of	ADP
issue-2859	98	13	information	information	NOUN
issue-2859	98	14	security	security	NOUN
issue-2859	98	15	risks	risk	NOUN
issue-2859	98	16	in	in	ADP
issue-2859	98	17	iiot	iiot	NOUN
issue-2859	98	18	systems	system	NOUN
issue-2859	98	19	.	.	PUNCT
issue-2859	99	1	the	the	DET
issue-2859	99	2	approach	approach	NOUN
issue-2859	99	3	is	be	AUX
issue-2859	99	4	founded	found	VERB
issue-2859	99	5	on	on	ADP
issue-2859	99	6	the	the	DET
issue-2859	99	7	mathematical	mathematical	ADJ
issue-2859	99	8	framework	framework	NOUN
issue-2859	99	9	of	of	ADP
issue-2859	99	10	fuzzy	fuzzy	ADJ
issue-2859	99	11	set	set	NOUN
issue-2859	99	12	theory	theory	NOUN
issue-2859	99	13	.	.	PUNCT
issue-2859	100	1	the	the	DET
issue-2859	100	2	article	article	NOUN
issue-2859	100	3	under	under	ADP
issue-2859	100	4	scrutiny	scrutiny	NOUN
issue-2859	100	5	employs	employ	VERB
issue-2859	100	6	an	an	DET
issue-2859	100	7	analytical	analytical	ADJ
issue-2859	100	8	approach	approach	NOUN
issue-2859	100	9	to	to	PART
issue-2859	100	10	evaluate	evaluate	VERB
issue-2859	100	11	the	the	DET
issue-2859	100	12	information	information	NOUN
issue-2859	100	13	security	security	NOUN
issue-2859	100	14	threats	threat	NOUN
issue-2859	100	15	to	to	ADP
issue-2859	100	16	iiot	iiot	NOUN
issue-2859	100	17	systems	system	NOUN
issue-2859	100	18	,	,	PUNCT
issue-2859	100	19	meticulously	meticulously	ADV
issue-2859	100	20	identifying	identify	VERB
issue-2859	100	21	the	the	DET
issue-2859	100	22	most	most	ADV
issue-2859	100	23	salient	salient	ADJ
issue-2859	100	24	criteria	criterion	NOUN
issue-2859	100	25	.	.	PUNCT
issue-2859	101	1	the	the	DET
issue-2859	101	2	rules	rule	NOUN
issue-2859	101	3	for	for	ADP
issue-2859	101	4	decision	decision	NOUN
issue-2859	101	5	-	-	PUNCT
issue-2859	101	6	making	making	NOUN
issue-2859	101	7	are	be	AUX
issue-2859	101	8	formulated	formulate	VERB
issue-2859	101	9	as	as	ADP
issue-2859	101	10	logical	logical	ADJ
issue-2859	101	11	expressions	expression	NOUN
issue-2859	101	12	containing	contain	VERB
issue-2859	101	13	input	input	NOUN
issue-2859	101	14	parameters	parameter	NOUN
issue-2859	101	15	.	.	PUNCT
issue-2859	102	1	three	three	NUM
issue-2859	102	2	fuzzy	fuzzy	ADJ
issue-2859	102	3	inference	inference	NOUN
issue-2859	102	4	systems	system	NOUN
issue-2859	102	5	are	be	AUX
issue-2859	102	6	employed	employ	VERB
issue-2859	102	7	:	:	PUNCT
issue-2859	102	8	one	one	NUM
issue-2859	102	9	for	for	ADP
issue-2859	102	10	assessing	assess	VERB
issue-2859	102	11	the	the	DET
issue-2859	102	12	probability	probability	NOUN
issue-2859	102	13	of	of	ADP
issue-2859	102	14	threat	threat	NOUN
issue-2859	102	15	realization	realization	NOUN
issue-2859	102	16	,	,	PUNCT
issue-2859	102	17	another	another	PRON
issue-2859	102	18	for	for	ADP
issue-2859	102	19	estimating	estimate	VERB
issue-2859	102	20	potential	potential	ADJ
issue-2859	102	21	damage	damage	NOUN
issue-2859	102	22	,	,	PUNCT
issue-2859	102	23	and	and	CCONJ
issue-2859	102	24	a	a	DET
issue-2859	102	25	final	final	ADJ
issue-2859	102	26	one	one	NUM
issue-2859	102	27	for	for	ADP
issue-2859	102	28	evaluating	evaluate	VERB
issue-2859	102	29	the	the	DET
issue-2859	102	30	overall	overall	ADJ
issue-2859	102	31	information	information	NOUN
issue-2859	102	32	security	security	NOUN
issue-2859	102	33	risk	risk	NOUN
issue-2859	102	34	for	for	ADP
issue-2859	102	35	the	the	DET
issue-2859	102	36	iiot	iiot	NOUN
issue-2859	102	37	system	system	NOUN
issue-2859	102	38	.	.	PUNCT
issue-2859	103	1	the	the	DET
issue-2859	103	2	proposed	propose	VERB
issue-2859	103	3	scientific	scientific	ADJ
issue-2859	103	4	approach	approach	NOUN
issue-2859	103	5	has	have	VERB
issue-2859	103	6	the	the	DET
issue-2859	103	7	potential	potential	NOUN
issue-2859	103	8	to	to	PART
issue-2859	103	9	serve	serve	VERB
issue-2859	103	10	as	as	ADP
issue-2859	103	11	a	a	DET
issue-2859	103	12	foundation	foundation	NOUN
issue-2859	103	13	for	for	ADP
issue-2859	103	14	the	the	DET
issue-2859	103	15	development	development	NOUN
issue-2859	103	16	of	of	ADP
issue-2859	103	17	expert	expert	ADJ
issue-2859	103	18	decision	decision	NOUN
issue-2859	103	19	support	support	NOUN
issue-2859	103	20	systems	system	NOUN
issue-2859	103	21	for	for	ADP
issue-2859	103	22	the	the	DET
issue-2859	103	23	design	design	NOUN
issue-2859	103	24	of	of	ADP
issue-2859	103	25	iiot	iiot	NOUN
issue-2859	103	26	systems	system	NOUN
issue-2859	103	27	.	.	PUNCT
issue-2859	104	1	in	in	ADP
issue-2859	104	2	order	order	NOUN
issue-2859	104	3	to	to	PART
issue-2859	104	4	evaluate	evaluate	VERB
issue-2859	104	5	the	the	DET
issue-2859	104	6	effectiveness	effectiveness	NOUN
issue-2859	104	7	of	of	ADP
issue-2859	104	8	the	the	DET
issue-2859	104	9	proposed	propose	VERB
issue-2859	104	10	methodology	methodology	NOUN
issue-2859	104	11	,	,	PUNCT
issue-2859	104	12	experiments	experiment	NOUN
issue-2859	104	13	were	be	AUX
issue-2859	104	14	conducted	conduct	VERB
issue-2859	104	15	on	on	ADP
issue-2859	104	16	a	a	DET
issue-2859	104	17	dataset	dataset	NOUN
issue-2859	104	18	containing	contain	VERB
issue-2859	104	19	real	real	ADJ
issue-2859	104	20	performance	performance	NOUN
issue-2859	104	21	indicators	indicator	NOUN
issue-2859	104	22	from	from	ADP
issue-2859	104	23	an	an	DET
issue-2859	104	24	iiot	iiot	NOUN
issue-2859	104	25	-	-	PUNCT
issue-2859	104	26	based	base	VERB
issue-2859	104	27	control	control	NOUN
issue-2859	104	28	system	system	NOUN
issue-2859	104	29	of	of	ADP
issue-2859	104	30	a	a	DET
issue-2859	104	31	gas	gas	NOUN
issue-2859	104	32	processing	processing	NOUN
issue-2859	104	33	plant	plant	NOUN
issue-2859	104	34	.	.	PUNCT
issue-2859	105	1	the	the	DET
issue-2859	105	2	findings	finding	NOUN
issue-2859	105	3	suggest	suggest	VERB
issue-2859	105	4	that	that	SCONJ
issue-2859	105	5	the	the	DET
issue-2859	105	6	random	random	ADJ
issue-2859	105	7	forest	forest	NOUN
issue-2859	105	8	algorithm	algorithm	NOUN
issue-2859	105	9	attained	attain	VERB
issue-2859	105	10	superior	superior	ADJ
issue-2859	105	11	accuracy	accuracy	NOUN
issue-2859	105	12	in	in	ADP
issue-2859	105	13	the	the	DET
issue-2859	105	14	classification	classification	NOUN
issue-2859	105	15	of	of	ADP
issue-2859	105	16	anomalous	anomalous	ADJ
issue-2859	105	17	events	event	NOUN
issue-2859	105	18	,	,	PUNCT
issue-2859	105	19	attaining	attain	VERB
issue-2859	105	20	a	a	DET
issue-2859	105	21	maximum	maximum	NOUN
issue-2859	105	22	of	of	ADP
issue-2859	105	23	96	96	NUM
issue-2859	105	24	%	%	NOUN
issue-2859	105	25	accuracy	accuracy	NOUN
issue-2859	105	26	with	with	ADP
issue-2859	105	27	a	a	DET
issue-2859	105	28	relatively	relatively	ADV
issue-2859	105	29	brief	brief	ADJ
issue-2859	105	30	training	training	NOUN
issue-2859	105	31	period	period	NOUN
issue-2859	105	32	.	.	PUNCT
issue-2859	106	1	the	the	DET
issue-2859	106	2	authors	author	NOUN
issue-2859	106	3	of	of	ADP
issue-2859	106	4	the	the	DET
issue-2859	106	5	study	study	NOUN
issue-2859	106	6	propose	propose	VERB
issue-2859	106	7	several	several	ADJ
issue-2859	106	8	potential	potential	ADJ
issue-2859	106	9	avenues	avenue	NOUN
issue-2859	106	10	for	for	ADP
issue-2859	106	11	further	further	ADJ
issue-2859	106	12	performance	performance	NOUN
issue-2859	106	13	enhancement	enhancement	NOUN
issue-2859	106	14	and	and	CCONJ
issue-2859	106	15	underscore	underscore	VERB
issue-2859	106	16	the	the	DET
issue-2859	106	17	significance	significance	NOUN
issue-2859	106	18	of	of	ADP
issue-2859	106	19	safeguarding	safeguard	VERB
issue-2859	106	20	critical	critical	ADJ
issue-2859	106	21	iiot	iiot	NOUN
issue-2859	106	22	infrastructure	infrastructure	NOUN
issue-2859	106	23	through	through	ADP
issue-2859	106	24	the	the	DET
issue-2859	106	25	implementation	implementation	NOUN
issue-2859	106	26	of	of	ADP
issue-2859	106	27	machine	machine	NOUN
issue-2859	106	28	learning	learning	NOUN
issue-2859	106	29	methodologies	methodology	NOUN
issue-2859	106	30	.	.	PUNCT
issue-2859	107	1	in	in	ADP
issue-2859	107	2	their	their	PRON
issue-2859	107	3	article	article	NOUN
issue-2859	107	4	(	(	PUNCT
issue-2859	107	5	2023	2023	NUM
issue-2859	107	6	)	)	PUNCT
issue-2859	107	7	,	,	PUNCT
issue-2859	107	8	pinto	pinto	NOUN
issue-2859	107	9	et	et	PROPN
issue-2859	107	10	al	al	PROPN
issue-2859	107	11	.	.	PUNCT
issue-2859	108	1	devote	devote	VERB
issue-2859	108	2	significant	significant	ADJ
issue-2859	108	3	attention	attention	NOUN
issue-2859	108	4	to	to	ADP
issue-2859	108	5	reviewing	review	VERB
issue-2859	108	6	the	the	DET
issue-2859	108	7	machine	machine	NOUN
issue-2859	108	8	learning	learn	VERB
issue-2859	108	9	methods	method	NOUN
issue-2859	108	10	applied	apply	VERB
issue-2859	108	11	in	in	ADP
issue-2859	108	12	modern	modern	ADJ
issue-2859	108	13	intrusion	intrusion	NOUN
issue-2859	108	14	detection	detection	NOUN
issue-2859	108	15	systems	system	NOUN
issue-2859	108	16	(	(	PUNCT
issue-2859	108	17	ids	id	NOUN
issue-2859	108	18	)	)	PUNCT
issue-2859	108	19	,	,	PUNCT
issue-2859	108	20	including	include	VERB
issue-2859	108	21	supervised	supervised	ADJ
issue-2859	108	22	,	,	PUNCT
issue-2859	108	23	unsupervised	unsupervised	ADJ
issue-2859	108	24	,	,	PUNCT
issue-2859	108	25	hybrid	hybrid	ADJ
issue-2859	108	26	and	and	CCONJ
issue-2859	108	27	deep	deep	ADJ
issue-2859	108	28	learning	learning	NOUN
issue-2859	108	29	techniques	technique	NOUN
issue-2859	108	30	.	.	PUNCT
issue-2859	109	1	for	for	ADP
issue-2859	109	2	each	each	DET
issue-2859	109	3	category	category	NOUN
issue-2859	109	4	,	,	PUNCT
issue-2859	109	5	the	the	DET
issue-2859	109	6	authors	author	NOUN
issue-2859	109	7	provide	provide	VERB
issue-2859	109	8	detailed	detailed	ADJ
issue-2859	109	9	descriptions	description	NOUN
issue-2859	109	10	of	of	ADP
issue-2859	109	11	the	the	DET
issue-2859	109	12	operating	operate	VERB
issue-2859	109	13	principles	principle	NOUN
issue-2859	109	14	of	of	ADP
issue-2859	109	15	the	the	DET
issue-2859	109	16	algorithms	algorithm	NOUN
issue-2859	109	17	,	,	PUNCT
issue-2859	109	18	highlighting	highlight	VERB
issue-2859	109	19	their	their	PRON
issue-2859	109	20	strengths	strength	NOUN
issue-2859	109	21	and	and	CCONJ
issue-2859	109	22	weaknesses	weakness	NOUN
issue-2859	109	23	in	in	ADP
issue-2859	109	24	intrusion	intrusion	NOUN
issue-2859	109	25	detection	detection	NOUN
issue-2859	109	26	tasks	task	NOUN
issue-2859	109	27	.	.	PUNCT
issue-2859	110	1	furthermore	furthermore	ADV
issue-2859	110	2	,	,	PUNCT
issue-2859	110	3	the	the	DET
issue-2859	110	4	article	article	NOUN
issue-2859	110	5	underlines	underline	VERB
issue-2859	110	6	the	the	DET
issue-2859	110	7	significance	significance	NOUN
issue-2859	110	8	of	of	ADP
issue-2859	110	9	data	datum	NOUN
issue-2859	110	10	preprocessing	preprocessing	NOUN
issue-2859	110	11	and	and	CCONJ
issue-2859	110	12	feature	feature	NOUN
issue-2859	110	13	selection	selection	NOUN
issue-2859	110	14	when	when	SCONJ
issue-2859	110	15	dealing	deal	VERB
issue-2859	110	16	with	with	ADP
issue-2859	110	17	network	network	NOUN
issue-2859	110	18	traffic	traffic	NOUN
issue-2859	110	19	data	datum	NOUN
issue-2859	110	20	and	and	CCONJ
issue-2859	110	21	security	security	NOUN
issue-2859	110	22	event	event	NOUN
issue-2859	110	23	logs	log	NOUN
issue-2859	110	24	.	.	PUNCT
issue-2859	111	1	the	the	DET
issue-2859	111	2	article	article	NOUN
issue-2859	111	3	discusses	discuss	VERB
issue-2859	111	4	the	the	DET
issue-2859	111	5	most	most	ADV
issue-2859	111	6	promising	promising	ADJ
issue-2859	111	7	methods	method	NOUN
issue-2859	111	8	and	and	CCONJ
issue-2859	111	9	open	open	ADJ
issue-2859	111	10	challenges	challenge	NOUN
issue-2859	111	11	in	in	ADP
issue-2859	111	12	intrusion	intrusion	NOUN
issue-2859	111	13	detection	detection	NOUN
issue-2859	111	14	systems	system	NOUN
issue-2859	111	15	(	(	PUNCT
issue-2859	111	16	ids	id	NOUN
issue-2859	111	17	)	)	PUNCT
issue-2859	111	18	,	,	PUNCT
issue-2859	111	19	such	such	ADJ
issue-2859	111	20	as	as	ADP
issue-2859	111	21	the	the	DET
issue-2859	111	22	handling	handling	NOUN
issue-2859	111	23	of	of	ADP
issue-2859	111	24	large	large	ADJ
issue-2859	111	25	data	datum	NOUN
issue-2859	111	26	volumes	volume	NOUN
issue-2859	111	27	,	,	PUNCT
issue-2859	111	28	the	the	DET
issue-2859	111	29	addressing	addressing	NOUN
issue-2859	111	30	of	of	ADP
issue-2859	111	31	concept	concept	NOUN
issue-2859	111	32	drift	drift	NOUN
issue-2859	111	33	,	,	PUNCT
issue-2859	111	34	and	and	CCONJ
issue-2859	111	35	the	the	DET
issue-2859	111	36	adaptation	adaptation	NOUN
issue-2859	111	37	to	to	ADP
issue-2859	111	38	the	the	DET
issue-2859	111	39	specifics	specific	NOUN
issue-2859	111	40	of	of	ADP
issue-2859	111	41	various	various	ADJ
issue-2859	111	42	critical	critical	ADJ
issue-2859	111	43	infrastructures	infrastructure	NOUN
issue-2859	111	44	.	.	PUNCT
issue-2859	112	1	the	the	DET
issue-2859	112	2	authors	author	NOUN
issue-2859	112	3	conclude	conclude	VERB
issue-2859	112	4	that	that	SCONJ
issue-2859	112	5	deep	deep	ADJ
issue-2859	112	6	learning	learning	NOUN
issue-2859	112	7	methods	method	NOUN
issue-2859	112	8	,	,	PUNCT
issue-2859	112	9	in	in	ADP
issue-2859	112	10	particular	particular	ADJ
issue-2859	112	11	convolutional	convolutional	ADJ
issue-2859	112	12	and	and	CCONJ
issue-2859	112	13	recurrent	recurrent	ADJ
issue-2859	112	14	neural	neural	ADJ
issue-2859	112	15	networks	network	NOUN
issue-2859	112	16	,	,	PUNCT
issue-2859	112	17	demonstrate	demonstrate	VERB
issue-2859	112	18	the	the	DET
issue-2859	112	19	highest	high	ADJ
issue-2859	112	20	level	level	NOUN
issue-2859	112	21	of	of	ADP
issue-2859	112	22	accuracy	accuracy	NOUN
issue-2859	112	23	in	in	ADP
issue-2859	112	24	detecting	detect	VERB
issue-2859	112	25	cyberattacks	cyberattack	NOUN
issue-2859	112	26	and	and	CCONJ
issue-2859	112	27	anomalies	anomaly	NOUN
issue-2859	112	28	.	.	PUNCT
issue-2859	113	1	however	however	ADV
issue-2859	113	2	,	,	PUNCT
issue-2859	113	3	it	it	PRON
issue-2859	113	4	is	be	AUX
issue-2859	113	5	emphasised	emphasise	VERB
issue-2859	113	6	that	that	SCONJ
issue-2859	113	7	the	the	DET
issue-2859	113	8	successful	successful	ADJ
issue-2859	113	9	application	application	NOUN
issue-2859	113	10	of	of	ADP
issue-2859	113	11	these	these	DET
issue-2859	113	12	models	model	NOUN
issue-2859	113	13	is	be	AUX
issue-2859	113	14	contingent	contingent	ADJ
issue-2859	113	15	upon	upon	SCONJ
issue-2859	113	16	the	the	DET
issue-2859	113	17	availability	availability	NOUN
issue-2859	113	18	of	of	ADP
issue-2859	113	19	substantial	substantial	ADJ
issue-2859	113	20	sets	set	NOUN
issue-2859	113	21	of	of	ADP
issue-2859	113	22	high	high	ADJ
issue-2859	113	23	-	-	PUNCT
issue-2859	113	24	quality	quality	NOUN
issue-2859	113	25	data	datum	NOUN
issue-2859	113	26	.	.	PUNCT
issue-2859	114	1	in	in	ADP
issue-2859	114	2	the	the	DET
issue-2859	114	3	study	study	NOUN
issue-2859	114	4	by	by	ADP
issue-2859	114	5	m.	m.	NOUN
issue-2859	114	6	aragonés	aragonés	PROPN
issue-2859	114	7	lozano	lozano	PROPN
issue-2859	114	8	,	,	PUNCT
issue-2859	114	9	m.	m.	NOUN
issue-2859	114	10	pérez	pérez	NOUN
issue-2859	114	11	llopis	llopis	NOUN
issue-2859	114	12	,	,	PUNCT
issue-2859	114	13	and	and	CCONJ
issue-2859	114	14	m.	m.	PROPN
issue-2859	114	15	esteve	esteve	PROPN
issue-2859	114	16	domingo	domingo	PROPN
issue-2859	114	17	(	(	PUNCT
issue-2859	114	18	aragonés	aragonés	PROPN
issue-2859	114	19	lozano	lozano	PROPN
issue-2859	114	20	,	,	PUNCT
issue-2859	114	21	pérez	pérez	NOUN
issue-2859	114	22	llopis	llopis	NOUN
issue-2859	114	23	,	,	PUNCT
issue-2859	114	24	esteve	esteve	PROPN
issue-2859	114	25	domingo	domingo	PROPN
issue-2859	114	26	,	,	PUNCT
issue-2859	114	27	2023	2023	NUM
issue-2859	114	28	)	)	PUNCT
issue-2859	114	29	,	,	PUNCT
issue-2859	114	30	a	a	DET
issue-2859	114	31	system	system	NOUN
issue-2859	114	32	for	for	ADP
issue-2859	114	33	detecting	detect	VERB
issue-2859	114	34	and	and	CCONJ
issue-2859	114	35	analysing	analyse	VERB
issue-2859	114	36	cyber	cyber	NOUN
issue-2859	114	37	threats	threat	NOUN
issue-2859	114	38	targeting	target	VERB
issue-2859	114	39	critical	critical	ADJ
issue-2859	114	40	infrastructure	infrastructure	NOUN
issue-2859	114	41	is	be	AUX
issue-2859	114	42	presented	present	VERB
issue-2859	114	43	,	,	PUNCT
issue-2859	114	44	utilising	utilise	VERB
issue-2859	114	45	machine	machine	NOUN
issue-2859	114	46	learning	learning	NOUN
issue-2859	114	47	methods	method	NOUN
issue-2859	114	48	.	.	PUNCT
issue-2859	115	1	this	this	DET
issue-2859	115	2	approach	approach	NOUN
issue-2859	115	3	is	be	AUX
issue-2859	115	4	rooted	root	VERB
issue-2859	115	5	in	in	ADP
issue-2859	115	6	the	the	DET
issue-2859	115	7	concept	concept	NOUN
issue-2859	115	8	of	of	ADP
issue-2859	115	9	"	"	PUNCT
issue-2859	115	10	threat	threat	NOUN
issue-2859	115	11	hunting	hunting	NOUN
issue-2859	115	12	"	"	PUNCT
issue-2859	115	13	,	,	PUNCT
issue-2859	115	14	which	which	PRON
issue-2859	115	15	involves	involve	VERB
issue-2859	115	16	the	the	DET
issue-2859	115	17	proactive	proactive	ADJ
issue-2859	115	18	search	search	NOUN
issue-2859	115	19	for	for	ADP
issue-2859	115	20	indications	indication	NOUN
issue-2859	115	21	of	of	ADP
issue-2859	115	22	malicious	malicious	ADJ
issue-2859	115	23	activity	activity	NOUN
issue-2859	115	24	.	.	PUNCT
issue-2859	116	1	the	the	DET
issue-2859	116	2	authors	author	NOUN
issue-2859	116	3	emphasise	emphasise	VERB
issue-2859	116	4	that	that	SCONJ
issue-2859	116	5	critical	critical	ADJ
issue-2859	116	6	infrastructure	infrastructure	NOUN
issue-2859	116	7	is	be	AUX
issue-2859	116	8	an	an	DET
issue-2859	116	9	attractive	attractive	ADJ
issue-2859	116	10	target	target	NOUN
issue-2859	116	11	for	for	ADP
issue-2859	116	12	malicious	malicious	ADJ
issue-2859	116	13	actors	actor	NOUN
issue-2859	116	14	,	,	PUNCT
issue-2859	116	15	and	and	CCONJ
issue-2859	116	16	traditional	traditional	ADJ
issue-2859	116	17	intrusion	intrusion	NOUN
issue-2859	116	18	detection	detection	NOUN
issue-2859	116	19	systems	system	NOUN
issue-2859	116	20	frequently	frequently	ADV
issue-2859	116	21	prove	prove	VERB
issue-2859	116	22	ineffective	ineffective	ADJ
issue-2859	116	23	against	against	ADP
issue-2859	116	24	contemporary	contemporary	ADJ
issue-2859	116	25	cyber	cyber	PROPN
issue-2859	116	26	threats	threat	NOUN
issue-2859	116	27	.	.	PUNCT
issue-2859	117	1	the	the	DET
issue-2859	117	2	system	system	NOUN
issue-2859	117	3	proposed	propose	VERB
issue-2859	117	4	in	in	ADP
issue-2859	117	5	the	the	DET
issue-2859	117	6	article	article	NOUN
issue-2859	117	7	consists	consist	VERB
issue-2859	117	8	of	of	ADP
issue-2859	117	9	modules	module	NOUN
issue-2859	117	10	for	for	ADP
issue-2859	117	11	data	data	NOUN
issue-2859	117	12	collection	collection	NOUN
issue-2859	117	13	,	,	PUNCT
issue-2859	117	14	processing	processing	NOUN
issue-2859	117	15	,	,	PUNCT
issue-2859	117	16	machine	machine	NOUN
issue-2859	117	17	learning	learning	NOUN
issue-2859	117	18	and	and	CCONJ
issue-2859	117	19	the	the	DET
issue-2859	117	20	visualization	visualization	NOUN
issue-2859	117	21	of	of	ADP
issue-2859	117	22	results	result	NOUN
issue-2859	117	23	.	.	PUNCT
issue-2859	118	1	in	in	ADP
issue-2859	118	2	order	order	NOUN
issue-2859	118	3	to	to	PART
issue-2859	118	4	detect	detect	VERB
issue-2859	118	5	anomalies	anomaly	NOUN
issue-2859	118	6	and	and	CCONJ
issue-2859	118	7	classify	classify	VERB
issue-2859	118	8	threats	threat	NOUN
issue-2859	118	9	,	,	PUNCT
issue-2859	118	10	the	the	DET
issue-2859	118	11	authors	author	NOUN
issue-2859	118	12	employ	employ	VERB
issue-2859	118	13	a	a	DET
issue-2859	118	14	range	range	NOUN
issue-2859	118	15	of	of	ADP
issue-2859	118	16	algorithms	algorithm	NOUN
issue-2859	118	17	,	,	PUNCT
issue-2859	118	18	including	include	VERB
issue-2859	118	19	random	random	ADJ
issue-2859	118	20	forest	forest	NOUN
issue-2859	118	21	,	,	PUNCT
issue-2859	118	22	isolating	isolate	VERB
issue-2859	118	23	forest	forest	NOUN
issue-2859	118	24	and	and	CCONJ
issue-2859	118	25	single	single	ADJ
issue-2859	118	26	-	-	PUNCT
issue-2859	118	27	class	class	NOUN
issue-2859	118	28	support	support	NOUN
issue-2859	118	29	vector	vector	NOUN
issue-2859	118	30	machine	machine	NOUN
issue-2859	118	31	(	(	PUNCT
issue-2859	118	32	svm	svm	ADJ
issue-2859	118	33	)	)	PUNCT
issue-2859	118	34	algorithms	algorithm	NOUN
issue-2859	118	35	.	.	PUNCT
issue-2859	119	1	the	the	DET
issue-2859	119	2	system	system	NOUN
issue-2859	119	3	has	have	AUX
issue-2859	119	4	been	be	AUX
issue-2859	119	5	tested	test	VERB
issue-2859	119	6	on	on	ADP
issue-2859	119	7	real	real	ADJ
issue-2859	119	8	baltic	baltic	ADJ
issue-2859	119	9	journal	journal	NOUN
issue-2859	119	10	of	of	ADP
issue-2859	119	11	economic	economic	ADJ
issue-2859	119	12	studies	study	NOUN
issue-2859	119	13	277	277	NUM
issue-2859	119	14	vol	vol	NOUN
issue-2859	119	15	.	.	PUNCT
issue-2859	120	1	11	11	NUM
issue-2859	121	1	no	no	NOUN
issue-2859	121	2	.	.	NOUN
issue-2859	121	3	2	2	NUM
issue-2859	121	4	,	,	PUNCT
issue-2859	121	5	2025	2025	NUM
issue-2859	121	6	data	datum	NOUN
issue-2859	121	7	from	from	ADP
issue-2859	121	8	the	the	DET
issue-2859	121	9	telecommunications	telecommunications	NOUN
issue-2859	121	10	infrastructure	infrastructure	NOUN
issue-2859	121	11	of	of	ADP
issue-2859	121	12	a	a	DET
issue-2859	121	13	large	large	ADJ
issue-2859	121	14	operator	operator	NOUN
issue-2859	121	15	.	.	PUNCT
issue-2859	122	1	the	the	DET
issue-2859	122	2	findings	finding	NOUN
issue-2859	122	3	of	of	ADP
issue-2859	122	4	the	the	DET
issue-2859	122	5	experiments	experiment	NOUN
issue-2859	122	6	demonstrate	demonstrate	VERB
issue-2859	122	7	the	the	DET
issue-2859	122	8	high	high	ADJ
issue-2859	122	9	effectiveness	effectiveness	NOUN
issue-2859	122	10	of	of	ADP
issue-2859	122	11	the	the	DET
issue-2859	122	12	machine	machine	NOUN
issue-2859	122	13	learning	learning	NOUN
issue-2859	122	14	ensemble	ensemble	ADJ
issue-2859	122	15	in	in	ADP
issue-2859	122	16	classifying	classify	VERB
issue-2859	122	17	various	various	ADJ
issue-2859	122	18	types	type	NOUN
issue-2859	122	19	of	of	ADP
issue-2859	122	20	cyber	cyber	NOUN
issue-2859	122	21	threats	threat	NOUN
issue-2859	122	22	,	,	PUNCT
issue-2859	122	23	including	include	VERB
issue-2859	122	24	the	the	DET
issue-2859	122	25	detection	detection	NOUN
issue-2859	122	26	of	of	ADP
issue-2859	122	27	new	new	ADJ
issue-2859	122	28	,	,	PUNCT
issue-2859	122	29	previously	previously	ADV
issue-2859	122	30	unknown	unknown	ADJ
issue-2859	122	31	attacks	attack	NOUN
issue-2859	122	32	.	.	PUNCT
issue-2859	123	1	in	in	ADP
issue-2859	123	2	the	the	DET
issue-2859	123	3	following	follow	VERB
issue-2859	123	4	discussion	discussion	NOUN
issue-2859	123	5	,	,	PUNCT
issue-2859	123	6	the	the	DET
issue-2859	123	7	advantages	advantage	NOUN
issue-2859	123	8	of	of	ADP
issue-2859	123	9	the	the	DET
issue-2859	123	10	proposed	propose	VERB
issue-2859	123	11	approach	approach	NOUN
issue-2859	123	12	are	be	AUX
issue-2859	123	13	considered	consider	VERB
issue-2859	123	14	by	by	ADP
issue-2859	123	15	m.	m.	NOUN
issue-2859	123	16	aragonés	aragonés	PROPN
issue-2859	123	17	lozano	lozano	PROPN
issue-2859	123	18	et	et	PROPN
issue-2859	123	19	al	al	PROPN
issue-2859	123	20	.	.	PROPN
issue-2859	123	21	,	,	PUNCT
issue-2859	123	22	including	include	VERB
issue-2859	123	23	its	its	PRON
issue-2859	123	24	ability	ability	NOUN
issue-2859	123	25	to	to	PART
issue-2859	123	26	generalise	generalise	VERB
issue-2859	123	27	and	and	CCONJ
issue-2859	123	28	adapt	adapt	VERB
issue-2859	123	29	to	to	ADP
issue-2859	123	30	evolving	evolve	VERB
issue-2859	123	31	threats	threat	NOUN
issue-2859	123	32	.	.	PUNCT
issue-2859	124	1	however	however	ADV
issue-2859	124	2	,	,	PUNCT
issue-2859	124	3	the	the	DET
issue-2859	124	4	limitations	limitation	NOUN
issue-2859	124	5	of	of	ADP
issue-2859	124	6	the	the	DET
issue-2859	124	7	approach	approach	NOUN
issue-2859	124	8	are	be	AUX
issue-2859	124	9	also	also	ADV
issue-2859	124	10	discussed	discuss	VERB
issue-2859	124	11	,	,	PUNCT
issue-2859	124	12	including	include	VERB
issue-2859	124	13	the	the	DET
issue-2859	124	14	need	need	NOUN
issue-2859	124	15	for	for	ADP
issue-2859	124	16	continuous	continuous	ADJ
issue-2859	124	17	system	system	NOUN
issue-2859	124	18	updates	update	NOUN
issue-2859	124	19	as	as	SCONJ
issue-2859	124	20	new	new	ADJ
issue-2859	124	21	types	type	NOUN
issue-2859	124	22	of	of	ADP
issue-2859	124	23	attacks	attack	NOUN
issue-2859	124	24	emerge	emerge	VERB
issue-2859	124	25	.	.	PUNCT
issue-2859	125	1	the	the	DET
issue-2859	125	2	study	study	NOUN
issue-2859	125	3	emphasises	emphasise	VERB
issue-2859	125	4	the	the	DET
issue-2859	125	5	promising	promising	ADJ
issue-2859	125	6	potential	potential	NOUN
issue-2859	125	7	of	of	ADP
issue-2859	125	8	machine	machine	NOUN
issue-2859	125	9	learning	learning	NOUN
issue-2859	125	10	methods	method	NOUN
issue-2859	125	11	for	for	ADP
issue-2859	125	12	effectively	effectively	ADV
issue-2859	125	13	countering	counter	VERB
issue-2859	125	14	cyber	cyber	NOUN
issue-2859	125	15	threats	threat	NOUN
issue-2859	125	16	to	to	ADP
issue-2859	125	17	critical	critical	ADJ
issue-2859	125	18	infrastructure	infrastructure	NOUN
issue-2859	125	19	.	.	PUNCT
issue-2859	126	1	the	the	DET
issue-2859	126	2	article	article	NOUN
issue-2859	126	3	by	by	ADP
issue-2859	126	4	k.	k.	PROPN
issue-2859	126	5	raval	raval	PROPN
issue-2859	126	6	et	et	PROPN
issue-2859	126	7	al	al	PROPN
issue-2859	126	8	.	.	PROPN
issue-2859	126	9	(	(	PUNCT
issue-2859	126	10	2023	2023	NUM
issue-2859	126	11	)	)	PUNCT
issue-2859	126	12	presents	present	VERB
issue-2859	126	13	a	a	DET
issue-2859	126	14	comprehensive	comprehensive	ADJ
issue-2859	126	15	examination	examination	NOUN
issue-2859	126	16	of	of	ADP
issue-2859	126	17	cyber	cyber	ADJ
issue-2859	126	18	security	security	NOUN
issue-2859	126	19	issues	issue	NOUN
issue-2859	126	20	concerning	concern	VERB
issue-2859	126	21	critical	critical	ADJ
issue-2859	126	22	infrastructures	infrastructure	NOUN
issue-2859	126	23	in	in	ADP
issue-2859	126	24	the	the	DET
issue-2859	126	25	context	context	NOUN
issue-2859	126	26	of	of	ADP
issue-2859	126	27	modern	modern	ADJ
issue-2859	126	28	threats	threat	NOUN
issue-2859	126	29	,	,	PUNCT
issue-2859	126	30	including	include	VERB
issue-2859	126	31	those	those	PRON
issue-2859	126	32	related	relate	VERB
issue-2859	126	33	to	to	ADP
issue-2859	126	34	the	the	DET
issue-2859	126	35	use	use	NOUN
issue-2859	126	36	of	of	ADP
issue-2859	126	37	artificial	artificial	ADJ
issue-2859	126	38	intelligence	intelligence	NOUN
issue-2859	126	39	technologies	technology	NOUN
issue-2859	126	40	.	.	PUNCT
issue-2859	127	1	the	the	DET
issue-2859	127	2	authors	author	NOUN
issue-2859	127	3	analyse	analyse	VERB
issue-2859	127	4	the	the	DET
issue-2859	127	5	most	most	ADV
issue-2859	127	6	common	common	ADJ
issue-2859	127	7	cyberattacks	cyberattack	NOUN
issue-2859	127	8	that	that	PRON
issue-2859	127	9	pose	pose	VERB
issue-2859	127	10	a	a	DET
issue-2859	127	11	threat	threat	NOUN
issue-2859	127	12	to	to	ADP
issue-2859	127	13	critical	critical	ADJ
issue-2859	127	14	infrastructure	infrastructure	NOUN
issue-2859	127	15	systems	system	NOUN
issue-2859	127	16	,	,	PUNCT
issue-2859	127	17	including	include	VERB
issue-2859	127	18	denial	denial	NOUN
issue-2859	127	19	-	-	PUNCT
issue-2859	127	20	ofservice	ofservice	NOUN
issue-2859	127	21	attacks	attack	NOUN
issue-2859	127	22	,	,	PUNCT
issue-2859	127	23	malware	malware	NOUN
issue-2859	127	24	,	,	PUNCT
issue-2859	127	25	attacks	attack	NOUN
issue-2859	127	26	on	on	ADP
issue-2859	127	27	industrial	industrial	ADJ
issue-2859	127	28	control	control	NOUN
issue-2859	127	29	systems	system	NOUN
issue-2859	127	30	,	,	PUNCT
issue-2859	127	31	and	and	CCONJ
issue-2859	127	32	cyber	cyber	ADJ
issue-2859	127	33	espionage	espionage	NOUN
issue-2859	127	34	.	.	PUNCT
issue-2859	128	1	a	a	DET
issue-2859	128	2	particular	particular	ADJ
issue-2859	128	3	focus	focus	NOUN
issue-2859	128	4	is	be	AUX
issue-2859	128	5	allocated	allocate	VERB
issue-2859	128	6	to	to	ADP
issue-2859	128	7	the	the	DET
issue-2859	128	8	identification	identification	NOUN
issue-2859	128	9	of	of	ADP
issue-2859	128	10	emergent	emergent	ADJ
issue-2859	128	11	threats	threat	NOUN
issue-2859	128	12	that	that	PRON
issue-2859	128	13	are	be	AUX
issue-2859	128	14	concomitant	concomitant	ADJ
issue-2859	128	15	with	with	ADP
issue-2859	128	16	the	the	DET
issue-2859	128	17	progression	progression	NOUN
issue-2859	128	18	of	of	ADP
issue-2859	128	19	ai	ai	NOUN
issue-2859	128	20	.	.	PUNCT
issue-2859	129	1	the	the	DET
issue-2859	129	2	article	article	NOUN
issue-2859	129	3	examines	examine	VERB
issue-2859	129	4	approaches	approach	NOUN
issue-2859	129	5	to	to	ADP
issue-2859	129	6	ensuring	ensure	VERB
issue-2859	129	7	the	the	DET
issue-2859	129	8	cyber	cyber	ADJ
issue-2859	129	9	security	security	NOUN
issue-2859	129	10	of	of	ADP
issue-2859	129	11	critical	critical	ADJ
issue-2859	129	12	infrastructures	infrastructure	NOUN
issue-2859	129	13	using	use	VERB
issue-2859	129	14	artificial	artificial	ADJ
issue-2859	129	15	intelligence	intelligence	NOUN
issue-2859	129	16	(	(	PUNCT
issue-2859	129	17	ai	ai	NOUN
issue-2859	129	18	)	)	PUNCT
issue-2859	129	19	and	and	CCONJ
issue-2859	129	20	machine	machine	NOUN
issue-2859	129	21	learning	learning	NOUN
issue-2859	129	22	methods	method	NOUN
issue-2859	129	23	.	.	PUNCT
issue-2859	130	1	the	the	DET
issue-2859	130	2	analysis	analysis	NOUN
issue-2859	130	3	encompasses	encompass	VERB
issue-2859	130	4	a	a	DET
issue-2859	130	5	range	range	NOUN
issue-2859	130	6	of	of	ADP
issue-2859	130	7	subjects	subject	NOUN
issue-2859	130	8	,	,	PUNCT
issue-2859	130	9	including	include	VERB
issue-2859	130	10	intrusion	intrusion	NOUN
issue-2859	130	11	and	and	CCONJ
issue-2859	130	12	anomaly	anomaly	NOUN
issue-2859	130	13	detection	detection	NOUN
issue-2859	130	14	,	,	PUNCT
issue-2859	130	15	vulnerability	vulnerability	NOUN
issue-2859	130	16	identification	identification	NOUN
issue-2859	130	17	,	,	PUNCT
issue-2859	130	18	incident	incident	NOUN
issue-2859	130	19	response	response	NOUN
issue-2859	130	20	,	,	PUNCT
issue-2859	130	21	protection	protection	NOUN
issue-2859	130	22	of	of	ADP
issue-2859	130	23	industrial	industrial	ADJ
issue-2859	130	24	control	control	NOUN
issue-2859	130	25	systems	system	NOUN
issue-2859	130	26	,	,	PUNCT
issue-2859	130	27	and	and	CCONJ
issue-2859	130	28	the	the	DET
issue-2859	130	29	safeguarding	safeguarding	NOUN
issue-2859	130	30	of	of	ADP
issue-2859	130	31	ai	ai	VERB
issue-2859	130	32	itself	itself	PRON
issue-2859	130	33	against	against	ADP
issue-2859	130	34	attacks	attack	NOUN
issue-2859	130	35	.	.	PUNCT
issue-2859	131	1	these	these	DET
issue-2859	131	2	subjects	subject	NOUN
issue-2859	131	3	underscore	underscore	VERB
issue-2859	131	4	the	the	DET
issue-2859	131	5	necessity	necessity	NOUN
issue-2859	131	6	of	of	ADP
issue-2859	131	7	studying	study	VERB
issue-2859	131	8	ai	ai	VERB
issue-2859	131	9	-	-	PUNCT
issue-2859	131	10	related	relate	VERB
issue-2859	131	11	threats	threat	NOUN
issue-2859	131	12	.	.	PUNCT
issue-2859	132	1	a	a	DET
issue-2859	132	2	plethora	plethora	NOUN
issue-2859	132	3	of	of	ADP
issue-2859	132	4	examples	example	NOUN
issue-2859	132	5	from	from	ADP
issue-2859	132	6	the	the	DET
issue-2859	132	7	extant	extant	ADJ
issue-2859	132	8	literature	literature	NOUN
issue-2859	132	9	on	on	ADP
issue-2859	132	10	the	the	DET
issue-2859	132	11	use	use	NOUN
issue-2859	132	12	of	of	ADP
issue-2859	132	13	ai	ai	VERB
issue-2859	132	14	for	for	ADP
issue-2859	132	15	security	security	NOUN
issue-2859	132	16	purposes	purpose	NOUN
issue-2859	132	17	across	across	ADP
issue-2859	132	18	various	various	ADJ
issue-2859	132	19	sectors	sector	NOUN
issue-2859	132	20	underscores	underscore	VERB
issue-2859	132	21	the	the	DET
issue-2859	132	22	relevance	relevance	NOUN
issue-2859	132	23	of	of	ADP
issue-2859	132	24	this	this	DET
issue-2859	132	25	research	research	NOUN
issue-2859	132	26	topic	topic	NOUN
issue-2859	132	27	.	.	PUNCT
issue-2859	133	1	the	the	DET
issue-2859	133	2	article	article	NOUN
issue-2859	133	3	presents	present	VERB
issue-2859	133	4	unresolved	unresolved	ADJ
issue-2859	133	5	problems	problem	NOUN
issue-2859	133	6	and	and	CCONJ
issue-2859	133	7	future	future	ADJ
issue-2859	133	8	research	research	NOUN
issue-2859	133	9	directions	direction	NOUN
issue-2859	133	10	,	,	PUNCT
issue-2859	133	11	including	include	VERB
issue-2859	133	12	ensuring	ensure	VERB
issue-2859	133	13	the	the	DET
issue-2859	133	14	interpretability	interpretability	NOUN
issue-2859	133	15	and	and	CCONJ
issue-2859	133	16	understandability	understandability	NOUN
issue-2859	133	17	of	of	ADP
issue-2859	133	18	ai	ai	PROPN
issue-2859	133	19	solutions	solution	NOUN
issue-2859	133	20	,	,	PUNCT
issue-2859	133	21	developing	develop	VERB
issue-2859	133	22	machine	machine	NOUN
issue-2859	133	23	learning	learning	NOUN
issue-2859	133	24	methods	method	NOUN
issue-2859	133	25	in	in	ADP
issue-2859	133	26	adversarial	adversarial	ADJ
issue-2859	133	27	learning	learning	NOUN
issue-2859	133	28	environments	environment	NOUN
issue-2859	133	29	,	,	PUNCT
issue-2859	133	30	developing	develop	VERB
issue-2859	133	31	standards	standard	NOUN
issue-2859	133	32	and	and	CCONJ
issue-2859	133	33	risk	risk	NOUN
issue-2859	133	34	assessment	assessment	NOUN
issue-2859	133	35	methodologies	methodology	NOUN
issue-2859	133	36	,	,	PUNCT
issue-2859	133	37	and	and	CCONJ
issue-2859	133	38	addressing	address	VERB
issue-2859	133	39	privacy	privacy	NOUN
issue-2859	133	40	and	and	CCONJ
issue-2859	133	41	ethics	ethic	NOUN
issue-2859	133	42	issues	issue	NOUN
issue-2859	133	43	in	in	ADP
issue-2859	133	44	the	the	DET
issue-2859	133	45	use	use	NOUN
issue-2859	133	46	of	of	ADP
issue-2859	133	47	ai	ai	NOUN
issue-2859	133	48	.	.	PUNCT
issue-2859	134	1	in	in	ADP
issue-2859	134	2	their	their	PRON
issue-2859	134	3	study	study	NOUN
issue-2859	134	4	,	,	PUNCT
issue-2859	134	5	alqudhaibi	alqudhaibi	NOUN
issue-2859	134	6	et	et	PROPN
issue-2859	134	7	al	al	PROPN
issue-2859	134	8	.	.	PROPN
issue-2859	135	1	(	(	PUNCT
issue-2859	135	2	2023	2023	NUM
issue-2859	135	3	)	)	PUNCT
issue-2859	135	4	propose	propose	VERB
issue-2859	135	5	a	a	DET
issue-2859	135	6	slightly	slightly	ADV
issue-2859	135	7	different	different	ADJ
issue-2859	135	8	proactive	proactive	ADJ
issue-2859	135	9	approach	approach	NOUN
issue-2859	135	10	to	to	ADP
issue-2859	135	11	predicting	predict	VERB
issue-2859	135	12	cyber	cyber	NOUN
issue-2859	135	13	threats	threat	NOUN
issue-2859	135	14	with	with	ADP
issue-2859	135	15	a	a	DET
issue-2859	135	16	view	view	NOUN
issue-2859	135	17	to	to	ADP
issue-2859	135	18	protecting	protect	VERB
issue-2859	135	19	critical	critical	ADJ
issue-2859	135	20	infrastructure	infrastructure	NOUN
issue-2859	135	21	in	in	ADP
issue-2859	135	22	the	the	DET
issue-2859	135	23	context	context	NOUN
issue-2859	135	24	of	of	ADP
issue-2859	135	25	industry	industry	NOUN
issue-2859	135	26	4.0	4.0	NUM
issue-2859	135	27	.	.	PUNCT
issue-2859	136	1	the	the	DET
issue-2859	136	2	fundamental	fundamental	ADJ
issue-2859	136	3	objective	objective	NOUN
issue-2859	136	4	is	be	AUX
issue-2859	136	5	to	to	PART
issue-2859	136	6	analyse	analyse	VERB
issue-2859	136	7	the	the	DET
issue-2859	136	8	motivations	motivation	NOUN
issue-2859	136	9	and	and	CCONJ
issue-2859	136	10	behavioural	behavioural	ADJ
issue-2859	136	11	patterns	pattern	NOUN
issue-2859	136	12	of	of	ADP
issue-2859	136	13	potential	potential	ADJ
issue-2859	136	14	attackers	attacker	NOUN
issue-2859	136	15	by	by	ADP
issue-2859	136	16	employing	employ	VERB
issue-2859	136	17	machine	machine	NOUN
issue-2859	136	18	learning	learning	NOUN
issue-2859	136	19	methodologies	methodology	NOUN
issue-2859	136	20	.	.	PUNCT
issue-2859	137	1	the	the	DET
issue-2859	137	2	authors	author	NOUN
issue-2859	137	3	of	of	ADP
issue-2859	137	4	the	the	DET
issue-2859	137	5	research	research	NOUN
issue-2859	137	6	confirm	confirm	VERB
issue-2859	137	7	that	that	SCONJ
issue-2859	137	8	the	the	DET
issue-2859	137	9	ability	ability	NOUN
issue-2859	137	10	to	to	PART
issue-2859	137	11	predict	predict	VERB
issue-2859	137	12	future	future	ADJ
issue-2859	137	13	cyberattacks	cyberattack	NOUN
issue-2859	137	14	can	can	AUX
issue-2859	137	15	be	be	AUX
issue-2859	137	16	enhanced	enhance	VERB
issue-2859	137	17	by	by	ADP
issue-2859	137	18	a	a	DET
issue-2859	137	19	comprehensive	comprehensive	ADJ
issue-2859	137	20	understanding	understanding	NOUN
issue-2859	137	21	of	of	ADP
issue-2859	137	22	the	the	DET
issue-2859	137	23	motivations	motivation	NOUN
issue-2859	137	24	and	and	CCONJ
issue-2859	137	25	characteristics	characteristic	NOUN
issue-2859	137	26	of	of	ADP
issue-2859	137	27	the	the	DET
issue-2859	137	28	individuals	individual	NOUN
issue-2859	137	29	responsible	responsible	ADJ
issue-2859	137	30	for	for	ADP
issue-2859	137	31	perpetrating	perpetrate	VERB
issue-2859	137	32	them	they	PRON
issue-2859	137	33	.	.	PUNCT
issue-2859	138	1	the	the	DET
issue-2859	138	2	developed	develop	VERB
issue-2859	138	3	system	system	NOUN
issue-2859	138	4	consists	consist	VERB
issue-2859	138	5	of	of	ADP
issue-2859	138	6	modules	module	NOUN
issue-2859	138	7	for	for	ADP
issue-2859	138	8	the	the	DET
issue-2859	138	9	collection	collection	NOUN
issue-2859	138	10	and	and	CCONJ
issue-2859	138	11	enrichment	enrichment	NOUN
issue-2859	138	12	of	of	ADP
issue-2859	138	13	data	datum	NOUN
issue-2859	138	14	on	on	ADP
issue-2859	138	15	cyber	cyber	ADJ
issue-2859	138	16	incidents	incident	NOUN
issue-2859	138	17	,	,	PUNCT
issue-2859	138	18	the	the	DET
issue-2859	138	19	analysis	analysis	NOUN
issue-2859	138	20	of	of	ADP
issue-2859	138	21	attacker	attacker	NOUN
issue-2859	138	22	motivations	motivation	NOUN
issue-2859	138	23	,	,	PUNCT
issue-2859	138	24	the	the	DET
issue-2859	138	25	prediction	prediction	NOUN
issue-2859	138	26	of	of	ADP
issue-2859	138	27	threats	threat	NOUN
issue-2859	138	28	,	,	PUNCT
issue-2859	138	29	and	and	CCONJ
issue-2859	138	30	the	the	DET
issue-2859	138	31	assessment	assessment	NOUN
issue-2859	138	32	of	of	ADP
issue-2859	138	33	risks	risk	NOUN
issue-2859	138	34	.	.	PUNCT
issue-2859	139	1	machine	machine	NOUN
issue-2859	139	2	learning	learn	VERB
issue-2859	139	3	algorithms	algorithm	NOUN
issue-2859	139	4	,	,	PUNCT
issue-2859	139	5	including	include	VERB
issue-2859	139	6	random	random	ADJ
issue-2859	139	7	forest	forest	NOUN
issue-2859	139	8	and	and	CCONJ
issue-2859	139	9	neural	neural	ADJ
issue-2859	139	10	networks	network	NOUN
issue-2859	139	11	,	,	PUNCT
issue-2859	139	12	are	be	AUX
issue-2859	139	13	employed	employ	VERB
issue-2859	139	14	for	for	ADP
issue-2859	139	15	prediction	prediction	NOUN
issue-2859	139	16	,	,	PUNCT
issue-2859	139	17	with	with	ADP
issue-2859	139	18	training	training	NOUN
issue-2859	139	19	being	be	AUX
issue-2859	139	20	conducted	conduct	VERB
issue-2859	139	21	on	on	ADP
issue-2859	139	22	historical	historical	ADJ
issue-2859	139	23	data	datum	NOUN
issue-2859	139	24	concerning	concern	VERB
issue-2859	139	25	attacks	attack	NOUN
issue-2859	139	26	and	and	CCONJ
issue-2859	139	27	motivations	motivation	NOUN
issue-2859	139	28	.	.	PUNCT
issue-2859	140	1	the	the	DET
issue-2859	140	2	experimental	experimental	ADJ
issue-2859	140	3	evaluation	evaluation	NOUN
issue-2859	140	4	yielded	yield	VERB
issue-2859	140	5	results	result	NOUN
issue-2859	140	6	that	that	PRON
issue-2859	140	7	demonstrated	demonstrate	VERB
issue-2859	140	8	the	the	DET
issue-2859	140	9	proposed	propose	VERB
issue-2859	140	10	approach	approach	NOUN
issue-2859	140	11	to	to	PART
issue-2859	140	12	be	be	AUX
issue-2859	140	13	more	more	ADV
issue-2859	140	14	accurate	accurate	ADJ
issue-2859	140	15	in	in	ADP
issue-2859	140	16	predicting	predict	VERB
issue-2859	140	17	threats	threat	NOUN
issue-2859	140	18	than	than	ADP
issue-2859	140	19	traditional	traditional	ADJ
issue-2859	140	20	methods	method	NOUN
issue-2859	140	21	,	,	PUNCT
issue-2859	140	22	with	with	ADP
issue-2859	140	23	an	an	DET
issue-2859	140	24	accuracy	accuracy	NOUN
issue-2859	140	25	of	of	ADP
issue-2859	140	26	approximately	approximately	ADV
issue-2859	140	27	85–90	85–90	NUM
issue-2859	140	28	%	%	NOUN
issue-2859	140	29	for	for	ADP
issue-2859	140	30	various	various	ADJ
issue-2859	140	31	types	type	NOUN
issue-2859	140	32	of	of	ADP
issue-2859	140	33	attacks	attack	NOUN
issue-2859	140	34	.	.	PUNCT
issue-2859	141	1	in	in	ADP
issue-2859	141	2	conclusion	conclusion	NOUN
issue-2859	141	3	,	,	PUNCT
issue-2859	141	4	the	the	DET
issue-2859	141	5	authors	author	NOUN
issue-2859	141	6	discuss	discuss	VERB
issue-2859	141	7	the	the	DET
issue-2859	141	8	study	study	NOUN
issue-2859	141	9	's	's	PART
issue-2859	141	10	limitations	limitation	NOUN
issue-2859	141	11	,	,	PUNCT
issue-2859	141	12	such	such	ADJ
issue-2859	141	13	as	as	ADP
issue-2859	141	14	the	the	DET
issue-2859	141	15	need	need	NOUN
issue-2859	141	16	for	for	ADP
issue-2859	141	17	continuous	continuous	ADJ
issue-2859	141	18	data	datum	NOUN
issue-2859	141	19	updates	update	NOUN
issue-2859	141	20	and	and	CCONJ
issue-2859	141	21	potential	potential	ADJ
issue-2859	141	22	inaccuracies	inaccuracy	NOUN
issue-2859	141	23	in	in	ADP
issue-2859	141	24	determining	determine	VERB
issue-2859	141	25	the	the	DET
issue-2859	141	26	actual	actual	ADJ
issue-2859	141	27	motivations	motivation	NOUN
issue-2859	141	28	of	of	ADP
issue-2859	141	29	attackers	attacker	NOUN
issue-2859	141	30	.	.	PUNCT
issue-2859	142	1	the	the	DET
issue-2859	142	2	importance	importance	NOUN
issue-2859	142	3	of	of	ADP
issue-2859	142	4	adhering	adhere	VERB
issue-2859	142	5	to	to	ADP
issue-2859	142	6	ethical	ethical	ADJ
issue-2859	142	7	standards	standard	NOUN
issue-2859	142	8	in	in	ADP
issue-2859	142	9	data	datum	NOUN
issue-2859	142	10	collection	collection	NOUN
issue-2859	142	11	and	and	CCONJ
issue-2859	142	12	usage	usage	NOUN
issue-2859	142	13	is	be	AUX
issue-2859	142	14	also	also	ADV
issue-2859	142	15	emphasised	emphasise	VERB
issue-2859	142	16	.	.	PUNCT
issue-2859	143	1	the	the	DET
issue-2859	143	2	present	present	ADJ
issue-2859	143	3	study	study	NOUN
issue-2859	143	4	(	(	PUNCT
issue-2859	143	5	balatska	balatska	PROPN
issue-2859	143	6	,	,	PUNCT
issue-2859	143	7	opirskyy	opirskyy	ADJ
issue-2859	143	8	,	,	PUNCT
issue-2859	143	9	2024	2024	NUM
issue-2859	143	10	)	)	PUNCT
issue-2859	143	11	raises	raise	VERB
issue-2859	143	12	the	the	DET
issue-2859	143	13	issue	issue	NOUN
issue-2859	143	14	of	of	ADP
issue-2859	143	15	protecting	protect	VERB
issue-2859	143	16	government	government	NOUN
issue-2859	143	17	centralized	centralize	VERB
issue-2859	143	18	systems	system	NOUN
issue-2859	143	19	used	use	VERB
issue-2859	143	20	for	for	ADP
issue-2859	143	21	data	datum	NOUN
issue-2859	143	22	storage	storage	NOUN
issue-2859	143	23	and	and	CCONJ
issue-2859	143	24	processing	processing	NOUN
issue-2859	143	25	.	.	PUNCT
issue-2859	144	1	it	it	PRON
issue-2859	144	2	is	be	AUX
issue-2859	144	3	particularly	particularly	ADV
issue-2859	144	4	important	important	ADJ
issue-2859	144	5	to	to	PART
issue-2859	144	6	note	note	VERB
issue-2859	144	7	the	the	DET
issue-2859	144	8	vulnerability	vulnerability	NOUN
issue-2859	144	9	to	to	ADP
issue-2859	144	10	cyberattacks	cyberattack	NOUN
issue-2859	144	11	,	,	PUNCT
issue-2859	144	12	the	the	DET
issue-2859	144	13	insufficient	insufficient	ADJ
issue-2859	144	14	protection	protection	NOUN
issue-2859	144	15	of	of	ADP
issue-2859	144	16	personal	personal	ADJ
issue-2859	144	17	data	datum	NOUN
issue-2859	144	18	,	,	PUNCT
issue-2859	144	19	the	the	DET
issue-2859	144	20	lack	lack	NOUN
issue-2859	144	21	of	of	ADP
issue-2859	144	22	user	user	NOUN
issue-2859	144	23	control	control	NOUN
issue-2859	144	24	over	over	ADP
issue-2859	144	25	their	their	PRON
issue-2859	144	26	information	information	NOUN
issue-2859	144	27	,	,	PUNCT
issue-2859	144	28	and	and	CCONJ
issue-2859	144	29	the	the	DET
issue-2859	144	30	non	non	NOUN
issue-2859	144	31	-	-	NOUN
issue-2859	144	32	compliance	compliance	NOUN
issue-2859	144	33	with	with	ADP
issue-2859	144	34	international	international	ADJ
issue-2859	144	35	standards	standard	NOUN
issue-2859	144	36	such	such	ADJ
issue-2859	144	37	as	as	ADP
issue-2859	144	38	the	the	DET
issue-2859	144	39	general	general	ADJ
issue-2859	144	40	data	data	PROPN
issue-2859	144	41	protection	protection	NOUN
issue-2859	144	42	regulation	regulation	NOUN
issue-2859	144	43	(	(	PUNCT
issue-2859	144	44	gdpr	gdpr	NOUN
issue-2859	144	45	)	)	PUNCT
issue-2859	144	46	.	.	PUNCT
issue-2859	145	1	this	this	PRON
issue-2859	145	2	creates	create	VERB
issue-2859	145	3	the	the	DET
issue-2859	145	4	need	need	NOUN
issue-2859	145	5	for	for	ADP
issue-2859	145	6	the	the	DET
issue-2859	145	7	adoption	adoption	NOUN
issue-2859	145	8	of	of	ADP
issue-2859	145	9	new	new	ADJ
issue-2859	145	10	technological	technological	ADJ
issue-2859	145	11	solutions	solution	NOUN
issue-2859	145	12	capable	capable	ADJ
issue-2859	145	13	of	of	ADP
issue-2859	145	14	addressing	address	VERB
issue-2859	145	15	these	these	DET
issue-2859	145	16	shortcomings	shortcoming	NOUN
issue-2859	145	17	and	and	CCONJ
issue-2859	145	18	ensuring	ensure	VERB
issue-2859	145	19	increased	increase	VERB
issue-2859	145	20	reliability	reliability	NOUN
issue-2859	145	21	of	of	ADP
issue-2859	145	22	state	state	NOUN
issue-2859	145	23	registries	registry	NOUN
issue-2859	145	24	.	.	PUNCT
issue-2859	146	1	in	in	ADP
issue-2859	146	2	the	the	DET
issue-2859	146	3	article	article	NOUN
issue-2859	146	4	(	(	PUNCT
issue-2859	146	5	balatska	balatska	PROPN
issue-2859	146	6	,	,	PUNCT
issue-2859	146	7	opirskyy	opirskyy	ADJ
issue-2859	146	8	,	,	PUNCT
issue-2859	146	9	2024	2024	NUM
issue-2859	146	10	)	)	PUNCT
issue-2859	146	11	,	,	PUNCT
issue-2859	146	12	the	the	DET
issue-2859	146	13	implementation	implementation	NOUN
issue-2859	146	14	of	of	ADP
issue-2859	146	15	blockchain	blockchain	PROPN
issue-2859	146	16	technologies	technology	NOUN
issue-2859	146	17	in	in	ADP
issue-2859	146	18	government	government	NOUN
issue-2859	146	19	registration	registration	NOUN
issue-2859	146	20	systems	system	NOUN
issue-2859	146	21	is	be	AUX
issue-2859	146	22	proposed	propose	VERB
issue-2859	146	23	as	as	ADP
issue-2859	146	24	a	a	DET
issue-2859	146	25	solution	solution	NOUN
issue-2859	146	26	to	to	PART
issue-2859	146	27	enhance	enhance	VERB
issue-2859	146	28	data	data	NOUN
issue-2859	146	29	security	security	NOUN
issue-2859	146	30	,	,	PUNCT
issue-2859	146	31	transparency	transparency	NOUN
issue-2859	146	32	,	,	PUNCT
issue-2859	146	33	and	and	CCONJ
issue-2859	146	34	reliability	reliability	NOUN
issue-2859	146	35	.	.	PUNCT
issue-2859	147	1	the	the	DET
issue-2859	147	2	authors	author	NOUN
issue-2859	147	3	further	far	ADV
issue-2859	147	4	posit	posit	VERB
issue-2859	147	5	that	that	SCONJ
issue-2859	147	6	this	this	DET
issue-2859	147	7	implementation	implementation	NOUN
issue-2859	147	8	would	would	AUX
issue-2859	147	9	also	also	ADV
issue-2859	147	10	give	give	VERB
issue-2859	147	11	users	user	NOUN
issue-2859	147	12	greater	great	ADJ
issue-2859	147	13	control	control	NOUN
issue-2859	147	14	over	over	ADP
issue-2859	147	15	their	their	PRON
issue-2859	147	16	personal	personal	ADJ
issue-2859	147	17	information	information	NOUN
issue-2859	147	18	.	.	PUNCT
issue-2859	148	1	blockchain	blockchain	PROPN
issue-2859	148	2	technology	technology	PROPN
issue-2859	148	3	enables	enable	VERB
issue-2859	148	4	the	the	DET
issue-2859	148	5	creation	creation	NOUN
issue-2859	148	6	of	of	ADP
issue-2859	148	7	decentralised	decentralised	ADJ
issue-2859	148	8	systems	system	NOUN
issue-2859	148	9	in	in	ADP
issue-2859	148	10	which	which	PRON
issue-2859	148	11	data	datum	NOUN
issue-2859	148	12	can	can	AUX
issue-2859	148	13	not	not	PART
issue-2859	148	14	be	be	AUX
issue-2859	148	15	altered	alter	VERB
issue-2859	148	16	without	without	ADP
issue-2859	148	17	proper	proper	ADJ
issue-2859	148	18	authentication	authentication	NOUN
issue-2859	148	19	and	and	CCONJ
issue-2859	148	20	all	all	DET
issue-2859	148	21	transactions	transaction	NOUN
issue-2859	148	22	are	be	AUX
issue-2859	148	23	recorded	record	VERB
issue-2859	148	24	,	,	PUNCT
issue-2859	148	25	thereby	thereby	ADV
issue-2859	148	26	reducing	reduce	VERB
issue-2859	148	27	the	the	DET
issue-2859	148	28	risk	risk	NOUN
issue-2859	148	29	of	of	ADP
issue-2859	148	30	unauthorised	unauthorised	ADJ
issue-2859	148	31	access	access	NOUN
issue-2859	148	32	and	and	CCONJ
issue-2859	148	33	fraud	fraud	NOUN
issue-2859	148	34	.	.	PUNCT
issue-2859	149	1	a	a	DET
issue-2859	149	2	key	key	ADJ
issue-2859	149	3	element	element	NOUN
issue-2859	149	4	of	of	ADP
issue-2859	149	5	the	the	DET
issue-2859	149	6	study	study	NOUN
issue-2859	149	7	is	be	AUX
issue-2859	149	8	developing	develop	VERB
issue-2859	149	9	a	a	DET
issue-2859	149	10	mathematical	mathematical	ADJ
issue-2859	149	11	model	model	NOUN
issue-2859	149	12	to	to	PART
issue-2859	149	13	quantitatively	quantitatively	ADV
issue-2859	149	14	assess	assess	VERB
issue-2859	149	15	the	the	DET
issue-2859	149	16	effectiveness	effectiveness	NOUN
issue-2859	149	17	of	of	ADP
issue-2859	149	18	implementing	implement	VERB
issue-2859	149	19	blockchain	blockchain	NOUN
issue-2859	149	20	in	in	ADP
issue-2859	149	21	government	government	NOUN
issue-2859	149	22	registration	registration	NOUN
issue-2859	149	23	systems	system	NOUN
issue-2859	149	24	.	.	PUNCT
issue-2859	150	1	the	the	DET
issue-2859	150	2	model	model	NOUN
issue-2859	150	3	is	be	AUX
issue-2859	150	4	capable	capable	ADJ
issue-2859	150	5	of	of	ADP
issue-2859	150	6	evaluating	evaluate	VERB
issue-2859	150	7	indicators	indicator	NOUN
issue-2859	150	8	such	such	ADJ
issue-2859	150	9	as	as	ADP
issue-2859	150	10	security	security	NOUN
issue-2859	150	11	,	,	PUNCT
issue-2859	150	12	transparency	transparency	NOUN
issue-2859	150	13	,	,	PUNCT
issue-2859	150	14	reliability	reliability	NOUN
issue-2859	150	15	,	,	PUNCT
issue-2859	150	16	and	and	CCONJ
issue-2859	150	17	data	datum	NOUN
issue-2859	150	18	processing	processing	NOUN
issue-2859	150	19	speed	speed	NOUN
issue-2859	150	20	,	,	PUNCT
issue-2859	150	21	thus	thus	ADV
issue-2859	150	22	facilitating	facilitate	VERB
issue-2859	150	23	comparisons	comparison	NOUN
issue-2859	150	24	with	with	ADP
issue-2859	150	25	traditional	traditional	ADJ
issue-2859	150	26	centralized	centralize	VERB
issue-2859	150	27	systems	system	NOUN
issue-2859	150	28	.	.	PUNCT
issue-2859	151	1	the	the	DET
issue-2859	151	2	analysis	analysis	NOUN
issue-2859	151	3	demonstrates	demonstrate	VERB
issue-2859	151	4	that	that	SCONJ
issue-2859	151	5	blockchain	blockchain	PROPN
issue-2859	151	6	has	have	VERB
issue-2859	151	7	the	the	DET
issue-2859	151	8	potential	potential	NOUN
issue-2859	151	9	to	to	PART
issue-2859	151	10	significantly	significantly	ADV
issue-2859	151	11	reduce	reduce	VERB
issue-2859	151	12	corruption	corruption	NOUN
issue-2859	151	13	risks	risk	NOUN
issue-2859	151	14	,	,	PUNCT
issue-2859	151	15	ensure	ensure	VERB
issue-2859	151	16	full	full	ADJ
issue-2859	151	17	transparency	transparency	NOUN
issue-2859	151	18	of	of	ADP
issue-2859	151	19	governmental	governmental	ADJ
issue-2859	151	20	processes	process	NOUN
issue-2859	151	21	,	,	PUNCT
issue-2859	151	22	and	and	CCONJ
issue-2859	151	23	increase	increase	VERB
issue-2859	151	24	public	public	ADJ
issue-2859	151	25	trust	trust	NOUN
issue-2859	151	26	in	in	ADP
issue-2859	151	27	state	state	NOUN
issue-2859	151	28	institutions	institution	NOUN
issue-2859	151	29	.	.	PUNCT
issue-2859	152	1	furthermore	furthermore	ADV
issue-2859	152	2	,	,	PUNCT
issue-2859	152	3	the	the	DET
issue-2859	152	4	implementation	implementation	NOUN
issue-2859	152	5	of	of	ADP
issue-2859	152	6	blockchain	blockchain	PROPN
issue-2859	152	7	technology	technology	PROPN
issue-2859	152	8	aligns	align	VERB
issue-2859	152	9	with	with	ADP
issue-2859	152	10	international	international	ADJ
issue-2859	152	11	data	datum	NOUN
issue-2859	152	12	security	security	NOUN
issue-2859	152	13	and	and	CCONJ
issue-2859	152	14	protection	protection	NOUN
issue-2859	152	15	standards	standard	NOUN
issue-2859	152	16	,	,	PUNCT
issue-2859	152	17	such	such	ADJ
issue-2859	152	18	as	as	ADP
issue-2859	152	19	the	the	DET
issue-2859	152	20	gdpr	gdpr	NOUN
issue-2859	152	21	,	,	PUNCT
issue-2859	152	22	establishing	establish	VERB
issue-2859	152	23	it	it	PRON
issue-2859	152	24	as	as	ADP
issue-2859	152	25	a	a	DET
issue-2859	152	26	promising	promising	ADJ
issue-2859	152	27	tool	tool	NOUN
issue-2859	152	28	for	for	ADP
issue-2859	152	29	public	public	ADJ
issue-2859	152	30	administration	administration	NOUN
issue-2859	152	31	.	.	PUNCT
issue-2859	153	1	the	the	DET
issue-2859	153	2	study	study	NOUN
issue-2859	153	3	also	also	ADV
issue-2859	153	4	identifies	identify	VERB
issue-2859	153	5	key	key	ADJ
issue-2859	153	6	areas	area	NOUN
issue-2859	153	7	for	for	ADP
issue-2859	153	8	blockchain	blockchain	PROPN
issue-2859	153	9	development	development	PROPN
issue-2859	153	10	,	,	PUNCT
issue-2859	153	11	such	such	ADJ
issue-2859	153	12	as	as	ADP
issue-2859	153	13	enhancing	enhance	VERB
issue-2859	153	14	system	system	NOUN
issue-2859	153	15	scalability	scalability	NOUN
issue-2859	153	16	,	,	PUNCT
issue-2859	153	17	optimising	optimise	VERB
issue-2859	153	18	data	datum	NOUN
issue-2859	153	19	processing	processing	NOUN
issue-2859	153	20	costs	cost	NOUN
issue-2859	153	21	and	and	CCONJ
issue-2859	153	22	integrating	integrate	VERB
issue-2859	153	23	with	with	ADP
issue-2859	153	24	other	other	ADJ
issue-2859	153	25	technologies	technology	NOUN
issue-2859	153	26	for	for	ADP
issue-2859	153	27	public	public	ADJ
issue-2859	153	28	governance	governance	NOUN
issue-2859	153	29	.	.	PUNCT
issue-2859	153	30	  	  	SPACE
issue-2859	154	1	the	the	DET
issue-2859	154	2	data	datum	NOUN
issue-2859	154	3	obtained	obtain	VERB
issue-2859	154	4	demonstrate	demonstrate	VERB
issue-2859	154	5	the	the	DET
issue-2859	154	6	significant	significant	ADJ
issue-2859	154	7	potential	potential	NOUN
issue-2859	154	8	of	of	ADP
issue-2859	154	9	blockchain	blockchain	PROPN
issue-2859	154	10	solutions	solution	NOUN
issue-2859	154	11	for	for	ADP
issue-2859	154	12	baltic	baltic	ADJ
issue-2859	154	13	journal	journal	PROPN
issue-2859	154	14	of	of	ADP
issue-2859	154	15	economic	economic	ADJ
issue-2859	154	16	studies	study	NOUN
issue-2859	154	17	278	278	NUM
issue-2859	154	18	vol	vol	NOUN
issue-2859	154	19	.	.	PUNCT
issue-2859	155	1	11	11	NUM
issue-2859	156	1	no	no	NOUN
issue-2859	156	2	.	.	NOUN
issue-2859	156	3	2	2	NUM
issue-2859	156	4	,	,	PUNCT
issue-2859	156	5	2025	2025	NUM
issue-2859	156	6	transforming	transform	VERB
issue-2859	156	7	public	public	ADJ
issue-2859	156	8	registries	registry	NOUN
issue-2859	156	9	,	,	PUNCT
issue-2859	156	10	and	and	CCONJ
issue-2859	156	11	the	the	DET
issue-2859	156	12	developed	develop	VERB
issue-2859	156	13	model	model	NOUN
issue-2859	156	14	is	be	AUX
issue-2859	156	15	proposed	propose	VERB
issue-2859	156	16	for	for	ADP
issue-2859	156	17	use	use	NOUN
issue-2859	156	18	as	as	ADP
issue-2859	156	19	a	a	DET
issue-2859	156	20	tool	tool	NOUN
issue-2859	156	21	for	for	ADP
issue-2859	156	22	further	further	ADJ
issue-2859	156	23	research	research	NOUN
issue-2859	156	24	and	and	CCONJ
issue-2859	156	25	implementation	implementation	NOUN
issue-2859	156	26	of	of	ADP
issue-2859	156	27	the	the	DET
issue-2859	156	28	technology	technology	NOUN
issue-2859	156	29	in	in	ADP
issue-2859	156	30	public	public	ADJ
issue-2859	156	31	institutions	institution	NOUN
issue-2859	156	32	.	.	PUNCT
issue-2859	157	1	the	the	DET
issue-2859	157	2	present	present	ADJ
issue-2859	157	3	study	study	NOUN
issue-2859	157	4	(	(	PUNCT
issue-2859	157	5	korniyenko	korniyenko	PROPN
issue-2859	157	6	,	,	PUNCT
issue-2859	157	7	galata	galata	NOUN
issue-2859	157	8	,	,	PUNCT
issue-2859	157	9	ladieva	ladieva	ADJ
issue-2859	157	10	,	,	PUNCT
issue-2859	157	11	2019	2019	NUM
issue-2859	157	12	)	)	PUNCT
issue-2859	157	13	investigates	investigate	VERB
issue-2859	157	14	the	the	DET
issue-2859	157	15	main	main	ADJ
issue-2859	157	16	issues	issue	NOUN
issue-2859	157	17	of	of	ADP
issue-2859	157	18	information	information	NOUN
issue-2859	157	19	security	security	NOUN
issue-2859	157	20	of	of	ADP
issue-2859	157	21	critical	critical	ADJ
issue-2859	157	22	information	information	NOUN
issue-2859	157	23	resources	resource	NOUN
issue-2859	157	24	and	and	CCONJ
issue-2859	157	25	the	the	DET
issue-2859	157	26	reasons	reason	NOUN
issue-2859	157	27	for	for	ADP
issue-2859	157	28	their	their	PRON
issue-2859	157	29	emergence	emergence	NOUN
issue-2859	157	30	.	.	PUNCT
issue-2859	158	1	the	the	DET
issue-2859	158	2	process	process	NOUN
issue-2859	158	3	of	of	ADP
issue-2859	158	4	constructing	construct	VERB
issue-2859	158	5	a	a	DET
issue-2859	158	6	mathematical	mathematical	ADJ
issue-2859	158	7	model	model	NOUN
issue-2859	158	8	to	to	PART
issue-2859	158	9	counter	counter	VERB
issue-2859	158	10	threats	threat	NOUN
issue-2859	158	11	in	in	ADP
issue-2859	158	12	the	the	DET
issue-2859	158	13	protection	protection	NOUN
issue-2859	158	14	system	system	NOUN
issue-2859	158	15	of	of	ADP
issue-2859	158	16	critical	critical	ADJ
issue-2859	158	17	information	information	NOUN
issue-2859	158	18	resources	resource	NOUN
issue-2859	158	19	is	be	AUX
issue-2859	158	20	carried	carry	VERB
issue-2859	158	21	out	out	ADP
issue-2859	158	22	using	use	VERB
issue-2859	158	23	a	a	DET
issue-2859	158	24	markov	markov	NOUN
issue-2859	158	25	chain	chain	NOUN
issue-2859	158	26	.	.	PUNCT
issue-2859	159	1	the	the	DET
issue-2859	159	2	research	research	NOUN
issue-2859	159	3	calculates	calculate	VERB
issue-2859	159	4	the	the	DET
issue-2859	159	5	probability	probability	NOUN
issue-2859	159	6	of	of	ADP
issue-2859	159	7	the	the	DET
issue-2859	159	8	information	information	NOUN
issue-2859	159	9	system	system	NOUN
issue-2859	159	10	's	's	PART
issue-2859	159	11	mathematical	mathematical	ADJ
issue-2859	159	12	model	model	NOUN
issue-2859	159	13	being	be	AUX
issue-2859	159	14	in	in	ADP
issue-2859	159	15	one	one	NUM
issue-2859	159	16	of	of	ADP
issue-2859	159	17	four	four	NUM
issue-2859	159	18	states	state	NOUN
issue-2859	159	19	:	:	PUNCT
issue-2859	159	20	no	no	DET
issue-2859	159	21	threat	threat	NOUN
issue-2859	159	22	has	have	AUX
issue-2859	159	23	occurred	occur	VERB
issue-2859	159	24	;	;	PUNCT
issue-2859	159	25	a	a	DET
issue-2859	159	26	threat	threat	NOUN
issue-2859	159	27	has	have	AUX
issue-2859	159	28	occurred	occur	VERB
issue-2859	159	29	but	but	CCONJ
issue-2859	159	30	was	be	AUX
issue-2859	159	31	not	not	PART
issue-2859	159	32	realised	realise	VERB
issue-2859	159	33	;	;	PUNCT
issue-2859	159	34	the	the	DET
issue-2859	159	35	threat	threat	NOUN
issue-2859	159	36	was	be	AUX
issue-2859	159	37	realised	realise	VERB
issue-2859	159	38	;	;	PUNCT
issue-2859	159	39	the	the	DET
issue-2859	159	40	threat	threat	NOUN
issue-2859	159	41	occurred	occur	VERB
issue-2859	159	42	but	but	CCONJ
issue-2859	159	43	was	be	AUX
issue-2859	159	44	countered	counter	VERB
issue-2859	159	45	by	by	ADP
issue-2859	159	46	the	the	DET
issue-2859	159	47	protection	protection	NOUN
issue-2859	159	48	system	system	NOUN
issue-2859	159	49	.	.	PUNCT
issue-2859	160	1	the	the	DET
issue-2859	160	2	utilisation	utilisation	NOUN
issue-2859	160	3	of	of	ADP
issue-2859	160	4	numerical	numerical	ADJ
issue-2859	160	5	analysis	analysis	NOUN
issue-2859	160	6	in	in	ADP
issue-2859	160	7	the	the	DET
issue-2859	160	8	examination	examination	NOUN
issue-2859	160	9	of	of	ADP
issue-2859	160	10	the	the	DET
issue-2859	160	11	proposed	propose	VERB
issue-2859	160	12	methods	method	NOUN
issue-2859	160	13	has	have	AUX
issue-2859	160	14	been	be	AUX
issue-2859	160	15	demonstrated	demonstrate	VERB
issue-2859	160	16	to	to	PART
issue-2859	160	17	facilitate	facilitate	VERB
issue-2859	160	18	the	the	DET
issue-2859	160	19	identification	identification	NOUN
issue-2859	160	20	of	of	ADP
issue-2859	160	21	threats	threat	NOUN
issue-2859	160	22	pertinent	pertinent	ADJ
issue-2859	160	23	to	to	ADP
issue-2859	160	24	the	the	DET
issue-2859	160	25	system	system	NOUN
issue-2859	160	26	under	under	ADP
issue-2859	160	27	scrutiny	scrutiny	NOUN
issue-2859	160	28	,	,	PUNCT
issue-2859	160	29	thus	thus	ADV
issue-2859	160	30	substantiating	substantiate	VERB
issue-2859	160	31	their	their	PRON
issue-2859	160	32	practical	practical	ADJ
issue-2859	160	33	application	application	NOUN
issue-2859	160	34	.	.	PUNCT
issue-2859	161	1	a	a	DET
issue-2859	161	2	notable	notable	ADJ
issue-2859	161	3	disadvantage	disadvantage	NOUN
issue-2859	161	4	of	of	ADP
issue-2859	161	5	the	the	DET
issue-2859	161	6	proposed	propose	VERB
issue-2859	161	7	method	method	NOUN
issue-2859	161	8	is	be	AUX
issue-2859	161	9	the	the	DET
issue-2859	161	10	necessity	necessity	NOUN
issue-2859	161	11	to	to	PART
issue-2859	161	12	consider	consider	VERB
issue-2859	161	13	the	the	DET
issue-2859	161	14	behaviour	behaviour	NOUN
issue-2859	161	15	of	of	ADP
issue-2859	161	16	the	the	DET
issue-2859	161	17	system	system	NOUN
issue-2859	161	18	with	with	ADP
issue-2859	161	19	regard	regard	NOUN
issue-2859	161	20	to	to	ADP
issue-2859	161	21	each	each	DET
issue-2859	161	22	type	type	NOUN
issue-2859	161	23	of	of	ADP
issue-2859	161	24	threat	threat	NOUN
issue-2859	161	25	in	in	ADP
issue-2859	161	26	isolation	isolation	NOUN
issue-2859	161	27	,	,	PUNCT
issue-2859	161	28	and	and	CCONJ
issue-2859	161	29	the	the	DET
issue-2859	161	30	inability	inability	NOUN
issue-2859	161	31	to	to	PART
issue-2859	161	32	ascertain	ascertain	VERB
issue-2859	161	33	the	the	DET
issue-2859	161	34	behaviour	behaviour	NOUN
issue-2859	161	35	of	of	ADP
issue-2859	161	36	the	the	DET
issue-2859	161	37	simultaneous	simultaneous	ADJ
issue-2859	161	38	action	action	NOUN
issue-2859	161	39	of	of	ADP
issue-2859	161	40	multiple	multiple	ADJ
issue-2859	161	41	threats	threat	NOUN
issue-2859	161	42	.	.	PUNCT
issue-2859	162	1	the	the	DET
issue-2859	162	2	authors	author	NOUN
issue-2859	162	3	also	also	ADV
issue-2859	162	4	note	note	VERB
issue-2859	162	5	that	that	SCONJ
issue-2859	162	6	studying	study	VERB
issue-2859	162	7	the	the	DET
issue-2859	162	8	impact	impact	NOUN
issue-2859	162	9	of	of	ADP
issue-2859	162	10	each	each	DET
issue-2859	162	11	threat	threat	NOUN
issue-2859	162	12	separately	separately	ADV
issue-2859	162	13	enables	enable	VERB
issue-2859	162	14	more	more	ADV
issue-2859	162	15	detailed	detailed	ADJ
issue-2859	162	16	analysis	analysis	NOUN
issue-2859	162	17	of	of	ADP
issue-2859	162	18	each	each	DET
issue-2859	162	19	type	type	NOUN
issue-2859	162	20	and	and	CCONJ
issue-2859	162	21	determination	determination	NOUN
issue-2859	162	22	of	of	ADP
issue-2859	162	23	its	its	PRON
issue-2859	162	24	probability	probability	NOUN
issue-2859	162	25	of	of	ADP
issue-2859	162	26	occurrence	occurrence	NOUN
issue-2859	162	27	.	.	PUNCT
issue-2859	163	1	given	give	VERB
issue-2859	163	2	the	the	DET
issue-2859	163	3	operation	operation	NOUN
issue-2859	163	4	of	of	ADP
issue-2859	163	5	systems	system	NOUN
issue-2859	163	6	for	for	ADP
issue-2859	163	7	protecting	protect	VERB
issue-2859	163	8	critical	critical	ADJ
issue-2859	163	9	information	information	NOUN
issue-2859	163	10	resources	resource	NOUN
issue-2859	163	11	and	and	CCONJ
issue-2859	163	12	the	the	DET
issue-2859	163	13	significant	significant	ADJ
issue-2859	163	14	changes	change	NOUN
issue-2859	163	15	in	in	ADP
issue-2859	163	16	the	the	DET
issue-2859	163	17	nature	nature	NOUN
issue-2859	163	18	of	of	ADP
issue-2859	163	19	modern	modern	ADJ
issue-2859	163	20	threats	threat	NOUN
issue-2859	163	21	,	,	PUNCT
issue-2859	163	22	it	it	PRON
issue-2859	163	23	is	be	AUX
issue-2859	163	24	necessary	necessary	ADJ
issue-2859	163	25	to	to	PART
issue-2859	163	26	design	design	VERB
issue-2859	163	27	and	and	CCONJ
issue-2859	163	28	implement	implement	VERB
issue-2859	163	29	information	information	NOUN
issue-2859	163	30	security	security	NOUN
issue-2859	163	31	systems	system	NOUN
issue-2859	163	32	that	that	PRON
issue-2859	163	33	take	take	VERB
issue-2859	163	34	into	into	ADP
issue-2859	163	35	account	account	NOUN
issue-2859	163	36	trends	trend	NOUN
issue-2859	163	37	in	in	ADP
issue-2859	163	38	cyber	cyber	ADJ
issue-2859	163	39	threat	threat	NOUN
issue-2859	163	40	development	development	NOUN
issue-2859	163	41	.	.	PUNCT
issue-2859	164	1	the	the	DET
issue-2859	164	2	monograph	monograph	NOUN
issue-2859	164	3	by	by	ADP
issue-2859	164	4	yevseiev	yevseiev	PROPN
issue-2859	164	5	,	,	PUNCT
issue-2859	164	6	hryshchuk	hryshchuk	ADJ
issue-2859	164	7	,	,	PUNCT
issue-2859	164	8	molodetska	molodetska	NOUN
issue-2859	164	9	and	and	CCONJ
issue-2859	164	10	nazarkevych	nazarkevych	NOUN
issue-2859	164	11	(	(	PUNCT
issue-2859	164	12	2022	2022	NUM
issue-2859	164	13	)	)	PUNCT
issue-2859	164	14	explores	explore	VERB
issue-2859	164	15	the	the	DET
issue-2859	164	16	methodology	methodology	NOUN
issue-2859	164	17	of	of	ADP
issue-2859	164	18	co	co	ADJ
issue-2859	164	19	-	-	ADJ
issue-2859	164	20	operative	operative	ADJ
issue-2859	164	21	modelling	modelling	NOUN
issue-2859	164	22	of	of	ADP
issue-2859	164	23	conflict	conflict	NOUN
issue-2859	164	24	interactions	interaction	NOUN
issue-2859	164	25	among	among	ADP
issue-2859	164	26	security	security	NOUN
issue-2859	164	27	system	system	NOUN
issue-2859	164	28	agents	agent	NOUN
issue-2859	164	29	.	.	PUNCT
issue-2859	165	1	it	it	PRON
issue-2859	165	2	demonstrates	demonstrate	VERB
issue-2859	165	3	the	the	DET
issue-2859	165	4	concept	concept	NOUN
issue-2859	165	5	of	of	ADP
issue-2859	165	6	modelling	model	VERB
issue-2859	165	7	the	the	DET
issue-2859	165	8	structure	structure	NOUN
issue-2859	165	9	and	and	CCONJ
issue-2859	165	10	functioning	functioning	NOUN
issue-2859	165	11	of	of	ADP
issue-2859	165	12	security	security	NOUN
issue-2859	165	13	systems	system	NOUN
issue-2859	165	14	for	for	ADP
issue-2859	165	15	critical	critical	ADJ
issue-2859	165	16	infrastructure	infrastructure	NOUN
issue-2859	165	17	facilities	facility	NOUN
issue-2859	165	18	.	.	PUNCT
issue-2859	166	1	the	the	DET
issue-2859	166	2	following	follow	VERB
issue-2859	166	3	methodology	methodology	NOUN
issue-2859	166	4	is	be	AUX
issue-2859	166	5	proposed	propose	VERB
issue-2859	166	6	for	for	ADP
issue-2859	166	7	the	the	DET
issue-2859	166	8	assessment	assessment	NOUN
issue-2859	166	9	of	of	ADP
issue-2859	166	10	forecasts	forecast	NOUN
issue-2859	166	11	of	of	ADP
issue-2859	166	12	social	social	ADJ
issue-2859	166	13	impact	impact	NOUN
issue-2859	166	14	in	in	ADP
issue-2859	166	15	regional	regional	ADJ
issue-2859	166	16	communities	community	NOUN
issue-2859	166	17	.	.	PUNCT
issue-2859	167	1	a	a	DET
issue-2859	167	2	strategy	strategy	NOUN
issue-2859	167	3	for	for	ADP
issue-2859	167	4	counteracting	counteract	VERB
issue-2859	167	5	strategic	strategic	ADJ
issue-2859	167	6	manipulation	manipulation	NOUN
issue-2859	167	7	of	of	ADP
issue-2859	167	8	public	public	ADJ
issue-2859	167	9	opinion	opinion	NOUN
issue-2859	167	10	during	during	ADP
issue-2859	167	11	decision	decision	NOUN
issue-2859	167	12	-	-	PUNCT
issue-2859	167	13	making	making	NOUN
issue-2859	167	14	by	by	ADP
issue-2859	167	15	social	social	ADJ
issue-2859	167	16	network	network	NOUN
issue-2859	167	17	actors	actor	NOUN
issue-2859	167	18	is	be	AUX
issue-2859	167	19	developed	develop	VERB
issue-2859	167	20	,	,	PUNCT
issue-2859	167	21	based	base	VERB
issue-2859	167	22	on	on	ADP
issue-2859	167	23	a	a	DET
issue-2859	167	24	conceptual	conceptual	ADJ
issue-2859	167	25	model	model	NOUN
issue-2859	167	26	of	of	ADP
issue-2859	167	27	guided	guide	VERB
issue-2859	167	28	self	self	NOUN
issue-2859	167	29	-	-	PUNCT
issue-2859	167	30	organisation	organisation	NOUN
issue-2859	167	31	of	of	ADP
issue-2859	167	32	social	social	ADJ
issue-2859	167	33	networks	network	NOUN
issue-2859	167	34	.	.	PUNCT
issue-2859	168	1	algorithms	algorithm	NOUN
issue-2859	168	2	for	for	ADP
issue-2859	168	3	sparsifying	sparsifye	VERB
issue-2859	168	4	the	the	DET
issue-2859	168	5	critical	critical	ADJ
issue-2859	168	6	infrastructure	infrastructure	NOUN
issue-2859	168	7	identification	identification	NOUN
issue-2859	168	8	system	system	NOUN
issue-2859	168	9	,	,	PUNCT
issue-2859	168	10	along	along	ADP
issue-2859	168	11	with	with	ADP
issue-2859	168	12	their	their	PRON
issue-2859	168	13	software	software	NOUN
issue-2859	168	14	implementation	implementation	NOUN
issue-2859	168	15	,	,	PUNCT
issue-2859	168	16	have	have	AUX
issue-2859	168	17	been	be	AUX
issue-2859	168	18	developed	develop	VERB
issue-2859	168	19	.	.	PUNCT
issue-2859	169	1	in	in	ADP
issue-2859	169	2	their	their	PRON
issue-2859	169	3	scientific	scientific	ADJ
issue-2859	169	4	work	work	NOUN
issue-2859	169	5	(	(	PUNCT
issue-2859	169	6	shevchenko	shevchenko	NOUN
issue-2859	169	7	,	,	PUNCT
issue-2859	169	8	2023	2023	NUM
issue-2859	169	9	)	)	PUNCT
issue-2859	169	10	,	,	PUNCT
issue-2859	169	11	the	the	DET
issue-2859	169	12	authors	author	NOUN
issue-2859	169	13	argue	argue	VERB
issue-2859	169	14	that	that	SCONJ
issue-2859	169	15	individual	individual	ADJ
issue-2859	169	16	decision	decision	NOUN
issue-2859	169	17	-	-	PUNCT
issue-2859	169	18	making	making	NOUN
issue-2859	169	19	is	be	AUX
issue-2859	169	20	an	an	DET
issue-2859	169	21	element	element	NOUN
issue-2859	169	22	of	of	ADP
issue-2859	169	23	managing	manage	VERB
issue-2859	169	24	any	any	DET
issue-2859	169	25	societal	societal	ADJ
issue-2859	169	26	process	process	NOUN
issue-2859	169	27	;	;	PUNCT
issue-2859	169	28	therefore	therefore	ADV
issue-2859	169	29	,	,	PUNCT
issue-2859	169	30	theories	theory	NOUN
issue-2859	169	31	of	of	ADP
issue-2859	169	32	cognitive	cognitive	ADJ
issue-2859	169	33	science	science	NOUN
issue-2859	169	34	are	be	AUX
issue-2859	169	35	applied	apply	VERB
issue-2859	169	36	across	across	ADP
issue-2859	169	37	various	various	ADJ
issue-2859	169	38	fields	field	NOUN
issue-2859	169	39	,	,	PUNCT
issue-2859	169	40	including	include	VERB
issue-2859	169	41	information	information	NOUN
issue-2859	169	42	and	and	CCONJ
issue-2859	169	43	cyber	cyber	NOUN
issue-2859	169	44	security	security	NOUN
issue-2859	169	45	systems	system	NOUN
issue-2859	169	46	.	.	PUNCT
issue-2859	170	1	the	the	DET
issue-2859	170	2	study	study	NOUN
issue-2859	170	3	proposes	propose	VERB
issue-2859	170	4	the	the	DET
issue-2859	170	5	development	development	NOUN
issue-2859	170	6	of	of	ADP
issue-2859	170	7	a	a	DET
issue-2859	170	8	cognitive	cognitive	ADJ
issue-2859	170	9	"	"	PUNCT
issue-2859	170	10	danger	danger	NOUN
issue-2859	170	11	-	-	PUNCT
issue-2859	170	12	risk	risk	NOUN
issue-2859	170	13	"	"	PUNCT
issue-2859	170	14	model	model	NOUN
issue-2859	170	15	for	for	ADP
issue-2859	170	16	managing	manage	VERB
issue-2859	170	17	information	information	NOUN
issue-2859	170	18	risks	risk	NOUN
issue-2859	170	19	in	in	ADP
issue-2859	170	20	information	information	NOUN
issue-2859	170	21	and	and	CCONJ
issue-2859	170	22	cyber	cyber	NOUN
issue-2859	170	23	security	security	NOUN
issue-2859	170	24	systems	system	NOUN
issue-2859	170	25	.	.	PUNCT
issue-2859	171	1	the	the	DET
issue-2859	171	2	present	present	ADJ
issue-2859	171	3	study	study	NOUN
issue-2859	171	4	examines	examine	VERB
issue-2859	171	5	the	the	DET
issue-2859	171	6	main	main	ADJ
issue-2859	171	7	stages	stage	NOUN
issue-2859	171	8	of	of	ADP
issue-2859	171	9	developing	develop	VERB
issue-2859	171	10	the	the	DET
issue-2859	171	11	"	"	PUNCT
issue-2859	171	12	danger	danger	NOUN
issue-2859	171	13	-	-	PUNCT
issue-2859	171	14	risk	risk	NOUN
issue-2859	171	15	"	"	PUNCT
issue-2859	171	16	cognitive	cognitive	ADJ
issue-2859	171	17	model	model	NOUN
issue-2859	171	18	in	in	ADP
issue-2859	171	19	the	the	DET
issue-2859	171	20	field	field	NOUN
issue-2859	171	21	of	of	ADP
issue-2859	171	22	information	information	NOUN
issue-2859	171	23	and	and	CCONJ
issue-2859	171	24	cyber	cyber	ADJ
issue-2859	171	25	security	security	NOUN
issue-2859	171	26	.	.	PUNCT
issue-2859	172	1	these	these	DET
issue-2859	172	2	stages	stage	NOUN
issue-2859	172	3	comprise	comprise	VERB
issue-2859	172	4	the	the	DET
issue-2859	172	5	identification	identification	NOUN
issue-2859	172	6	of	of	ADP
issue-2859	172	7	complex	complex	ADJ
issue-2859	172	8	situations	situation	NOUN
issue-2859	172	9	and	and	CCONJ
issue-2859	172	10	problems	problem	NOUN
issue-2859	172	11	,	,	PUNCT
issue-2859	172	12	the	the	DET
issue-2859	172	13	construction	construction	NOUN
issue-2859	172	14	of	of	ADP
issue-2859	172	15	a	a	DET
issue-2859	172	16	cognitive	cognitive	ADJ
issue-2859	172	17	map	map	NOUN
issue-2859	172	18	,	,	PUNCT
issue-2859	172	19	the	the	DET
issue-2859	172	20	modelling	modelling	NOUN
issue-2859	172	21	and	and	CCONJ
issue-2859	172	22	verification	verification	NOUN
issue-2859	172	23	of	of	ADP
issue-2859	172	24	the	the	DET
issue-2859	172	25	model	model	NOUN
issue-2859	172	26	,	,	PUNCT
issue-2859	172	27	and	and	CCONJ
issue-2859	172	28	the	the	DET
issue-2859	172	29	analysis	analysis	NOUN
issue-2859	172	30	of	of	ADP
issue-2859	172	31	adequacy	adequacy	NOUN
issue-2859	172	32	and	and	CCONJ
issue-2859	172	33	dynamic	dynamic	ADJ
issue-2859	172	34	situations	situation	NOUN
issue-2859	172	35	.	.	PUNCT
issue-2859	173	1	a	a	DET
issue-2859	173	2	"	"	PUNCT
issue-2859	173	3	danger	danger	NOUN
issue-2859	173	4	-	-	PUNCT
issue-2859	173	5	risk	risk	NOUN
issue-2859	173	6	"	"	PUNCT
issue-2859	173	7	model	model	NOUN
issue-2859	173	8	,	,	PUNCT
issue-2859	173	9	which	which	PRON
issue-2859	173	10	is	be	AUX
issue-2859	173	11	not	not	PART
issue-2859	173	12	based	base	VERB
issue-2859	173	13	on	on	ADP
issue-2859	173	14	any	any	DET
issue-2859	173	15	theory	theory	NOUN
issue-2859	173	16	,	,	PUNCT
issue-2859	173	17	has	have	AUX
issue-2859	173	18	been	be	AUX
issue-2859	173	19	developed	develop	VERB
issue-2859	173	20	and	and	CCONJ
issue-2859	173	21	its	its	PRON
issue-2859	173	22	elements	element	NOUN
issue-2859	173	23	have	have	AUX
issue-2859	173	24	been	be	AUX
issue-2859	173	25	defined	define	VERB
issue-2859	173	26	.	.	PUNCT
issue-2859	174	1	the	the	DET
issue-2859	174	2	article	article	NOUN
issue-2859	174	3	by	by	ADP
issue-2859	174	4	zhang	zhang	PROPN
issue-2859	174	5	et	et	PROPN
issue-2859	174	6	al	al	PROPN
issue-2859	174	7	.	.	PROPN
issue-2859	174	8	(	(	PUNCT
issue-2859	174	9	2024	2024	NUM
issue-2859	174	10	)	)	PUNCT
issue-2859	174	11	is	be	AUX
issue-2859	174	12	dedicated	dedicate	VERB
issue-2859	174	13	to	to	ADP
issue-2859	174	14	the	the	DET
issue-2859	174	15	problem	problem	NOUN
issue-2859	174	16	of	of	ADP
issue-2859	174	17	link	link	NOUN
issue-2859	174	18	prediction	prediction	NOUN
issue-2859	174	19	in	in	ADP
issue-2859	174	20	graphs	graph	NOUN
issue-2859	174	21	that	that	PRON
issue-2859	174	22	combine	combine	VERB
issue-2859	174	23	information	information	NOUN
issue-2859	174	24	security	security	NOUN
issue-2859	174	25	requirements	requirement	NOUN
issue-2859	174	26	with	with	ADP
issue-2859	174	27	data	datum	NOUN
issue-2859	174	28	on	on	ADP
issue-2859	174	29	cyber	cyber	ADJ
issue-2859	174	30	security	security	NOUN
issue-2859	174	31	threats	threat	NOUN
issue-2859	174	32	.	.	PUNCT
issue-2859	175	1	the	the	DET
issue-2859	175	2	authors	author	NOUN
issue-2859	175	3	propose	propose	VERB
issue-2859	175	4	a	a	DET
issue-2859	175	5	novel	novel	ADJ
issue-2859	175	6	link	link	NOUN
issue-2859	175	7	prediction	prediction	NOUN
issue-2859	175	8	method	method	NOUN
issue-2859	175	9	based	base	VERB
issue-2859	175	10	on	on	ADP
issue-2859	175	11	edge	edge	NOUN
issue-2859	175	12	propagation	propagation	NOUN
issue-2859	175	13	.	.	PUNCT
issue-2859	176	1	the	the	DET
issue-2859	176	2	key	key	ADJ
issue-2859	176	3	components	component	NOUN
issue-2859	176	4	of	of	ADP
issue-2859	176	5	the	the	DET
issue-2859	176	6	proposed	propose	VERB
issue-2859	176	7	approach	approach	NOUN
issue-2859	176	8	are	be	AUX
issue-2859	176	9	identified	identify	VERB
issue-2859	176	10	,	,	PUNCT
issue-2859	176	11	including	include	VERB
issue-2859	176	12	the	the	DET
issue-2859	176	13	encoding	encoding	NOUN
issue-2859	176	14	of	of	ADP
issue-2859	176	15	graph	graph	NOUN
issue-2859	176	16	nodes	node	NOUN
issue-2859	176	17	and	and	CCONJ
issue-2859	176	18	edges	edge	NOUN
issue-2859	176	19	into	into	ADP
issue-2859	176	20	vector	vector	NOUN
issue-2859	176	21	representations	representation	NOUN
issue-2859	176	22	,	,	PUNCT
issue-2859	176	23	iterative	iterative	ADJ
issue-2859	176	24	information	information	NOUN
issue-2859	176	25	propagation	propagation	NOUN
issue-2859	176	26	between	between	ADP
issue-2859	176	27	node	node	NOUN
issue-2859	176	28	vector	vector	NOUN
issue-2859	176	29	representations	representation	NOUN
issue-2859	176	30	through	through	ADP
issue-2859	176	31	intermediate	intermediate	ADJ
issue-2859	176	32	edges	edge	NOUN
issue-2859	176	33	,	,	PUNCT
issue-2859	176	34	the	the	DET
issue-2859	176	35	formation	formation	NOUN
issue-2859	176	36	of	of	ADP
issue-2859	176	37	vector	vector	NOUN
issue-2859	176	38	representations	representation	NOUN
issue-2859	176	39	for	for	ADP
issue-2859	176	40	node	node	ADJ
issue-2859	176	41	pairs	pair	NOUN
issue-2859	176	42	that	that	PRON
issue-2859	176	43	account	account	VERB
issue-2859	176	44	for	for	ADP
issue-2859	176	45	their	their	PRON
issue-2859	176	46	shared	share	VERB
issue-2859	176	47	connections	connection	NOUN
issue-2859	176	48	at	at	ADP
issue-2859	176	49	various	various	ADJ
issue-2859	176	50	distances	distance	NOUN
issue-2859	176	51	,	,	PUNCT
issue-2859	176	52	and	and	CCONJ
issue-2859	176	53	the	the	DET
issue-2859	176	54	training	training	NOUN
issue-2859	176	55	of	of	ADP
issue-2859	176	56	a	a	DET
issue-2859	176	57	classifier	classifier	NOUN
issue-2859	176	58	(	(	PUNCT
issue-2859	176	59	logistic	logistic	ADJ
issue-2859	176	60	regression	regression	NOUN
issue-2859	176	61	)	)	PUNCT
issue-2859	176	62	based	base	VERB
issue-2859	176	63	on	on	ADP
issue-2859	176	64	these	these	DET
issue-2859	176	65	vector	vector	NOUN
issue-2859	176	66	representations	representation	NOUN
issue-2859	176	67	to	to	PART
issue-2859	176	68	predict	predict	VERB
issue-2859	176	69	the	the	DET
issue-2859	176	70	presence	presence	NOUN
issue-2859	176	71	of	of	ADP
issue-2859	176	72	a	a	DET
issue-2859	176	73	link	link	NOUN
issue-2859	176	74	.	.	PUNCT
issue-2859	177	1	experiments	experiment	NOUN
issue-2859	177	2	on	on	ADP
issue-2859	177	3	both	both	CCONJ
issue-2859	177	4	real	real	ADJ
issue-2859	177	5	and	and	CCONJ
issue-2859	177	6	synthetic	synthetic	ADJ
issue-2859	177	7	datasets	dataset	NOUN
issue-2859	177	8	have	have	AUX
issue-2859	177	9	demonstrated	demonstrate	VERB
issue-2859	177	10	that	that	SCONJ
issue-2859	177	11	the	the	DET
issue-2859	177	12	proposed	propose	VERB
issue-2859	177	13	method	method	NOUN
issue-2859	177	14	outperforms	outperform	VERB
issue-2859	177	15	alternative	alternative	ADJ
issue-2859	177	16	approaches	approach	NOUN
issue-2859	177	17	to	to	PART
issue-2859	177	18	link	link	VERB
issue-2859	177	19	prediction	prediction	NOUN
issue-2859	177	20	in	in	ADP
issue-2859	177	21	graphs	graph	NOUN
issue-2859	177	22	.	.	PUNCT
issue-2859	178	1	the	the	DET
issue-2859	178	2	utilisation	utilisation	NOUN
issue-2859	178	3	of	of	ADP
issue-2859	178	4	vector	vector	NOUN
issue-2859	178	5	representations	representation	NOUN
issue-2859	178	6	for	for	ADP
issue-2859	178	7	the	the	DET
issue-2859	178	8	encoding	encoding	NOUN
issue-2859	178	9	of	of	ADP
issue-2859	178	10	semantics	semantic	NOUN
issue-2859	178	11	,	,	PUNCT
issue-2859	178	12	the	the	DET
issue-2859	178	13	consideration	consideration	NOUN
issue-2859	178	14	of	of	ADP
issue-2859	178	15	link	link	NOUN
issue-2859	178	16	structures	structure	NOUN
issue-2859	178	17	at	at	ADP
issue-2859	178	18	varying	vary	VERB
issue-2859	178	19	levels	level	NOUN
issue-2859	178	20	,	,	PUNCT
issue-2859	178	21	the	the	DET
issue-2859	178	22	capacity	capacity	NOUN
issue-2859	178	23	to	to	PART
issue-2859	178	24	operate	operate	VERB
issue-2859	178	25	with	with	ADP
issue-2859	178	26	incomplete	incomplete	ADJ
issue-2859	178	27	data	datum	NOUN
issue-2859	178	28	and	and	CCONJ
issue-2859	178	29	heterogeneous	heterogeneous	ADJ
issue-2859	178	30	graphs	graph	NOUN
issue-2859	178	31	,	,	PUNCT
issue-2859	178	32	and	and	CCONJ
issue-2859	178	33	the	the	DET
issue-2859	178	34	interpretability	interpretability	NOUN
issue-2859	178	35	through	through	ADP
issue-2859	178	36	the	the	DET
issue-2859	178	37	employment	employment	NOUN
issue-2859	178	38	of	of	ADP
issue-2859	178	39	explicit	explicit	ADJ
issue-2859	178	40	node	node	ADJ
issue-2859	178	41	pairs	pair	NOUN
issue-2859	178	42	proposed	propose	VERB
issue-2859	178	43	by	by	ADP
issue-2859	178	44	the	the	DET
issue-2859	178	45	researchers	researcher	NOUN
issue-2859	178	46	substantiate	substantiate	VERB
issue-2859	178	47	the	the	DET
issue-2859	178	48	primary	primary	ADJ
issue-2859	178	49	advantages	advantage	NOUN
issue-2859	178	50	of	of	ADP
issue-2859	178	51	the	the	DET
issue-2859	178	52	method	method	NOUN
issue-2859	178	53	.	.	PUNCT
issue-2859	179	1	in	in	ADP
issue-2859	179	2	conclusion	conclusion	NOUN
issue-2859	179	3	,	,	PUNCT
issue-2859	179	4	potential	potential	ADJ
issue-2859	179	5	future	future	ADJ
issue-2859	179	6	research	research	NOUN
issue-2859	179	7	directions	direction	NOUN
issue-2859	179	8	are	be	AUX
issue-2859	179	9	discussed	discuss	VERB
issue-2859	179	10	,	,	PUNCT
issue-2859	179	11	including	include	VERB
issue-2859	179	12	the	the	DET
issue-2859	179	13	extension	extension	NOUN
issue-2859	179	14	of	of	ADP
issue-2859	179	15	the	the	DET
issue-2859	179	16	method	method	NOUN
issue-2859	179	17	to	to	PART
issue-2859	179	18	account	account	VERB
issue-2859	179	19	for	for	ADP
issue-2859	179	20	dynamics	dynamic	NOUN
issue-2859	179	21	and	and	CCONJ
issue-2859	179	22	its	its	PRON
issue-2859	179	23	integration	integration	NOUN
issue-2859	179	24	with	with	ADP
issue-2859	179	25	decision	decision	NOUN
issue-2859	179	26	-	-	PUNCT
issue-2859	179	27	making	make	VERB
issue-2859	179	28	systems	system	NOUN
issue-2859	179	29	.	.	PUNCT
issue-2859	180	1	the	the	DET
issue-2859	180	2	utilisation	utilisation	NOUN
issue-2859	180	3	of	of	ADP
issue-2859	180	4	graph	graph	NOUN
issue-2859	180	5	theory	theory	NOUN
issue-2859	180	6	for	for	ADP
issue-2859	180	7	the	the	DET
issue-2859	180	8	visual	visual	ADJ
issue-2859	180	9	analysis	analysis	NOUN
issue-2859	180	10	and	and	CCONJ
issue-2859	180	11	modelling	modelling	NOUN
issue-2859	180	12	of	of	ADP
issue-2859	180	13	cyberattacks	cyberattack	NOUN
issue-2859	180	14	is	be	AUX
issue-2859	180	15	also	also	ADV
issue-2859	180	16	presented	present	VERB
issue-2859	180	17	in	in	ADP
issue-2859	180	18	the	the	DET
issue-2859	180	19	article	article	NOUN
issue-2859	180	20	by	by	ADP
issue-2859	180	21	m.	m.	NOUN
issue-2859	180	22	rabzelj	rabzelj	PROPN
issue-2859	180	23	,	,	PUNCT
issue-2859	180	24	c.	c.	PROPN
issue-2859	180	25	bohak	bohak	PROPN
issue-2859	180	26	,	,	PUNCT
issue-2859	180	27	l.	l.	PROPN
issue-2859	180	28	južnič	južnič	PROPN
issue-2859	180	29	,	,	PUNCT
issue-2859	180	30	a.	a.	PROPN
issue-2859	180	31	kos	kos	PROPN
issue-2859	180	32	,	,	PUNCT
issue-2859	180	33	and	and	CCONJ
issue-2859	180	34	u.	u.	PROPN
issue-2859	180	35	sedlar	sedlar	NOUN
issue-2859	180	36	(	(	PUNCT
issue-2859	180	37	2023	2023	NUM
issue-2859	180	38	)	)	PUNCT
issue-2859	180	39	.	.	PUNCT
issue-2859	181	1	the	the	DET
issue-2859	181	2	authors	author	NOUN
issue-2859	181	3	propose	propose	VERB
issue-2859	181	4	an	an	DET
issue-2859	181	5	approach	approach	NOUN
issue-2859	181	6	based	base	VERB
issue-2859	181	7	on	on	ADP
issue-2859	181	8	the	the	DET
issue-2859	181	9	creation	creation	NOUN
issue-2859	181	10	of	of	ADP
issue-2859	181	11	a	a	DET
issue-2859	181	12	graph	graph	NOUN
issue-2859	181	13	model	model	NOUN
issue-2859	181	14	in	in	ADP
issue-2859	181	15	which	which	PRON
issue-2859	181	16	nodes	node	NOUN
issue-2859	181	17	represent	represent	VERB
issue-2859	181	18	entities	entity	NOUN
issue-2859	181	19	(	(	PUNCT
issue-2859	181	20	vulnerabilities	vulnerability	NOUN
issue-2859	181	21	,	,	PUNCT
issue-2859	181	22	attack	attack	NOUN
issue-2859	181	23	vectors	vector	NOUN
issue-2859	181	24	,	,	PUNCT
issue-2859	181	25	attacker	attacker	NOUN
issue-2859	181	26	actions	action	NOUN
issue-2859	181	27	)	)	PUNCT
issue-2859	181	28	,	,	PUNCT
issue-2859	181	29	and	and	CCONJ
issue-2859	181	30	edges	edge	NOUN
issue-2859	181	31	reflect	reflect	VERB
issue-2859	181	32	possible	possible	ADJ
issue-2859	181	33	transitions	transition	NOUN
issue-2859	181	34	between	between	ADP
issue-2859	181	35	them	they	PRON
issue-2859	181	36	during	during	ADP
issue-2859	181	37	the	the	DET
issue-2859	181	38	course	course	NOUN
issue-2859	181	39	of	of	ADP
issue-2859	181	40	an	an	DET
issue-2859	181	41	attack	attack	NOUN
issue-2859	181	42	.	.	PUNCT
issue-2859	182	1	the	the	DET
issue-2859	182	2	article	article	NOUN
issue-2859	182	3	delineates	delineate	VERB
issue-2859	182	4	the	the	DET
issue-2859	182	5	pivotal	pivotal	ADJ
issue-2859	182	6	components	component	NOUN
issue-2859	182	7	of	of	ADP
issue-2859	182	8	the	the	DET
issue-2859	182	9	approach	approach	NOUN
issue-2859	182	10	,	,	PUNCT
issue-2859	182	11	which	which	PRON
issue-2859	182	12	include	include	VERB
issue-2859	182	13	a	a	DET
issue-2859	182	14	cyberattack	cyberattack	NOUN
issue-2859	182	15	graph	graph	NOUN
issue-2859	182	16	model	model	NOUN
issue-2859	182	17	comprising	comprise	VERB
issue-2859	182	18	diverse	diverse	ADJ
issue-2859	182	19	node	node	ADJ
issue-2859	182	20	types	type	NOUN
issue-2859	182	21	and	and	CCONJ
issue-2859	182	22	weighted	weight	VERB
issue-2859	182	23	edges	edge	NOUN
issue-2859	182	24	;	;	PUNCT
issue-2859	182	25	algorithms	algorithm	NOUN
issue-2859	182	26	for	for	ADP
issue-2859	182	27	automatic	automatic	ADJ
issue-2859	182	28	graph	graph	NOUN
issue-2859	182	29	construction	construction	NOUN
issue-2859	182	30	based	base	VERB
issue-2859	182	31	on	on	ADP
issue-2859	182	32	input	input	NOUN
issue-2859	182	33	data	datum	NOUN
issue-2859	182	34	;	;	PUNCT
issue-2859	182	35	graph	graph	NOUN
issue-2859	182	36	analysis	analysis	NOUN
issue-2859	182	37	methods	method	NOUN
issue-2859	182	38	such	such	ADJ
issue-2859	182	39	as	as	ADP
issue-2859	182	40	shortest	short	ADJ
issue-2859	182	41	path	path	NOUN
issue-2859	182	42	search	search	NOUN
issue-2859	182	43	,	,	PUNCT
issue-2859	182	44	identification	identification	NOUN
issue-2859	182	45	of	of	ADP
issue-2859	182	46	critical	critical	ADJ
issue-2859	182	47	nodes	node	NOUN
issue-2859	182	48	,	,	PUNCT
issue-2859	182	49	and	and	CCONJ
issue-2859	182	50	clustering	clustering	NOUN
issue-2859	182	51	;	;	PUNCT
issue-2859	182	52	visualisation	visualisation	NOUN
issue-2859	182	53	of	of	ADP
issue-2859	182	54	the	the	DET
issue-2859	182	55	cyberattack	cyberattack	NOUN
issue-2859	182	56	graph	graph	NOUN
issue-2859	182	57	using	use	VERB
issue-2859	182	58	various	various	ADJ
issue-2859	182	59	representations	representation	NOUN
issue-2859	182	60	;	;	PUNCT
issue-2859	182	61	and	and	CCONJ
issue-2859	182	62	an	an	DET
issue-2859	182	63	interface	interface	NOUN
issue-2859	182	64	for	for	ADP
issue-2859	182	65	cyber	cyber	ADJ
issue-2859	182	66	security	security	NOUN
issue-2859	182	67	analysts	analyst	NOUN
issue-2859	182	68	.	.	PUNCT
issue-2859	183	1	baltic	baltic	PROPN
issue-2859	183	2	journal	journal	PROPN
issue-2859	183	3	of	of	ADP
issue-2859	183	4	economic	economic	ADJ
issue-2859	183	5	studies	study	NOUN
issue-2859	183	6	279	279	NUM
issue-2859	183	7	vol	vol	NOUN
issue-2859	183	8	.	.	PUNCT
issue-2859	183	9	11	11	NUM
issue-2859	183	10	no	no	NOUN
issue-2859	183	11	.	.	NOUN
issue-2859	183	12	2	2	NUM
issue-2859	183	13	,	,	PUNCT
issue-2859	183	14	2025	2025	NUM
issue-2859	183	15	experiments	experiment	NOUN
issue-2859	183	16	with	with	ADP
issue-2859	183	17	real	real	ADJ
issue-2859	183	18	-	-	PUNCT
issue-2859	183	19	world	world	NOUN
issue-2859	183	20	data	datum	NOUN
issue-2859	183	21	have	have	AUX
issue-2859	183	22	demonstrated	demonstrate	VERB
issue-2859	183	23	the	the	DET
issue-2859	183	24	application	application	NOUN
issue-2859	183	25	of	of	ADP
issue-2859	183	26	the	the	DET
issue-2859	183	27	approach	approach	NOUN
issue-2859	183	28	for	for	ADP
issue-2859	183	29	risk	risk	NOUN
issue-2859	183	30	assessment	assessment	NOUN
issue-2859	183	31	,	,	PUNCT
issue-2859	183	32	planning	planning	NOUN
issue-2859	183	33	of	of	ADP
issue-2859	183	34	preventive	preventive	ADJ
issue-2859	183	35	measures	measure	NOUN
issue-2859	183	36	,	,	PUNCT
issue-2859	183	37	and	and	CCONJ
issue-2859	183	38	analysis	analysis	NOUN
issue-2859	183	39	of	of	ADP
issue-2859	183	40	the	the	DET
issue-2859	183	41	consequences	consequence	NOUN
issue-2859	183	42	of	of	ADP
issue-2859	183	43	cyberattacks	cyberattack	NOUN
issue-2859	183	44	.	.	PUNCT
issue-2859	184	1	the	the	DET
issue-2859	184	2	authors	author	NOUN
issue-2859	184	3	of	of	ADP
issue-2859	184	4	the	the	DET
issue-2859	184	5	study	study	NOUN
issue-2859	184	6	identified	identify	VERB
issue-2859	184	7	several	several	ADJ
issue-2859	184	8	key	key	ADJ
issue-2859	184	9	advantages	advantage	NOUN
issue-2859	184	10	of	of	ADP
issue-2859	184	11	the	the	DET
issue-2859	184	12	graph	graph	NOUN
issue-2859	184	13	-	-	PUNCT
issue-2859	184	14	based	base	VERB
issue-2859	184	15	model	model	NOUN
issue-2859	184	16	,	,	PUNCT
issue-2859	184	17	including	include	VERB
issue-2859	184	18	its	its	PRON
issue-2859	184	19	ability	ability	NOUN
issue-2859	184	20	to	to	PART
issue-2859	184	21	provide	provide	VERB
issue-2859	184	22	clear	clear	ADJ
issue-2859	184	23	visualisation	visualisation	NOUN
issue-2859	184	24	of	of	ADP
issue-2859	184	25	complex	complex	ADJ
issue-2859	184	26	processes	process	NOUN
issue-2859	184	27	and	and	CCONJ
issue-2859	184	28	interconnections	interconnection	NOUN
issue-2859	184	29	,	,	PUNCT
issue-2859	184	30	facilitate	facilitate	VERB
issue-2859	184	31	the	the	DET
issue-2859	184	32	identification	identification	NOUN
issue-2859	184	33	of	of	ADP
issue-2859	184	34	critical	critical	ADJ
issue-2859	184	35	components	component	NOUN
issue-2859	184	36	and	and	CCONJ
issue-2859	184	37	vulnerabilities	vulnerability	NOUN
issue-2859	184	38	,	,	PUNCT
issue-2859	184	39	support	support	VERB
issue-2859	184	40	"	"	PUNCT
issue-2859	184	41	what	what	PRON
issue-2859	184	42	-	-	PUNCT
issue-2859	184	43	if	if	SCONJ
issue-2859	184	44	"	"	PUNCT
issue-2859	184	45	analysis	analysis	NOUN
issue-2859	184	46	and	and	CCONJ
issue-2859	184	47	scenario	scenario	NOUN
issue-2859	184	48	modelling	modelling	NOUN
issue-2859	184	49	,	,	PUNCT
issue-2859	184	50	and	and	CCONJ
issue-2859	184	51	integrate	integrate	VERB
issue-2859	184	52	diverse	diverse	ADJ
issue-2859	184	53	threat	threat	NOUN
issue-2859	184	54	data	datum	NOUN
issue-2859	184	55	from	from	ADP
issue-2859	184	56	various	various	ADJ
issue-2859	184	57	sources	source	NOUN
issue-2859	184	58	.	.	PUNCT
issue-2859	185	1	these	these	DET
issue-2859	185	2	advantages	advantage	NOUN
issue-2859	185	3	suggest	suggest	VERB
issue-2859	185	4	that	that	SCONJ
issue-2859	185	5	further	further	ADJ
issue-2859	185	6	research	research	NOUN
issue-2859	185	7	in	in	ADP
issue-2859	185	8	this	this	DET
issue-2859	185	9	area	area	NOUN
issue-2859	185	10	is	be	AUX
issue-2859	185	11	promising	promise	VERB
issue-2859	185	12	,	,	PUNCT
issue-2859	185	13	including	include	VERB
issue-2859	185	14	integration	integration	NOUN
issue-2859	185	15	with	with	ADP
issue-2859	185	16	intrusion	intrusion	NOUN
issue-2859	185	17	detection	detection	NOUN
issue-2859	185	18	systems	system	NOUN
issue-2859	185	19	and	and	CCONJ
issue-2859	185	20	the	the	DET
issue-2859	185	21	application	application	NOUN
issue-2859	185	22	of	of	ADP
issue-2859	185	23	machine	machine	NOUN
issue-2859	185	24	learning	learning	NOUN
issue-2859	185	25	methods	method	NOUN
issue-2859	185	26	.	.	PUNCT
issue-2859	186	1	the	the	DET
issue-2859	186	2	article	article	NOUN
issue-2859	186	3	by	by	ADP
issue-2859	186	4	balatska	balatska	PROPN
issue-2859	186	5	,	,	PUNCT
issue-2859	186	6	poberezhnyk	poberezhnyk	NOUN
issue-2859	186	7	,	,	PUNCT
issue-2859	186	8	petriv	petriv	NOUN
issue-2859	186	9	and	and	CCONJ
issue-2859	186	10	opirskyy	opirskyy	ADJ
issue-2859	186	11	(	(	PUNCT
issue-2859	186	12	2024	2024	NUM
issue-2859	186	13	)	)	PUNCT
issue-2859	186	14	explores	explore	VERB
issue-2859	186	15	the	the	DET
issue-2859	186	16	potential	potential	NOUN
issue-2859	186	17	of	of	ADP
issue-2859	186	18	using	use	VERB
issue-2859	186	19	blockchain	blockchain	PROPN
issue-2859	186	20	technology	technology	PROPN
issue-2859	186	21	in	in	ADP
issue-2859	186	22	the	the	DET
issue-2859	186	23	context	context	NOUN
issue-2859	186	24	of	of	ADP
issue-2859	186	25	single	single	ADJ
issue-2859	186	26	signon	signon	NOUN
issue-2859	186	27	(	(	PUNCT
issue-2859	186	28	sso	sso	NOUN
issue-2859	186	29	)	)	PUNCT
issue-2859	186	30	systems	system	NOUN
issue-2859	186	31	.	.	PUNCT
issue-2859	187	1	sso	sso	NOUN
issue-2859	187	2	systems	system	NOUN
issue-2859	187	3	enable	enable	VERB
issue-2859	187	4	users	user	NOUN
issue-2859	187	5	to	to	PART
issue-2859	187	6	authenticate	authenticate	VERB
issue-2859	187	7	once	once	ADV
issue-2859	187	8	and	and	CCONJ
issue-2859	187	9	access	access	VERB
issue-2859	187	10	various	various	ADJ
issue-2859	187	11	digital	digital	ADJ
issue-2859	187	12	resources	resource	NOUN
issue-2859	187	13	.	.	PUNCT
issue-2859	188	1	the	the	DET
issue-2859	188	2	problem	problem	NOUN
issue-2859	188	3	statement	statement	NOUN
issue-2859	188	4	addresses	address	VERB
issue-2859	188	5	contemporary	contemporary	ADJ
issue-2859	188	6	trends	trend	NOUN
issue-2859	188	7	in	in	ADP
issue-2859	188	8	security	security	NOUN
issue-2859	188	9	and	and	CCONJ
issue-2859	188	10	access	access	NOUN
issue-2859	188	11	management	management	NOUN
issue-2859	188	12	,	,	PUNCT
issue-2859	188	13	including	include	VERB
issue-2859	188	14	the	the	DET
issue-2859	188	15	risk	risk	NOUN
issue-2859	188	16	of	of	ADP
issue-2859	188	17	data	datum	NOUN
issue-2859	188	18	compromise	compromise	NOUN
issue-2859	188	19	and	and	CCONJ
issue-2859	188	20	the	the	DET
issue-2859	188	21	inefficiencies	inefficiency	NOUN
issue-2859	188	22	inherent	inherent	ADJ
issue-2859	188	23	in	in	ADP
issue-2859	188	24	information	information	NOUN
issue-2859	188	25	exchange	exchange	NOUN
issue-2859	188	26	between	between	ADP
issue-2859	188	27	sso	sso	NOUN
issue-2859	188	28	systems	system	NOUN
issue-2859	188	29	.	.	PUNCT
issue-2859	189	1	the	the	DET
issue-2859	189	2	primary	primary	ADJ
issue-2859	189	3	objective	objective	NOUN
issue-2859	189	4	of	of	ADP
issue-2859	189	5	the	the	DET
issue-2859	189	6	present	present	ADJ
issue-2859	189	7	study	study	NOUN
issue-2859	189	8	is	be	AUX
issue-2859	189	9	to	to	PART
issue-2859	189	10	develop	develop	VERB
issue-2859	189	11	and	and	CCONJ
issue-2859	189	12	implement	implement	VERB
issue-2859	189	13	technological	technological	ADJ
issue-2859	189	14	solutions	solution	NOUN
issue-2859	189	15	with	with	ADP
issue-2859	189	16	the	the	DET
issue-2859	189	17	aim	aim	NOUN
issue-2859	189	18	of	of	ADP
issue-2859	189	19	enhancing	enhance	VERB
issue-2859	189	20	the	the	DET
issue-2859	189	21	security	security	NOUN
issue-2859	189	22	,	,	PUNCT
issue-2859	189	23	resilience	resilience	NOUN
issue-2859	189	24	,	,	PUNCT
issue-2859	189	25	and	and	CCONJ
issue-2859	189	26	efficiency	efficiency	NOUN
issue-2859	189	27	of	of	ADP
issue-2859	189	28	sso	sso	NOUN
issue-2859	189	29	systems	system	NOUN
issue-2859	189	30	in	in	ADP
issue-2859	189	31	the	the	DET
issue-2859	189	32	digital	digital	ADJ
issue-2859	189	33	environment	environment	NOUN
issue-2859	189	34	.	.	PUNCT
issue-2859	190	1	moreover	moreover	ADV
issue-2859	190	2	,	,	PUNCT
issue-2859	190	3	seminal	seminal	ADJ
issue-2859	190	4	studies	study	NOUN
issue-2859	190	5	are	be	AUX
issue-2859	190	6	examined	examine	VERB
issue-2859	190	7	,	,	PUNCT
issue-2859	190	8	emphasising	emphasise	VERB
issue-2859	190	9	the	the	DET
issue-2859	190	10	significance	significance	NOUN
issue-2859	190	11	of	of	ADP
issue-2859	190	12	blockchain	blockchain	PROPN
issue-2859	190	13	adoption	adoption	NOUN
issue-2859	190	14	and	and	CCONJ
issue-2859	190	15	innovation	innovation	NOUN
issue-2859	190	16	in	in	ADP
issue-2859	190	17	user	user	NOUN
issue-2859	190	18	identification	identification	NOUN
issue-2859	190	19	and	and	CCONJ
issue-2859	190	20	authentication	authentication	NOUN
issue-2859	190	21	.	.	PUNCT
issue-2859	191	1	in	in	ADP
issue-2859	191	2	their	their	PRON
issue-2859	191	3	seminal	seminal	ADJ
issue-2859	191	4	work	work	NOUN
issue-2859	191	5	,	,	PUNCT
issue-2859	191	6	berardi	berardi	PROPN
issue-2859	191	7	et	et	PROPN
issue-2859	191	8	al	al	PROPN
issue-2859	191	9	.	.	PROPN
issue-2859	191	10	(	(	PUNCT
issue-2859	191	11	2023	2023	NUM
issue-2859	191	12	)	)	PUNCT
issue-2859	191	13	set	set	VERB
issue-2859	191	14	out	out	ADP
issue-2859	191	15	a	a	DET
issue-2859	191	16	novel	novel	ADJ
issue-2859	191	17	approach	approach	NOUN
issue-2859	191	18	to	to	ADP
issue-2859	191	19	the	the	DET
issue-2859	191	20	critical	critical	ADJ
issue-2859	191	21	issue	issue	NOUN
issue-2859	191	22	of	of	ADP
issue-2859	191	23	network	network	NOUN
issue-2859	191	24	security	security	NOUN
issue-2859	191	25	in	in	ADP
issue-2859	191	26	the	the	DET
issue-2859	191	27	context	context	NOUN
issue-2859	191	28	of	of	ADP
issue-2859	191	29	time	time	NOUN
issue-2859	191	30	sensitive	sensitive	ADJ
issue-2859	191	31	networking	networking	NOUN
issue-2859	191	32	(	(	PUNCT
issue-2859	191	33	tsn	tsn	PROPN
issue-2859	191	34	)	)	PUNCT
issue-2859	191	35	,	,	PUNCT
issue-2859	191	36	with	with	ADP
issue-2859	191	37	a	a	DET
issue-2859	191	38	particular	particular	ADJ
issue-2859	191	39	focus	focus	NOUN
issue-2859	191	40	on	on	ADP
issue-2859	191	41	the	the	DET
issue-2859	191	42	security	security	NOUN
issue-2859	191	43	implications	implication	NOUN
issue-2859	191	44	of	of	ADP
issue-2859	191	45	the	the	DET
issue-2859	191	46	precision	precision	NOUN
issue-2859	191	47	time	time	NOUN
issue-2859	191	48	protocol	protocol	PROPN
issue-2859	191	49	(	(	PUNCT
issue-2859	191	50	ptp	ptp	PROPN
issue-2859	191	51	)	)	PUNCT
issue-2859	191	52	.	.	PUNCT
issue-2859	192	1	the	the	DET
issue-2859	192	2	researchers	researcher	NOUN
issue-2859	192	3	analyse	analyse	VERB
issue-2859	192	4	the	the	DET
issue-2859	192	5	main	main	ADJ
issue-2859	192	6	security	security	NOUN
issue-2859	192	7	threats	threat	NOUN
issue-2859	192	8	to	to	ADP
issue-2859	192	9	ptp	ptp	PROPN
issue-2859	192	10	,	,	PUNCT
issue-2859	192	11	including	include	VERB
issue-2859	192	12	leader	leader	NOUN
issue-2859	192	13	spoofing	spoofing	NOUN
issue-2859	192	14	,	,	PUNCT
issue-2859	192	15	man	man	NOUN
issue-2859	192	16	-	-	PUNCT
issue-2859	192	17	in	in	ADP
issue-2859	192	18	-	-	PUNCT
issue-2859	192	19	the	the	DET
issue-2859	192	20	-	-	PUNCT
issue-2859	192	21	middle	middle	ADJ
issue-2859	192	22	attacks	attack	NOUN
issue-2859	192	23	,	,	PUNCT
issue-2859	192	24	distributed	distribute	VERB
issue-2859	192	25	attacks	attack	NOUN
issue-2859	192	26	,	,	PUNCT
issue-2859	192	27	and	and	CCONJ
issue-2859	192	28	denial	denial	NOUN
issue-2859	192	29	-	-	PUNCT
issue-2859	192	30	of	of	ADP
issue-2859	192	31	-	-	PUNCT
issue-2859	192	32	service	service	NOUN
issue-2859	192	33	attacks	attack	NOUN
issue-2859	192	34	.	.	PUNCT
issue-2859	193	1	a	a	DET
issue-2859	193	2	taxonomy	taxonomy	NOUN
issue-2859	193	3	of	of	ADP
issue-2859	193	4	these	these	DET
issue-2859	193	5	threats	threat	NOUN
issue-2859	193	6	across	across	ADP
issue-2859	193	7	different	different	ADJ
issue-2859	193	8	architectural	architectural	ADJ
issue-2859	193	9	levels	level	NOUN
issue-2859	193	10	is	be	AUX
issue-2859	193	11	proposed	propose	VERB
issue-2859	193	12	.	.	PUNCT
issue-2859	194	1	the	the	DET
issue-2859	194	2	development	development	NOUN
issue-2859	194	3	of	of	ADP
issue-2859	194	4	a	a	DET
issue-2859	194	5	secure	secure	ADJ
issue-2859	194	6	ptp	ptp	PROPN
issue-2859	194	7	implementation	implementation	NOUN
issue-2859	194	8	prototype	prototype	NOUN
issue-2859	194	9	involves	involve	VERB
issue-2859	194	10	the	the	DET
issue-2859	194	11	utilisation	utilisation	NOUN
issue-2859	194	12	of	of	ADP
issue-2859	194	13	cryptographic	cryptographic	ADJ
issue-2859	194	14	protocols	protocol	NOUN
issue-2859	194	15	and	and	CCONJ
issue-2859	194	16	certificatebased	certificatebase	VERB
issue-2859	194	17	authentication	authentication	NOUN
issue-2859	194	18	mechanisms	mechanism	NOUN
issue-2859	194	19	.	.	PUNCT
issue-2859	195	1	the	the	DET
issue-2859	195	2	experimental	experimental	ADJ
issue-2859	195	3	evaluation	evaluation	NOUN
issue-2859	195	4	demonstrated	demonstrate	VERB
issue-2859	195	5	that	that	SCONJ
issue-2859	195	6	the	the	DET
issue-2859	195	7	level	level	NOUN
issue-2859	195	8	of	of	ADP
issue-2859	195	9	security	security	NOUN
issue-2859	195	10	overhead	overhead	ADV
issue-2859	195	11	was	be	AUX
issue-2859	195	12	acceptable	acceptable	ADJ
issue-2859	195	13	.	.	PUNCT
issue-2859	196	1	d.	d.	PROPN
issue-2859	196	2	berardi	berardi	PROPN
issue-2859	196	3	et	et	PROPN
issue-2859	196	4	al	al	PROPN
issue-2859	196	5	.	.	PROPN
issue-2859	196	6	place	place	VERB
issue-2859	196	7	significant	significant	ADJ
issue-2859	196	8	emphasis	emphasis	NOUN
issue-2859	196	9	on	on	ADP
issue-2859	196	10	the	the	DET
issue-2859	196	11	critical	critical	ADJ
issue-2859	196	12	importance	importance	NOUN
issue-2859	196	13	of	of	ADP
issue-2859	196	14	securing	secure	VERB
issue-2859	196	15	ptp	ptp	PROPN
issue-2859	196	16	and	and	CCONJ
issue-2859	196	17	other	other	ADJ
issue-2859	196	18	tsn	tsn	PROPN
issue-2859	196	19	components	component	NOUN
issue-2859	196	20	in	in	ADP
issue-2859	196	21	order	order	NOUN
issue-2859	196	22	to	to	PART
issue-2859	196	23	protect	protect	VERB
issue-2859	196	24	industrial	industrial	ADJ
issue-2859	196	25	control	control	NOUN
issue-2859	196	26	systems	system	NOUN
issue-2859	196	27	from	from	ADP
issue-2859	196	28	malicious	malicious	ADJ
issue-2859	196	29	interference	interference	NOUN
issue-2859	196	30	.	.	PUNCT
issue-2859	197	1	future	future	ADJ
issue-2859	197	2	research	research	NOUN
issue-2859	197	3	directions	direction	NOUN
issue-2859	197	4	include	include	VERB
issue-2859	197	5	the	the	DET
issue-2859	197	6	integration	integration	NOUN
issue-2859	197	7	of	of	ADP
issue-2859	197	8	the	the	DET
issue-2859	197	9	proposed	propose	VERB
issue-2859	197	10	security	security	NOUN
issue-2859	197	11	mechanisms	mechanism	NOUN
issue-2859	197	12	into	into	ADP
issue-2859	197	13	existing	exist	VERB
issue-2859	197	14	systems	system	NOUN
issue-2859	197	15	and	and	CCONJ
issue-2859	197	16	the	the	DET
issue-2859	197	17	development	development	NOUN
issue-2859	197	18	of	of	ADP
issue-2859	197	19	methods	method	NOUN
issue-2859	197	20	to	to	PART
issue-2859	197	21	counter	counter	VERB
issue-2859	197	22	distributed	distribute	VERB
issue-2859	197	23	time	time	NOUN
issue-2859	197	24	synchronization	synchronization	NOUN
issue-2859	197	25	attacks	attack	NOUN
issue-2859	197	26	.	.	PUNCT
issue-2859	198	1	in	in	ADP
issue-2859	198	2	their	their	PRON
issue-2859	198	3	2023	2023	NUM
issue-2859	198	4	study	study	NOUN
issue-2859	198	5	,	,	PUNCT
issue-2859	198	6	authors	author	NOUN
issue-2859	198	7	t.	t.	PROPN
issue-2859	198	8	kim	kim	PROPN
issue-2859	198	9	and	and	CCONJ
issue-2859	198	10	w.	w.	PROPN
issue-2859	198	11	pak	pak	PROPN
issue-2859	198	12	explored	explore	VERB
issue-2859	198	13	the	the	DET
issue-2859	198	14	application	application	NOUN
issue-2859	198	15	of	of	ADP
issue-2859	198	16	transformer	transformer	NOUN
issue-2859	198	17	-	-	PUNCT
issue-2859	198	18	based	base	VERB
issue-2859	198	19	deep	deep	ADJ
issue-2859	198	20	learning	learning	NOUN
issue-2859	198	21	methods	method	NOUN
issue-2859	198	22	for	for	ADP
issue-2859	198	23	network	network	NOUN
issue-2859	198	24	intrusion	intrusion	NOUN
issue-2859	198	25	detection	detection	NOUN
issue-2859	198	26	(	(	PUNCT
issue-2859	198	27	nid	nid	PROPN
issue-2859	198	28	)	)	PUNCT
issue-2859	198	29	.	.	PUNCT
issue-2859	199	1	the	the	DET
issue-2859	199	2	article	article	NOUN
issue-2859	199	3	proposes	propose	VERB
issue-2859	199	4	a	a	DET
issue-2859	199	5	novel	novel	ADJ
issue-2859	199	6	approach	approach	NOUN
issue-2859	199	7	in	in	ADP
issue-2859	199	8	which	which	PRON
issue-2859	199	9	incoming	incoming	ADJ
issue-2859	199	10	network	network	NOUN
issue-2859	199	11	data	datum	NOUN
issue-2859	199	12	is	be	AUX
issue-2859	199	13	transformed	transform	VERB
issue-2859	199	14	into	into	ADP
issue-2859	199	15	images	image	NOUN
issue-2859	199	16	and	and	CCONJ
issue-2859	199	17	processed	process	VERB
issue-2859	199	18	by	by	ADP
issue-2859	199	19	a	a	DET
issue-2859	199	20	set	set	NOUN
issue-2859	199	21	of	of	ADP
issue-2859	199	22	parallel	parallel	ADJ
issue-2859	199	23	transformer	transformer	NOUN
issue-2859	199	24	networks	network	NOUN
issue-2859	199	25	.	.	PUNCT
issue-2859	200	1	each	each	DET
issue-2859	200	2	transformer	transformer	NOUN
issue-2859	200	3	is	be	AUX
issue-2859	200	4	specialised	specialise	VERB
issue-2859	200	5	in	in	ADP
issue-2859	200	6	detecting	detect	VERB
issue-2859	200	7	a	a	DET
issue-2859	200	8	specific	specific	ADJ
issue-2859	200	9	type	type	NOUN
issue-2859	200	10	of	of	ADP
issue-2859	200	11	attack	attack	NOUN
issue-2859	200	12	or	or	CCONJ
issue-2859	200	13	anomaly	anomaly	NOUN
issue-2859	200	14	in	in	ADP
issue-2859	200	15	the	the	DET
issue-2859	200	16	network	network	NOUN
issue-2859	200	17	traffic	traffic	NOUN
issue-2859	200	18	.	.	PUNCT
issue-2859	201	1	the	the	DET
issue-2859	201	2	outputs	output	NOUN
issue-2859	201	3	of	of	ADP
issue-2859	201	4	the	the	DET
issue-2859	201	5	parallel	parallel	ADJ
issue-2859	201	6	transformers	transformer	NOUN
issue-2859	201	7	are	be	AUX
issue-2859	201	8	then	then	ADV
issue-2859	201	9	combined	combine	VERB
issue-2859	201	10	using	use	VERB
issue-2859	201	11	fully	fully	ADV
issue-2859	201	12	connected	connected	ADJ
issue-2859	201	13	layers	layer	NOUN
issue-2859	201	14	prior	prior	ADV
issue-2859	201	15	to	to	ADP
issue-2859	201	16	the	the	DET
issue-2859	201	17	final	final	ADJ
issue-2859	201	18	classification	classification	NOUN
issue-2859	201	19	being	be	AUX
issue-2859	201	20	obtained	obtain	VERB
issue-2859	201	21	.	.	PUNCT
issue-2859	202	1	experiments	experiment	NOUN
issue-2859	202	2	conducted	conduct	VERB
issue-2859	202	3	on	on	ADP
issue-2859	202	4	the	the	DET
issue-2859	202	5	nsl	nsl	NOUN
issue-2859	202	6	-	-	PUNCT
issue-2859	202	7	kdd	kdd	PROPN
issue-2859	202	8	and	and	CCONJ
issue-2859	202	9	cse	cse	PROPN
issue-2859	202	10	-	-	PUNCT
issue-2859	202	11	cicids2018	cicids2018	NOUN
issue-2859	202	12	datasets	dataset	NOUN
issue-2859	202	13	demonstrate	demonstrate	VERB
issue-2859	202	14	that	that	SCONJ
issue-2859	202	15	the	the	DET
issue-2859	202	16	proposed	propose	VERB
issue-2859	202	17	method	method	NOUN
issue-2859	202	18	outperforms	outperform	VERB
issue-2859	202	19	several	several	ADJ
issue-2859	202	20	existing	exist	VERB
issue-2859	202	21	deep	deep	ADJ
issue-2859	202	22	learningbased	learningbase	VERB
issue-2859	202	23	approaches	approach	NOUN
issue-2859	202	24	to	to	ADP
issue-2859	202	25	nid	nid	PROPN
issue-2859	202	26	.	.	PUNCT
issue-2859	203	1	the	the	DET
issue-2859	203	2	advantages	advantage	NOUN
issue-2859	203	3	of	of	ADP
issue-2859	203	4	this	this	DET
issue-2859	203	5	approach	approach	NOUN
issue-2859	203	6	include	include	VERB
issue-2859	203	7	high	high	ADJ
issue-2859	203	8	detection	detection	NOUN
issue-2859	203	9	performance	performance	NOUN
issue-2859	203	10	for	for	ADP
issue-2859	203	11	various	various	ADJ
issue-2859	203	12	types	type	NOUN
issue-2859	203	13	of	of	ADP
issue-2859	203	14	attacks	attack	NOUN
issue-2859	203	15	,	,	PUNCT
issue-2859	203	16	scalability	scalability	NOUN
issue-2859	203	17	,	,	PUNCT
issue-2859	203	18	and	and	CCONJ
issue-2859	203	19	interpretability	interpretability	NOUN
issue-2859	203	20	of	of	ADP
issue-2859	203	21	model	model	NOUN
issue-2859	203	22	decisions	decision	NOUN
issue-2859	203	23	.	.	PUNCT
issue-2859	204	1	the	the	DET
issue-2859	204	2	authors	author	NOUN
issue-2859	204	3	also	also	ADV
issue-2859	204	4	note	note	VERB
issue-2859	204	5	limitations	limitation	NOUN
issue-2859	204	6	of	of	ADP
issue-2859	204	7	the	the	DET
issue-2859	204	8	approach	approach	NOUN
issue-2859	204	9	,	,	PUNCT
issue-2859	204	10	such	such	ADJ
issue-2859	204	11	as	as	ADP
issue-2859	204	12	high	high	ADJ
issue-2859	204	13	computational	computational	ADJ
issue-2859	204	14	requirements	requirement	NOUN
issue-2859	204	15	and	and	CCONJ
issue-2859	204	16	the	the	DET
issue-2859	204	17	need	need	NOUN
issue-2859	204	18	for	for	ADP
issue-2859	204	19	prior	prior	ADJ
issue-2859	204	20	data	datum	NOUN
issue-2859	204	21	filtering	filtering	NOUN
issue-2859	204	22	.	.	PUNCT
issue-2859	205	1	the	the	DET
issue-2859	205	2	conducted	conduct	VERB
issue-2859	205	3	analysis	analysis	NOUN
issue-2859	205	4	confirms	confirm	VERB
issue-2859	205	5	the	the	DET
issue-2859	205	6	necessity	necessity	NOUN
issue-2859	205	7	of	of	ADP
issue-2859	205	8	addressing	address	VERB
issue-2859	205	9	challenges	challenge	NOUN
issue-2859	205	10	related	relate	VERB
issue-2859	205	11	to	to	ADP
issue-2859	205	12	the	the	DET
issue-2859	205	13	development	development	NOUN
issue-2859	205	14	of	of	ADP
issue-2859	205	15	modern	modern	ADJ
issue-2859	205	16	intelligent	intelligent	ADJ
issue-2859	205	17	approaches	approach	NOUN
issue-2859	205	18	for	for	ADP
issue-2859	205	19	the	the	DET
issue-2859	205	20	protection	protection	NOUN
issue-2859	205	21	of	of	ADP
issue-2859	205	22	cii	cii	PROPN
issue-2859	205	23	.	.	PUNCT
issue-2859	206	1	a	a	DET
issue-2859	206	2	comprehensive	comprehensive	ADJ
issue-2859	206	3	review	review	NOUN
issue-2859	206	4	of	of	ADP
issue-2859	206	5	the	the	DET
issue-2859	206	6	scientific	scientific	ADJ
issue-2859	206	7	literature	literature	NOUN
issue-2859	206	8	(	(	PUNCT
issue-2859	206	9	sontan	sontan	PROPN
issue-2859	206	10	,	,	PUNCT
issue-2859	206	11	segun	segun	VERB
issue-2859	206	12	,	,	PUNCT
issue-2859	206	13	2024	2024	NUM
issue-2859	206	14	;	;	PUNCT
issue-2859	206	15	fotiadou	fotiadou	PROPN
issue-2859	206	16	,	,	PUNCT
issue-2859	206	17	velivassaki	velivassaki	ADJ
issue-2859	206	18	,	,	PUNCT
issue-2859	206	19	2021	2021	NUM
issue-2859	206	20	;	;	PUNCT
issue-2859	206	21	gnatyuk	gnatyuk	NOUN
issue-2859	206	22	,	,	PUNCT
issue-2859	206	23	sydorenko	sydorenko	PROPN
issue-2859	206	24	,	,	PUNCT
issue-2859	206	25	2024	2024	NUM
issue-2859	206	26	;	;	PUNCT
issue-2859	206	27	vegesna	vegesna	NOUN
issue-2859	206	28	,	,	PUNCT
issue-2859	206	29	2024	2024	NUM
issue-2859	206	30	;	;	PUNCT
issue-2859	206	31	selim	selim	PROPN
issue-2859	206	32	,	,	PUNCT
issue-2859	206	33	2021	2021	NUM
issue-2859	206	34	;	;	PUNCT
issue-2859	206	35	kerimkhulle	kerimkhulle	PROPN
issue-2859	206	36	,	,	PUNCT
issue-2859	206	37	dildebayeva	dildebayeva	PROPN
issue-2859	206	38	,	,	PUNCT
issue-2859	206	39	2023	2023	NUM
issue-2859	206	40	;	;	PUNCT
issue-2859	206	41	pinto	pinto	NOUN
issue-2859	206	42	et	et	PROPN
issue-2859	206	43	al	al	PROPN
issue-2859	206	44	.	.	PROPN
issue-2859	206	45	,	,	PUNCT
issue-2859	206	46	2023	2023	NUM
issue-2859	206	47	)	)	PUNCT
issue-2859	206	48	has	have	AUX
issue-2859	206	49	been	be	AUX
issue-2859	206	50	conducted	conduct	VERB
issue-2859	206	51	,	,	PUNCT
issue-2859	206	52	and	and	CCONJ
issue-2859	206	53	the	the	DET
issue-2859	206	54	following	follow	VERB
issue-2859	206	55	conclusions	conclusion	NOUN
issue-2859	206	56	can	can	AUX
issue-2859	206	57	be	be	AUX
issue-2859	206	58	drawn	draw	VERB
issue-2859	206	59	:	:	PUNCT
issue-2859	206	60	the	the	DET
issue-2859	206	61	utilisation	utilisation	NOUN
issue-2859	206	62	of	of	ADP
issue-2859	206	63	machine	machine	NOUN
issue-2859	206	64	learning	learn	VERB
issue-2859	206	65	algorithms	algorithm	NOUN
issue-2859	206	66	and	and	CCONJ
issue-2859	206	67	ai	ai	VERB
issue-2859	206	68	methods	method	NOUN
issue-2859	206	69	represents	represent	VERB
issue-2859	206	70	a	a	DET
issue-2859	206	71	pivotal	pivotal	ADJ
issue-2859	206	72	approach	approach	NOUN
issue-2859	206	73	in	in	ADP
issue-2859	206	74	the	the	DET
issue-2859	206	75	identification	identification	NOUN
issue-2859	206	76	of	of	ADP
issue-2859	206	77	anomalous	anomalous	ADJ
issue-2859	206	78	activities	activity	NOUN
issue-2859	206	79	,	,	PUNCT
issue-2859	206	80	the	the	DET
issue-2859	206	81	detection	detection	NOUN
issue-2859	206	82	of	of	ADP
issue-2859	206	83	cyberattacks	cyberattack	NOUN
issue-2859	206	84	,	,	PUNCT
issue-2859	206	85	and	and	CCONJ
issue-2859	206	86	the	the	DET
issue-2859	206	87	assurance	assurance	NOUN
issue-2859	206	88	of	of	ADP
issue-2859	206	89	the	the	DET
issue-2859	206	90	protection	protection	NOUN
issue-2859	206	91	of	of	ADP
issue-2859	206	92	cii	cii	PROPN
issue-2859	206	93	.	.	PUNCT
issue-2859	207	1	a	a	DET
issue-2859	207	2	number	number	NOUN
issue-2859	207	3	of	of	ADP
issue-2859	207	4	methodologies	methodology	NOUN
issue-2859	207	5	have	have	AUX
issue-2859	207	6	been	be	AUX
issue-2859	207	7	proposed	propose	VERB
issue-2859	207	8	for	for	ADP
issue-2859	207	9	the	the	DET
issue-2859	207	10	transformation	transformation	NOUN
issue-2859	207	11	of	of	ADP
issue-2859	207	12	heterogeneous	heterogeneous	ADJ
issue-2859	207	13	data	datum	NOUN
issue-2859	207	14	(	(	PUNCT
issue-2859	207	15	network	network	NOUN
issue-2859	207	16	traffic	traffic	NOUN
issue-2859	207	17	,	,	PUNCT
issue-2859	207	18	event	event	NOUN
issue-2859	207	19	logs	log	NOUN
issue-2859	207	20	,	,	PUNCT
issue-2859	207	21	device	device	NOUN
issue-2859	207	22	information	information	NOUN
issue-2859	207	23	)	)	PUNCT
issue-2859	207	24	into	into	ADP
issue-2859	207	25	formats	format	NOUN
issue-2859	207	26	that	that	PRON
issue-2859	207	27	are	be	AUX
issue-2859	207	28	suitable	suitable	ADJ
issue-2859	207	29	for	for	ADP
issue-2859	207	30	analysis	analysis	NOUN
issue-2859	207	31	using	use	VERB
issue-2859	207	32	computer	computer	NOUN
issue-2859	207	33	vision	vision	NOUN
issue-2859	207	34	approaches	approach	NOUN
issue-2859	207	35	and	and	CCONJ
issue-2859	207	36	image	image	NOUN
issue-2859	207	37	processing	processing	NOUN
issue-2859	207	38	techniques	technique	NOUN
issue-2859	207	39	.	.	PUNCT
issue-2859	208	1	deep	deep	ADJ
issue-2859	208	2	learning	learning	NOUN
issue-2859	208	3	methods	method	NOUN
issue-2859	208	4	have	have	AUX
issue-2859	208	5	been	be	AUX
issue-2859	208	6	extensively	extensively	ADV
issue-2859	208	7	applied	apply	VERB
issue-2859	208	8	,	,	PUNCT
issue-2859	208	9	encompassing	encompass	VERB
issue-2859	208	10	convolutional	convolutional	ADJ
issue-2859	208	11	neural	neural	ADJ
issue-2859	208	12	networks	network	NOUN
issue-2859	208	13	,	,	PUNCT
issue-2859	208	14	recurrent	recurrent	ADJ
issue-2859	208	15	networks	network	NOUN
issue-2859	208	16	,	,	PUNCT
issue-2859	208	17	autoencoders	autoencoder	NOUN
issue-2859	208	18	,	,	PUNCT
issue-2859	208	19	and	and	CCONJ
issue-2859	208	20	transformers	transformer	NOUN
issue-2859	208	21	.	.	PUNCT
issue-2859	209	1	the	the	DET
issue-2859	209	2	efficacy	efficacy	NOUN
issue-2859	209	3	of	of	ADP
issue-2859	209	4	these	these	DET
issue-2859	209	5	technologies	technology	NOUN
issue-2859	209	6	in	in	ADP
issue-2859	209	7	the	the	DET
issue-2859	209	8	domains	domain	NOUN
issue-2859	209	9	of	of	ADP
issue-2859	209	10	anomaly	anomaly	NOUN
issue-2859	209	11	detection	detection	NOUN
issue-2859	209	12	and	and	CCONJ
issue-2859	209	13	attack	attack	NOUN
issue-2859	209	14	classification	classification	NOUN
issue-2859	209	15	has	have	AUX
issue-2859	209	16	been	be	AUX
issue-2859	209	17	demonstrated	demonstrate	VERB
issue-2859	209	18	.	.	PUNCT
issue-2859	210	1	in	in	ADP
issue-2859	210	2	order	order	NOUN
issue-2859	210	3	to	to	PART
issue-2859	210	4	enhance	enhance	VERB
issue-2859	210	5	the	the	DET
issue-2859	210	6	performance	performance	NOUN
issue-2859	210	7	and	and	CCONJ
issue-2859	210	8	accuracy	accuracy	NOUN
issue-2859	210	9	of	of	ADP
issue-2859	210	10	intrusion	intrusion	NOUN
issue-2859	210	11	detection	detection	NOUN
issue-2859	210	12	systems	system	NOUN
issue-2859	210	13	,	,	PUNCT
issue-2859	210	14	ensemble	ensemble	ADJ
issue-2859	210	15	models	model	NOUN
issue-2859	210	16	are	be	AUX
issue-2859	210	17	employed	employ	VERB
issue-2859	210	18	,	,	PUNCT
issue-2859	210	19	which	which	PRON
issue-2859	210	20	combine	combine	VERB
issue-2859	210	21	several	several	ADJ
issue-2859	210	22	machine	machine	NOUN
issue-2859	210	23	learning	learning	NOUN
issue-2859	210	24	algorithms	algorithm	NOUN
issue-2859	210	25	targeted	target	VERB
issue-2859	210	26	at	at	ADP
issue-2859	210	27	different	different	ADJ
issue-2859	210	28	threat	threat	NOUN
issue-2859	210	29	types	type	NOUN
issue-2859	210	30	and	and	CCONJ
issue-2859	210	31	security	security	NOUN
issue-2859	210	32	aspects	aspect	NOUN
issue-2859	210	33	.	.	PUNCT
issue-2859	211	1	architectural	architectural	ADJ
issue-2859	211	2	solutions	solution	NOUN
issue-2859	211	3	and	and	CCONJ
issue-2859	211	4	mechanisms	mechanism	NOUN
issue-2859	211	5	are	be	AUX
issue-2859	211	6	being	be	AUX
issue-2859	211	7	developed	develop	VERB
issue-2859	211	8	to	to	PART
issue-2859	211	9	provide	provide	VERB
issue-2859	211	10	asymptotic	asymptotic	ADJ
issue-2859	211	11	security	security	NOUN
issue-2859	211	12	management	management	NOUN
issue-2859	211	13	of	of	ADP
issue-2859	211	14	critical	critical	ADJ
issue-2859	211	15	infrastructure	infrastructure	NOUN
issue-2859	211	16	,	,	PUNCT
issue-2859	211	17	offering	offer	VERB
issue-2859	211	18	adaptability	adaptability	NOUN
issue-2859	211	19	and	and	CCONJ
issue-2859	211	20	self	self	NOUN
issue-2859	211	21	-	-	PUNCT
issue-2859	211	22	configuration	configuration	NOUN
issue-2859	211	23	capabilities	capability	NOUN
issue-2859	211	24	in	in	ADP
issue-2859	211	25	protection	protection	NOUN
issue-2859	211	26	systems	system	NOUN
issue-2859	211	27	under	under	ADP
issue-2859	211	28	dynamic	dynamic	ADJ
issue-2859	211	29	threat	threat	NOUN
issue-2859	211	30	conditions	condition	NOUN
issue-2859	211	31	.	.	PUNCT
issue-2859	212	1	specialised	specialised	ADJ
issue-2859	212	2	security	security	NOUN
issue-2859	212	3	solutions	solution	NOUN
issue-2859	212	4	are	be	AUX
issue-2859	212	5	being	be	AUX
issue-2859	212	6	designed	design	VERB
issue-2859	212	7	for	for	ADP
issue-2859	212	8	online	online	ADJ
issue-2859	212	9	financial	financial	ADJ
issue-2859	212	10	services	service	NOUN
issue-2859	212	11	.	.	PUNCT
issue-2859	213	1	these	these	DET
issue-2859	213	2	solutions	solution	NOUN
issue-2859	213	3	include	include	VERB
issue-2859	213	4	fraud	fraud	NOUN
issue-2859	213	5	prevention	prevention	NOUN
issue-2859	213	6	mechanisms	mechanism	NOUN
issue-2859	213	7	based	base	VERB
issue-2859	213	8	on	on	ADP
issue-2859	213	9	scoring	scoring	NOUN
issue-2859	213	10	models	model	NOUN
issue-2859	213	11	,	,	PUNCT
issue-2859	213	12	anomaly	anomaly	NOUN
issue-2859	213	13	detection	detection	NOUN
issue-2859	213	14	and	and	CCONJ
issue-2859	213	15	biometric	biometric	ADJ
issue-2859	213	16	technologies	technology	NOUN
issue-2859	213	17	.	.	PUNCT
issue-2859	214	1	the	the	DET
issue-2859	214	2	security	security	NOUN
issue-2859	214	3	aspects	aspect	NOUN
issue-2859	214	4	of	of	ADP
issue-2859	214	5	the	the	DET
issue-2859	214	6	industrial	industrial	ADJ
issue-2859	214	7	internet	internet	NOUN
issue-2859	214	8	of	of	ADP
issue-2859	214	9	things	thing	NOUN
issue-2859	214	10	and	and	CCONJ
issue-2859	214	11	critical	critical	ADJ
issue-2859	214	12	infrastructure	infrastructure	NOUN
issue-2859	214	13	components	component	NOUN
issue-2859	214	14	are	be	AUX
issue-2859	214	15	analysed	analyse	VERB
issue-2859	214	16	within	within	ADP
issue-2859	214	17	the	the	DET
issue-2859	214	18	industry	industry	NOUN
issue-2859	214	19	4.0	4.0	NUM
issue-2859	214	20	framework	framework	NOUN
issue-2859	214	21	.	.	PUNCT
issue-2859	215	1	comprehensive	comprehensive	ADJ
issue-2859	215	2	security	security	NOUN
issue-2859	215	3	risk	risk	NOUN
issue-2859	215	4	assessments	assessment	NOUN
issue-2859	215	5	of	of	ADP
issue-2859	215	6	critical	critical	ADJ
issue-2859	215	7	facilities	facility	NOUN
issue-2859	215	8	are	be	AUX
issue-2859	215	9	being	be	AUX
issue-2859	215	10	carried	carry	VERB
issue-2859	215	11	out	out	ADP
issue-2859	215	12	using	use	VERB
issue-2859	215	13	approaches	approach	NOUN
issue-2859	215	14	based	base	VERB
issue-2859	215	15	baltic	baltic	ADJ
issue-2859	215	16	journal	journal	PROPN
issue-2859	215	17	of	of	ADP
issue-2859	215	18	economic	economic	ADJ
issue-2859	215	19	studies	study	NOUN
issue-2859	215	20	280	280	NUM
issue-2859	215	21	vol	vol	NOUN
issue-2859	215	22	.	.	PUNCT
issue-2859	216	1	11	11	NUM
issue-2859	217	1	no	no	NOUN
issue-2859	217	2	.	.	NOUN
issue-2859	217	3	2	2	NUM
issue-2859	217	4	,	,	PUNCT
issue-2859	217	5	2025	2025	NUM
issue-2859	217	6	on	on	ADP
issue-2859	217	7	fuzzy	fuzzy	ADJ
issue-2859	217	8	logic	logic	NOUN
issue-2859	217	9	,	,	PUNCT
issue-2859	217	10	cognitive	cognitive	ADJ
issue-2859	217	11	modelling	modelling	NOUN
issue-2859	217	12	and	and	CCONJ
issue-2859	217	13	hierarchical	hierarchical	ADJ
issue-2859	217	14	hypernetworks	hypernetwork	NOUN
issue-2859	217	15	.	.	PUNCT
issue-2859	218	1	these	these	DET
issue-2859	218	2	approaches	approach	NOUN
issue-2859	218	3	allow	allow	VERB
issue-2859	218	4	for	for	ADP
issue-2859	218	5	the	the	DET
issue-2859	218	6	uncertainty	uncertainty	NOUN
issue-2859	218	7	and	and	CCONJ
issue-2859	218	8	interdependence	interdependence	NOUN
issue-2859	218	9	of	of	ADP
issue-2859	218	10	various	various	ADJ
issue-2859	218	11	risk	risk	NOUN
issue-2859	218	12	factors	factor	NOUN
issue-2859	218	13	to	to	PART
issue-2859	218	14	be	be	AUX
issue-2859	218	15	considered	consider	VERB
issue-2859	218	16	.	.	PUNCT
issue-2859	219	1	methods	method	NOUN
issue-2859	219	2	of	of	ADP
issue-2859	219	3	protecting	protect	VERB
issue-2859	219	4	network	network	NOUN
issue-2859	219	5	time	time	NOUN
issue-2859	219	6	synchronisation	synchronisation	PROPN
issue-2859	219	7	protocols	protocol	NOUN
issue-2859	219	8	and	and	CCONJ
issue-2859	219	9	other	other	ADJ
issue-2859	219	10	critical	critical	ADJ
issue-2859	219	11	infrastructure	infrastructure	NOUN
issue-2859	219	12	components	component	NOUN
issue-2859	219	13	requiring	require	VERB
issue-2859	219	14	high	high	ADJ
issue-2859	219	15	-	-	PUNCT
issue-2859	219	16	precision	precision	NOUN
issue-2859	219	17	timing	timing	NOUN
issue-2859	219	18	are	be	AUX
issue-2859	219	19	being	be	AUX
issue-2859	219	20	explored	explore	VERB
issue-2859	219	21	using	use	VERB
issue-2859	219	22	cryptographic	cryptographic	ADJ
issue-2859	219	23	mechanisms	mechanism	NOUN
issue-2859	219	24	.	.	PUNCT
issue-2859	220	1	significant	significant	ADJ
issue-2859	220	2	attention	attention	NOUN
issue-2859	220	3	is	be	AUX
issue-2859	220	4	paid	pay	VERB
issue-2859	220	5	to	to	ADP
issue-2859	220	6	interpreting	interpret	VERB
issue-2859	220	7	and	and	CCONJ
issue-2859	220	8	visualising	visualise	VERB
issue-2859	220	9	machine	machine	NOUN
issue-2859	220	10	learning	learning	NOUN
issue-2859	220	11	model	model	NOUN
issue-2859	220	12	outputs	output	NOUN
issue-2859	220	13	for	for	ADP
issue-2859	220	14	critical	critical	ADJ
issue-2859	220	15	infrastructure	infrastructure	NOUN
issue-2859	220	16	protection	protection	NOUN
issue-2859	220	17	.	.	PUNCT
issue-2859	221	1	this	this	PRON
issue-2859	221	2	includes	include	VERB
issue-2859	221	3	visual	visual	ADJ
issue-2859	221	4	analysis	analysis	NOUN
issue-2859	221	5	of	of	ADP
issue-2859	221	6	cyberattack	cyberattack	NOUN
issue-2859	221	7	graphs	graph	NOUN
issue-2859	221	8	.	.	PUNCT
issue-2859	222	1	proactive	proactive	ADJ
issue-2859	222	2	cyber	cyber	NOUN
issue-2859	222	3	security	security	NOUN
issue-2859	222	4	strategies	strategy	NOUN
issue-2859	222	5	involving	involve	VERB
issue-2859	222	6	the	the	DET
issue-2859	222	7	analysis	analysis	NOUN
issue-2859	222	8	of	of	ADP
issue-2859	222	9	adversary	adversary	NOUN
issue-2859	222	10	motivations	motivation	NOUN
issue-2859	222	11	and	and	CCONJ
issue-2859	222	12	the	the	DET
issue-2859	222	13	prediction	prediction	NOUN
issue-2859	222	14	of	of	ADP
issue-2859	222	15	potential	potential	ADJ
issue-2859	222	16	threats	threat	NOUN
issue-2859	222	17	using	use	VERB
issue-2859	222	18	ai	ai	VERB
issue-2859	222	19	methods	method	NOUN
issue-2859	222	20	are	be	AUX
issue-2859	222	21	being	be	AUX
issue-2859	222	22	investigated	investigate	VERB
issue-2859	222	23	.	.	PUNCT
issue-2859	223	1	it	it	PRON
issue-2859	223	2	is	be	AUX
issue-2859	223	3	evident	evident	ADJ
issue-2859	223	4	from	from	ADP
issue-2859	223	5	the	the	DET
issue-2859	223	6	analysis	analysis	NOUN
issue-2859	223	7	of	of	ADP
issue-2859	223	8	the	the	DET
issue-2859	223	9	extant	extant	ADJ
issue-2859	223	10	literature	literature	NOUN
issue-2859	223	11	that	that	SCONJ
issue-2859	223	12	intelligent	intelligent	ADJ
issue-2859	223	13	methods	method	NOUN
issue-2859	223	14	based	base	VERB
issue-2859	223	15	on	on	ADP
issue-2859	223	16	machine	machine	NOUN
issue-2859	223	17	learning	learning	NOUN
issue-2859	223	18	and	and	CCONJ
issue-2859	223	19	ai	ai	VERB
issue-2859	223	20	are	be	AUX
issue-2859	223	21	pivotal	pivotal	ADJ
issue-2859	223	22	technologies	technology	NOUN
issue-2859	223	23	for	for	ADP
issue-2859	223	24	ensuring	ensure	VERB
issue-2859	223	25	effective	effective	ADJ
issue-2859	223	26	protection	protection	NOUN
issue-2859	223	27	of	of	ADP
issue-2859	223	28	cii	cii	PROPN
issue-2859	223	29	against	against	ADP
issue-2859	223	30	modern	modern	ADJ
issue-2859	223	31	cyberattacks	cyberattack	NOUN
issue-2859	223	32	and	and	CCONJ
issue-2859	223	33	security	security	NOUN
issue-2859	223	34	threats	threat	NOUN
issue-2859	223	35	.	.	PUNCT
issue-2859	224	1	however	however	ADV
issue-2859	224	2	,	,	PUNCT
issue-2859	224	3	despite	despite	SCONJ
issue-2859	224	4	the	the	DET
issue-2859	224	5	significant	significant	ADJ
issue-2859	224	6	achievements	achievement	NOUN
issue-2859	224	7	in	in	ADP
issue-2859	224	8	applying	apply	VERB
issue-2859	224	9	intelligent	intelligent	ADJ
issue-2859	224	10	machine	machine	NOUN
issue-2859	224	11	learning	learning	NOUN
issue-2859	224	12	and	and	CCONJ
issue-2859	224	13	ai	ai	VERB
issue-2859	224	14	methods	method	NOUN
issue-2859	224	15	to	to	PART
issue-2859	224	16	protect	protect	VERB
issue-2859	224	17	cii	cii	PROPN
issue-2859	224	18	,	,	PUNCT
issue-2859	224	19	there	there	PRON
issue-2859	224	20	remain	remain	VERB
issue-2859	224	21	a	a	DET
issue-2859	224	22	number	number	NOUN
issue-2859	224	23	of	of	ADP
issue-2859	224	24	issues	issue	NOUN
issue-2859	224	25	and	and	CCONJ
issue-2859	224	26	unresolved	unresolved	ADJ
issue-2859	224	27	challenges	challenge	NOUN
issue-2859	224	28	that	that	PRON
issue-2859	224	29	require	require	VERB
issue-2859	224	30	further	further	ADJ
issue-2859	224	31	research	research	NOUN
issue-2859	224	32	and	and	CCONJ
issue-2859	224	33	development	development	NOUN
issue-2859	224	34	.	.	PUNCT
issue-2859	225	1	the	the	DET
issue-2859	225	2	following	follow	VERB
issue-2859	225	3	main	main	ADJ
issue-2859	225	4	ones	one	NOUN
issue-2859	225	5	can	can	AUX
issue-2859	225	6	be	be	AUX
issue-2859	225	7	highlighted	highlight	VERB
issue-2859	225	8	:	:	PUNCT
issue-2859	225	9	1	1	X
issue-2859	225	10	.	.	X
issue-2859	225	11	ensuring	ensure	VERB
issue-2859	225	12	the	the	DET
issue-2859	225	13	interpretability	interpretability	NOUN
issue-2859	225	14	and	and	CCONJ
issue-2859	225	15	transparency	transparency	NOUN
issue-2859	225	16	of	of	ADP
issue-2859	225	17	ai	ai	PROPN
issue-2859	225	18	models	model	NOUN
issue-2859	225	19	used	use	VERB
issue-2859	225	20	to	to	PART
issue-2859	225	21	make	make	VERB
issue-2859	225	22	critical	critical	ADJ
issue-2859	225	23	cyber	cyber	NOUN
issue-2859	225	24	security	security	NOUN
issue-2859	225	25	decisions	decision	NOUN
issue-2859	225	26	.	.	PUNCT
issue-2859	226	1	methods	method	NOUN
issue-2859	226	2	for	for	ADP
issue-2859	226	3	visualising	visualise	VERB
issue-2859	226	4	,	,	PUNCT
issue-2859	226	5	analysing	analyse	VERB
issue-2859	226	6	neural	neural	ADJ
issue-2859	226	7	network	network	NOUN
issue-2859	226	8	activations	activation	NOUN
issue-2859	226	9	and	and	CCONJ
issue-2859	226	10	extracting	extract	VERB
issue-2859	226	11	interpretable	interpretable	ADJ
issue-2859	226	12	rules	rule	NOUN
issue-2859	226	13	from	from	ADP
issue-2859	226	14	deep	deep	ADJ
issue-2859	226	15	learning	learning	NOUN
issue-2859	226	16	"	"	PUNCT
issue-2859	226	17	black	black	ADJ
issue-2859	226	18	boxes	box	NOUN
issue-2859	226	19	"	"	PUNCT
issue-2859	226	20	must	must	AUX
issue-2859	226	21	be	be	AUX
issue-2859	226	22	advanced	advanced	ADJ
issue-2859	226	23	.	.	PUNCT
issue-2859	227	1	2	2	X
issue-2859	227	2	.	.	X
issue-2859	227	3	development	development	NOUN
issue-2859	227	4	of	of	ADP
issue-2859	227	5	methods	method	NOUN
issue-2859	227	6	for	for	ADP
issue-2859	227	7	assessing	assess	VERB
issue-2859	227	8	the	the	DET
issue-2859	227	9	confidence	confidence	NOUN
issue-2859	227	10	and	and	CCONJ
issue-2859	227	11	uncertainty	uncertainty	NOUN
issue-2859	227	12	of	of	ADP
issue-2859	227	13	intelligent	intelligent	ADJ
issue-2859	227	14	threat	threat	NOUN
issue-2859	227	15	detection	detection	NOUN
issue-2859	227	16	systems	system	NOUN
issue-2859	227	17	to	to	PART
issue-2859	227	18	improve	improve	VERB
issue-2859	227	19	reliability	reliability	NOUN
issue-2859	227	20	and	and	CCONJ
issue-2859	227	21	enable	enable	VERB
issue-2859	227	22	informed	informed	ADJ
issue-2859	227	23	response	response	NOUN
issue-2859	227	24	decisions	decision	NOUN
issue-2859	227	25	.	.	PUNCT
issue-2859	228	1	3	3	X
issue-2859	228	2	.	.	X
issue-2859	228	3	development	development	NOUN
issue-2859	228	4	of	of	ADP
issue-2859	228	5	active	active	ADJ
issue-2859	228	6	and	and	CCONJ
issue-2859	228	7	online	online	ADJ
issue-2859	228	8	learning	learn	VERB
issue-2859	228	9	methods	method	NOUN
issue-2859	228	10	to	to	PART
issue-2859	228	11	ensure	ensure	VERB
issue-2859	228	12	timely	timely	ADJ
issue-2859	228	13	adaptation	adaptation	NOUN
issue-2859	228	14	of	of	ADP
issue-2859	228	15	security	security	NOUN
issue-2859	228	16	systems	system	NOUN
issue-2859	228	17	to	to	ADP
issue-2859	228	18	changing	change	VERB
issue-2859	228	19	conditions	condition	NOUN
issue-2859	228	20	and	and	CCONJ
issue-2859	228	21	new	new	ADJ
issue-2859	228	22	types	type	NOUN
issue-2859	228	23	of	of	ADP
issue-2859	228	24	threats	threat	NOUN
issue-2859	228	25	without	without	ADP
issue-2859	228	26	the	the	DET
issue-2859	228	27	need	need	NOUN
issue-2859	228	28	for	for	ADP
issue-2859	228	29	complete	complete	ADJ
issue-2859	228	30	retraining	retraining	NOUN
issue-2859	228	31	.	.	PUNCT
issue-2859	229	1	4	4	X
issue-2859	229	2	.	.	X
issue-2859	229	3	improvement	improvement	NOUN
issue-2859	229	4	of	of	ADP
issue-2859	229	5	methods	method	NOUN
issue-2859	229	6	for	for	ADP
issue-2859	229	7	automatic	automatic	ADJ
issue-2859	229	8	feature	feature	NOUN
issue-2859	229	9	and	and	CCONJ
issue-2859	229	10	representation	representation	NOUN
issue-2859	229	11	extraction	extraction	NOUN
issue-2859	229	12	based	base	VERB
issue-2859	229	13	on	on	ADP
issue-2859	229	14	unsupervised	unsupervised	ADJ
issue-2859	229	15	learning	learning	NOUN
issue-2859	229	16	in	in	ADP
issue-2859	229	17	cyber	cyber	ADJ
issue-2859	229	18	security	security	NOUN
issue-2859	229	19	tasks	task	NOUN
issue-2859	229	20	.	.	PUNCT
issue-2859	230	1	5	5	X
issue-2859	230	2	.	.	X
issue-2859	230	3	investigation	investigation	NOUN
issue-2859	230	4	of	of	ADP
issue-2859	230	5	the	the	DET
issue-2859	230	6	resistance	resistance	NOUN
issue-2859	230	7	of	of	ADP
issue-2859	230	8	machine	machine	NOUN
issue-2859	230	9	learning	learn	VERB
issue-2859	230	10	algorithms	algorithm	NOUN
issue-2859	230	11	to	to	ADP
issue-2859	230	12	attacks	attack	NOUN
issue-2859	230	13	aimed	aim	VERB
issue-2859	230	14	at	at	ADP
issue-2859	230	15	introducing	introduce	VERB
issue-2859	230	16	errors	error	NOUN
issue-2859	230	17	into	into	ADP
issue-2859	230	18	the	the	DET
issue-2859	230	19	decision	decision	NOUN
issue-2859	230	20	-	-	PUNCT
issue-2859	230	21	making	make	VERB
issue-2859	230	22	process	process	NOUN
issue-2859	230	23	(	(	PUNCT
issue-2859	230	24	adversarial	adversarial	ADJ
issue-2859	230	25	attacks	attack	NOUN
issue-2859	230	26	)	)	PUNCT
issue-2859	230	27	.	.	PUNCT
issue-2859	231	1	methods	method	NOUN
issue-2859	231	2	to	to	PART
issue-2859	231	3	ensure	ensure	VERB
issue-2859	231	4	resistance	resistance	NOUN
issue-2859	231	5	to	to	ADP
issue-2859	231	6	such	such	ADJ
issue-2859	231	7	attacks	attack	NOUN
issue-2859	231	8	are	be	AUX
issue-2859	231	9	needed	need	VERB
issue-2859	231	10	.	.	PUNCT
issue-2859	232	1	6	6	X
issue-2859	232	2	.	.	X
issue-2859	232	3	improvement	improvement	NOUN
issue-2859	232	4	of	of	ADP
issue-2859	232	5	approaches	approach	NOUN
issue-2859	232	6	to	to	ADP
issue-2859	232	7	sensitive	sensitive	ADJ
issue-2859	232	8	-	-	PUNCT
issue-2859	232	9	private	private	ADJ
issue-2859	232	10	training	training	NOUN
issue-2859	232	11	to	to	PART
issue-2859	232	12	combine	combine	VERB
issue-2859	232	13	heterogeneous	heterogeneous	ADJ
issue-2859	232	14	confidential	confidential	ADJ
issue-2859	232	15	data	datum	NOUN
issue-2859	232	16	from	from	ADP
issue-2859	232	17	different	different	ADJ
issue-2859	232	18	subjects	subject	NOUN
issue-2859	232	19	without	without	ADP
issue-2859	232	20	disclosing	disclose	VERB
issue-2859	232	21	private	private	ADJ
issue-2859	232	22	information	information	NOUN
issue-2859	232	23	.	.	PUNCT
issue-2859	233	1	7	7	X
issue-2859	233	2	.	.	X
issue-2859	233	3	investigation	investigation	NOUN
issue-2859	233	4	of	of	ADP
issue-2859	233	5	methods	method	NOUN
issue-2859	233	6	for	for	ADP
issue-2859	233	7	integrating	integrate	VERB
issue-2859	233	8	expert	expert	ADJ
issue-2859	233	9	knowledge	knowledge	NOUN
issue-2859	233	10	into	into	ADP
issue-2859	233	11	machine	machine	NOUN
issue-2859	233	12	learning	learning	NOUN
issue-2859	233	13	models	model	NOUN
issue-2859	233	14	by	by	ADP
issue-2859	233	15	hybridising	hybridise	VERB
issue-2859	233	16	with	with	ADP
issue-2859	233	17	logical	logical	ADJ
issue-2859	233	18	and	and	CCONJ
issue-2859	233	19	productive	productive	ADJ
issue-2859	233	20	rules	rule	NOUN
issue-2859	233	21	to	to	PART
issue-2859	233	22	increase	increase	VERB
issue-2859	233	23	interpretability	interpretability	NOUN
issue-2859	233	24	and	and	CCONJ
issue-2859	233	25	efficiency	efficiency	NOUN
issue-2859	233	26	.	.	PUNCT
issue-2859	234	1	8	8	X
issue-2859	234	2	.	.	X
issue-2859	234	3	development	development	NOUN
issue-2859	234	4	of	of	ADP
issue-2859	234	5	scalable	scalable	ADJ
issue-2859	234	6	platforms	platform	NOUN
issue-2859	234	7	for	for	ADP
issue-2859	234	8	testing	testing	NOUN
issue-2859	234	9	,	,	PUNCT
issue-2859	234	10	verification	verification	NOUN
issue-2859	234	11	and	and	CCONJ
issue-2859	234	12	comparison	comparison	NOUN
issue-2859	234	13	of	of	ADP
issue-2859	234	14	different	different	ADJ
issue-2859	234	15	methods	method	NOUN
issue-2859	234	16	of	of	ADP
issue-2859	234	17	intelligent	intelligent	ADJ
issue-2859	234	18	protection	protection	NOUN
issue-2859	234	19	using	use	VERB
issue-2859	234	20	realistic	realistic	ADJ
issue-2859	234	21	data	datum	NOUN
issue-2859	234	22	sets	set	NOUN
issue-2859	234	23	and	and	CCONJ
issue-2859	234	24	attack	attack	NOUN
issue-2859	234	25	scenarios	scenario	NOUN
issue-2859	234	26	.	.	PUNCT
issue-2859	235	1	9	9	X
issue-2859	235	2	.	.	X
issue-2859	235	3	development	development	NOUN
issue-2859	235	4	of	of	ADP
issue-2859	235	5	methods	method	NOUN
issue-2859	235	6	for	for	ADP
issue-2859	235	7	planning	plan	VERB
issue-2859	235	8	coordinated	coordinate	VERB
issue-2859	235	9	actions	action	NOUN
issue-2859	235	10	of	of	ADP
issue-2859	235	11	systems	system	NOUN
issue-2859	235	12	for	for	ADP
issue-2859	235	13	active	active	ADJ
issue-2859	235	14	protection	protection	NOUN
issue-2859	235	15	of	of	ADP
issue-2859	235	16	critical	critical	ADJ
issue-2859	235	17	infrastructure	infrastructure	NOUN
issue-2859	235	18	facilities	facility	NOUN
issue-2859	235	19	based	base	VERB
issue-2859	235	20	on	on	ADP
issue-2859	235	21	situational	situational	ADJ
issue-2859	235	22	analysis	analysis	NOUN
issue-2859	235	23	and	and	CCONJ
issue-2859	235	24	predictive	predictive	ADJ
issue-2859	235	25	models	model	NOUN
issue-2859	235	26	of	of	ADP
issue-2859	235	27	attackers	attacker	NOUN
issue-2859	235	28	.	.	PUNCT
issue-2859	236	1	10	10	NUM
issue-2859	236	2	.	.	PUNCT
issue-2859	237	1	research	research	NOUN
issue-2859	237	2	on	on	ADP
issue-2859	237	3	the	the	DET
issue-2859	237	4	integration	integration	NOUN
issue-2859	237	5	of	of	ADP
issue-2859	237	6	specialised	specialised	ADJ
issue-2859	237	7	secure	secure	ADJ
issue-2859	237	8	and	and	CCONJ
issue-2859	237	9	reliable	reliable	ADJ
issue-2859	237	10	ai	ai	VERB
issue-2859	237	11	methods	method	NOUN
issue-2859	237	12	with	with	ADP
issue-2859	237	13	traditional	traditional	ADJ
issue-2859	237	14	information	information	NOUN
issue-2859	237	15	security	security	NOUN
issue-2859	237	16	technologies	technology	NOUN
issue-2859	237	17	to	to	PART
issue-2859	237	18	build	build	VERB
issue-2859	237	19	integrated	integrate	VERB
issue-2859	237	20	cyber	cyber	NOUN
issue-2859	237	21	security	security	NOUN
issue-2859	237	22	systems	system	NOUN
issue-2859	237	23	.	.	PUNCT
issue-2859	238	1	in	in	ADP
issue-2859	238	2	view	view	NOUN
issue-2859	238	3	of	of	ADP
issue-2859	238	4	the	the	DET
issue-2859	238	5	aforementioned	aforementioned	ADJ
issue-2859	238	6	points	point	NOUN
issue-2859	238	7	,	,	PUNCT
issue-2859	238	8	it	it	PRON
issue-2859	238	9	is	be	AUX
issue-2859	238	10	imperative	imperative	ADJ
issue-2859	238	11	to	to	PART
issue-2859	238	12	emphasise	emphasise	VERB
issue-2859	238	13	the	the	DET
issue-2859	238	14	practical	practical	ADJ
issue-2859	238	15	implementation	implementation	NOUN
issue-2859	238	16	of	of	ADP
issue-2859	238	17	these	these	DET
issue-2859	238	18	methodologies	methodology	NOUN
issue-2859	238	19	in	in	ADP
issue-2859	238	20	real	real	ADJ
issue-2859	238	21	-	-	PUNCT
issue-2859	238	22	world	world	NOUN
issue-2859	238	23	settings	setting	NOUN
issue-2859	238	24	.	.	PUNCT
issue-2859	239	1	a	a	DET
issue-2859	239	2	pivotal	pivotal	ADJ
issue-2859	239	3	implementation	implementation	NOUN
issue-2859	239	4	domain	domain	NOUN
issue-2859	239	5	pertains	pertain	VERB
issue-2859	239	6	to	to	ADP
issue-2859	239	7	the	the	DET
issue-2859	239	8	identification	identification	NOUN
issue-2859	239	9	of	of	ADP
issue-2859	239	10	fraudulent	fraudulent	ADJ
issue-2859	239	11	activities	activity	NOUN
issue-2859	239	12	within	within	ADP
issue-2859	239	13	the	the	DET
issue-2859	239	14	financial	financial	ADJ
issue-2859	239	15	sector	sector	NOUN
issue-2859	239	16	,	,	PUNCT
issue-2859	239	17	which	which	PRON
issue-2859	239	18	poses	pose	VERB
issue-2859	239	19	a	a	DET
issue-2859	239	20	substantial	substantial	ADJ
issue-2859	239	21	threat	threat	NOUN
issue-2859	239	22	to	to	ADP
issue-2859	239	23	critical	critical	ADJ
issue-2859	239	24	information	information	NOUN
issue-2859	239	25	systems	system	NOUN
issue-2859	239	26	.	.	PUNCT
issue-2859	240	1	the	the	DET
issue-2859	240	2	authors	author	NOUN
issue-2859	240	3	conducted	conduct	VERB
issue-2859	240	4	a	a	DET
issue-2859	240	5	study	study	NOUN
issue-2859	240	6	that	that	SCONJ
issue-2859	240	7	utilised	utilise	VERB
issue-2859	240	8	machine	machine	NOUN
issue-2859	240	9	learning	learning	NOUN
issue-2859	240	10	or	or	CCONJ
issue-2859	240	11	deep	deep	ADJ
issue-2859	240	12	learning	learning	NOUN
issue-2859	240	13	methods	method	NOUN
issue-2859	240	14	to	to	PART
issue-2859	240	15	detect	detect	VERB
issue-2859	240	16	financial	financial	ADJ
issue-2859	240	17	fraud	fraud	NOUN
issue-2859	240	18	.	.	PUNCT
issue-2859	241	1	it	it	PRON
issue-2859	241	2	is	be	AUX
issue-2859	241	3	noteworthy	noteworthy	ADJ
issue-2859	241	4	that	that	SCONJ
issue-2859	241	5	the	the	DET
issue-2859	241	6	prosecutor	prosecutor	NOUN
issue-2859	241	7	general	general	NOUN
issue-2859	241	8	's	's	PART
issue-2859	241	9	office	office	NOUN
issue-2859	241	10	of	of	ADP
issue-2859	241	11	ukraine	ukraine	PROPN
issue-2859	241	12	(	(	PUNCT
issue-2859	241	13	pgo	pgo	PROPN
issue-2859	241	14	)	)	PUNCT
issue-2859	241	15	has	have	AUX
issue-2859	241	16	reported	report	VERB
issue-2859	241	17	that	that	SCONJ
issue-2859	241	18	more	more	ADJ
issue-2859	241	19	than	than	ADP
issue-2859	241	20	38,000	38,000	NUM
issue-2859	241	21	cases	case	NOUN
issue-2859	241	22	were	be	AUX
issue-2859	241	23	initiated	initiate	VERB
issue-2859	241	24	under	under	ADP
issue-2859	241	25	article	article	NOUN
issue-2859	241	26	190	190	NUM
issue-2859	241	27	"	"	PUNCT
issue-2859	241	28	fraud	fraud	NOUN
issue-2859	241	29	"	"	PUNCT
issue-2859	241	30	during	during	ADP
issue-2859	241	31	the	the	DET
issue-2859	241	32	initial	initial	ADJ
issue-2859	241	33	five	five	NUM
issue-2859	241	34	months	month	NOUN
issue-2859	241	35	of	of	ADP
issue-2859	241	36	2024	2024	NUM
issue-2859	241	37	.	.	PUNCT
issue-2859	242	1	this	this	DET
issue-2859	242	2	figure	figure	NOUN
issue-2859	242	3	is	be	AUX
issue-2859	242	4	1.6	1.6	NUM
issue-2859	242	5	times	time	NOUN
issue-2859	242	6	higher	high	ADJ
issue-2859	242	7	than	than	ADP
issue-2859	242	8	the	the	DET
issue-2859	242	9	total	total	ADJ
issue-2859	242	10	number	number	NOUN
issue-2859	242	11	of	of	ADP
issue-2859	242	12	cases	case	NOUN
issue-2859	242	13	that	that	PRON
issue-2859	242	14	were	be	AUX
issue-2859	242	15	recorded	record	VERB
issue-2859	242	16	during	during	ADP
issue-2859	242	17	the	the	DET
issue-2859	242	18	entire	entire	ADJ
issue-2859	242	19	year	year	NOUN
issue-2859	242	20	of	of	ADP
issue-2859	242	21	2021	2021	NUM
issue-2859	242	22	,	,	PUNCT
issue-2859	242	23	when	when	SCONJ
issue-2859	242	24	23,847	23,847	NUM
issue-2859	242	25	cases	case	NOUN
issue-2859	242	26	were	be	AUX
issue-2859	242	27	reported	report	VERB
issue-2859	242	28	.	.	PUNCT
issue-2859	243	1	it	it	PRON
issue-2859	243	2	is	be	AUX
issue-2859	243	3	noteworthy	noteworthy	ADJ
issue-2859	243	4	that	that	SCONJ
issue-2859	243	5	nearly	nearly	ADV
issue-2859	243	6	one	one	NUM
issue-2859	243	7	in	in	ADP
issue-2859	243	8	five	five	NUM
issue-2859	243	9	fraud	fraud	NOUN
issue-2859	243	10	-	-	PUNCT
issue-2859	243	11	related	relate	VERB
issue-2859	243	12	criminal	criminal	ADJ
issue-2859	243	13	proceedings	proceeding	NOUN
issue-2859	243	14	were	be	AUX
issue-2859	243	15	referred	refer	VERB
issue-2859	243	16	to	to	ADP
issue-2859	243	17	the	the	DET
issue-2859	243	18	courts	court	NOUN
issue-2859	243	19	.	.	PUNCT
issue-2859	244	1	fraud	fraud	NOUN
issue-2859	244	2	-	-	PUNCT
issue-2859	244	3	related	relate	VERB
issue-2859	244	4	criminal	criminal	ADJ
issue-2859	244	5	cases	case	NOUN
issue-2859	244	6	increased	increase	VERB
issue-2859	244	7	by	by	ADP
issue-2859	244	8	10	10	NUM
issue-2859	244	9	%	%	NOUN
issue-2859	244	10	compared	compare	VERB
issue-2859	244	11	to	to	ADP
issue-2859	244	12	the	the	DET
issue-2859	244	13	same	same	ADJ
issue-2859	244	14	period	period	NOUN
issue-2859	244	15	last	last	ADJ
issue-2859	244	16	year	year	NOUN
issue-2859	244	17	.	.	PUNCT
issue-2859	245	1	of	of	ADP
issue-2859	245	2	all	all	DET
issue-2859	245	3	registered	register	VERB
issue-2859	245	4	cases	case	NOUN
issue-2859	245	5	in	in	ADP
issue-2859	245	6	2024	2024	NUM
issue-2859	245	7	,	,	PUNCT
issue-2859	245	8	more	more	ADJ
issue-2859	245	9	than	than	ADP
issue-2859	245	10	7,000	7,000	NUM
issue-2859	245	11	(	(	PUNCT
issue-2859	245	12	18	18	NUM
issue-2859	245	13	%	%	NOUN
issue-2859	245	14	)	)	PUNCT
issue-2859	245	15	proceeded	proceed	VERB
issue-2859	245	16	to	to	ADP
issue-2859	245	17	court	court	NOUN
issue-2859	245	18	.	.	PUNCT
issue-2859	246	1	additionally	additionally	ADV
issue-2859	246	2	,	,	PUNCT
issue-2859	246	3	over	over	ADP
issue-2859	246	4	4,500	4,500	NUM
issue-2859	246	5	cases	case	NOUN
issue-2859	246	6	were	be	AUX
issue-2859	246	7	closed	close	VERB
issue-2859	246	8	(	(	PUNCT
issue-2859	246	9	the	the	DET
issue-2859	246	10	number	number	NOUN
issue-2859	246	11	of	of	ADP
issue-2859	246	12	fraud	fraud	NOUN
issue-2859	246	13	cases	case	NOUN
issue-2859	246	14	this	this	DET
issue-2859	246	15	year	year	NOUN
issue-2859	246	16	is	be	AUX
issue-2859	246	17	already	already	ADV
issue-2859	246	18	1.6	1.6	NUM
issue-2859	246	19	times	time	NOUN
issue-2859	246	20	higher	high	ADJ
issue-2859	246	21	than	than	ADP
issue-2859	246	22	for	for	ADP
issue-2859	246	23	the	the	DET
issue-2859	246	24	entire	entire	ADJ
issue-2859	246	25	year	year	NOUN
issue-2859	246	26	of	of	ADP
issue-2859	246	27	2021	2021	NUM
issue-2859	246	28	,	,	PUNCT
issue-2859	246	29	2024	2024	NUM
issue-2859	246	30	)	)	PUNCT
issue-2859	246	31	.	.	PUNCT
issue-2859	247	1	according	accord	VERB
issue-2859	247	2	to	to	ADP
issue-2859	247	3	the	the	DET
issue-2859	247	4	2023	2023	NUM
issue-2859	247	5	cost	cost	NOUN
issue-2859	247	6	of	of	ADP
issue-2859	247	7	data	datum	NOUN
issue-2859	247	8	breaches	breach	NOUN
issue-2859	247	9	report	report	NOUN
issue-2859	247	10	by	by	ADP
issue-2859	247	11	ibm	ibm	PROPN
issue-2859	247	12	security	security	NOUN
issue-2859	247	13	(	(	PUNCT
issue-2859	247	14	storchak	storchak	ADJ
issue-2859	247	15	,	,	PUNCT
issue-2859	247	16	2024	2024	NUM
issue-2859	247	17	)	)	PUNCT
issue-2859	247	18	,	,	PUNCT
issue-2859	247	19	phishing	phishe	VERB
issue-2859	247	20	and	and	CCONJ
issue-2859	247	21	compromised	compromised	ADJ
issue-2859	247	22	credentials	credential	NOUN
issue-2859	247	23	represent	represent	VERB
issue-2859	247	24	the	the	DET
issue-2859	247	25	two	two	NUM
issue-2859	247	26	most	most	ADV
issue-2859	247	27	prevalent	prevalent	ADJ
issue-2859	247	28	initial	initial	ADJ
issue-2859	247	29	attack	attack	NOUN
issue-2859	247	30	vectors	vector	NOUN
issue-2859	247	31	in	in	ADP
issue-2859	247	32	data	datum	NOUN
issue-2859	247	33	breaches	breach	NOUN
issue-2859	247	34	.	.	PUNCT
issue-2859	248	1	as	as	SCONJ
issue-2859	248	2	illustrated	illustrate	VERB
issue-2859	248	3	in	in	ADP
issue-2859	248	4	figure	figure	NOUN
issue-2859	248	5	1	1	NUM
issue-2859	248	6	,	,	PUNCT
issue-2859	248	7	the	the	DET
issue-2859	248	8	ratio	ratio	NOUN
issue-2859	248	9	of	of	ADP
issue-2859	248	10	open	open	ADJ
issue-2859	248	11	fraud	fraud	NOUN
issue-2859	248	12	cases	case	NOUN
issue-2859	248	13	filed	file	VERB
issue-2859	248	14	in	in	ADP
issue-2859	248	15	court	court	NOUN
issue-2859	248	16	is	be	AUX
issue-2859	248	17	shown	show	VERB
issue-2859	248	18	as	as	ADP
issue-2859	248	19	of	of	ADP
issue-2859	248	20	june	june	PROPN
issue-2859	248	21	1	1	NUM
issue-2859	248	22	,	,	PUNCT
issue-2859	248	23	2024	2024	NUM
issue-2859	248	24	.	.	PUNCT
issue-2859	249	1	in	in	ADP
issue-2859	249	2	the	the	DET
issue-2859	249	3	process	process	NOUN
issue-2859	249	4	of	of	ADP
issue-2859	249	5	practical	practical	ADJ
issue-2859	249	6	application	application	NOUN
issue-2859	249	7	of	of	ADP
issue-2859	249	8	the	the	DET
issue-2859	249	9	aforementioned	aforementioned	ADJ
issue-2859	249	10	methods	method	NOUN
issue-2859	249	11	in	in	ADP
issue-2859	249	12	real	real	ADJ
issue-2859	249	13	-	-	PUNCT
issue-2859	249	14	world	world	NOUN
issue-2859	249	15	scenarios	scenario	NOUN
issue-2859	249	16	,	,	PUNCT
issue-2859	249	17	the	the	DET
issue-2859	249	18	dataset	dataset	NOUN
issue-2859	249	19	used	use	VERB
issue-2859	249	20	was	be	AUX
issue-2859	249	21	the	the	DET
issue-2859	249	22	credit	credit	NOUN
issue-2859	249	23	card	card	NOUN
issue-2859	249	24	fraud	fraud	NOUN
issue-2859	249	25	detection	detection	NOUN
issue-2859	249	26	dataset	dataset	NOUN
issue-2859	249	27	(	(	PUNCT
issue-2859	249	28	https://www.kaggle.com/datasets/mlg-ulb/	https://www.kaggle.com/datasets/mlg-ulb/	NOUN
issue-2859	249	29	creditcardfraud	creditcardfraud	NOUN
issue-2859	249	30	)	)	PUNCT
issue-2859	249	31	(	(	PUNCT
issue-2859	249	32	credit	credit	NOUN
issue-2859	249	33	card	card	NOUN
issue-2859	249	34	fraud	fraud	NOUN
issue-2859	249	35	detection	detection	PROPN
issue-2859	249	36	)	)	PUNCT
issue-2859	249	37	.	.	PUNCT
issue-2859	250	1	the	the	DET
issue-2859	250	2	project	project	NOUN
issue-2859	250	3	,	,	PUNCT
issue-2859	250	4	titled	title	VERB
issue-2859	250	5	"	"	PUNCT
issue-2859	250	6	credit	credit	NOUN
issue-2859	250	7	card	card	NOUN
issue-2859	250	8	fraud	fraud	NOUN
issue-2859	250	9	detection	detection	NOUN
issue-2859	250	10	"	"	PUNCT
issue-2859	250	11	,	,	PUNCT
issue-2859	250	12	aims	aim	VERB
issue-2859	250	13	to	to	PART
issue-2859	250	14	identify	identify	VERB
issue-2859	250	15	instances	instance	NOUN
issue-2859	250	16	of	of	ADP
issue-2859	250	17	credit	credit	NOUN
issue-2859	250	18	card	card	NOUN
issue-2859	250	19	fraud	fraud	NOUN
issue-2859	250	20	.	.	PUNCT
issue-2859	251	1	the	the	DET
issue-2859	251	2	dataset	dataset	NOUN
issue-2859	251	3	is	be	AUX
issue-2859	251	4	available	available	ADJ
issue-2859	251	5	on	on	ADP
issue-2859	251	6	the	the	DET
issue-2859	251	7	kaggle	kaggle	ADJ
issue-2859	251	8	platform	platform	NOUN
issue-2859	251	9	for	for	ADP
issue-2859	251	10	use	use	NOUN
issue-2859	251	11	in	in	ADP
issue-2859	251	12	machine	machine	NOUN
issue-2859	251	13	learning	learning	NOUN
issue-2859	251	14	tasks	task	NOUN
issue-2859	251	15	and	and	CCONJ
issue-2859	251	16	competitions	competition	NOUN
issue-2859	251	17	.	.	PUNCT
issue-2859	252	1	it	it	PRON
issue-2859	252	2	was	be	AUX
issue-2859	252	3	created	create	VERB
issue-2859	252	4	to	to	PART
issue-2859	252	5	analyse	analyse	VERB
issue-2859	252	6	and	and	CCONJ
issue-2859	252	7	build	build	VERB
issue-2859	252	8	models	model	NOUN
issue-2859	252	9	for	for	ADP
issue-2859	252	10	detecting	detect	VERB
issue-2859	252	11	credit	credit	NOUN
issue-2859	252	12	card	card	NOUN
issue-2859	252	13	fraud	fraud	NOUN
issue-2859	252	14	.	.	PUNCT
issue-2859	253	1	the	the	DET
issue-2859	253	2	dataset	dataset	NOUN
issue-2859	253	3	contains	contain	VERB
issue-2859	253	4	information	information	NOUN
issue-2859	253	5	on	on	ADP
issue-2859	253	6	both	both	CCONJ
issue-2859	253	7	legitimate	legitimate	ADJ
issue-2859	253	8	and	and	CCONJ
issue-2859	253	9	fraudulent	fraudulent	ADJ
issue-2859	253	10	transactions	transaction	NOUN
issue-2859	253	11	.	.	PUNCT
issue-2859	254	1	consisting	consist	VERB
issue-2859	254	2	of	of	ADP
issue-2859	254	3	284,807	284,807	NUM
issue-2859	254	4	credit	credit	NOUN
issue-2859	254	5	card	card	NOUN
issue-2859	254	6	transactions	transaction	NOUN
issue-2859	254	7	,	,	PUNCT
issue-2859	254	8	it	it	PRON
issue-2859	254	9	includes	include	VERB
issue-2859	254	10	just	just	ADV
issue-2859	254	11	0.172	0.172	NUM
issue-2859	254	12	%	%	NOUN
issue-2859	254	13	(	(	PUNCT
issue-2859	254	14	492	492	NUM
issue-2859	254	15	)	)	PUNCT
issue-2859	254	16	fraudulent	fraudulent	ADJ
issue-2859	254	17	transactions	transaction	NOUN
issue-2859	254	18	.	.	PUNCT
issue-2859	255	1	the	the	DET
issue-2859	255	2	data	datum	NOUN
issue-2859	255	3	includes	include	VERB
issue-2859	255	4	numerical	numerical	ADJ
issue-2859	255	5	features	feature	NOUN
issue-2859	255	6	obtained	obtain	VERB
issue-2859	255	7	through	through	ADP
issue-2859	255	8	principal	principal	ADJ
issue-2859	255	9	component	component	NOUN
issue-2859	255	10	analysis	analysis	NOUN
issue-2859	255	11	(	(	PUNCT
issue-2859	255	12	pca	pca	PROPN
issue-2859	255	13	)	)	PUNCT
issue-2859	255	14	.	.	PUNCT
issue-2859	256	1	the	the	DET
issue-2859	256	2	data	datum	NOUN
issue-2859	256	3	was	be	AUX
issue-2859	256	4	taken	take	VERB
issue-2859	256	5	from	from	ADP
issue-2859	256	6	systems	system	NOUN
issue-2859	256	7	that	that	PRON
issue-2859	256	8	process	process	VERB
issue-2859	256	9	credit	credit	NOUN
issue-2859	256	10	card	card	NOUN
issue-2859	256	11	transactions	transaction	NOUN
issue-2859	256	12	.	.	PUNCT
issue-2859	257	1	the	the	DET
issue-2859	257	2	dataset	dataset	NOUN
issue-2859	257	3	includes	include	VERB
issue-2859	257	4	28	28	NUM
issue-2859	257	5	anonymised	anonymise	VERB
issue-2859	257	6	numerical	numerical	ADJ
issue-2859	257	7	features	feature	NOUN
issue-2859	257	8	,	,	PUNCT
issue-2859	257	9	which	which	PRON
issue-2859	257	10	were	be	AUX
issue-2859	257	11	generated	generate	VERB
issue-2859	257	12	using	use	VERB
issue-2859	257	13	the	the	DET
issue-2859	257	14	principal	principal	ADJ
issue-2859	257	15	component	component	NOUN
issue-2859	257	16	analysis	analysis	NOUN
issue-2859	257	17	(	(	PUNCT
issue-2859	257	18	pca	pca	NOUN
issue-2859	257	19	)	)	PUNCT
issue-2859	257	20	algorithm	algorithm	NOUN
issue-2859	257	21	.	.	PUNCT
issue-2859	258	1	there	there	PRON
issue-2859	258	2	baltic	baltic	ADJ
issue-2859	258	3	journal	journal	PROPN
issue-2859	258	4	of	of	ADP
issue-2859	258	5	economic	economic	ADJ
issue-2859	258	6	studies	study	NOUN
issue-2859	258	7	281	281	NUM
issue-2859	258	8	vol	vol	NOUN
issue-2859	258	9	.	.	PUNCT
issue-2859	258	10	11	11	NUM
issue-2859	259	1	no	no	NOUN
issue-2859	259	2	.	.	NOUN
issue-2859	259	3	2	2	NUM
issue-2859	259	4	,	,	PUNCT
issue-2859	259	5	2025	2025	NUM
issue-2859	259	6	are	be	AUX
issue-2859	259	7	also	also	ADV
issue-2859	259	8	two	two	NUM
issue-2859	259	9	additional	additional	ADJ
issue-2859	259	10	columns	column	NOUN
issue-2859	259	11	.	.	PUNCT
issue-2859	260	1	"	"	PUNCT
issue-2859	260	2	time	time	NOUN
issue-2859	260	3	"	"	PUNCT
issue-2859	260	4	indicates	indicate	VERB
issue-2859	260	5	the	the	DET
issue-2859	260	6	time	time	NOUN
issue-2859	260	7	of	of	ADP
issue-2859	260	8	the	the	DET
issue-2859	260	9	transaction	transaction	NOUN
issue-2859	260	10	in	in	ADP
issue-2859	260	11	relative	relative	ADJ
issue-2859	260	12	units	unit	NOUN
issue-2859	260	13	,	,	PUNCT
issue-2859	260	14	while	while	SCONJ
issue-2859	260	15	"	"	PUNCT
issue-2859	260	16	amount	amount	NOUN
issue-2859	260	17	"	"	PUNCT
issue-2859	260	18	indicates	indicate	VERB
issue-2859	260	19	the	the	DET
issue-2859	260	20	transaction	transaction	NOUN
issue-2859	260	21	amount	amount	NOUN
issue-2859	260	22	.	.	PUNCT
issue-2859	261	1	the	the	DET
issue-2859	261	2	"	"	PUNCT
issue-2859	261	3	class	class	NOUN
issue-2859	261	4	"	"	PUNCT
issue-2859	261	5	column	column	NOUN
issue-2859	261	6	indicates	indicate	VERB
issue-2859	261	7	the	the	DET
issue-2859	261	8	type	type	NOUN
issue-2859	261	9	of	of	ADP
issue-2859	261	10	transaction	transaction	NOUN
issue-2859	261	11	:	:	PUNCT
issue-2859	261	12	0	0	NUM
issue-2859	261	13	–	–	PUNCT
issue-2859	261	14	legitimate	legitimate	ADJ
issue-2859	261	15	;	;	PUNCT
issue-2859	261	16	1	1	NUM
issue-2859	261	17	–	–	PUNCT
issue-2859	261	18	fraudulent	fraudulent	ADJ
issue-2859	261	19	.	.	PUNCT
issue-2859	262	1	it	it	PRON
issue-2859	262	2	is	be	AUX
issue-2859	262	3	noteworthy	noteworthy	ADJ
issue-2859	262	4	that	that	SCONJ
issue-2859	262	5	merely	merely	ADV
issue-2859	262	6	0.17	0.17	NUM
issue-2859	262	7	%	%	NOUN
issue-2859	262	8	of	of	ADP
issue-2859	262	9	transactions	transaction	NOUN
issue-2859	262	10	are	be	AUX
issue-2859	262	11	determined	determine	VERB
issue-2859	262	12	to	to	PART
issue-2859	262	13	be	be	AUX
issue-2859	262	14	fraudulent	fraudulent	ADJ
issue-2859	262	15	,	,	PUNCT
issue-2859	262	16	thereby	thereby	ADV
issue-2859	262	17	illustrating	illustrate	VERB
issue-2859	262	18	an	an	DET
issue-2859	262	19	archetypal	archetypal	ADJ
issue-2859	262	20	imbalanced	imbalanced	ADJ
issue-2859	262	21	classification	classification	NOUN
issue-2859	262	22	problem	problem	NOUN
issue-2859	262	23	.	.	PUNCT
issue-2859	263	1	the	the	DET
issue-2859	263	2	objective	objective	NOUN
issue-2859	263	3	of	of	ADP
issue-2859	263	4	the	the	DET
issue-2859	263	5	analysis	analysis	NOUN
issue-2859	263	6	on	on	ADP
issue-2859	263	7	the	the	DET
issue-2859	263	8	kaggle	kaggle	ADJ
issue-2859	263	9	platform	platform	NOUN
issue-2859	263	10	is	be	AUX
issue-2859	263	11	threefold	threefold	VERB
issue-2859	263	12	:	:	PUNCT
issue-2859	263	13	firstly	firstly	ADV
issue-2859	263	14	,	,	PUNCT
issue-2859	263	15	to	to	PART
issue-2859	263	16	detect	detect	VERB
issue-2859	263	17	anomalous	anomalous	ADJ
issue-2859	263	18	transactions	transaction	NOUN
issue-2859	263	19	using	use	VERB
issue-2859	263	20	machine	machine	NOUN
issue-2859	263	21	learning	learning	NOUN
issue-2859	263	22	methods	method	NOUN
issue-2859	263	23	;	;	PUNCT
issue-2859	263	24	secondly	secondly	ADV
issue-2859	263	25	,	,	PUNCT
issue-2859	263	26	to	to	PART
issue-2859	263	27	build	build	VERB
issue-2859	263	28	models	model	NOUN
issue-2859	263	29	for	for	ADP
issue-2859	263	30	predicting	predict	VERB
issue-2859	263	31	fraudulent	fraudulent	ADJ
issue-2859	263	32	activities	activity	NOUN
issue-2859	263	33	(	(	PUNCT
issue-2859	263	34	classifiers	classifier	NOUN
issue-2859	263	35	)	)	PUNCT
issue-2859	263	36	;	;	PUNCT
issue-2859	263	37	and	and	CCONJ
issue-2859	263	38	thirdly	thirdly	ADV
issue-2859	263	39	,	,	PUNCT
issue-2859	263	40	to	to	PART
issue-2859	263	41	optimise	optimise	VERB
issue-2859	263	42	performance	performance	NOUN
issue-2859	263	43	on	on	ADP
issue-2859	263	44	imbalanced	imbalanced	ADJ
issue-2859	263	45	data	datum	NOUN
issue-2859	263	46	.	.	PUNCT
issue-2859	264	1	the	the	DET
issue-2859	264	2	dataset	dataset	NOUN
issue-2859	264	3	is	be	AUX
issue-2859	264	4	well	well	ADV
issue-2859	264	5	-	-	PUNCT
issue-2859	264	6	suited	suit	VERB
issue-2859	264	7	for	for	ADP
issue-2859	264	8	the	the	DET
issue-2859	264	9	development	development	NOUN
issue-2859	264	10	of	of	ADP
issue-2859	264	11	fraud	fraud	NOUN
issue-2859	264	12	detection	detection	NOUN
issue-2859	264	13	algorithms	algorithm	NOUN
issue-2859	264	14	,	,	PUNCT
issue-2859	264	15	including	include	VERB
issue-2859	264	16	,	,	PUNCT
issue-2859	264	17	but	but	CCONJ
issue-2859	264	18	not	not	PART
issue-2859	264	19	limited	limit	VERB
issue-2859	264	20	to	to	ADP
issue-2859	264	21	,	,	PUNCT
issue-2859	264	22	logistic	logistic	ADJ
issue-2859	264	23	regression	regression	NOUN
issue-2859	264	24	,	,	PUNCT
issue-2859	264	25	gradient	gradient	NOUN
issue-2859	264	26	boosting	boosting	NOUN
issue-2859	264	27	(	(	PUNCT
issue-2859	264	28	e.g.	e.g.	ADV
issue-2859	264	29	,	,	PUNCT
issue-2859	264	30	xgboost	xgboost	ADV
issue-2859	264	31	,	,	PUNCT
issue-2859	264	32	lightgbm	lightgbm	ADJ
issue-2859	264	33	)	)	PUNCT
issue-2859	264	34	,	,	PUNCT
issue-2859	264	35	neural	neural	ADJ
issue-2859	264	36	networks	network	NOUN
issue-2859	264	37	,	,	PUNCT
issue-2859	264	38	and	and	CCONJ
issue-2859	264	39	ensemble	ensemble	ADJ
issue-2859	264	40	models	model	NOUN
issue-2859	264	41	.	.	PUNCT
issue-2859	265	1	furthermore	furthermore	ADV
issue-2859	265	2	,	,	PUNCT
issue-2859	265	3	it	it	PRON
issue-2859	265	4	offers	offer	VERB
issue-2859	265	5	a	a	DET
issue-2859	265	6	valuable	valuable	ADJ
issue-2859	265	7	opportunity	opportunity	NOUN
issue-2859	265	8	to	to	PART
issue-2859	265	9	explore	explore	VERB
issue-2859	265	10	techniques	technique	NOUN
issue-2859	265	11	for	for	ADP
issue-2859	265	12	handling	handle	VERB
issue-2859	265	13	class	class	NOUN
issue-2859	265	14	imbalance	imbalance	NOUN
issue-2859	265	15	,	,	PUNCT
issue-2859	265	16	including	include	VERB
issue-2859	265	17	oversampling	oversample	VERB
issue-2859	265	18	(	(	PUNCT
issue-2859	265	19	smote	smote	NOUN
issue-2859	265	20	)	)	PUNCT
issue-2859	265	21	,	,	PUNCT
issue-2859	265	22	undersampling	undersampling	ADJ
issue-2859	265	23	,	,	PUNCT
issue-2859	265	24	and	and	CCONJ
issue-2859	265	25	class	class	NOUN
issue-2859	265	26	weighting	weighting	NOUN
issue-2859	265	27	.	.	PUNCT
issue-2859	266	1	additionally	additionally	ADV
issue-2859	266	2	,	,	PUNCT
issue-2859	266	3	it	it	PRON
issue-2859	266	4	facilitates	facilitate	VERB
issue-2859	266	5	the	the	DET
issue-2859	266	6	evaluation	evaluation	NOUN
issue-2859	266	7	of	of	ADP
issue-2859	266	8	precision	precision	NOUN
issue-2859	266	9	,	,	PUNCT
issue-2859	266	10	recall	recall	NOUN
issue-2859	266	11	,	,	PUNCT
issue-2859	266	12	and	and	CCONJ
issue-2859	266	13	other	other	ADJ
issue-2859	266	14	metrics	metric	NOUN
issue-2859	266	15	that	that	PRON
issue-2859	266	16	are	be	AUX
issue-2859	266	17	critical	critical	ADJ
issue-2859	266	18	to	to	ADP
issue-2859	266	19	the	the	DET
issue-2859	266	20	modelling	modelling	NOUN
issue-2859	266	21	of	of	ADP
issue-2859	266	22	such	such	ADJ
issue-2859	266	23	systems	system	NOUN
issue-2859	266	24	.	.	PUNCT
issue-2859	267	1	conducting	conduct	VERB
issue-2859	267	2	such	such	ADJ
issue-2859	267	3	research	research	NOUN
issue-2859	267	4	is	be	AUX
issue-2859	267	5	of	of	ADP
issue-2859	267	6	critical	critical	ADJ
issue-2859	267	7	importance	importance	NOUN
issue-2859	267	8	for	for	ADP
issue-2859	267	9	the	the	DET
issue-2859	267	10	financial	financial	ADJ
issue-2859	267	11	sector	sector	NOUN
issue-2859	267	12	,	,	PUNCT
issue-2859	267	13	as	as	SCONJ
issue-2859	267	14	it	it	PRON
issue-2859	267	15	helps	help	VERB
issue-2859	267	16	to	to	PART
issue-2859	267	17	reduce	reduce	VERB
issue-2859	267	18	losses	loss	NOUN
issue-2859	267	19	from	from	ADP
issue-2859	267	20	fraud	fraud	NOUN
issue-2859	267	21	,	,	PUNCT
issue-2859	267	22	increase	increase	VERB
issue-2859	267	23	customer	customer	NOUN
issue-2859	267	24	trust	trust	NOUN
issue-2859	267	25	in	in	ADP
issue-2859	267	26	banks	bank	NOUN
issue-2859	267	27	and	and	CCONJ
issue-2859	267	28	payment	payment	NOUN
issue-2859	267	29	systems	system	NOUN
issue-2859	267	30	,	,	PUNCT
issue-2859	267	31	and	and	CCONJ
issue-2859	267	32	improve	improve	VERB
issue-2859	267	33	the	the	DET
issue-2859	267	34	speed	speed	NOUN
issue-2859	267	35	and	and	CCONJ
issue-2859	267	36	accuracy	accuracy	NOUN
issue-2859	267	37	of	of	ADP
issue-2859	267	38	transaction	transaction	NOUN
issue-2859	267	39	processing	processing	NOUN
issue-2859	267	40	.	.	PUNCT
issue-2859	268	1	in	in	ADP
issue-2859	268	2	the	the	DET
issue-2859	268	3	event	event	NOUN
issue-2859	268	4	of	of	ADP
issue-2859	268	5	this	this	DET
issue-2859	268	6	binary	binary	ADJ
issue-2859	268	7	classification	classification	NOUN
issue-2859	268	8	task	task	NOUN
issue-2859	268	9	being	be	AUX
issue-2859	268	10	addressed	address	VERB
issue-2859	268	11	directly	directly	ADV
issue-2859	268	12	by	by	ADP
issue-2859	268	13	means	mean	NOUN
issue-2859	268	14	of	of	ADP
issue-2859	268	15	the	the	DET
issue-2859	268	16	application	application	NOUN
issue-2859	268	17	of	of	ADP
issue-2859	268	18	any	any	DET
issue-2859	268	19	machine	machine	NOUN
issue-2859	268	20	learning	learn	VERB
issue-2859	268	21	algorithm	algorithm	NOUN
issue-2859	268	22	without	without	ADP
issue-2859	268	23	the	the	DET
issue-2859	268	24	necessity	necessity	NOUN
issue-2859	268	25	of	of	ADP
issue-2859	268	26	prior	prior	ADJ
issue-2859	268	27	data	datum	NOUN
issue-2859	268	28	analysis	analysis	NOUN
issue-2859	268	29	and	and	CCONJ
issue-2859	268	30	with	with	ADP
issue-2859	268	31	accuracy	accuracy	NOUN
issue-2859	268	32	serving	serve	VERB
issue-2859	268	33	as	as	ADP
issue-2859	268	34	the	the	DET
issue-2859	268	35	evaluation	evaluation	NOUN
issue-2859	268	36	metric	metric	NOUN
issue-2859	268	37	,	,	PUNCT
issue-2859	268	38	calculated	calculate	VERB
issue-2859	268	39	by	by	ADP
issue-2859	268	40	formula	formula	NOUN
issue-2859	268	41	(	(	PUNCT
issue-2859	268	42	1	1	NUM
issue-2859	268	43	)	)	PUNCT
issue-2859	268	44	,	,	PUNCT
issue-2859	268	45	a	a	DET
issue-2859	268	46	result	result	NOUN
issue-2859	268	47	of	of	ADP
issue-2859	268	48	approximately	approximately	ADV
issue-2859	268	49	99	99	NUM
issue-2859	268	50	%	%	NOUN
issue-2859	268	51	may	may	AUX
issue-2859	268	52	be	be	AUX
issue-2859	268	53	obtained	obtain	VERB
issue-2859	268	54	–	–	PUNCT
issue-2859	268	55	even	even	ADV
issue-2859	268	56	in	in	ADP
issue-2859	268	57	the	the	DET
issue-2859	268	58	absence	absence	NOUN
issue-2859	268	59	of	of	ADP
issue-2859	268	60	correct	correct	ADJ
issue-2859	268	61	predictions	prediction	NOUN
issue-2859	268	62	by	by	ADP
issue-2859	268	63	the	the	DET
issue-2859	268	64	algorithm	algorithm	NOUN
issue-2859	268	65	for	for	ADP
issue-2859	268	66	any	any	DET
issue-2859	268	67	instances	instance	NOUN
issue-2859	268	68	of	of	ADP
issue-2859	268	69	class	class	NOUN
issue-2859	268	70	"	"	PUNCT
issue-2859	268	71	1	1	NUM
issue-2859	268	72	"	"	PUNCT
issue-2859	268	73	.	.	PUNCT
issue-2859	269	1	accuracy	accuracy	NOUN
issue-2859	269	2	tp	tp	ADP
issue-2859	269	3	tn	tn	PROPN
issue-2859	269	4	tp	tp	ADP
issue-2859	269	5	tn	tn	PROPN
issue-2859	270	1	fp	fp	PROPN
issue-2859	270	2	fn	fn	NOUN
issue-2859	271	1	=	=	PUNCT
issue-2859	272	1	+	+	PROPN
issue-2859	273	1	+	+	PUNCT
issue-2859	273	2	+	+	PUNCT
issue-2859	273	3	+	+	CCONJ
issue-2859	273	4	(	(	PUNCT
issue-2859	273	5	1	1	X
issue-2859	273	6	)	)	PUNCT
issue-2859	273	7	where	where	SCONJ
issue-2859	273	8	tp	tp	NOUN
issue-2859	273	9	is	be	AUX
issue-2859	273	10	a	a	DET
issue-2859	273	11	true	true	ADJ
issue-2859	273	12	positive	positive	ADJ
issue-2859	273	13	result	result	NOUN
issue-2859	273	14	,	,	PUNCT
issue-2859	273	15	the	the	DET
issue-2859	273	16	number	number	NOUN
issue-2859	273	17	of	of	ADP
issue-2859	273	18	correctly	correctly	ADV
issue-2859	273	19	predicted	predict	VERB
issue-2859	273	20	instances	instance	NOUN
issue-2859	273	21	of	of	ADP
issue-2859	273	22	the	the	DET
issue-2859	273	23	target	target	NOUN
issue-2859	273	24	class	class	NOUN
issue-2859	273	25	;	;	PUNCT
issue-2859	273	26	tn	tn	PROPN
issue-2859	273	27	is	be	AUX
issue-2859	273	28	a	a	DET
issue-2859	273	29	true	true	ADJ
issue-2859	273	30	negative	negative	ADJ
issue-2859	273	31	value	value	NOUN
issue-2859	273	32	,	,	PUNCT
issue-2859	273	33	the	the	DET
issue-2859	273	34	number	number	NOUN
issue-2859	273	35	of	of	ADP
issue-2859	273	36	correctly	correctly	ADV
issue-2859	273	37	predicted	predict	VERB
issue-2859	273	38	instances	instance	NOUN
issue-2859	273	39	of	of	ADP
issue-2859	273	40	a	a	DET
issue-2859	273	41	non	non	ADJ
issue-2859	273	42	-	-	NOUN
issue-2859	273	43	target	target	ADJ
issue-2859	273	44	(	(	PUNCT
issue-2859	273	45	zero	zero	NUM
issue-2859	273	46	)	)	PUNCT
issue-2859	273	47	class	class	NOUN
issue-2859	273	48	;	;	PUNCT
issue-2859	273	49	fp	fp	X
issue-2859	273	50	is	be	AUX
issue-2859	273	51	false	false	ADJ
issue-2859	273	52	positives	positive	NOUN
issue-2859	273	53	,	,	PUNCT
issue-2859	273	54	the	the	DET
issue-2859	273	55	number	number	NOUN
issue-2859	273	56	of	of	ADP
issue-2859	273	57	falsely	falsely	ADV
issue-2859	273	58	detected	detect	VERB
issue-2859	273	59	instances	instance	NOUN
issue-2859	273	60	belonging	belong	VERB
issue-2859	273	61	to	to	ADP
issue-2859	273	62	the	the	DET
issue-2859	273	63	target	target	NOUN
issue-2859	273	64	class	class	NOUN
issue-2859	273	65	;	;	PUNCT
issue-2859	273	66	fn	fn	NOUN
issue-2859	273	67	is	be	AUX
issue-2859	273	68	a	a	DET
issue-2859	273	69	false	false	ADJ
issue-2859	273	70	negative	negative	ADJ
issue-2859	273	71	result	result	NOUN
issue-2859	273	72	,	,	PUNCT
issue-2859	273	73	the	the	DET
issue-2859	273	74	number	number	NOUN
issue-2859	273	75	of	of	ADP
issue-2859	273	76	falsely	falsely	ADV
issue-2859	273	77	predicted	predict	VERB
issue-2859	273	78	instances	instance	NOUN
issue-2859	273	79	belonging	belong	VERB
issue-2859	273	80	to	to	ADP
issue-2859	273	81	a	a	DET
issue-2859	273	82	non	non	ADJ
issue-2859	273	83	-	-	ADJ
issue-2859	273	84	target	target	ADJ
issue-2859	273	85	class	class	NOUN
issue-2859	273	86	.	.	PUNCT
issue-2859	274	1	data	datum	NOUN
issue-2859	274	2	analysis	analysis	NOUN
issue-2859	274	3	includes	include	VERB
issue-2859	274	4	the	the	DET
issue-2859	274	5	selection	selection	NOUN
issue-2859	274	6	of	of	ADP
issue-2859	274	7	class	class	NOUN
issue-2859	274	8	balancing	balancing	NOUN
issue-2859	274	9	methods	method	NOUN
issue-2859	274	10	(	(	PUNCT
issue-2859	274	11	or	or	CCONJ
issue-2859	274	12	justification	justification	NOUN
issue-2859	274	13	for	for	ADP
issue-2859	274	14	not	not	PART
issue-2859	274	15	using	use	VERB
issue-2859	274	16	them	they	PRON
issue-2859	274	17	)	)	PUNCT
issue-2859	274	18	,	,	PUNCT
issue-2859	274	19	a	a	DET
issue-2859	274	20	reasonable	reasonable	ADJ
issue-2859	274	21	choice	choice	NOUN
issue-2859	274	22	of	of	ADP
issue-2859	274	23	evaluation	evaluation	NOUN
issue-2859	274	24	metrics	metric	NOUN
issue-2859	274	25	,	,	PUNCT
issue-2859	274	26	and	and	CCONJ
issue-2859	274	27	analysis	analysis	NOUN
issue-2859	274	28	of	of	ADP
issue-2859	274	29	machine	machine	NOUN
issue-2859	274	30	and	and	CCONJ
issue-2859	274	31	deep	deep	ADJ
issue-2859	274	32	learning	learning	NOUN
issue-2859	274	33	methods	method	NOUN
issue-2859	274	34	.	.	PUNCT
issue-2859	275	1	the	the	DET
issue-2859	275	2	study	study	NOUN
issue-2859	275	3	tested	test	VERB
issue-2859	275	4	more	more	ADJ
issue-2859	275	5	than	than	ADP
issue-2859	275	6	20	20	NUM
issue-2859	275	7	machine	machine	NOUN
issue-2859	275	8	and	and	CCONJ
issue-2859	275	9	deep	deep	ADJ
issue-2859	275	10	learning	learning	NOUN
issue-2859	275	11	models	model	NOUN
issue-2859	275	12	in	in	ADP
issue-2859	275	13	six	six	NUM
issue-2859	275	14	different	different	ADJ
issue-2859	275	15	scenarios	scenario	NOUN
issue-2859	275	16	:	:	PUNCT
issue-2859	275	17	1	1	X
issue-2859	275	18	.	.	X
issue-2859	275	19	without	without	ADP
issue-2859	275	20	emission	emission	NOUN
issue-2859	275	21	pre	pre	ADJ
issue-2859	275	22	-	-	ADJ
issue-2859	275	23	processing	processing	ADJ
issue-2859	275	24	and	and	CCONJ
issue-2859	275	25	without	without	ADP
issue-2859	275	26	class	class	NOUN
issue-2859	275	27	balancing	balancing	NOUN
issue-2859	275	28	.	.	PUNCT
issue-2859	276	1	2	2	X
issue-2859	276	2	.	.	X
issue-2859	276	3	with	with	ADP
issue-2859	276	4	emission	emission	NOUN
issue-2859	276	5	pre	pre	ADJ
issue-2859	276	6	-	-	NOUN
issue-2859	276	7	processing	processing	ADJ
issue-2859	276	8	,	,	PUNCT
issue-2859	276	9	but	but	CCONJ
issue-2859	276	10	without	without	ADP
issue-2859	276	11	class	class	NOUN
issue-2859	276	12	balancing	balancing	NOUN
issue-2859	276	13	.	.	PUNCT
issue-2859	277	1	3	3	X
issue-2859	277	2	.	.	X
issue-2859	277	3	without	without	ADP
issue-2859	277	4	emission	emission	NOUN
issue-2859	277	5	preprocessing	preprocessing	NOUN
issue-2859	277	6	and	and	CCONJ
issue-2859	277	7	with	with	ADP
issue-2859	277	8	class	class	NOUN
issue-2859	277	9	balancing	balancing	NOUN
issue-2859	277	10	using	use	VERB
issue-2859	277	11	class	class	NOUN
issue-2859	277	12	weights	weight	NOUN
issue-2859	277	13	.	.	PUNCT
issue-2859	278	1	4	4	X
issue-2859	278	2	.	.	X
issue-2859	278	3	with	with	ADP
issue-2859	278	4	emission	emission	NOUN
issue-2859	278	5	preprocessing	preprocessing	NOUN
issue-2859	278	6	and	and	CCONJ
issue-2859	278	7	class	class	NOUN
issue-2859	278	8	balancing	balancing	NOUN
issue-2859	278	9	using	use	VERB
issue-2859	278	10	class	class	NOUN
issue-2859	278	11	weights	weight	NOUN
issue-2859	278	12	.	.	PUNCT
issue-2859	279	1	5	5	NUM
issue-2859	279	2	.	.	X
issue-2859	279	3	without	without	ADP
issue-2859	279	4	emission	emission	NOUN
issue-2859	279	5	preprocessing	preprocessing	NOUN
issue-2859	279	6	and	and	CCONJ
issue-2859	279	7	with	with	ADP
issue-2859	279	8	class	class	NOUN
issue-2859	279	9	balancing	balancing	NOUN
issue-2859	279	10	using	use	VERB
issue-2859	279	11	smote	smote	NOUN
issue-2859	279	12	.	.	PUNCT
issue-2859	280	1	6	6	X
issue-2859	280	2	.	.	X
issue-2859	280	3	with	with	ADP
issue-2859	280	4	emissions	emission	NOUN
issue-2859	280	5	pre	pre	ADJ
issue-2859	280	6	-	-	ADJ
issue-2859	280	7	processing	processing	ADJ
issue-2859	280	8	and	and	CCONJ
issue-2859	280	9	class	class	NOUN
issue-2859	280	10	balancing	balancing	NOUN
issue-2859	280	11	using	use	VERB
issue-2859	280	12	smote	smote	NOUN
issue-2859	280	13	.	.	PUNCT
issue-2859	281	1	the	the	DET
issue-2859	281	2	primary	primary	ADJ
issue-2859	281	3	evaluation	evaluation	NOUN
issue-2859	281	4	metric	metric	NOUN
issue-2859	281	5	for	for	ADP
issue-2859	281	6	the	the	DET
issue-2859	281	7	models	model	NOUN
issue-2859	281	8	is	be	AUX
issue-2859	281	9	roc	roc	NOUN
issue-2859	281	10	-	-	PUNCT
issue-2859	281	11	auc	auc	NOUN
issue-2859	281	12	,	,	PUNCT
issue-2859	281	13	as	as	SCONJ
issue-2859	281	14	it	it	PRON
issue-2859	281	15	most	most	ADV
issue-2859	281	16	accurately	accurately	ADV
issue-2859	281	17	reflects	reflect	VERB
issue-2859	281	18	information	information	NOUN
issue-2859	281	19	about	about	ADP
issue-2859	281	20	the	the	DET
issue-2859	281	21	true	true	ADJ
issue-2859	281	22	positive	positive	ADJ
issue-2859	281	23	rate	rate	NOUN
issue-2859	281	24	(	(	PUNCT
issue-2859	281	25	tpr	tpr	NOUN
issue-2859	281	26	)	)	PUNCT
issue-2859	281	27	and	and	CCONJ
issue-2859	281	28	the	the	DET
issue-2859	281	29	false	false	ADJ
issue-2859	281	30	positive	positive	ADJ
issue-2859	281	31	rate	rate	NOUN
issue-2859	281	32	(	(	PUNCT
issue-2859	281	33	fpr	fpr	NOUN
issue-2859	281	34	)	)	PUNCT
issue-2859	281	35	,	,	PUNCT
issue-2859	281	36	depending	depend	VERB
issue-2859	281	37	on	on	ADP
issue-2859	281	38	the	the	DET
issue-2859	281	39	decision	decision	NOUN
issue-2859	281	40	threshold	threshold	NOUN
issue-2859	281	41	.	.	PUNCT
issue-2859	282	1	when	when	SCONJ
issue-2859	282	2	converting	convert	VERB
issue-2859	282	3	continuous	continuous	ADJ
issue-2859	282	4	output	output	NOUN
issue-2859	282	5	to	to	ADP
issue-2859	282	6	a	a	DET
issue-2859	282	7	binary	binary	ADJ
issue-2859	282	8	indicator	indicator	NOUN
issue-2859	282	9	,	,	PUNCT
issue-2859	282	10	a	a	DET
issue-2859	282	11	threshold	threshold	NOUN
issue-2859	282	12	must	must	AUX
issue-2859	282	13	be	be	AUX
issue-2859	282	14	set	set	VERB
issue-2859	282	15	at	at	ADP
issue-2859	282	16	which	which	PRON
issue-2859	282	17	the	the	DET
issue-2859	282	18	value	value	NOUN
issue-2859	282	19	0	0	NUM
issue-2859	282	20	switches	switch	NOUN
issue-2859	282	21	to	to	ADP
issue-2859	282	22	1	1	NUM
issue-2859	282	23	;	;	PUNCT
issue-2859	282	24	although	although	SCONJ
issue-2859	282	25	0.5	0.5	NUM
issue-2859	282	26	is	be	AUX
issue-2859	282	27	commonly	commonly	ADV
issue-2859	282	28	used	use	VERB
issue-2859	282	29	,	,	PUNCT
issue-2859	282	30	it	it	PRON
issue-2859	282	31	may	may	AUX
issue-2859	282	32	not	not	PART
issue-2859	282	33	be	be	AUX
issue-2859	282	34	optimal	optimal	ADJ
issue-2859	282	35	in	in	ADP
issue-2859	282	36	cases	case	NOUN
issue-2859	282	37	of	of	ADP
issue-2859	282	38	class	class	NOUN
issue-2859	282	39	imbalance	imbalance	NOUN
issue-2859	282	40	.	.	PUNCT
issue-2859	283	1	to	to	PART
issue-2859	283	2	provide	provide	VERB
issue-2859	283	3	a	a	DET
issue-2859	283	4	general	general	ADJ
issue-2859	283	5	assessment	assessment	NOUN
issue-2859	283	6	of	of	ADP
issue-2859	283	7	models	model	NOUN
issue-2859	283	8	independent	independent	ADJ
issue-2859	283	9	of	of	ADP
issue-2859	283	10	a	a	DET
issue-2859	283	11	specific	specific	ADJ
issue-2859	283	12	threshold	threshold	NOUN
issue-2859	283	13	,	,	PUNCT
issue-2859	283	14	auc	auc	NOUN
issue-2859	283	15	-	-	PUNCT
issue-2859	283	16	roc	roc	NOUN
issue-2859	283	17	is	be	AUX
issue-2859	283	18	applied	apply	VERB
issue-2859	283	19	,	,	PUNCT
issue-2859	283	20	which	which	PRON
issue-2859	283	21	represents	represent	VERB
issue-2859	283	22	the	the	DET
issue-2859	283	23	area	area	NOUN
issue-2859	283	24	under	under	ADP
issue-2859	283	25	the	the	DET
issue-2859	283	26	curve	curve	NOUN
issue-2859	283	27	reflecting	reflect	VERB
issue-2859	283	28	the	the	DET
issue-2859	283	29	relationship	relationship	NOUN
issue-2859	283	30	between	between	ADP
issue-2859	283	31	tpr	tpr	NOUN
issue-2859	283	32	(	(	PUNCT
issue-2859	283	33	2	2	NUM
issue-2859	283	34	)	)	PUNCT
issue-2859	283	35	and	and	CCONJ
issue-2859	283	36	fpr	fpr	NOUN
issue-2859	283	37	(	(	PUNCT
issue-2859	283	38	3	3	NUM
issue-2859	283	39	)	)	PUNCT
issue-2859	283	40	.	.	PUNCT
issue-2859	284	1	tpr	tpr	PROPN
issue-2859	284	2	tp	tp	NOUN
issue-2859	284	3	tp	tp	ADP
issue-2859	284	4	fn	fn	NOUN
issue-2859	285	1	=	=	PUNCT
issue-2859	286	1	+	+	CCONJ
issue-2859	286	2	(	(	PUNCT
issue-2859	286	3	2	2	X
issue-2859	286	4	)	)	PUNCT
issue-2859	286	5	fpr	fpr	VERB
issue-2859	286	6	fp	fp	PROPN
issue-2859	286	7	fp	fp	INTJ
issue-2859	286	8	tn	tn	PROPN
issue-2859	287	1	=	=	PUNCT
issue-2859	288	1	+	+	CCONJ
issue-2859	288	2	(	(	PUNCT
issue-2859	288	3	3	3	X
issue-2859	288	4	)	)	PUNCT
issue-2859	288	5	tpr	tpr	NOUN
issue-2859	288	6	reflects	reflect	VERB
issue-2859	288	7	recall	recall	NOUN
issue-2859	288	8	,	,	PUNCT
issue-2859	288	9	while	while	SCONJ
issue-2859	288	10	fpr	fpr	NOUN
issue-2859	288	11	indicates	indicate	VERB
issue-2859	288	12	the	the	DET
issue-2859	288	13	proportion	proportion	NOUN
issue-2859	288	14	of	of	ADP
issue-2859	288	15	negative	negative	ADJ
issue-2859	288	16	class	class	NOUN
issue-2859	288	17	instances	instance	NOUN
issue-2859	288	18	incorrectly	incorrectly	ADV
issue-2859	288	19	classified	classify	VERB
issue-2859	288	20	by	by	ADP
issue-2859	288	21	the	the	DET
issue-2859	288	22	algorithm	algorithm	NOUN
issue-2859	288	23	.	.	PUNCT
issue-2859	289	1	in	in	ADP
issue-2859	289	2	the	the	DET
issue-2859	289	3	case	case	NOUN
issue-2859	289	4	of	of	ADP
issue-2859	289	5	figure	figure	NOUN
issue-2859	289	6	1	1	NUM
issue-2859	289	7	.	.	PUNCT
issue-2859	289	8	number	number	NOUN
issue-2859	289	9	of	of	ADP
issue-2859	289	10	fraud	fraud	NOUN
issue-2859	289	11	cases	case	NOUN
issue-2859	289	12	,	,	PUNCT
issue-2859	289	13	june	june	PROPN
issue-2859	289	14	1	1	NUM
issue-2859	289	15	,	,	PUNCT
issue-2859	289	16	2024	2024	NUM
issue-2859	289	17	baltic	baltic	ADJ
issue-2859	289	18	journal	journal	NOUN
issue-2859	289	19	of	of	ADP
issue-2859	289	20	economic	economic	ADJ
issue-2859	289	21	studies	study	NOUN
issue-2859	289	22	282	282	NUM
issue-2859	289	23	vol	vol	NOUN
issue-2859	289	24	.	.	PUNCT
issue-2859	290	1	11	11	NUM
issue-2859	291	1	no	no	NOUN
issue-2859	291	2	.	.	NOUN
issue-2859	291	3	2	2	NUM
issue-2859	291	4	,	,	PUNCT
issue-2859	291	5	2025	2025	NUM
issue-2859	291	6	a	a	DET
issue-2859	291	7	perfect	perfect	ADJ
issue-2859	291	8	classifier	classifier	NOUN
issue-2859	291	9	,	,	PUNCT
issue-2859	291	10	the	the	DET
issue-2859	291	11	auc	auc	NOUN
issue-2859	291	12	-	-	PUNCT
issue-2859	291	13	roc	roc	NOUN
issue-2859	291	14	equals	equal	VERB
issue-2859	291	15	1	1	NUM
issue-2859	291	16	(	(	PUNCT
issue-2859	291	17	fpr	fpr	X
issue-2859	291	18	=	=	SYM
issue-2859	291	19	0	0	NUM
issue-2859	291	20	,	,	PUNCT
issue-2859	291	21	tpr	tpr	NOUN
issue-2859	291	22	=	=	PROPN
issue-2859	291	23	1	1	NUM
issue-2859	291	24	)	)	PUNCT
issue-2859	291	25	.	.	PUNCT
issue-2859	292	1	if	if	SCONJ
issue-2859	292	2	the	the	DET
issue-2859	292	3	classifier	classifier	NOUN
issue-2859	292	4	produces	produce	VERB
issue-2859	292	5	random	random	ADJ
issue-2859	292	6	predictions	prediction	NOUN
issue-2859	292	7	,	,	PUNCT
issue-2859	292	8	the	the	DET
issue-2859	292	9	auc	auc	NOUN
issue-2859	292	10	-	-	PUNCT
issue-2859	292	11	roc	roc	NOUN
issue-2859	292	12	approaches	approach	NOUN
issue-2859	292	13	0.5	0.5	NUM
issue-2859	292	14	,	,	PUNCT
issue-2859	292	15	when	when	SCONJ
issue-2859	292	16	tp	tp	NOUN
issue-2859	292	17	and	and	CCONJ
issue-2859	292	18	fp	fp	PROPN
issue-2859	292	19	are	be	AUX
issue-2859	292	20	equal	equal	ADJ
issue-2859	292	21	.	.	PUNCT
issue-2859	293	1	each	each	DET
issue-2859	293	2	point	point	NOUN
issue-2859	293	3	on	on	ADP
issue-2859	293	4	the	the	DET
issue-2859	293	5	roc	roc	PROPN
issue-2859	293	6	curve	curve	NOUN
issue-2859	293	7	corresponds	correspond	VERB
issue-2859	293	8	to	to	ADP
issue-2859	293	9	a	a	DET
issue-2859	293	10	specific	specific	ADJ
issue-2859	293	11	threshold	threshold	NOUN
issue-2859	293	12	,	,	PUNCT
issue-2859	293	13	and	and	CCONJ
issue-2859	293	14	the	the	DET
issue-2859	293	15	area	area	NOUN
issue-2859	293	16	under	under	ADP
issue-2859	293	17	the	the	DET
issue-2859	293	18	curve	curve	NOUN
issue-2859	293	19	serves	serve	VERB
issue-2859	293	20	as	as	ADP
issue-2859	293	21	an	an	DET
issue-2859	293	22	indicator	indicator	NOUN
issue-2859	293	23	of	of	ADP
issue-2859	293	24	the	the	DET
issue-2859	293	25	algorithm	algorithm	NOUN
issue-2859	293	26	’s	’s	PART
issue-2859	293	27	quality	quality	NOUN
issue-2859	293	28	:	:	PUNCT
issue-2859	293	29	the	the	PRON
issue-2859	293	30	larger	large	ADJ
issue-2859	293	31	the	the	DET
issue-2859	293	32	area	area	NOUN
issue-2859	293	33	,	,	PUNCT
issue-2859	293	34	the	the	PRON
issue-2859	293	35	higher	high	ADJ
issue-2859	293	36	the	the	DET
issue-2859	293	37	quality	quality	NOUN
issue-2859	293	38	.	.	PUNCT
issue-2859	294	1	the	the	DET
issue-2859	294	2	gradient	gradient	NOUN
issue-2859	294	3	of	of	ADP
issue-2859	294	4	the	the	DET
issue-2859	294	5	curve	curve	NOUN
issue-2859	294	6	is	be	AUX
issue-2859	294	7	also	also	ADV
issue-2859	294	8	a	a	DET
issue-2859	294	9	salient	salient	NOUN
issue-2859	294	10	factor	factor	NOUN
issue-2859	294	11	,	,	PUNCT
issue-2859	294	12	as	as	SCONJ
issue-2859	294	13	the	the	DET
issue-2859	294	14	objective	objective	NOUN
issue-2859	294	15	is	be	AUX
issue-2859	294	16	to	to	PART
issue-2859	294	17	optimise	optimise	VERB
issue-2859	294	18	tpr	tpr	NOUN
issue-2859	294	19	and	and	CCONJ
issue-2859	294	20	minimise	minimise	NOUN
issue-2859	294	21	fpr	fpr	NOUN
issue-2859	294	22	,	,	PUNCT
issue-2859	294	23	with	with	ADP
issue-2859	294	24	the	the	DET
issue-2859	294	25	curve	curve	NOUN
issue-2859	294	26	approaching	approach	VERB
issue-2859	294	27	the	the	DET
issue-2859	294	28	point	point	NOUN
issue-2859	294	29	(	(	PUNCT
issue-2859	294	30	0,1	0,1	NUM
issue-2859	294	31	)	)	PUNCT
issue-2859	294	32	.	.	PUNCT
issue-2859	295	1	as	as	SCONJ
issue-2859	295	2	demonstrated	demonstrate	VERB
issue-2859	295	3	in	in	ADP
issue-2859	295	4	figure	figure	NOUN
issue-2859	295	5	2	2	NUM
issue-2859	295	6	,	,	PUNCT
issue-2859	295	7	the	the	DET
issue-2859	295	8	current	current	ADJ
issue-2859	295	9	model	model	NOUN
issue-2859	295	10	exhibits	exhibit	VERB
issue-2859	295	11	deficiencies	deficiency	NOUN
issue-2859	295	12	in	in	ADP
issue-2859	295	13	comparison	comparison	NOUN
issue-2859	295	14	to	to	ADP
issue-2859	295	15	the	the	DET
issue-2859	295	16	ideal	ideal	NOUN
issue-2859	295	17	,	,	PUNCT
issue-2859	295	18	which	which	PRON
issue-2859	295	19	is	be	AUX
issue-2859	295	20	represented	represent	VERB
issue-2859	295	21	by	by	ADP
issue-2859	295	22	an	an	DET
issue-2859	295	23	isosceles	isoscele	NOUN
issue-2859	295	24	triangle	triangle	NOUN
issue-2859	295	25	oriented	orient	VERB
issue-2859	295	26	along	along	ADP
issue-2859	295	27	the	the	DET
issue-2859	295	28	diagonal	diagonal	NOUN
issue-2859	295	29	.	.	PUNCT
issue-2859	296	1	furthermore	furthermore	ADV
issue-2859	296	2	,	,	PUNCT
issue-2859	296	3	it	it	PRON
issue-2859	296	4	has	have	AUX
issue-2859	296	5	been	be	AUX
issue-2859	296	6	observed	observe	VERB
issue-2859	296	7	that	that	SCONJ
issue-2859	296	8	errors	error	NOUN
issue-2859	296	9	in	in	ADP
issue-2859	296	10	class	class	NOUN
issue-2859	296	11	0	0	NUM
issue-2859	296	12	can	can	AUX
issue-2859	296	13	contribute	contribute	VERB
issue-2859	296	14	to	to	ADP
issue-2859	296	15	the	the	DET
issue-2859	296	16	enhancement	enhancement	NOUN
issue-2859	296	17	of	of	ADP
issue-2859	296	18	the	the	DET
issue-2859	296	19	detection	detection	NOUN
issue-2859	296	20	of	of	ADP
issue-2859	296	21	class	class	NOUN
issue-2859	296	22	1	1	NUM
issue-2859	296	23	.	.	PUNCT
issue-2859	297	1	the	the	DET
issue-2859	297	2	optimal	optimal	ADJ
issue-2859	297	3	balance	balance	NOUN
issue-2859	297	4	between	between	ADP
issue-2859	297	5	tpr	tpr	NOUN
issue-2859	297	6	and	and	CCONJ
issue-2859	297	7	fpr	fpr	NOUN
issue-2859	297	8	is	be	AUX
issue-2859	297	9	to	to	PART
issue-2859	297	10	be	be	AUX
issue-2859	297	11	determined	determine	VERB
issue-2859	297	12	on	on	ADP
issue-2859	297	13	an	an	DET
issue-2859	297	14	individual	individual	ADJ
issue-2859	297	15	basis	basis	NOUN
issue-2859	297	16	for	for	ADP
issue-2859	297	17	each	each	DET
issue-2859	297	18	specific	specific	ADJ
issue-2859	297	19	case	case	NOUN
issue-2859	297	20	.	.	PUNCT
issue-2859	298	1	the	the	DET
issue-2859	298	2	act	act	NOUN
issue-2859	298	3	of	of	ADP
issue-2859	298	4	balancing	balancing	NOUN
issue-2859	298	5	between	between	ADP
issue-2859	298	6	tpr	tpr	NOUN
issue-2859	298	7	and	and	CCONJ
issue-2859	298	8	fpr	fpr	NOUN
issue-2859	298	9	is	be	AUX
issue-2859	298	10	a	a	DET
issue-2859	298	11	complex	complex	ADJ
issue-2859	298	12	task	task	NOUN
issue-2859	298	13	.	.	PUNCT
issue-2859	299	1	it	it	PRON
issue-2859	299	2	is	be	AUX
issue-2859	299	3	hypothesised	hypothesise	VERB
issue-2859	299	4	that	that	SCONJ
issue-2859	299	5	lowering	lower	VERB
issue-2859	299	6	the	the	DET
issue-2859	299	7	threshold	threshold	NOUN
issue-2859	299	8	for	for	ADP
issue-2859	299	9	identifying	identify	VERB
issue-2859	299	10	the	the	DET
issue-2859	299	11	target	target	NOUN
issue-2859	299	12	class	class	NOUN
issue-2859	299	13	1	1	NUM
issue-2859	299	14	may	may	AUX
issue-2859	299	15	result	result	VERB
issue-2859	299	16	in	in	ADP
issue-2859	299	17	the	the	DET
issue-2859	299	18	blocking	blocking	NOUN
issue-2859	299	19	of	of	ADP
issue-2859	299	20	a	a	DET
issue-2859	299	21	significant	significant	ADJ
issue-2859	299	22	number	number	NOUN
issue-2859	299	23	of	of	ADP
issue-2859	299	24	borderline	borderline	NOUN
issue-2859	299	25	transactions	transaction	NOUN
issue-2859	299	26	,	,	PUNCT
issue-2859	299	27	which	which	PRON
issue-2859	299	28	in	in	ADP
issue-2859	299	29	turn	turn	NOUN
issue-2859	299	30	may	may	AUX
issue-2859	299	31	lead	lead	VERB
issue-2859	299	32	to	to	ADP
issue-2859	299	33	a	a	DET
issue-2859	299	34	reduction	reduction	NOUN
issue-2859	299	35	in	in	ADP
issue-2859	299	36	customer	customer	NOUN
issue-2859	299	37	loyalty	loyalty	NOUN
issue-2859	299	38	.	.	PUNCT
issue-2859	300	1	conversely	conversely	ADV
issue-2859	300	2	,	,	PUNCT
issue-2859	300	3	minimising	minimise	VERB
issue-2859	300	4	blocks	block	NOUN
issue-2859	300	5	may	may	AUX
issue-2859	300	6	increase	increase	VERB
issue-2859	300	7	the	the	DET
issue-2859	300	8	risk	risk	NOUN
issue-2859	300	9	of	of	ADP
issue-2859	300	10	fraud	fraud	NOUN
issue-2859	300	11	and	and	CCONJ
issue-2859	300	12	result	result	VERB
issue-2859	300	13	in	in	ADP
issue-2859	300	14	customer	customer	NOUN
issue-2859	300	15	dissatisfaction	dissatisfaction	NOUN
issue-2859	300	16	.	.	PUNCT
issue-2859	301	1	consequently	consequently	ADV
issue-2859	301	2	,	,	PUNCT
issue-2859	301	3	the	the	DET
issue-2859	301	4	determination	determination	NOUN
issue-2859	301	5	of	of	ADP
issue-2859	301	6	the	the	DET
issue-2859	301	7	decision	decision	NOUN
issue-2859	301	8	threshold	threshold	NOUN
issue-2859	301	9	should	should	AUX
issue-2859	301	10	be	be	AUX
issue-2859	301	11	informed	inform	VERB
issue-2859	301	12	by	by	ADP
issue-2859	301	13	the	the	DET
issue-2859	301	14	unique	unique	ADJ
issue-2859	301	15	requirements	requirement	NOUN
issue-2859	301	16	of	of	ADP
issue-2859	301	17	the	the	DET
issue-2859	301	18	banking	banking	NOUN
issue-2859	301	19	institution	institution	NOUN
issue-2859	301	20	in	in	ADP
issue-2859	301	21	question	question	NOUN
issue-2859	301	22	.	.	PUNCT
issue-2859	302	1	all	all	DET
issue-2859	302	2	models	model	NOUN
issue-2859	302	3	will	will	AUX
issue-2859	302	4	be	be	AUX
issue-2859	302	5	trained	train	VERB
issue-2859	302	6	according	accord	VERB
issue-2859	302	7	to	to	ADP
issue-2859	302	8	a	a	DET
issue-2859	302	9	unified	unified	ADJ
issue-2859	302	10	principle	principle	NOUN
issue-2859	302	11	:	:	PUNCT
issue-2859	302	12	transformation	transformation	NOUN
issue-2859	302	13	methods	method	NOUN
issue-2859	302	14	will	will	AUX
issue-2859	302	15	be	be	AUX
issue-2859	302	16	adapted	adapt	VERB
issue-2859	302	17	on	on	ADP
issue-2859	302	18	the	the	DET
issue-2859	302	19	training	training	NOUN
issue-2859	302	20	set	set	NOUN
issue-2859	302	21	and	and	CCONJ
issue-2859	302	22	only	only	ADV
issue-2859	302	23	applied	apply	VERB
issue-2859	302	24	to	to	ADP
issue-2859	302	25	the	the	DET
issue-2859	302	26	validation	validation	NOUN
issue-2859	302	27	set	set	NOUN
issue-2859	302	28	.	.	PUNCT
issue-2859	303	1	each	each	DET
issue-2859	303	2	model	model	NOUN
issue-2859	303	3	will	will	AUX
issue-2859	303	4	be	be	AUX
issue-2859	303	5	constructed	construct	VERB
issue-2859	303	6	as	as	ADP
issue-2859	303	7	a	a	DET
issue-2859	303	8	pipeline	pipeline	NOUN
issue-2859	303	9	of	of	ADP
issue-2859	303	10	transformations	transformation	NOUN
issue-2859	303	11	,	,	PUNCT
issue-2859	303	12	with	with	ADP
issue-2859	303	13	a	a	DET
issue-2859	303	14	balanced	balanced	ADJ
issue-2859	303	15	dataset	dataset	NOUN
issue-2859	303	16	split	split	NOUN
issue-2859	303	17	.	.	PUNCT
issue-2859	304	1	to	to	PART
issue-2859	304	2	illustrate	illustrate	VERB
issue-2859	304	3	this	this	DET
issue-2859	304	4	point	point	NOUN
issue-2859	304	5	,	,	PUNCT
issue-2859	304	6	if	if	SCONJ
issue-2859	304	7	the	the	DET
issue-2859	304	8	original	original	ADJ
issue-2859	304	9	dataset	dataset	NOUN
issue-2859	304	10	contains	contain	VERB
issue-2859	304	11	0.17	0.17	NUM
issue-2859	304	12	%	%	NOUN
issue-2859	304	13	of	of	ADP
issue-2859	304	14	the	the	DET
issue-2859	304	15	target	target	NOUN
issue-2859	304	16	class	class	NOUN
issue-2859	304	17	,	,	PUNCT
issue-2859	304	18	it	it	PRON
issue-2859	304	19	is	be	AUX
issue-2859	304	20	essential	essential	ADJ
issue-2859	304	21	that	that	SCONJ
issue-2859	304	22	the	the	DET
issue-2859	304	23	same	same	ADJ
issue-2859	304	24	ratio	ratio	NOUN
issue-2859	304	25	is	be	AUX
issue-2859	304	26	maintained	maintain	VERB
issue-2859	304	27	for	for	ADP
issue-2859	304	28	both	both	CCONJ
issue-2859	304	29	the	the	DET
issue-2859	304	30	training	training	NOUN
issue-2859	304	31	and	and	CCONJ
issue-2859	304	32	validation	validation	NOUN
issue-2859	304	33	sets	set	NOUN
issue-2859	304	34	.	.	PUNCT
issue-2859	305	1	initial	initial	ADJ
issue-2859	305	2	transformations	transformation	NOUN
issue-2859	305	3	include	include	VERB
issue-2859	305	4	scaling	scale	VERB
issue-2859	305	5	using	use	VERB
issue-2859	305	6	standardscaler	standardscaler	NOUN
issue-2859	305	7	and	and	CCONJ
issue-2859	305	8	robustscaler	robustscaler	NOUN
issue-2859	305	9	.	.	PUNCT
issue-2859	306	1	for	for	ADP
issue-2859	306	2	each	each	DET
issue-2859	306	3	model	model	NOUN
issue-2859	306	4	,	,	PUNCT
issue-2859	306	5	a	a	DET
issue-2859	306	6	learning	learn	VERB
issue-2859	306	7	curve	curve	NOUN
issue-2859	306	8	must	must	AUX
issue-2859	306	9	be	be	AUX
issue-2859	306	10	constructed	construct	VERB
issue-2859	306	11	in	in	ADP
issue-2859	306	12	order	order	NOUN
issue-2859	306	13	to	to	PART
issue-2859	306	14	demonstrate	demonstrate	VERB
issue-2859	306	15	how	how	SCONJ
issue-2859	306	16	performance	performance	NOUN
issue-2859	306	17	varies	vary	VERB
issue-2859	306	18	with	with	ADP
issue-2859	306	19	the	the	DET
issue-2859	306	20	size	size	NOUN
issue-2859	306	21	of	of	ADP
issue-2859	306	22	the	the	DET
issue-2859	306	23	training	training	NOUN
issue-2859	306	24	dataset	dataset	NOUN
issue-2859	306	25	.	.	PUNCT
issue-2859	307	1	this	this	PRON
issue-2859	307	2	should	should	AUX
issue-2859	307	3	include	include	VERB
issue-2859	307	4	a	a	DET
issue-2859	307	5	confidence	confidence	NOUN
issue-2859	307	6	interval	interval	NOUN
issue-2859	307	7	for	for	ADP
issue-2859	307	8	the	the	DET
issue-2859	307	9	roc	roc	NOUN
issue-2859	307	10	-	-	PUNCT
issue-2859	307	11	auc	auc	NOUN
issue-2859	307	12	metric	metric	NOUN
issue-2859	307	13	.	.	PUNCT
issue-2859	308	1	the	the	DET
issue-2859	308	2	learning	learn	VERB
issue-2859	308	3	curve	curve	NOUN
issue-2859	308	4	shows	show	VERB
issue-2859	308	5	how	how	SCONJ
issue-2859	308	6	training	training	NOUN
issue-2859	308	7	set	set	NOUN
issue-2859	308	8	size	size	NOUN
issue-2859	308	9	affects	affect	VERB
issue-2859	308	10	model	model	NOUN
issue-2859	308	11	performance	performance	NOUN
issue-2859	308	12	and	and	CCONJ
issue-2859	308	13	cross	cross	NOUN
issue-2859	308	14	-	-	NOUN
issue-2859	308	15	validation	validation	NOUN
issue-2859	308	16	.	.	PUNCT
issue-2859	309	1	this	this	PRON
issue-2859	309	2	allows	allow	VERB
issue-2859	309	3	the	the	DET
issue-2859	309	4	following	follow	VERB
issue-2859	309	5	two	two	NUM
issue-2859	309	6	key	key	ADJ
issue-2859	309	7	questions	question	NOUN
issue-2859	309	8	to	to	PART
issue-2859	309	9	be	be	AUX
issue-2859	309	10	answered	answer	VERB
issue-2859	309	11	:	:	PUNCT
issue-2859	310	1	1	1	X
issue-2859	310	2	.	.	X
issue-2859	311	1	how	how	SCONJ
issue-2859	311	2	does	do	AUX
issue-2859	311	3	the	the	DET
issue-2859	311	4	model	model	NOUN
issue-2859	311	5	’s	’s	PART
issue-2859	311	6	performance	performance	NOUN
issue-2859	311	7	change	change	NOUN
issue-2859	311	8	as	as	ADP
issue-2859	311	9	the	the	DET
issue-2859	311	10	amount	amount	NOUN
issue-2859	311	11	of	of	ADP
issue-2859	311	12	training	training	NOUN
issue-2859	311	13	data	data	NOUN
issue-2859	311	14	increases	increase	NOUN
issue-2859	311	15	?	?	PUNCT
issue-2859	312	1	2	2	X
issue-2859	312	2	.	.	X
issue-2859	312	3	how	how	SCONJ
issue-2859	312	4	sensitive	sensitive	ADJ
issue-2859	312	5	is	be	AUX
issue-2859	312	6	the	the	DET
issue-2859	312	7	model	model	NOUN
issue-2859	312	8	to	to	ADP
issue-2859	312	9	errors	error	NOUN
issue-2859	312	10	due	due	ADJ
issue-2859	312	11	to	to	ADP
issue-2859	312	12	variance	variance	NOUN
issue-2859	312	13	compared	compare	VERB
issue-2859	312	14	to	to	AUX
issue-2859	312	15	bias	bias	VERB
issue-2859	312	16	?	?	PUNCT
issue-2859	313	1	furthermore	furthermore	ADV
issue-2859	313	2	,	,	PUNCT
issue-2859	313	3	for	for	ADP
issue-2859	313	4	each	each	DET
issue-2859	313	5	model	model	NOUN
issue-2859	313	6	,	,	PUNCT
issue-2859	313	7	a	a	DET
issue-2859	313	8	grid	grid	NOUN
issue-2859	313	9	search	search	NOUN
issue-2859	313	10	will	will	AUX
issue-2859	313	11	be	be	AUX
issue-2859	313	12	applied	apply	VERB
issue-2859	313	13	to	to	ADP
issue-2859	313	14	optimise	optimise	ADJ
issue-2859	313	15	hyperparameters	hyperparameter	NOUN
issue-2859	313	16	,	,	PUNCT
issue-2859	313	17	and	and	CCONJ
issue-2859	313	18	training	training	NOUN
issue-2859	313	19	will	will	AUX
issue-2859	313	20	only	only	ADV
issue-2859	313	21	be	be	AUX
issue-2859	313	22	conducted	conduct	VERB
issue-2859	313	23	after	after	ADP
issue-2859	313	24	selecting	select	VERB
issue-2859	313	25	the	the	DET
issue-2859	313	26	best	good	ADJ
issue-2859	313	27	hyperparameter	hyperparameter	NOUN
issue-2859	313	28	values	value	NOUN
issue-2859	313	29	.	.	PUNCT
issue-2859	314	1	the	the	DET
issue-2859	314	2	findings	finding	NOUN
issue-2859	314	3	of	of	ADP
issue-2859	314	4	the	the	DET
issue-2859	314	5	examined	examine	VERB
issue-2859	314	6	models	model	NOUN
issue-2859	314	7	are	be	AUX
issue-2859	314	8	outlined	outline	VERB
issue-2859	314	9	in	in	ADP
issue-2859	314	10	table	table	NOUN
issue-2859	314	11	1	1	NUM
issue-2859	314	12	.	.	PUNCT
issue-2859	315	1	the	the	DET
issue-2859	315	2	kneighbors	kneighbor	NOUN
issue-2859	315	3	classifier	classifier	PROPN
issue-2859	315	4	model	model	NOUN
issue-2859	315	5	does	do	AUX
issue-2859	315	6	not	not	PART
issue-2859	315	7	support	support	VERB
issue-2859	315	8	class	class	NOUN
issue-2859	315	9	weighting	weighting	NOUN
issue-2859	315	10	;	;	PUNCT
issue-2859	315	11	however	however	ADV
issue-2859	315	12	,	,	PUNCT
issue-2859	315	13	the	the	DET
issue-2859	315	14	most	most	ADV
issue-2859	315	15	optimal	optimal	ADJ
issue-2859	315	16	results	result	NOUN
issue-2859	315	17	were	be	AUX
issue-2859	315	18	demonstrated	demonstrate	VERB
issue-2859	315	19	using	use	VERB
issue-2859	315	20	the	the	DET
issue-2859	315	21	smote	smote	ADJ
issue-2859	315	22	method	method	NOUN
issue-2859	315	23	,	,	PUNCT
issue-2859	315	24	which	which	PRON
issue-2859	315	25	proved	prove	VERB
issue-2859	315	26	to	to	PART
issue-2859	315	27	be	be	AUX
issue-2859	315	28	almost	almost	ADV
issue-2859	315	29	unaffected	unaffected	ADJ
issue-2859	315	30	by	by	ADP
issue-2859	315	31	the	the	DET
issue-2859	315	32	presence	presence	NOUN
issue-2859	315	33	of	of	ADP
issue-2859	315	34	outliers	outlier	NOUN
issue-2859	315	35	,	,	PUNCT
issue-2859	315	36	although	although	SCONJ
issue-2859	315	37	the	the	DET
issue-2859	315	38	optimal	optimal	ADJ
issue-2859	315	39	result	result	NOUN
issue-2859	315	40	was	be	AUX
issue-2859	315	41	obtained	obtain	VERB
issue-2859	315	42	with	with	ADP
issue-2859	315	43	outliers	outlier	NOUN
issue-2859	315	44	included	include	VERB
issue-2859	315	45	.	.	PUNCT
issue-2859	316	1	in	in	ADP
issue-2859	316	2	a	a	DET
issue-2859	316	3	similar	similar	ADJ
issue-2859	316	4	manner	manner	NOUN
issue-2859	316	5	,	,	PUNCT
issue-2859	316	6	the	the	DET
issue-2859	316	7	baggingclassifier	baggingclassifier	NOUN
issue-2859	316	8	,	,	PUNCT
issue-2859	316	9	adaboostclassifier	adaboostclassifier	NOUN
issue-2859	316	10	,	,	PUNCT
issue-2859	316	11	and	and	CCONJ
issue-2859	316	12	gradientboosting	gradientboosting	NOUN
issue-2859	316	13	models	model	NOUN
issue-2859	316	14	are	be	AUX
issue-2859	316	15	unable	unable	ADJ
issue-2859	316	16	to	to	PART
issue-2859	316	17	utilise	utilise	VERB
issue-2859	316	18	class	class	NOUN
issue-2859	316	19	-	-	PUNCT
issue-2859	316	20	weighted	weight	VERB
issue-2859	316	21	datasets	dataset	NOUN
issue-2859	316	22	.	.	PUNCT
issue-2859	317	1	the	the	DET
issue-2859	317	2	rocauc	rocauc	NOUN
issue-2859	317	3	metric	metric	ADJ
issue-2859	317	4	for	for	ADP
issue-2859	317	5	baggingclassifier	baggingclassifier	NOUN
issue-2859	317	6	demonstrated	demonstrate	VERB
issue-2859	317	7	superior	superior	ADJ
issue-2859	317	8	outcomes	outcome	NOUN
issue-2859	317	9	on	on	ADP
issue-2859	317	10	the	the	DET
issue-2859	317	11	dataset	dataset	NOUN
issue-2859	317	12	without	without	ADP
issue-2859	317	13	undergoing	undergo	VERB
issue-2859	317	14	any	any	DET
issue-2859	317	15	transformations	transformation	NOUN
issue-2859	317	16	.	.	PUNCT
issue-2859	318	1	conversely	conversely	ADV
issue-2859	318	2	,	,	PUNCT
issue-2859	318	3	the	the	DET
issue-2859	318	4	roc	roc	NOUN
issue-2859	318	5	-	-	PUNCT
issue-2859	318	6	auc	auc	NOUN
issue-2859	318	7	metrics	metric	NOUN
issue-2859	318	8	for	for	ADP
issue-2859	318	9	adaboostclassifier	adaboostclassifier	NOUN
issue-2859	318	10	and	and	CCONJ
issue-2859	318	11	gradientboosting	gradientboosting	NOUN
issue-2859	318	12	exhibited	exhibit	VERB
issue-2859	318	13	elevated	elevated	ADJ
issue-2859	318	14	values	value	NOUN
issue-2859	318	15	when	when	SCONJ
issue-2859	318	16	smote	smote	ADJ
issue-2859	318	17	was	be	AUX
issue-2859	318	18	implemented	implement	VERB
issue-2859	318	19	.	.	PUNCT
issue-2859	319	1	the	the	DET
issue-2859	319	2	selection	selection	NOUN
issue-2859	319	3	of	of	ADP
issue-2859	319	4	the	the	DET
issue-2859	319	5	most	most	ADV
issue-2859	319	6	appropriate	appropriate	ADJ
issue-2859	319	7	model	model	NOUN
issue-2859	319	8	was	be	AUX
issue-2859	319	9	based	base	VERB
issue-2859	319	10	on	on	ADP
issue-2859	319	11	the	the	DET
issue-2859	319	12	roc	roc	NOUN
issue-2859	319	13	-	-	PUNCT
issue-2859	319	14	auc	auc	NOUN
issue-2859	319	15	metric	metric	NOUN
issue-2859	319	16	.	.	PUNCT
issue-2859	320	1	initially	initially	ADV
issue-2859	320	2	,	,	PUNCT
issue-2859	320	3	the	the	DET
issue-2859	320	4	optimal	optimal	ADJ
issue-2859	320	5	model	model	NOUN
issue-2859	320	6	was	be	AUX
issue-2859	320	7	selected	select	VERB
issue-2859	320	8	from	from	ADP
issue-2859	320	9	a	a	DET
issue-2859	320	10	range	range	NOUN
issue-2859	320	11	of	of	ADP
issue-2859	320	12	figure	figure	NOUN
issue-2859	320	13	2	2	NUM
issue-2859	320	14	.	.	PUNCT
issue-2859	320	15	roc	roc	NOUN
issue-2859	320	16	-	-	PUNCT
issue-2859	320	17	auc	auc	NOUN
issue-2859	320	18	baltic	baltic	ADJ
issue-2859	320	19	journal	journal	NOUN
issue-2859	320	20	of	of	ADP
issue-2859	320	21	economic	economic	ADJ
issue-2859	320	22	studies	study	NOUN
issue-2859	320	23	283	283	NUM
issue-2859	320	24	vol	vol	NOUN
issue-2859	320	25	.	.	PUNCT
issue-2859	321	1	11	11	NUM
issue-2859	322	1	no	no	NOUN
issue-2859	322	2	.	.	NOUN
issue-2859	322	3	2	2	NUM
issue-2859	322	4	,	,	PUNCT
issue-2859	322	5	2025	2025	NUM
issue-2859	322	6	machine	machine	NOUN
issue-2859	322	7	learning	learning	NOUN
issue-2859	322	8	methods	method	NOUN
issue-2859	322	9	,	,	PUNCT
issue-2859	322	10	followed	follow	VERB
issue-2859	322	11	by	by	ADP
issue-2859	322	12	the	the	DET
issue-2859	322	13	selection	selection	NOUN
issue-2859	322	14	of	of	ADP
issue-2859	322	15	the	the	DET
issue-2859	322	16	best	well	ADV
issue-2859	322	17	-	-	PUNCT
issue-2859	322	18	performing	perform	VERB
issue-2859	322	19	neural	neural	ADJ
issue-2859	322	20	network	network	NOUN
issue-2859	322	21	approach	approach	NOUN
issue-2859	322	22	.	.	PUNCT
issue-2859	323	1	as	as	ADP
issue-2859	323	2	a	a	DET
issue-2859	323	3	result	result	NOUN
issue-2859	323	4	,	,	PUNCT
issue-2859	323	5	five	five	NUM
issue-2859	323	6	machine	machine	NOUN
issue-2859	323	7	learning	learning	NOUN
issue-2859	323	8	models	model	NOUN
issue-2859	323	9	with	with	ADP
issue-2859	323	10	the	the	DET
issue-2859	323	11	highest	high	ADJ
issue-2859	323	12	performance	performance	NOUN
issue-2859	323	13	were	be	AUX
issue-2859	323	14	selected	select	VERB
issue-2859	323	15	:	:	PUNCT
issue-2859	323	16	–	–	PUNCT
issue-2859	323	17	(	(	PUNCT
issue-2859	323	18	37	37	NUM
issue-2859	323	19	)	)	PUNCT
issue-2859	323	20	gradientboostingclassifier	gradientboostingclassifier	NOUN
issue-2859	323	21	trained	train	VERB
issue-2859	323	22	on	on	ADP
issue-2859	323	23	a	a	DET
issue-2859	323	24	smote	smote	ADJ
issue-2859	323	25	dataset	dataset	NOUN
issue-2859	323	26	cleaned	clean	VERB
issue-2859	323	27	of	of	ADP
issue-2859	323	28	outliers	outlier	NOUN
issue-2859	323	29	;	;	PUNCT
issue-2859	323	30	–	–	PUNCT
issue-2859	323	31	(	(	PUNCT
issue-2859	323	32	8)	8)	NUM
issue-2859	323	33	svc	svc	NOUN
issue-2859	323	34	trained	train	VERB
issue-2859	323	35	on	on	ADP
issue-2859	323	36	a	a	DET
issue-2859	323	37	smote	smote	ADJ
issue-2859	323	38	dataset	dataset	NOUN
issue-2859	323	39	without	without	ADP
issue-2859	323	40	outlier	outlier	NOUN
issue-2859	323	41	removal	removal	NOUN
issue-2859	323	42	;	;	PUNCT
issue-2859	323	43	–	–	PUNCT
issue-2859	323	44	(	(	PUNCT
issue-2859	323	45	27	27	NUM
issue-2859	323	46	)	)	PUNCT
issue-2859	323	47	baggingclassifier	baggingclassifier	NOUN
issue-2859	323	48	trained	train	VERB
issue-2859	323	49	on	on	ADP
issue-2859	323	50	the	the	DET
issue-2859	323	51	original	original	ADJ
issue-2859	323	52	dataset	dataset	NOUN
issue-2859	323	53	with	with	ADP
issue-2859	323	54	outliers	outlier	NOUN
issue-2859	323	55	removed	remove	VERB
issue-2859	323	56	;	;	PUNCT
issue-2859	323	57	–	–	PUNCT
issue-2859	323	58	(	(	PUNCT
issue-2859	323	59	10	10	NUM
issue-2859	323	60	)	)	PUNCT
issue-2859	323	61	svc	svc	NOUN
issue-2859	323	62	trained	train	VERB
issue-2859	323	63	on	on	ADP
issue-2859	323	64	the	the	DET
issue-2859	323	65	original	original	ADJ
issue-2859	323	66	class	class	NOUN
issue-2859	323	67	-	-	PUNCT
issue-2859	323	68	weighted	weight	VERB
issue-2859	323	69	dataset	dataset	NOUN
issue-2859	323	70	without	without	ADP
issue-2859	323	71	outlier	outlier	NOUN
issue-2859	323	72	removal	removal	NOUN
issue-2859	323	73	;	;	PUNCT
issue-2859	323	74	–	–	PUNCT
issue-2859	323	75	(	(	PUNCT
issue-2859	323	76	1	1	X
issue-2859	323	77	)	)	PUNCT
issue-2859	323	78	logisticregression	logisticregression	NOUN
issue-2859	323	79	trained	train	VERB
issue-2859	323	80	on	on	ADP
issue-2859	323	81	the	the	DET
issue-2859	323	82	original	original	ADJ
issue-2859	323	83	dataset	dataset	NOUN
issue-2859	323	84	with	with	ADP
issue-2859	323	85	outliers	outlier	NOUN
issue-2859	323	86	removed	remove	VERB
issue-2859	323	87	.	.	PUNCT
issue-2859	324	1	figure	figure	VERB
issue-2859	324	2	3	3	NUM
issue-2859	324	3	presents	present	VERB
issue-2859	324	4	the	the	DET
issue-2859	324	5	performance	performance	NOUN
issue-2859	324	6	chart	chart	NOUN
issue-2859	324	7	for	for	ADP
issue-2859	324	8	the	the	DET
issue-2859	324	9	selected	select	VERB
issue-2859	324	10	models	model	NOUN
issue-2859	324	11	.	.	PUNCT
issue-2859	325	1	further	further	ADJ
issue-2859	325	2	analysis	analysis	NOUN
issue-2859	325	3	reveals	reveal	VERB
issue-2859	325	4	two	two	NUM
issue-2859	325	5	key	key	ADJ
issue-2859	325	6	questions	question	NOUN
issue-2859	325	7	,	,	PUNCT
issue-2859	325	8	depending	depend	VERB
issue-2859	325	9	on	on	ADP
issue-2859	325	10	task	task	NOUN
issue-2859	325	11	priorities	priority	NOUN
issue-2859	325	12	:	:	PUNCT
issue-2859	325	13	how	how	SCONJ
issue-2859	325	14	to	to	PART
issue-2859	325	15	ensure	ensure	VERB
issue-2859	325	16	the	the	DET
issue-2859	325	17	detection	detection	NOUN
issue-2859	325	18	of	of	ADP
issue-2859	325	19	all	all	DET
issue-2859	325	20	fraudulent	fraudulent	ADJ
issue-2859	325	21	operations	operation	NOUN
issue-2859	325	22	,	,	PUNCT
issue-2859	325	23	and	and	CCONJ
issue-2859	325	24	how	how	SCONJ
issue-2859	325	25	to	to	PART
issue-2859	325	26	maximise	maximise	VERB
issue-2859	325	27	the	the	DET
issue-2859	325	28	detection	detection	NOUN
issue-2859	325	29	of	of	ADP
issue-2859	325	30	fraudulent	fraudulent	ADJ
issue-2859	325	31	transactions	transaction	NOUN
issue-2859	325	32	while	while	SCONJ
issue-2859	325	33	minimising	minimise	VERB
issue-2859	325	34	the	the	DET
issue-2859	325	35	identification	identification	NOUN
issue-2859	325	36	of	of	ADP
issue-2859	325	37	legitimate	legitimate	ADJ
issue-2859	325	38	operations	operation	NOUN
issue-2859	325	39	as	as	ADV
issue-2859	325	40	fraudulent	fraudulent	ADJ
issue-2859	325	41	.	.	PUNCT
issue-2859	326	1	based	base	VERB
issue-2859	326	2	on	on	ADP
issue-2859	326	3	this	this	PRON
issue-2859	326	4	,	,	PUNCT
issue-2859	326	5	two	two	NUM
issue-2859	326	6	topperforming	topperforme	VERB
issue-2859	326	7	models	model	NOUN
issue-2859	326	8	can	can	AUX
issue-2859	326	9	be	be	AUX
issue-2859	326	10	identified	identify	VERB
issue-2859	326	11	:	:	PUNCT
issue-2859	326	12	–	–	PUNCT
issue-2859	326	13	in	in	ADP
issue-2859	326	14	the	the	DET
issue-2859	326	15	first	first	ADJ
issue-2859	326	16	case	case	NOUN
issue-2859	326	17	,	,	PUNCT
issue-2859	326	18	the	the	DET
issue-2859	326	19	leader	leader	NOUN
issue-2859	326	20	is	be	AUX
issue-2859	326	21	gradientboosting	gradientbooste	VERB
issue-2859	326	22	classifier	classifier	NOUN
issue-2859	326	23	37	37	NUM
issue-2859	326	24	;	;	PUNCT
issue-2859	326	25	–	–	PUNCT
issue-2859	326	26	in	in	ADP
issue-2859	326	27	the	the	DET
issue-2859	326	28	second	second	ADJ
issue-2859	326	29	case	case	NOUN
issue-2859	326	30	,	,	PUNCT
issue-2859	326	31	the	the	DET
issue-2859	326	32	leaders	leader	NOUN
issue-2859	326	33	are	be	AUX
issue-2859	326	34	baggingclassifier	baggingclassifier	ADJ
issue-2859	326	35	27	27	NUM
issue-2859	326	36	or	or	CCONJ
issue-2859	326	37	svc	svc	NOUN
issue-2859	326	38	8	8	NUM
issue-2859	326	39	.	.	PUNCT
issue-2859	327	1	a	a	DET
issue-2859	327	2	significant	significant	ADJ
issue-2859	327	3	number	number	NOUN
issue-2859	327	4	of	of	ADP
issue-2859	327	5	false	false	ADJ
issue-2859	327	6	positives	positive	NOUN
issue-2859	327	7	–	–	PUNCT
issue-2859	327	8	transactions	transaction	NOUN
issue-2859	327	9	erroneously	erroneously	ADV
issue-2859	327	10	identified	identify	VERB
issue-2859	327	11	as	as	ADP
issue-2859	327	12	fraudulent	fraudulent	ADJ
issue-2859	327	13	–	–	PUNCT
issue-2859	327	14	have	have	VERB
issue-2859	327	15	the	the	DET
issue-2859	327	16	potential	potential	NOUN
issue-2859	327	17	to	to	PART
issue-2859	327	18	cause	cause	VERB
issue-2859	327	19	more	more	ADJ
issue-2859	327	20	harm	harm	NOUN
issue-2859	327	21	than	than	ADP
issue-2859	327	22	good	good	ADJ
issue-2859	327	23	.	.	PUNCT
issue-2859	328	1	consequently	consequently	ADV
issue-2859	328	2	,	,	PUNCT
issue-2859	328	3	baggingclassifier	baggingclassifier	PROPN
issue-2859	328	4	27	27	NUM
issue-2859	328	5	is	be	AUX
issue-2859	328	6	identified	identify	VERB
issue-2859	328	7	as	as	ADP
issue-2859	328	8	the	the	DET
issue-2859	328	9	optimal	optimal	ADJ
issue-2859	328	10	table	table	NOUN
issue-2859	328	11	1	1	NUM
issue-2859	328	12	roc	roc	NOUN
issue-2859	328	13	-	-	PUNCT
issue-2859	328	14	auc	auc	NOUN
issue-2859	328	15	metric	metric	NOUN
issue-2859	328	16	for	for	ADP
issue-2859	328	17	models	model	NOUN
issue-2859	328	18	with	with	ADP
issue-2859	328	19	different	different	ADJ
issue-2859	328	20	datasets	dataset	NOUN
issue-2859	328	21	model	model	NOUN
issue-2859	328	22	outlier	outlier	NOUN
issue-2859	328	23	condition	condition	NOUN
issue-2859	328	24	no	no	DET
issue-2859	328	25	transformations	transformation	NOUN
issue-2859	328	26	with	with	ADP
issue-2859	328	27	smote	smote	NOUN
issue-2859	328	28	with	with	ADP
issue-2859	328	29	class	class	NOUN
issue-2859	328	30	weighting	weighting	NOUN
issue-2859	328	31	logisticregression	logisticregression	NOUN
issue-2859	328	32	with	with	ADP
issue-2859	328	33	outliers	outlier	NOUN
issue-2859	328	34	0.972423	0.972423	NUM
issue-2859	328	35	0.972235	0.972235	NUM
issue-2859	328	36	0.973915	0.973915	NUM
issue-2859	328	37	logisticregression	logisticregression	NOUN
issue-2859	328	38	without	without	ADP
issue-2859	328	39	outliers	outlier	NOUN
issue-2859	328	40	0.976971	0.976971	NUM
issue-2859	328	41	0.975332	0.975332	NUM
issue-2859	328	42	0.973418	0.973418	NUM
issue-2859	328	43	svc	svc	NOUN
issue-2859	328	44	with	with	ADP
issue-2859	328	45	outliers	outlier	NOUN
issue-2859	328	46	0.964920	0.964920	NUM
issue-2859	328	47	0.979727	0.979727	NUM
issue-2859	328	48	0.977112	0.977112	NUM
issue-2859	328	49	svc	svc	NOUN
issue-2859	328	50	without	without	ADP
issue-2859	328	51	outliers	outlier	NOUN
issue-2859	328	52	0.962544	0.962544	NUM
issue-2859	328	53	0.976860	0.976860	NUM
issue-2859	328	54	0.969799	0.969799	NUM
issue-2859	328	55	kneighborsclassifier	kneighborsclassifier	NOUN
issue-2859	328	56	with	with	ADP
issue-2859	328	57	outliers	outlier	NOUN
issue-2859	328	58	0.953505	0.953505	NUM
issue-2859	328	59	0.957686	0.957686	NUM
issue-2859	328	60	kneighborsclassifier	kneighborsclassifier	NOUN
issue-2859	328	61	without	without	ADP
issue-2859	328	62	outliers	outlier	NOUN
issue-2859	328	63	0.951753	0.951753	NUM
issue-2859	328	64	0.957471	0.957471	NUM
issue-2859	328	65	decisiontreeclassifier	decisiontreeclassifi	ADJ
issue-2859	328	66	with	with	ADP
issue-2859	328	67	outliers	outlier	NOUN
issue-2859	328	68	0.918165	0.918165	NUM
issue-2859	328	69	0.907020	0.907020	NUM
issue-2859	328	70	0.887544	0.887544	NUM
issue-2859	328	71	decisiontreeclassifier	decisiontreeclassifier	NOUN
issue-2859	328	72	without	without	ADP
issue-2859	328	73	outliers	outlier	NOUN
issue-2859	328	74	0.925287	0.925287	NUM
issue-2859	328	75	0.924379	0.924379	NUM
issue-2859	328	76	0.919717	0.919717	NUM
issue-2859	328	77	stackingclassifier	stackingclassifi	ADJ
issue-2859	328	78	with	with	ADP
issue-2859	328	79	outliers	outlier	NOUN
issue-2859	328	80	0.943349	0.943349	NUM
issue-2859	328	81	0.952068	0.952068	NUM
issue-2859	328	82	0.972654	0.972654	NUM
issue-2859	328	83	stackingclassifier	stackingclassifi	ADJ
issue-2859	328	84	without	without	ADP
issue-2859	328	85	outliers	outlier	NOUN
issue-2859	328	86	0.953258	0.953258	NUM
issue-2859	328	87	0.949473	0.949473	NUM
issue-2859	328	88	0.977153	0.977153	NUM
issue-2859	328	89	baggingclassifier	baggingclassifier	NOUN
issue-2859	328	90	with	with	ADP
issue-2859	328	91	outliers	outlier	NOUN
issue-2859	328	92	0.972654	0.972654	NUM
issue-2859	328	93	0.972139	0.972139	NUM
issue-2859	328	94	baggingclassifier	baggingclassifier	NOUN
issue-2859	328	95	without	without	ADP
issue-2859	328	96	outliers	outlier	NOUN
issue-2859	328	97	0.977153	0.977153	NUM
issue-2859	328	98	0.975305	0.975305	NUM
issue-2859	328	99	adaboostclassifier	adaboostclassifier	NOUN
issue-2859	328	100	with	with	ADP
issue-2859	328	101	outliers	outlier	NOUN
issue-2859	328	102	0.918156	0.918156	NUM
issue-2859	328	103	0.952031	0.952031	NUM
issue-2859	328	104	adaboostclassifier	adaboostclassifier	NOUN
issue-2859	328	105	without	without	ADP
issue-2859	328	106	outliers	outlier	NOUN
issue-2859	328	107	0.925261	0.925261	NUM
issue-2859	328	108	0.954966	0.954966	NUM
issue-2859	328	109	gradientboosting	gradientbooste	VERB
issue-2859	328	110	with	with	ADP
issue-2859	328	111	outliers	outlier	NOUN
issue-2859	328	112	0.927943	0.927943	NUM
issue-2859	328	113	0.972651	0.972651	NUM
issue-2859	328	114	gradientboosting	gradientbooste	VERB
issue-2859	328	115	without	without	ADP
issue-2859	328	116	outliers	outlier	NOUN
issue-2859	328	117	0.914239	0.914239	NUM
issue-2859	328	118	0.981783	0.981783	NUM
issue-2859	328	119	neuralnetwork	neuralnetwork	NOUN
issue-2859	328	120	with	with	ADP
issue-2859	328	121	outliers	outlier	NOUN
issue-2859	328	122	0.977698	0.977698	NUM
issue-2859	328	123	0.972294	0.972294	NUM
issue-2859	328	124	0.972206	0.972206	NUM
issue-2859	328	125	neuralnetwork	neuralnetwork	NOUN
issue-2859	328	126	without	without	ADP
issue-2859	328	127	outliers	outlier	NOUN
issue-2859	328	128	0.980729	0.980729	NUM
issue-2859	328	129	0.974456	0.974456	NUM
issue-2859	328	130	0.976503	0.976503	NUM
issue-2859	328	131	figure	figure	NOUN
issue-2859	328	132	3	3	NUM
issue-2859	328	133	.	.	PUNCT
issue-2859	328	134	roc	roc	PROPN
issue-2859	328	135	curve	curve	PROPN
issue-2859	328	136	baltic	baltic	PROPN
issue-2859	328	137	journal	journal	PROPN
issue-2859	328	138	of	of	ADP
issue-2859	328	139	economic	economic	ADJ
issue-2859	328	140	studies	study	NOUN
issue-2859	328	141	284	284	NUM
issue-2859	328	142	vol	vol	NOUN
issue-2859	328	143	.	.	PUNCT
issue-2859	329	1	11	11	NUM
issue-2859	330	1	no	no	NOUN
issue-2859	330	2	.	.	NOUN
issue-2859	330	3	2	2	NUM
issue-2859	330	4	,	,	PUNCT
issue-2859	330	5	2025	2025	NUM
issue-2859	330	6	model	model	NOUN
issue-2859	330	7	.	.	PUNCT
issue-2859	331	1	the	the	DET
issue-2859	331	2	optimal	optimal	ADJ
issue-2859	331	3	data	datum	NOUN
issue-2859	331	4	processing	processing	NOUN
issue-2859	331	5	options	option	NOUN
issue-2859	331	6	for	for	ADP
issue-2859	331	7	the	the	DET
issue-2859	331	8	neural	neural	ADJ
issue-2859	331	9	network	network	NOUN
issue-2859	331	10	were	be	AUX
issue-2859	331	11	as	as	SCONJ
issue-2859	331	12	follows	follow	VERB
issue-2859	331	13	:	:	PUNCT
issue-2859	331	14	the	the	DET
issue-2859	331	15	original	original	ADJ
issue-2859	331	16	dataset	dataset	NOUN
issue-2859	331	17	with	with	ADP
issue-2859	331	18	outliers	outlier	NOUN
issue-2859	331	19	removed	remove	VERB
issue-2859	331	20	;	;	PUNCT
issue-2859	331	21	the	the	DET
issue-2859	331	22	original	original	ADJ
issue-2859	331	23	dataset	dataset	NOUN
issue-2859	331	24	with	with	ADP
issue-2859	331	25	outliers	outlier	NOUN
issue-2859	331	26	retained	retain	VERB
issue-2859	331	27	;	;	PUNCT
issue-2859	331	28	and	and	CCONJ
issue-2859	331	29	class	class	NOUN
issue-2859	331	30	weighting	weighting	NOUN
issue-2859	331	31	applied	apply	VERB
issue-2859	331	32	to	to	ADP
issue-2859	331	33	the	the	DET
issue-2859	331	34	dataset	dataset	NOUN
issue-2859	331	35	with	with	ADP
issue-2859	331	36	outliers	outlier	NOUN
issue-2859	331	37	removed	remove	VERB
issue-2859	331	38	.	.	PUNCT
issue-2859	332	1	the	the	DET
issue-2859	332	2	roc	roc	PROPN
issue-2859	332	3	curve	curve	NOUN
issue-2859	332	4	for	for	ADP
issue-2859	332	5	the	the	DET
issue-2859	332	6	neural	neural	ADJ
issue-2859	332	7	network	network	NOUN
issue-2859	332	8	is	be	AUX
issue-2859	332	9	presented	present	VERB
issue-2859	332	10	in	in	ADP
issue-2859	332	11	figure	figure	NOUN
issue-2859	332	12	4	4	NUM
issue-2859	332	13	.	.	PUNCT
issue-2859	333	1	the	the	DET
issue-2859	333	2	model	model	NOUN
issue-2859	333	3	39	39	NUM
issue-2859	333	4	demonstrated	demonstrate	VERB
issue-2859	333	5	superior	superior	ADJ
issue-2859	333	6	performance	performance	NOUN
issue-2859	333	7	in	in	ADP
issue-2859	333	8	comparison	comparison	NOUN
issue-2859	333	9	to	to	ADP
issue-2859	333	10	the	the	DET
issue-2859	333	11	other	other	ADJ
issue-2859	333	12	models	model	NOUN
issue-2859	333	13	.	.	PUNCT
issue-2859	334	1	figure	figure	NOUN
issue-2859	334	2	5	5	NUM
issue-2859	334	3	.	.	PUNCT
issue-2859	335	1	roc	roc	PROPN
issue-2859	335	2	curve	curve	NOUN
issue-2859	335	3	for	for	ADP
issue-2859	335	4	the	the	DET
issue-2859	335	5	neural	neural	ADJ
issue-2859	335	6	network	network	NOUN
issue-2859	335	7	and	and	CCONJ
issue-2859	335	8	baggingclassifier	baggingclassifier	NOUN
issue-2859	335	9	it	it	PRON
issue-2859	335	10	is	be	AUX
issue-2859	335	11	evident	evident	ADJ
issue-2859	335	12	that	that	SCONJ
issue-2859	335	13	the	the	DET
issue-2859	335	14	neural	neural	ADJ
issue-2859	335	15	network	network	NOUN
issue-2859	335	16	model	model	NOUN
issue-2859	335	17	demonstrates	demonstrate	VERB
issue-2859	335	18	the	the	DET
issue-2859	335	19	optimal	optimal	ADJ
issue-2859	335	20	performance	performance	NOUN
issue-2859	335	21	.	.	PUNCT
issue-2859	336	1	consequently	consequently	ADV
issue-2859	336	2	,	,	PUNCT
issue-2859	336	3	the	the	DET
issue-2859	336	4	primary	primary	ADJ
issue-2859	336	5	model	model	NOUN
issue-2859	336	6	selected	select	VERB
issue-2859	336	7	is	be	AUX
issue-2859	336	8	neural	neural	ADJ
issue-2859	336	9	network	network	NOUN
issue-2859	336	10	39	39	NUM
issue-2859	336	11	,	,	PUNCT
issue-2859	336	12	which	which	PRON
issue-2859	336	13	was	be	AUX
issue-2859	336	14	trained	train	VERB
issue-2859	336	15	on	on	ADP
issue-2859	336	16	the	the	DET
issue-2859	336	17	original	original	ADJ
issue-2859	336	18	dataset	dataset	NOUN
issue-2859	336	19	with	with	ADP
issue-2859	336	20	outliers	outlier	NOUN
issue-2859	336	21	removed	remove	VERB
issue-2859	336	22	.	.	PUNCT
issue-2859	337	1	3	3	X
issue-2859	337	2	.	.	X
issue-2859	337	3	discussion	discussion	NOUN
issue-2859	337	4	it	it	PRON
issue-2859	337	5	is	be	AUX
issue-2859	337	6	evident	evident	ADJ
issue-2859	337	7	that	that	SCONJ
issue-2859	337	8	the	the	DET
issue-2859	337	9	experiment	experiment	NOUN
issue-2859	337	10	conducted	conduct	VERB
issue-2859	337	11	corroborates	corroborate	VERB
issue-2859	337	12	the	the	DET
issue-2859	337	13	issues	issue	NOUN
issue-2859	337	14	highlighted	highlight	VERB
issue-2859	337	15	by	by	ADP
issue-2859	337	16	the	the	DET
issue-2859	337	17	authors	author	NOUN
issue-2859	337	18	,	,	PUNCT
issue-2859	337	19	as	as	SCONJ
issue-2859	337	20	previously	previously	ADV
issue-2859	337	21	delineated	delineate	VERB
issue-2859	337	22	.	.	PUNCT
issue-2859	338	1	in	in	ADP
issue-2859	338	2	order	order	NOUN
issue-2859	338	3	to	to	PART
issue-2859	338	4	facilitate	facilitate	VERB
issue-2859	338	5	the	the	DET
issue-2859	338	6	decision	decision	NOUN
issue-2859	338	7	-	-	PUNCT
issue-2859	338	8	making	make	VERB
issue-2859	338	9	process	process	NOUN
issue-2859	338	10	in	in	ADP
issue-2859	338	11	the	the	DET
issue-2859	338	12	domain	domain	NOUN
issue-2859	338	13	of	of	ADP
issue-2859	338	14	cyber	cyber	ADJ
issue-2859	338	15	security	security	NOUN
issue-2859	338	16	,	,	PUNCT
issue-2859	338	17	it	it	PRON
issue-2859	338	18	is	be	AUX
issue-2859	338	19	imperative	imperative	ADJ
issue-2859	338	20	to	to	PART
issue-2859	338	21	ensure	ensure	VERB
issue-2859	338	22	the	the	DET
issue-2859	338	23	transparency	transparency	NOUN
issue-2859	338	24	and	and	CCONJ
issue-2859	338	25	interpretability	interpretability	NOUN
issue-2859	338	26	of	of	ADP
issue-2859	338	27	ai	ai	PROPN
issue-2859	338	28	models	model	NOUN
issue-2859	338	29	.	.	PUNCT
issue-2859	339	1	the	the	DET
issue-2859	339	2	evaluation	evaluation	NOUN
issue-2859	339	3	of	of	ADP
issue-2859	339	4	the	the	DET
issue-2859	339	5	trustworthiness	trustworthiness	NOUN
issue-2859	339	6	and	and	CCONJ
issue-2859	339	7	reliability	reliability	NOUN
issue-2859	339	8	of	of	ADP
issue-2859	339	9	intelligent	intelligent	ADJ
issue-2859	339	10	system	system	NOUN
issue-2859	339	11	outputs	output	NOUN
issue-2859	339	12	is	be	AUX
issue-2859	339	13	a	a	DET
issue-2859	339	14	pivotal	pivotal	ADJ
issue-2859	339	15	aspect	aspect	NOUN
issue-2859	339	16	in	in	ADP
issue-2859	339	17	the	the	DET
issue-2859	339	18	development	development	NOUN
issue-2859	339	19	of	of	ADP
issue-2859	339	20	protection	protection	NOUN
issue-2859	339	21	algorithms	algorithm	NOUN
issue-2859	339	22	for	for	ADP
issue-2859	339	23	cii	cii	PROPN
issue-2859	339	24	.	.	PUNCT
issue-2859	340	1	it	it	PRON
issue-2859	340	2	is	be	AUX
issue-2859	340	3	imperative	imperative	ADJ
issue-2859	340	4	to	to	PART
issue-2859	340	5	investigate	investigate	VERB
issue-2859	340	6	methodologies	methodology	NOUN
issue-2859	340	7	for	for	ADP
issue-2859	340	8	integrating	integrate	VERB
issue-2859	340	9	expert	expert	ADJ
issue-2859	340	10	knowledge	knowledge	NOUN
issue-2859	340	11	into	into	ADP
issue-2859	340	12	machine	machine	NOUN
issue-2859	340	13	learning	learning	NOUN
issue-2859	340	14	models	model	NOUN
issue-2859	340	15	through	through	ADP
issue-2859	340	16	hybridisation	hybridisation	NOUN
issue-2859	340	17	with	with	ADP
issue-2859	340	18	logical	logical	ADJ
issue-2859	340	19	and	and	CCONJ
issue-2859	340	20	production	production	NOUN
issue-2859	340	21	rules	rule	NOUN
issue-2859	340	22	to	to	PART
issue-2859	340	23	enhance	enhance	VERB
issue-2859	340	24	model	model	NOUN
issue-2859	340	25	interpretability	interpretability	NOUN
issue-2859	340	26	and	and	CCONJ
issue-2859	340	27	efficiency	efficiency	NOUN
issue-2859	340	28	.	.	PUNCT
issue-2859	341	1	figure	figure	NOUN
issue-2859	341	2	4	4	NUM
issue-2859	341	3	.	.	PUNCT
issue-2859	342	1	roc	roc	PROPN
issue-2859	342	2	curve	curve	NOUN
issue-2859	342	3	for	for	ADP
issue-2859	342	4	nn	nn	PROPN
issue-2859	342	5	figure	figure	NOUN
issue-2859	342	6	5	5	NUM
issue-2859	342	7	.	.	PUNCT
issue-2859	342	8	presents	present	VERB
issue-2859	342	9	the	the	DET
issue-2859	342	10	final	final	ADJ
issue-2859	342	11	comparison	comparison	NOUN
issue-2859	342	12	of	of	ADP
issue-2859	342	13	the	the	DET
issue-2859	342	14	best	good	ADJ
issue-2859	342	15	machine	machine	NOUN
issue-2859	342	16	learning	learning	NOUN
issue-2859	342	17	and	and	CCONJ
issue-2859	342	18	deep	deep	ADJ
issue-2859	342	19	learning	learning	NOUN
issue-2859	342	20	models	model	NOUN
issue-2859	342	21	baltic	baltic	PROPN
issue-2859	342	22	journal	journal	PROPN
issue-2859	342	23	of	of	ADP
issue-2859	342	24	economic	economic	ADJ
issue-2859	342	25	studies	study	NOUN
issue-2859	342	26	285	285	NUM
issue-2859	342	27	vol	vol	NOUN
issue-2859	342	28	.	.	PROPN
issue-2859	343	1	11	11	NUM
issue-2859	344	1	no	no	NOUN
issue-2859	344	2	.	.	NOUN
issue-2859	344	3	2	2	NUM
issue-2859	344	4	,	,	PUNCT
issue-2859	344	5	2025	2025	NUM
issue-2859	344	6	the	the	DET
issue-2859	344	7	creation	creation	NOUN
issue-2859	344	8	of	of	ADP
issue-2859	344	9	scalable	scalable	ADJ
issue-2859	344	10	platforms	platform	NOUN
issue-2859	344	11	for	for	ADP
issue-2859	344	12	the	the	DET
issue-2859	344	13	testing	testing	NOUN
issue-2859	344	14	,	,	PUNCT
issue-2859	344	15	verification	verification	NOUN
issue-2859	344	16	and	and	CCONJ
issue-2859	344	17	comparison	comparison	NOUN
issue-2859	344	18	of	of	ADP
issue-2859	344	19	various	various	ADJ
issue-2859	344	20	intelligent	intelligent	ADJ
issue-2859	344	21	security	security	NOUN
issue-2859	344	22	methods	method	NOUN
issue-2859	344	23	using	use	VERB
issue-2859	344	24	realistic	realistic	ADJ
issue-2859	344	25	datasets	dataset	NOUN
issue-2859	344	26	and	and	CCONJ
issue-2859	344	27	attack	attack	NOUN
issue-2859	344	28	scenarios	scenario	NOUN
issue-2859	344	29	remains	remain	VERB
issue-2859	344	30	a	a	DET
issue-2859	344	31	highly	highly	ADV
issue-2859	344	32	relevant	relevant	ADJ
issue-2859	344	33	task	task	NOUN
issue-2859	344	34	.	.	PUNCT
issue-2859	345	1	the	the	DET
issue-2859	345	2	integration	integration	NOUN
issue-2859	345	3	of	of	ADP
issue-2859	345	4	specialised	specialised	ADJ
issue-2859	345	5	secure	secure	ADJ
issue-2859	345	6	and	and	CCONJ
issue-2859	345	7	trustworthy	trustworthy	ADJ
issue-2859	345	8	ai	ai	VERB
issue-2859	345	9	methods	method	NOUN
issue-2859	345	10	with	with	ADP
issue-2859	345	11	traditional	traditional	ADJ
issue-2859	345	12	information	information	NOUN
issue-2859	345	13	security	security	NOUN
issue-2859	345	14	technologies	technology	NOUN
issue-2859	345	15	is	be	AUX
issue-2859	345	16	of	of	ADP
issue-2859	345	17	great	great	ADJ
issue-2859	345	18	importance	importance	NOUN
issue-2859	345	19	for	for	ADP
issue-2859	345	20	the	the	DET
issue-2859	345	21	construction	construction	NOUN
issue-2859	345	22	of	of	ADP
issue-2859	345	23	comprehensive	comprehensive	ADJ
issue-2859	345	24	cyber	cyber	NOUN
issue-2859	345	25	security	security	NOUN
issue-2859	345	26	systems	system	NOUN
issue-2859	345	27	.	.	PUNCT
issue-2859	346	1	4	4	X
issue-2859	346	2	.	.	X
issue-2859	346	3	conclusions	conclusion	NOUN
issue-2859	346	4	the	the	DET
issue-2859	346	5	conducted	conduct	VERB
issue-2859	346	6	research	research	NOUN
issue-2859	346	7	confirms	confirm	VERB
issue-2859	346	8	the	the	DET
issue-2859	346	9	need	need	NOUN
issue-2859	346	10	to	to	PART
issue-2859	346	11	apply	apply	VERB
issue-2859	346	12	intelligent	intelligent	ADJ
issue-2859	346	13	methods	method	NOUN
issue-2859	346	14	to	to	PART
issue-2859	346	15	ensure	ensure	VERB
issue-2859	346	16	the	the	DET
issue-2859	346	17	protection	protection	NOUN
issue-2859	346	18	of	of	ADP
issue-2859	346	19	cii	cii	PROPN
issue-2859	346	20	in	in	ADP
issue-2859	346	21	the	the	DET
issue-2859	346	22	financial	financial	ADJ
issue-2859	346	23	sector	sector	NOUN
issue-2859	346	24	.	.	PUNCT
issue-2859	347	1	the	the	DET
issue-2859	347	2	main	main	ADJ
issue-2859	347	3	directions	direction	NOUN
issue-2859	347	4	of	of	ADP
issue-2859	347	5	solving	solve	VERB
issue-2859	347	6	this	this	DET
issue-2859	347	7	issue	issue	NOUN
issue-2859	347	8	are	be	AUX
issue-2859	347	9	as	as	SCONJ
issue-2859	347	10	follows	follow	VERB
issue-2859	347	11	:	:	PUNCT
issue-2859	347	12	–	–	PUNCT
issue-2859	347	13	enhancement	enhancement	NOUN
issue-2859	347	14	of	of	ADP
issue-2859	347	15	the	the	DET
issue-2859	347	16	security	security	NOUN
issue-2859	347	17	of	of	ADP
issue-2859	347	18	financial	financial	ADJ
issue-2859	347	19	systems	system	NOUN
issue-2859	347	20	through	through	ADP
issue-2859	347	21	the	the	DET
issue-2859	347	22	development	development	NOUN
issue-2859	347	23	of	of	ADP
issue-2859	347	24	methods	method	NOUN
issue-2859	347	25	and	and	CCONJ
issue-2859	347	26	technologies	technology	NOUN
issue-2859	347	27	aimed	aim	VERB
issue-2859	347	28	at	at	ADP
issue-2859	347	29	countering	counter	VERB
issue-2859	347	30	cyber	cyber	NOUN
issue-2859	347	31	threats	threat	NOUN
issue-2859	347	32	and	and	CCONJ
issue-2859	347	33	minimising	minimise	VERB
issue-2859	347	34	risks	risk	NOUN
issue-2859	347	35	.	.	PUNCT
issue-2859	348	1	this	this	PRON
issue-2859	348	2	involves	involve	VERB
issue-2859	348	3	the	the	DET
issue-2859	348	4	implementation	implementation	NOUN
issue-2859	348	5	of	of	ADP
issue-2859	348	6	both	both	DET
issue-2859	348	7	technical	technical	ADJ
issue-2859	348	8	solutions	solution	NOUN
issue-2859	348	9	(	(	PUNCT
issue-2859	348	10	such	such	ADJ
issue-2859	348	11	as	as	ADP
issue-2859	348	12	intrusion	intrusion	NOUN
issue-2859	348	13	detection	detection	NOUN
issue-2859	348	14	and	and	CCONJ
issue-2859	348	15	prevention	prevention	NOUN
issue-2859	348	16	systems	system	NOUN
issue-2859	348	17	,	,	PUNCT
issue-2859	348	18	data	datum	NOUN
issue-2859	348	19	encryption	encryption	NOUN
issue-2859	348	20	methods	method	NOUN
issue-2859	348	21	)	)	PUNCT
issue-2859	348	22	and	and	CCONJ
issue-2859	348	23	organisational	organisational	ADJ
issue-2859	348	24	measures	measure	NOUN
issue-2859	348	25	(	(	PUNCT
issue-2859	348	26	including	include	VERB
issue-2859	348	27	information	information	NOUN
issue-2859	348	28	security	security	NOUN
issue-2859	348	29	policies	policy	NOUN
issue-2859	348	30	and	and	CCONJ
issue-2859	348	31	cyber	cyber	NOUN
issue-2859	348	32	incident	incident	NOUN
issue-2859	348	33	response	response	NOUN
issue-2859	348	34	plans	plan	NOUN
issue-2859	348	35	)	)	PUNCT
issue-2859	348	36	.	.	PUNCT
issue-2859	349	1	–	–	PUNCT
issue-2859	349	2	creation	creation	NOUN
issue-2859	349	3	of	of	ADP
issue-2859	349	4	reliable	reliable	ADJ
issue-2859	349	5	and	and	CCONJ
issue-2859	349	6	threat	threat	NOUN
issue-2859	349	7	-	-	PUNCT
issue-2859	349	8	resistant	resistant	ADJ
issue-2859	349	9	systems	system	NOUN
issue-2859	349	10	capable	capable	ADJ
issue-2859	349	11	of	of	ADP
issue-2859	349	12	operating	operate	VERB
issue-2859	349	13	effectively	effectively	ADV
issue-2859	349	14	under	under	ADP
issue-2859	349	15	high	high	ADJ
issue-2859	349	16	load	load	NOUN
issue-2859	349	17	and	and	CCONJ
issue-2859	349	18	in	in	ADP
issue-2859	349	19	dynamic	dynamic	ADJ
issue-2859	349	20	cyberspace	cyberspace	NOUN
issue-2859	349	21	conditions	condition	NOUN
issue-2859	349	22	.	.	PUNCT
issue-2859	350	1	this	this	PRON
issue-2859	350	2	requires	require	VERB
issue-2859	350	3	the	the	DET
issue-2859	350	4	development	development	NOUN
issue-2859	350	5	of	of	ADP
issue-2859	350	6	intelligent	intelligent	ADJ
issue-2859	350	7	security	security	NOUN
issue-2859	350	8	systems	system	NOUN
issue-2859	350	9	based	base	VERB
issue-2859	350	10	on	on	ADP
issue-2859	350	11	fault	fault	NOUN
issue-2859	350	12	-	-	PUNCT
issue-2859	350	13	tolerant	tolerant	ADJ
issue-2859	350	14	architectures	architecture	NOUN
issue-2859	350	15	,	,	PUNCT
issue-2859	350	16	self	self	NOUN
issue-2859	350	17	-	-	PUNCT
issue-2859	350	18	healing	heal	VERB
issue-2859	350	19	algorithms	algorithm	NOUN
issue-2859	350	20	and	and	CCONJ
issue-2859	350	21	adaptive	adaptive	ADJ
issue-2859	350	22	response	response	NOUN
issue-2859	350	23	mechanisms	mechanism	NOUN
issue-2859	350	24	.	.	PUNCT
issue-2859	351	1	–	–	PUNCT
issue-2859	351	2	ensure	ensure	VERB
issue-2859	351	3	the	the	DET
issue-2859	351	4	interpretability	interpretability	NOUN
issue-2859	351	5	of	of	ADP
issue-2859	351	6	ai	ai	ADJ
issue-2859	351	7	systems	system	NOUN
issue-2859	351	8	used	use	VERB
issue-2859	351	9	to	to	PART
issue-2859	351	10	protect	protect	VERB
issue-2859	351	11	financial	financial	ADJ
issue-2859	351	12	systems	system	NOUN
issue-2859	351	13	.	.	PUNCT
issue-2859	352	1	it	it	PRON
issue-2859	352	2	is	be	AUX
issue-2859	352	3	important	important	ADJ
issue-2859	352	4	to	to	PART
issue-2859	352	5	develop	develop	VERB
issue-2859	352	6	algorithms	algorithm	NOUN
issue-2859	352	7	that	that	PRON
issue-2859	352	8	are	be	AUX
issue-2859	352	9	understandable	understandable	ADJ
issue-2859	352	10	to	to	ADP
issue-2859	352	11	experts	expert	NOUN
issue-2859	352	12	and	and	CCONJ
issue-2859	352	13	users	user	NOUN
issue-2859	352	14	,	,	PUNCT
issue-2859	352	15	including	include	VERB
issue-2859	352	16	the	the	DET
issue-2859	352	17	use	use	NOUN
issue-2859	352	18	of	of	ADP
issue-2859	352	19	models	model	NOUN
issue-2859	352	20	with	with	ADP
issue-2859	352	21	transparent	transparent	ADJ
issue-2859	352	22	operating	operating	NOUN
issue-2859	352	23	principles	principle	NOUN
issue-2859	352	24	,	,	PUNCT
issue-2859	352	25	as	as	ADV
issue-2859	352	26	well	well	ADV
issue-2859	352	27	as	as	ADP
issue-2859	352	28	mechanisms	mechanism	NOUN
issue-2859	352	29	for	for	ADP
issue-2859	352	30	auditing	auditing	NOUN
issue-2859	352	31	and	and	CCONJ
issue-2859	352	32	explaining	explain	VERB
issue-2859	352	33	decisions	decision	NOUN
issue-2859	352	34	.	.	PUNCT
issue-2859	353	1	–	–	PUNCT
issue-2859	353	2	building	build	VERB
issue-2859	353	3	a	a	DET
issue-2859	353	4	high	high	ADJ
issue-2859	353	5	level	level	NOUN
issue-2859	353	6	of	of	ADP
issue-2859	353	7	trust	trust	NOUN
issue-2859	353	8	in	in	ADP
issue-2859	353	9	ai	ai	PROPN
issue-2859	353	10	technologies	technology	NOUN
issue-2859	353	11	among	among	ADP
issue-2859	353	12	users	user	NOUN
issue-2859	353	13	and	and	CCONJ
issue-2859	353	14	regulators	regulator	NOUN
issue-2859	353	15	.	.	PUNCT
issue-2859	354	1	as	as	SCONJ
issue-2859	354	2	the	the	DET
issue-2859	354	3	financial	financial	ADJ
issue-2859	354	4	sector	sector	NOUN
issue-2859	354	5	serves	serve	VERB
issue-2859	354	6	critical	critical	ADJ
issue-2859	354	7	needs	need	NOUN
issue-2859	354	8	of	of	ADP
issue-2859	354	9	citizens	citizen	NOUN
issue-2859	354	10	,	,	PUNCT
issue-2859	354	11	businesses	business	NOUN
issue-2859	354	12	,	,	PUNCT
issue-2859	354	13	and	and	CCONJ
issue-2859	354	14	the	the	DET
issue-2859	354	15	state	state	NOUN
issue-2859	354	16	,	,	PUNCT
issue-2859	354	17	the	the	DET
issue-2859	354	18	introduction	introduction	NOUN
issue-2859	354	19	of	of	ADP
issue-2859	354	20	ai	ai	PROPN
issue-2859	354	21	technologies	technology	NOUN
issue-2859	354	22	should	should	AUX
issue-2859	354	23	be	be	AUX
issue-2859	354	24	accompanied	accompany	VERB
issue-2859	354	25	by	by	ADP
issue-2859	354	26	confidence	confidence	NOUN
issue-2859	354	27	-	-	PUNCT
issue-2859	354	28	building	building	NOUN
issue-2859	354	29	measures	measure	NOUN
issue-2859	354	30	such	such	ADJ
issue-2859	354	31	as	as	ADP
issue-2859	354	32	quality	quality	NOUN
issue-2859	354	33	control	control	NOUN
issue-2859	354	34	,	,	PUNCT
issue-2859	354	35	certification	certification	NOUN
issue-2859	354	36	,	,	PUNCT
issue-2859	354	37	and	and	CCONJ
issue-2859	354	38	minimising	minimise	VERB
issue-2859	354	39	the	the	DET
issue-2859	354	40	risks	risk	NOUN
issue-2859	354	41	of	of	ADP
issue-2859	354	42	possible	possible	ADJ
issue-2859	354	43	malfunctions	malfunction	NOUN
issue-2859	354	44	or	or	CCONJ
issue-2859	354	45	erroneous	erroneous	ADJ
issue-2859	354	46	decisions	decision	NOUN
issue-2859	354	47	that	that	PRON
issue-2859	354	48	could	could	AUX
issue-2859	354	49	lead	lead	VERB
issue-2859	354	50	to	to	ADP
issue-2859	354	51	significant	significant	ADJ
issue-2859	354	52	financial	financial	ADJ
issue-2859	354	53	and	and	CCONJ
issue-2859	354	54	reputational	reputational	ADJ
issue-2859	354	55	losses	loss	NOUN
issue-2859	354	56	.	.	PUNCT
issue-2859	355	1	in	in	ADP
issue-2859	355	2	view	view	NOUN
issue-2859	355	3	of	of	ADP
issue-2859	355	4	this	this	PRON
issue-2859	355	5	,	,	PUNCT
issue-2859	355	6	the	the	DET
issue-2859	355	7	integration	integration	NOUN
issue-2859	355	8	of	of	ADP
issue-2859	355	9	intelligent	intelligent	ADJ
issue-2859	355	10	methods	method	NOUN
issue-2859	355	11	into	into	ADP
issue-2859	355	12	cii	cii	PROPN
issue-2859	355	13	security	security	NOUN
issue-2859	355	14	systems	system	NOUN
issue-2859	355	15	is	be	AUX
issue-2859	355	16	a	a	DET
issue-2859	355	17	key	key	ADJ
issue-2859	355	18	area	area	NOUN
issue-2859	355	19	of	of	ADP
issue-2859	355	20	ensuring	ensure	VERB
issue-2859	355	21	the	the	DET
issue-2859	355	22	security	security	NOUN
issue-2859	355	23	,	,	PUNCT
issue-2859	355	24	stability	stability	NOUN
issue-2859	355	25	and	and	CCONJ
issue-2859	355	26	efficiency	efficiency	NOUN
issue-2859	355	27	of	of	ADP
issue-2859	355	28	the	the	DET
issue-2859	355	29	financial	financial	ADJ
issue-2859	355	30	sector	sector	NOUN
issue-2859	355	31	in	in	ADP
issue-2859	355	32	the	the	DET
issue-2859	355	33	face	face	NOUN
issue-2859	355	34	of	of	ADP
issue-2859	355	35	modern	modern	ADJ
issue-2859	355	36	cyber	cyber	NOUN
issue-2859	355	37	threats	threat	NOUN
issue-2859	355	38	.	.	PUNCT
issue-2859	356	1	to	to	PART
issue-2859	356	2	increase	increase	VERB
issue-2859	356	3	confidence	confidence	NOUN
issue-2859	356	4	in	in	ADP
issue-2859	356	5	artificial	artificial	ADJ
issue-2859	356	6	intelligence	intelligence	NOUN
issue-2859	356	7	systems	system	NOUN
issue-2859	356	8	in	in	ADP
issue-2859	356	9	financial	financial	ADJ
issue-2859	356	10	sector	sector	NOUN
issue-2859	356	11	cii	cii	PROPN
issue-2859	356	12	,	,	PUNCT
issue-2859	356	13	it	it	PRON
issue-2859	356	14	is	be	AUX
issue-2859	356	15	advisable	advisable	ADJ
issue-2859	356	16	to	to	PART
issue-2859	356	17	implement	implement	VERB
issue-2859	356	18	the	the	DET
issue-2859	356	19	following	follow	VERB
issue-2859	356	20	measures	measure	NOUN
issue-2859	356	21	:	:	PUNCT
issue-2859	356	22	–	–	PUNCT
issue-2859	356	23	introduction	introduction	NOUN
issue-2859	356	24	of	of	ADP
issue-2859	356	25	mechanisms	mechanism	NOUN
issue-2859	356	26	for	for	ADP
issue-2859	356	27	auditing	auditing	NOUN
issue-2859	356	28	and	and	CCONJ
issue-2859	356	29	monitoring	monitor	VERB
issue-2859	356	30	the	the	DET
issue-2859	356	31	operation	operation	NOUN
issue-2859	356	32	of	of	ADP
issue-2859	356	33	artificial	artificial	ADJ
issue-2859	356	34	intelligence	intelligence	NOUN
issue-2859	356	35	systems	system	NOUN
issue-2859	356	36	by	by	ADP
issue-2859	356	37	independent	independent	ADJ
issue-2859	356	38	experts	expert	NOUN
issue-2859	356	39	to	to	PART
issue-2859	356	40	verify	verify	VERB
issue-2859	356	41	the	the	DET
issue-2859	356	42	correctness	correctness	NOUN
issue-2859	356	43	of	of	ADP
issue-2859	356	44	their	their	PRON
issue-2859	356	45	work	work	NOUN
issue-2859	356	46	.	.	PUNCT
issue-2859	357	1	–	–	PUNCT
issue-2859	357	2	securing	secure	VERB
issue-2859	357	3	the	the	DET
issue-2859	357	4	transparency	transparency	NOUN
issue-2859	357	5	and	and	CCONJ
issue-2859	357	6	comprehensibility	comprehensibility	NOUN
issue-2859	357	7	of	of	ADP
issue-2859	357	8	the	the	DET
issue-2859	357	9	ai	ai	NOUN
issue-2859	357	10	system	system	NOUN
issue-2859	357	11	.	.	PUNCT
issue-2859	358	1	this	this	PRON
issue-2859	358	2	involves	involve	VERB
issue-2859	358	3	disclosing	disclose	VERB
issue-2859	358	4	to	to	ADP
issue-2859	358	5	users	user	NOUN
issue-2859	358	6	and	and	CCONJ
issue-2859	358	7	regulators	regulator	NOUN
issue-2859	358	8	the	the	DET
issue-2859	358	9	decision	decision	NOUN
issue-2859	358	10	-	-	PUNCT
issue-2859	358	11	making	make	VERB
issue-2859	358	12	logic	logic	NOUN
issue-2859	358	13	of	of	ADP
issue-2859	358	14	ai	ai	PROPN
issue-2859	358	15	,	,	PUNCT
issue-2859	358	16	the	the	DET
issue-2859	358	17	algorithms	algorithm	NOUN
issue-2859	358	18	used	use	VERB
issue-2859	358	19	,	,	PUNCT
issue-2859	358	20	and	and	CCONJ
issue-2859	358	21	the	the	DET
issue-2859	358	22	data	data	NOUN
issue-2859	358	23	sources	source	NOUN
issue-2859	358	24	.	.	PUNCT
issue-2859	359	1	–	–	PUNCT
issue-2859	359	2	development	development	NOUN
issue-2859	359	3	and	and	CCONJ
issue-2859	359	4	implementation	implementation	NOUN
issue-2859	359	5	of	of	ADP
issue-2859	359	6	ethical	ethical	ADJ
issue-2859	359	7	standards	standard	NOUN
issue-2859	359	8	and	and	CCONJ
issue-2859	359	9	principles	principle	NOUN
issue-2859	359	10	for	for	ADP
issue-2859	359	11	the	the	DET
issue-2859	359	12	use	use	NOUN
issue-2859	359	13	of	of	ADP
issue-2859	359	14	ai	ai	VERB
issue-2859	359	15	in	in	ADP
issue-2859	359	16	critical	critical	ADJ
issue-2859	359	17	financial	financial	ADJ
issue-2859	359	18	sector	sector	NOUN
issue-2859	359	19	information	information	NOUN
issue-2859	359	20	infrastructure	infrastructure	NOUN
issue-2859	359	21	systems	system	NOUN
issue-2859	359	22	,	,	PUNCT
issue-2859	359	23	which	which	PRON
issue-2859	359	24	will	will	AUX
issue-2859	359	25	help	help	VERB
issue-2859	359	26	to	to	PART
issue-2859	359	27	strengthen	strengthen	VERB
issue-2859	359	28	confidence	confidence	NOUN
issue-2859	359	29	that	that	SCONJ
issue-2859	359	30	these	these	DET
issue-2859	359	31	systems	system	NOUN
issue-2859	359	32	are	be	AUX
issue-2859	359	33	used	use	VERB
issue-2859	359	34	responsibly	responsibly	ADV
issue-2859	359	35	and	and	CCONJ
issue-2859	359	36	in	in	ADP
issue-2859	359	37	the	the	DET
issue-2859	359	38	best	good	ADJ
issue-2859	359	39	interests	interest	NOUN
issue-2859	359	40	of	of	ADP
issue-2859	359	41	users	user	NOUN
issue-2859	359	42	.	.	PUNCT
issue-2859	360	1	–	–	PUNCT
issue-2859	360	2	active	active	ADJ
issue-2859	360	3	involvement	involvement	NOUN
issue-2859	360	4	of	of	ADP
issue-2859	360	5	users	user	NOUN
issue-2859	360	6	and	and	CCONJ
issue-2859	360	7	regulators	regulator	NOUN
issue-2859	360	8	in	in	ADP
issue-2859	360	9	the	the	DET
issue-2859	360	10	development	development	NOUN
issue-2859	360	11	and	and	CCONJ
issue-2859	360	12	implementation	implementation	NOUN
issue-2859	360	13	of	of	ADP
issue-2859	360	14	artificial	artificial	ADJ
issue-2859	360	15	intelligence	intelligence	NOUN
issue-2859	360	16	technologies	technology	NOUN
issue-2859	360	17	.	.	PUNCT
issue-2859	361	1	the	the	DET
issue-2859	361	2	following	following	NOUN
issue-2859	361	3	will	will	AUX
issue-2859	361	4	be	be	AUX
issue-2859	361	5	aimed	aim	VERB
issue-2859	361	6	at	at	ADP
issue-2859	361	7	improving	improve	VERB
issue-2859	361	8	the	the	DET
issue-2859	361	9	efficiency	efficiency	NOUN
issue-2859	361	10	of	of	ADP
issue-2859	361	11	cii	cii	PROPN
issue-2859	361	12	in	in	ADP
issue-2859	361	13	the	the	DET
issue-2859	361	14	financial	financial	ADJ
issue-2859	361	15	sector	sector	NOUN
issue-2859	361	16	by	by	ADP
issue-2859	361	17	increasing	increase	VERB
issue-2859	361	18	confidence	confidence	NOUN
issue-2859	361	19	in	in	ADP
issue-2859	361	20	artificial	artificial	ADJ
issue-2859	361	21	intelligence	intelligence	NOUN
issue-2859	361	22	systems	system	NOUN
issue-2859	361	23	:	:	PUNCT
issue-2859	361	24	–	–	PUNCT
issue-2859	361	25	extension	extension	NOUN
issue-2859	361	26	of	of	ADP
issue-2859	361	27	the	the	DET
issue-2859	361	28	scope	scope	NOUN
issue-2859	361	29	of	of	ADP
issue-2859	361	30	artificial	artificial	ADJ
issue-2859	361	31	intelligence	intelligence	NOUN
issue-2859	361	32	technologies	technology	NOUN
issue-2859	361	33	and	and	CCONJ
issue-2859	361	34	their	their	PRON
issue-2859	361	35	penetration	penetration	NOUN
issue-2859	361	36	into	into	ADP
issue-2859	361	37	critical	critical	ADJ
issue-2859	361	38	industries	industry	NOUN
issue-2859	361	39	.	.	PUNCT
issue-2859	362	1	–	–	PUNCT
issue-2859	362	2	improvement	improvement	NOUN
issue-2859	362	3	of	of	ADP
issue-2859	362	4	the	the	DET
issue-2859	362	5	quality	quality	NOUN
issue-2859	362	6	and	and	CCONJ
issue-2859	362	7	reliability	reliability	NOUN
issue-2859	362	8	of	of	ADP
issue-2859	362	9	financial	financial	ADJ
issue-2859	362	10	services	service	NOUN
issue-2859	362	11	while	while	SCONJ
issue-2859	362	12	reducing	reduce	VERB
issue-2859	362	13	the	the	DET
issue-2859	362	14	risks	risk	NOUN
issue-2859	362	15	associated	associate	VERB
issue-2859	362	16	with	with	ADP
issue-2859	362	17	them	they	PRON
issue-2859	362	18	.	.	PUNCT
issue-2859	363	1	–	–	PUNCT
issue-2859	363	2	improving	improve	VERB
issue-2859	363	3	the	the	DET
issue-2859	363	4	competitiveness	competitiveness	NOUN
issue-2859	363	5	of	of	ADP
issue-2859	363	6	financial	financial	ADJ
issue-2859	363	7	institutions	institution	NOUN
issue-2859	363	8	that	that	PRON
issue-2859	363	9	implement	implement	VERB
issue-2859	363	10	artificial	artificial	ADJ
issue-2859	363	11	intelligence	intelligence	NOUN
issue-2859	363	12	technologies	technology	NOUN
issue-2859	363	13	.	.	PUNCT
issue-2859	364	1	–	–	PUNCT
issue-2859	364	2	stimulation	stimulation	NOUN
issue-2859	364	3	of	of	ADP
issue-2859	364	4	investments	investment	NOUN
issue-2859	364	5	in	in	ADP
issue-2859	364	6	the	the	DET
issue-2859	364	7	development	development	NOUN
issue-2859	364	8	of	of	ADP
issue-2859	364	9	artificial	artificial	ADJ
issue-2859	364	10	intelligence	intelligence	NOUN
issue-2859	364	11	technologies	technology	NOUN
issue-2859	364	12	for	for	ADP
issue-2859	364	13	the	the	DET
issue-2859	364	14	financial	financial	ADJ
issue-2859	364	15	sector	sector	NOUN
issue-2859	364	16	.	.	PUNCT
issue-2859	365	1	among	among	ADP
issue-2859	365	2	the	the	DET
issue-2859	365	3	drawbacks	drawback	NOUN
issue-2859	365	4	of	of	ADP
issue-2859	365	5	using	use	VERB
issue-2859	365	6	ai	ai	PROPN
issue-2859	365	7	systems	system	NOUN
issue-2859	365	8	in	in	ADP
issue-2859	365	9	the	the	DET
issue-2859	365	10	cii	cii	PROPN
issue-2859	365	11	of	of	ADP
issue-2859	365	12	the	the	DET
issue-2859	365	13	financial	financial	ADJ
issue-2859	365	14	sector	sector	NOUN
issue-2859	365	15	,	,	PUNCT
issue-2859	365	16	the	the	DET
issue-2859	365	17	following	follow	VERB
issue-2859	365	18	should	should	AUX
issue-2859	365	19	be	be	AUX
issue-2859	365	20	noted	note	VERB
issue-2859	365	21	:	:	PUNCT
issue-2859	365	22	–	–	PUNCT
issue-2859	365	23	additional	additional	ADJ
issue-2859	365	24	costs	cost	NOUN
issue-2859	365	25	for	for	ADP
issue-2859	365	26	financial	financial	ADJ
issue-2859	365	27	institutions	institution	NOUN
issue-2859	365	28	to	to	PART
issue-2859	365	29	ensure	ensure	VERB
issue-2859	365	30	transparency	transparency	NOUN
issue-2859	365	31	and	and	CCONJ
issue-2859	365	32	oversight	oversight	NOUN
issue-2859	365	33	of	of	ADP
issue-2859	365	34	ai	ai	PROPN
issue-2859	365	35	systems	system	NOUN
issue-2859	365	36	.	.	PUNCT
issue-2859	366	1	–	–	PUNCT
issue-2859	366	2	potential	potential	ADJ
issue-2859	366	3	problems	problem	NOUN
issue-2859	366	4	in	in	ADP
issue-2859	366	5	achieving	achieve	VERB
issue-2859	366	6	full	full	ADJ
issue-2859	366	7	transparency	transparency	NOUN
issue-2859	366	8	and	and	CCONJ
issue-2859	366	9	interpretability	interpretability	NOUN
issue-2859	366	10	of	of	ADP
issue-2859	366	11	complex	complex	ADJ
issue-2859	366	12	ai	ai	NOUN
issue-2859	366	13	systems	system	NOUN
issue-2859	366	14	.	.	PUNCT
issue-2859	367	1	–	–	PUNCT
issue-2859	367	2	the	the	DET
issue-2859	367	3	risk	risk	NOUN
issue-2859	367	4	of	of	ADP
issue-2859	367	5	user	user	NOUN
issue-2859	367	6	distrust	distrust	NOUN
issue-2859	367	7	of	of	ADP
issue-2859	367	8	innovations	innovation	NOUN
issue-2859	367	9	in	in	ADP
issue-2859	367	10	the	the	DET
issue-2859	367	11	financial	financial	ADJ
issue-2859	367	12	sector	sector	NOUN
issue-2859	367	13	due	due	ADP
issue-2859	367	14	to	to	ADP
issue-2859	367	15	its	its	PRON
issue-2859	367	16	conservatism	conservatism	NOUN
issue-2859	367	17	.	.	PUNCT
issue-2859	368	1	therefore	therefore	ADV
issue-2859	368	2	,	,	PUNCT
issue-2859	368	3	increasing	increase	VERB
issue-2859	368	4	confidence	confidence	NOUN
issue-2859	368	5	in	in	ADP
issue-2859	368	6	the	the	DET
issue-2859	368	7	use	use	NOUN
issue-2859	368	8	of	of	ADP
issue-2859	368	9	artificial	artificial	ADJ
issue-2859	368	10	intelligence	intelligence	NOUN
issue-2859	368	11	systems	system	NOUN
issue-2859	368	12	in	in	ADP
issue-2859	368	13	financial	financial	ADJ
issue-2859	368	14	sector	sector	NOUN
issue-2859	368	15	cii	cii	PROPN
issue-2859	368	16	through	through	ADP
issue-2859	368	17	the	the	DET
issue-2859	368	18	implementation	implementation	NOUN
issue-2859	368	19	of	of	ADP
issue-2859	368	20	comprehensive	comprehensive	ADJ
issue-2859	368	21	measures	measure	NOUN
issue-2859	368	22	is	be	AUX
issue-2859	368	23	an	an	DET
issue-2859	368	24	important	important	ADJ
issue-2859	368	25	and	and	CCONJ
issue-2859	368	26	promising	promising	ADJ
issue-2859	368	27	area	area	NOUN
issue-2859	368	28	that	that	PRON
issue-2859	368	29	can	can	AUX
issue-2859	368	30	bring	bring	VERB
issue-2859	368	31	significant	significant	ADJ
issue-2859	368	32	benefits	benefit	NOUN
issue-2859	368	33	,	,	PUNCT
issue-2859	368	34	but	but	CCONJ
issue-2859	368	35	requires	require	VERB
issue-2859	368	36	careful	careful	ADJ
issue-2859	368	37	consideration	consideration	NOUN
issue-2859	368	38	and	and	CCONJ
issue-2859	368	39	implementation	implementation	NOUN
issue-2859	368	40	.	.	PUNCT
issue-2859	369	1	at	at	ADP
issue-2859	369	2	the	the	DET
issue-2859	369	3	same	same	ADJ
issue-2859	369	4	time	time	NOUN
issue-2859	369	5	,	,	PUNCT
issue-2859	369	6	the	the	DET
issue-2859	369	7	relevance	relevance	NOUN
issue-2859	369	8	of	of	ADP
issue-2859	369	9	the	the	DET
issue-2859	369	10	topic	topic	NOUN
issue-2859	369	11	is	be	AUX
issue-2859	369	12	confirmed	confirm	VERB
issue-2859	369	13	by	by	ADP
issue-2859	369	14	the	the	DET
issue-2859	369	15	identification	identification	NOUN
issue-2859	369	16	of	of	ADP
issue-2859	369	17	future	future	ADJ
issue-2859	369	18	research	research	NOUN
issue-2859	369	19	areas	area	NOUN
issue-2859	369	20	,	,	PUNCT
issue-2859	369	21	in	in	ADP
issue-2859	369	22	particular	particular	ADJ
issue-2859	369	23	:	:	PUNCT
issue-2859	369	24	–	–	PUNCT
issue-2859	369	25	conducting	conduct	VERB
issue-2859	369	26	a	a	DET
issue-2859	369	27	comprehensive	comprehensive	ADJ
issue-2859	369	28	analysis	analysis	NOUN
issue-2859	369	29	of	of	ADP
issue-2859	369	30	threats	threat	NOUN
issue-2859	369	31	and	and	CCONJ
issue-2859	369	32	risks	risk	NOUN
issue-2859	369	33	specific	specific	ADJ
issue-2859	369	34	to	to	ADP
issue-2859	369	35	financial	financial	ADJ
issue-2859	369	36	sector	sector	NOUN
issue-2859	369	37	cii	cii	PROPN
issue-2859	369	38	in	in	ADP
issue-2859	369	39	order	order	NOUN
issue-2859	369	40	to	to	PART
issue-2859	369	41	identify	identify	VERB
issue-2859	369	42	priority	priority	NOUN
issue-2859	369	43	areas	area	NOUN
issue-2859	369	44	for	for	ADP
issue-2859	369	45	the	the	DET
issue-2859	369	46	development	development	NOUN
issue-2859	369	47	of	of	ADP
issue-2859	369	48	protection	protection	NOUN
issue-2859	369	49	methods	method	NOUN
issue-2859	369	50	.	.	PUNCT
issue-2859	370	1	–	–	PUNCT
issue-2859	370	2	exploring	explore	VERB
issue-2859	370	3	advanced	advanced	ADJ
issue-2859	370	4	artificial	artificial	ADJ
issue-2859	370	5	intelligence	intelligence	NOUN
issue-2859	370	6	technologies	technology	NOUN
issue-2859	370	7	(	(	PUNCT
issue-2859	370	8	machine	machine	NOUN
issue-2859	370	9	learning	learning	NOUN
issue-2859	370	10	,	,	PUNCT
issue-2859	370	11	deep	deep	ADJ
issue-2859	370	12	learning	learning	NOUN
issue-2859	370	13	,	,	PUNCT
issue-2859	370	14	neural	neural	ADJ
issue-2859	370	15	networks	network	NOUN
issue-2859	370	16	)	)	PUNCT
issue-2859	370	17	and	and	CCONJ
issue-2859	370	18	their	their	PRON
issue-2859	370	19	application	application	NOUN
issue-2859	370	20	to	to	PART
issue-2859	370	21	protect	protect	VERB
issue-2859	370	22	financial	financial	ADJ
issue-2859	370	23	systems	system	NOUN
issue-2859	370	24	.	.	PUNCT
issue-2859	371	1	–	–	PUNCT
issue-2859	371	2	development	development	NOUN
issue-2859	371	3	of	of	ADP
issue-2859	371	4	methodologies	methodology	NOUN
issue-2859	371	5	for	for	ADP
issue-2859	371	6	assessing	assess	VERB
issue-2859	371	7	the	the	DET
issue-2859	371	8	reliability	reliability	NOUN
issue-2859	371	9	and	and	CCONJ
issue-2859	371	10	fault	fault	VERB
issue-2859	371	11	tolerance	tolerance	NOUN
issue-2859	371	12	of	of	ADP
issue-2859	371	13	intelligent	intelligent	ADJ
issue-2859	371	14	cii	cii	PROPN
issue-2859	371	15	protection	protection	NOUN
issue-2859	371	16	systems	system	NOUN
issue-2859	371	17	.	.	PUNCT
issue-2859	372	1	–	–	PUNCT
issue-2859	372	2	researching	research	VERB
issue-2859	372	3	approaches	approach	NOUN
issue-2859	372	4	to	to	ADP
issue-2859	372	5	ensuring	ensure	VERB
issue-2859	372	6	transparency	transparency	NOUN
issue-2859	372	7	and	and	CCONJ
issue-2859	372	8	interpretability	interpretability	NOUN
issue-2859	372	9	of	of	ADP
issue-2859	372	10	artificial	artificial	ADJ
issue-2859	372	11	intelligence	intelligence	NOUN
issue-2859	372	12	systems	system	NOUN
issue-2859	372	13	in	in	ADP
issue-2859	372	14	the	the	DET
issue-2859	372	15	field	field	NOUN
issue-2859	372	16	of	of	ADP
issue-2859	372	17	cyber	cyber	ADJ
issue-2859	372	18	security	security	NOUN
issue-2859	372	19	of	of	ADP
issue-2859	372	20	financial	financial	ADJ
issue-2859	372	21	institutions	institution	NOUN
issue-2859	372	22	.	.	PUNCT
issue-2859	373	1	baltic	baltic	PROPN
issue-2859	373	2	journal	journal	PROPN
issue-2859	373	3	of	of	ADP
issue-2859	373	4	economic	economic	ADJ
issue-2859	373	5	studies	study	NOUN
issue-2859	373	6	286	286	NUM
issue-2859	373	7	vol	vol	NOUN
issue-2859	373	8	.	.	PUNCT
issue-2859	374	1	11	11	NUM
issue-2859	374	2	no	no	NOUN
issue-2859	374	3	.	.	NOUN
issue-2859	374	4	2	2	NUM
issue-2859	374	5	,	,	PUNCT
issue-2859	374	6	2025	2025	NUM
issue-2859	374	7	thus	thus	ADV
issue-2859	374	8	,	,	PUNCT
issue-2859	374	9	despite	despite	SCONJ
issue-2859	374	10	significant	significant	ADJ
issue-2859	374	11	progress	progress	NOUN
issue-2859	374	12	,	,	PUNCT
issue-2859	374	13	the	the	DET
issue-2859	374	14	protection	protection	NOUN
issue-2859	374	15	of	of	ADP
issue-2859	374	16	critical	critical	ADJ
issue-2859	374	17	financial	financial	ADJ
issue-2859	374	18	sector	sector	NOUN
issue-2859	374	19	infrastructure	infrastructure	NOUN
issue-2859	374	20	using	use	VERB
issue-2859	374	21	intelligent	intelligent	ADJ
issue-2859	374	22	methods	method	NOUN
issue-2859	374	23	remains	remain	VERB
issue-2859	374	24	an	an	DET
issue-2859	374	25	active	active	ADJ
issue-2859	374	26	interdisciplinary	interdisciplinary	ADJ
issue-2859	374	27	research	research	NOUN
issue-2859	374	28	area	area	NOUN
issue-2859	374	29	.	.	PUNCT
issue-2859	375	1	it	it	PRON
issue-2859	375	2	requires	require	VERB
issue-2859	375	3	solving	solve	VERB
issue-2859	375	4	fundamental	fundamental	ADJ
issue-2859	375	5	problems	problem	NOUN
issue-2859	375	6	related	relate	VERB
issue-2859	375	7	to	to	ADP
issue-2859	375	8	the	the	DET
issue-2859	375	9	security	security	NOUN
issue-2859	375	10	,	,	PUNCT
issue-2859	375	11	reliability	reliability	NOUN
issue-2859	375	12	,	,	PUNCT
issue-2859	375	13	interpretability	interpretability	NOUN
issue-2859	375	14	,	,	PUNCT
issue-2859	375	15	and	and	CCONJ
issue-2859	375	16	trust	trust	NOUN
issue-2859	375	17	in	in	ADP
issue-2859	375	18	artificial	artificial	ADJ
issue-2859	375	19	intelligence	intelligence	NOUN
issue-2859	375	20	systems	system	NOUN
issue-2859	375	21	,	,	PUNCT
issue-2859	375	22	which	which	PRON
issue-2859	375	23	underscores	underscore	VERB
issue-2859	375	24	the	the	DET
issue-2859	375	25	relevance	relevance	NOUN
issue-2859	375	26	of	of	ADP
issue-2859	375	27	this	this	DET
issue-2859	375	28	fundamental	fundamental	ADJ
issue-2859	375	29	research	research	NOUN
issue-2859	375	30	.	.	PUNCT
issue-2859	376	1	references	reference	NOUN
issue-2859	376	2	:	:	PUNCT
issue-2859	376	3	1	1	X
issue-2859	376	4	.	.	X
issue-2859	376	5	sontan	sontan	PROPN
issue-2859	376	6	,	,	PUNCT
issue-2859	376	7	a.	a.	NOUN
issue-2859	376	8	,	,	PUNCT
issue-2859	376	9	&	&	CCONJ
issue-2859	376	10	segun	segun	PROPN
issue-2859	376	11	,	,	PUNCT
issue-2859	376	12	s.	s.	PROPN
issue-2859	376	13	(	(	PUNCT
issue-2859	376	14	2024	2024	NUM
issue-2859	376	15	)	)	PUNCT
issue-2859	376	16	.	.	PUNCT
issue-2859	377	1	merging	merge	VERB
issue-2859	377	2	trends	trend	NOUN
issue-2859	377	3	in	in	ADP
issue-2859	377	4	cyber	cyber	ADJ
issue-2859	377	5	security	security	NOUN
issue-2859	377	6	for	for	ADP
issue-2859	377	7	criticalinfrastructure	criticalinfrastructure	NOUN
issue-2859	377	8	protection	protection	NOUN
issue-2859	377	9	:	:	PUNCT
issue-2859	377	10	a	a	DET
issue-2859	377	11	comprehensivereview	comprehensivereview	NOUN
issue-2859	377	12	.	.	PUNCT
issue-2859	378	1	computer	computer	NOUN
issue-2859	378	2	science	science	PROPN
issue-2859	378	3	&	&	CCONJ
issue-2859	378	4	it	it	PRON
issue-2859	378	5	research	research	NOUN
issue-2859	378	6	journal	journal	NOUN
issue-2859	378	7	,	,	PUNCT
issue-2859	378	8	volume	volume	NOUN
issue-2859	378	9	5	5	NUM
issue-2859	378	10	,	,	PUNCT
issue-2859	378	11	issue	issue	NOUN
issue-2859	378	12	3	3	NUM
issue-2859	378	13	.	.	PUNCT
issue-2859	378	14	fotiadou	fotiadou	PROPN
issue-2859	378	15	,	,	PUNCT
issue-2859	378	16	k.	k.	PROPN
issue-2859	378	17	,	,	PUNCT
issue-2859	378	18	velivassaki	velivassaki	PROPN
issue-2859	378	19	,	,	PUNCT
issue-2859	378	20	t.	t.	PROPN
issue-2859	378	21	,	,	PUNCT
issue-2859	378	22	voulkidis	voulkidis	PROPN
issue-2859	378	23	,	,	PUNCT
issue-2859	378	24	a.	a.	NOUN
issue-2859	378	25	,	,	PUNCT
issue-2859	378	26	skias	skia	NOUN
issue-2859	378	27	,	,	PUNCT
issue-2859	378	28	d.	d.	PROPN
issue-2859	378	29	,	,	PUNCT
issue-2859	378	30	tsekeridou	tsekeridou	NOUN
issue-2859	378	31	,	,	PUNCT
issue-2859	378	32	s.	s.	PROPN
issue-2859	378	33	,	,	PUNCT
issue-2859	378	34	&	&	CCONJ
issue-2859	378	35	zahariadis	zahariadis	PROPN
issue-2859	378	36	,	,	PUNCT
issue-2859	378	37	t.	t.	NOUN
issue-2859	378	38	(	(	PUNCT
issue-2859	378	39	2021	2021	NUM
issue-2859	378	40	)	)	PUNCT
issue-2859	378	41	.	.	PUNCT
issue-2859	379	1	network	network	NOUN
issue-2859	379	2	traffic	traffic	NOUN
issue-2859	379	3	anomaly	anomaly	NOUN
issue-2859	379	4	detection	detection	NOUN
issue-2859	379	5	via	via	ADP
issue-2859	379	6	deep	deep	ADJ
issue-2859	379	7	learning	learning	NOUN
issue-2859	379	8	.	.	PUNCT
issue-2859	380	1	information	information	NOUN
issue-2859	380	2	,	,	PUNCT
issue-2859	380	3	12(5	12(5	NUM
issue-2859	380	4	)	)	PUNCT
issue-2859	380	5	.	.	PUNCT
issue-2859	381	1	215	215	NUM
issue-2859	381	2	p.	p.	NOUN
issue-2859	381	3	gnatyuk	gnatyuk	NOUN
issue-2859	381	4	,	,	PUNCT
issue-2859	381	5	s.	s.	PROPN
issue-2859	381	6	,	,	PUNCT
issue-2859	381	7	sydorenko	sydorenko	PROPN
issue-2859	381	8	,	,	PUNCT
issue-2859	381	9	v.	v.	ADV
issue-2859	381	10	,	,	PUNCT
issue-2859	381	11	polozhentsev	polozhentsev	NOUN
issue-2859	381	12	,	,	PUNCT
issue-2859	381	13	a.	a.	NOUN
issue-2859	381	14	,	,	PUNCT
issue-2859	381	15	&	&	CCONJ
issue-2859	381	16	sokolov	sokolov	PROPN
issue-2859	381	17	,	,	PUNCT
issue-2859	381	18	v.	v.	PROPN
issue-2859	381	19	(	(	PUNCT
issue-2859	381	20	2024	2024	NUM
issue-2859	381	21	)	)	PUNCT
issue-2859	381	22	.	.	PUNCT
issue-2859	382	1	method	method	NOUN
issue-2859	382	2	for	for	ADP
issue-2859	382	3	managing	manage	VERB
issue-2859	382	4	it	it	PRON
issue-2859	382	5	incidents	incident	NOUN
issue-2859	382	6	in	in	ADP
issue-2859	382	7	critical	critical	ADJ
issue-2859	382	8	information	information	NOUN
issue-2859	382	9	infrastructure	infrastructure	NOUN
issue-2859	382	10	facilities	facility	NOUN
issue-2859	382	11	.	.	PUNCT
issue-2859	383	1	cpits	cpit	NOUN
issue-2859	383	2	-	-	PUNCT
issue-2859	383	3	ii	ii	NUM
issue-2859	383	4	2024	2024	NUM
issue-2859	383	5	:	:	PUNCT
issue-2859	383	6	workshop	workshop	NOUN
issue-2859	383	7	on	on	ADP
issue-2859	383	8	cyber	cyber	ADJ
issue-2859	383	9	security	security	NOUN
issue-2859	383	10	providing	provide	VERB
issue-2859	383	11	in	in	ADP
issue-2859	383	12	information	information	NOUN
issue-2859	383	13	and	and	CCONJ
issue-2859	383	14	telecommunication	telecommunication	NOUN
issue-2859	383	15	systems	systems	PROPN
issue-2859	383	16	ii	ii	PROPN
issue-2859	383	17	.	.	PUNCT
issue-2859	384	1	р	р	ADP
issue-2859	384	2	.	.	PROPN
issue-2859	385	1	323–336	323–336	NUM
issue-2859	385	2	.	.	PUNCT
issue-2859	386	1	vegesna	vegesna	NOUN
issue-2859	386	2	,	,	PUNCT
issue-2859	386	3	v.	v.	PROPN
issue-2859	386	4	(	(	PUNCT
issue-2859	386	5	2024	2024	NUM
issue-2859	386	6	)	)	PUNCT
issue-2859	386	7	.	.	PUNCT
issue-2859	387	1	machine	machine	NOUN
issue-2859	387	2	learning	learn	VERB
issue-2859	387	3	approaches	approach	VERB
issue-2859	387	4	for	for	ADP
issue-2859	387	5	anomaly	anomaly	NOUN
issue-2859	387	6	detection	detection	NOUN
issue-2859	387	7	in	in	ADP
issue-2859	387	8	cyber	cyber	ADJ
issue-2859	387	9	-	-	PUNCT
issue-2859	387	10	physical	physical	ADJ
issue-2859	387	11	systems	system	NOUN
issue-2859	387	12	:	:	PUNCT
issue-2859	387	13	a	a	DET
issue-2859	387	14	case	case	NOUN
issue-2859	387	15	study	study	NOUN
issue-2859	387	16	in	in	ADP
issue-2859	387	17	critical	critical	ADJ
issue-2859	387	18	infrastructure	infrastructure	NOUN
issue-2859	387	19	protection	protection	NOUN
issue-2859	387	20	.	.	PUNCT
issue-2859	388	1	international	international	ADJ
issue-2859	388	2	journal	journal	PROPN
issue-2859	388	3	of	of	ADP
issue-2859	388	4	machine	machine	NOUN
issue-2859	388	5	learning	learning	NOUN
issue-2859	388	6	and	and	CCONJ
issue-2859	388	7	artificial	artificial	ADJ
issue-2859	388	8	intelligence	intelligence	NOUN
issue-2859	388	9	.	.	PUNCT
issue-2859	389	1	vol	vol	NOUN
issue-2859	389	2	.	.	PROPN
issue-2859	390	1	5	5	NUM
issue-2859	390	2	.	.	X
issue-2859	390	3	№	№	ADP
issue-2859	390	4	5	5	NUM
issue-2859	390	5	.	.	PUNCT
issue-2859	391	1	p.	p.	NOUN
issue-2859	391	2	1–13	1–13	PROPN
issue-2859	391	3	.	.	PUNCT
issue-2859	392	1	selim	selim	PROPN
issue-2859	392	2	,	,	PUNCT
issue-2859	392	3	g.	g.	PROPN
issue-2859	392	4	,	,	PUNCT
issue-2859	392	5	et	et	PROPN
issue-2859	392	6	al	al	PROPN
issue-2859	392	7	.	.	PROPN
issue-2859	392	8	(	(	PUNCT
issue-2859	392	9	2021	2021	NUM
issue-2859	392	10	)	)	PUNCT
issue-2859	392	11	.	.	PUNCT
issue-2859	393	1	anomaly	anomaly	NOUN
issue-2859	393	2	events	event	NOUN
issue-2859	393	3	classification	classification	NOUN
issue-2859	393	4	and	and	CCONJ
issue-2859	393	5	detection	detection	NOUN
issue-2859	393	6	system	system	NOUN
issue-2859	393	7	in	in	ADP
issue-2859	393	8	critical	critical	ADJ
issue-2859	393	9	industrial	industrial	ADJ
issue-2859	393	10	internet	internet	NOUN
issue-2859	393	11	of	of	ADP
issue-2859	393	12	things	thing	NOUN
issue-2859	393	13	infrastructure	infrastructure	NOUN
issue-2859	393	14	using	use	VERB
issue-2859	393	15	machine	machine	NOUN
issue-2859	393	16	learning	learning	NOUN
issue-2859	393	17	algorithms	algorithm	NOUN
issue-2859	393	18	.	.	PUNCT
issue-2859	394	1	multimedia	multimedia	NOUN
issue-2859	394	2	tools	tool	NOUN
issue-2859	394	3	and	and	CCONJ
issue-2859	394	4	applications	application	NOUN
issue-2859	394	5	.	.	PUNCT
issue-2859	395	1	vol	vol	NOUN
issue-2859	395	2	.	.	PROPN
issue-2859	396	1	80	80	NUM
issue-2859	396	2	.	.	PUNCT
issue-2859	397	1	№	№	ADJ
issue-2859	397	2	8	8	NUM
issue-2859	397	3	.	.	PUNCT
issue-2859	398	1	p.	p.	NOUN
issue-2859	398	2	12619–12640	12619–12640	NUM
issue-2859	398	3	.	.	PUNCT
issue-2859	399	1	kerimkhulle	kerimkhulle	PROPN
issue-2859	399	2	,	,	PUNCT
issue-2859	399	3	s.	s.	PROPN
issue-2859	399	4	,	,	PUNCT
issue-2859	399	5	dildebayeva	dildebayeva	PROPN
issue-2859	399	6	,	,	PUNCT
issue-2859	399	7	z.	z.	PROPN
issue-2859	399	8	,	,	PUNCT
issue-2859	399	9	tokhmetov	tokhmetov	PROPN
issue-2859	399	10	,	,	PUNCT
issue-2859	399	11	a.	a.	NOUN
issue-2859	399	12	,	,	PUNCT
issue-2859	399	13	amirova	amirova	PROPN
issue-2859	399	14	,	,	PUNCT
issue-2859	399	15	a.	a.	NOUN
issue-2859	399	16	,	,	PUNCT
issue-2859	399	17	tussupov	tussupov	NOUN
issue-2859	399	18	,	,	PUNCT
issue-2859	399	19	j.	j.	PROPN
issue-2859	399	20	,	,	PUNCT
issue-2859	399	21	makhazhanova	makhazhanova	ADJ
issue-2859	399	22	,	,	PUNCT
issue-2859	399	23	u.	u.	PROPN
issue-2859	399	24	,	,	PUNCT
issue-2859	399	25	&	&	CCONJ
issue-2859	399	26	salykbayeva	salykbayeva	PROPN
issue-2859	399	27	,	,	PUNCT
issue-2859	399	28	a.	a.	NOUN
issue-2859	399	29	(	(	PUNCT
issue-2859	399	30	2023	2023	NUM
issue-2859	399	31	)	)	PUNCT
issue-2859	399	32	.	.	PUNCT
issue-2859	400	1	fuzzy	fuzzy	ADJ
issue-2859	400	2	logic	logic	NOUN
issue-2859	400	3	and	and	CCONJ
issue-2859	400	4	its	its	PRON
issue-2859	400	5	application	application	NOUN
issue-2859	400	6	in	in	ADP
issue-2859	400	7	the	the	DET
issue-2859	400	8	assessment	assessment	NOUN
issue-2859	400	9	of	of	ADP
issue-2859	400	10	information	information	NOUN
issue-2859	400	11	security	security	NOUN
issue-2859	400	12	risk	risk	NOUN
issue-2859	400	13	of	of	ADP
issue-2859	400	14	industrial	industrial	ADJ
issue-2859	400	15	internet	internet	NOUN
issue-2859	400	16	of	of	ADP
issue-2859	400	17	things	thing	NOUN
issue-2859	400	18	.	.	PUNCT
issue-2859	401	1	symmetry	symmetry	NOUN
issue-2859	401	2	,	,	PUNCT
issue-2859	401	3	15	15	NUM
issue-2859	401	4	(	(	PUNCT
issue-2859	401	5	10	10	NUM
issue-2859	401	6	)	)	PUNCT
issue-2859	401	7	.	.	PUNCT
issue-2859	402	1	p.	p.	NOUN
issue-2859	402	2	1958	1958	NUM
issue-2859	402	3	.	.	PUNCT
issue-2859	403	1	pinto	pinto	NOUN
issue-2859	403	2	,	,	PUNCT
issue-2859	403	3	a.	a.	NOUN
issue-2859	403	4	et	et	PROPN
issue-2859	403	5	al	al	PROPN
issue-2859	403	6	.	.	PROPN
issue-2859	403	7	(	(	PUNCT
issue-2859	403	8	2023	2023	NUM
issue-2859	403	9	)	)	PUNCT
issue-2859	403	10	.	.	PUNCT
issue-2859	404	1	survey	survey	NOUN
issue-2859	404	2	on	on	ADP
issue-2859	404	3	intrusion	intrusion	NOUN
issue-2859	404	4	detection	detection	NOUN
issue-2859	404	5	systems	system	NOUN
issue-2859	404	6	based	base	VERB
issue-2859	404	7	on	on	ADP
issue-2859	404	8	machine	machine	NOUN
issue-2859	404	9	learning	learn	VERB
issue-2859	404	10	techniques	technique	NOUN
issue-2859	404	11	for	for	ADP
issue-2859	404	12	the	the	DET
issue-2859	404	13	protection	protection	NOUN
issue-2859	404	14	of	of	ADP
issue-2859	404	15	critical	critical	ADJ
issue-2859	404	16	infrastructure	infrastructure	NOUN
issue-2859	404	17	.	.	PUNCT
issue-2859	405	1	sensors	sensor	NOUN
issue-2859	405	2	.	.	PUNCT
issue-2859	406	1	vol	vol	NOUN
issue-2859	406	2	.	.	PUNCT
issue-2859	407	1	23	23	NUM
issue-2859	407	2	.	.	PUNCT
issue-2859	408	1	№	№	ADJ
issue-2859	408	2	5	5	NUM
issue-2859	408	3	.	.	PUNCT
issue-2859	409	1	p.	p.	NOUN
issue-2859	409	2	2415	2415	NUM
issue-2859	409	3	.	.	PUNCT
issue-2859	410	1	aragonés	aragonés	PROPN
issue-2859	410	2	lozano	lozano	PROPN
issue-2859	410	3	,	,	PUNCT
issue-2859	410	4	m.	m.	NOUN
issue-2859	410	5	,	,	PUNCT
issue-2859	410	6	pérez	pérez	NOUN
issue-2859	410	7	llopis	llopis	NOUN
issue-2859	410	8	,	,	PUNCT
issue-2859	410	9	i.	i.	PROPN
issue-2859	410	10	,	,	PUNCT
issue-2859	410	11	&	&	CCONJ
issue-2859	410	12	esteve	esteve	PROPN
issue-2859	410	13	domingo	domingo	PROPN
issue-2859	410	14	,	,	PUNCT
issue-2859	410	15	m.	m.	NOUN
issue-2859	410	16	(	(	PUNCT
issue-2859	410	17	2023	2023	NUM
issue-2859	410	18	)	)	PUNCT
issue-2859	410	19	.	.	PUNCT
issue-2859	411	1	threat	threat	NOUN
issue-2859	411	2	hunting	hunt	VERB
issue-2859	411	3	system	system	NOUN
issue-2859	411	4	for	for	ADP
issue-2859	411	5	protecting	protect	VERB
issue-2859	411	6	critical	critical	ADJ
issue-2859	411	7	infrastructures	infrastructure	NOUN
issue-2859	411	8	using	use	VERB
issue-2859	411	9	a	a	DET
issue-2859	411	10	machine	machine	NOUN
issue-2859	411	11	learning	learn	VERB
issue-2859	411	12	approach	approach	NOUN
issue-2859	411	13	.	.	PUNCT
issue-2859	412	1	mathematics	mathematic	NOUN
issue-2859	412	2	.	.	PUNCT
issue-2859	413	1	vol	vol	NOUN
issue-2859	413	2	.	.	PUNCT
issue-2859	414	1	11	11	NUM
issue-2859	414	2	.	.	PUNCT
issue-2859	415	1	№	№	ADJ
issue-2859	415	2	16	16	NUM
issue-2859	415	3	.	.	PUNCT
issue-2859	416	1	p.	p.	NOUN
issue-2859	416	2	3448	3448	NUM
issue-2859	416	3	.	.	PUNCT
issue-2859	417	1	raval	raval	NOUN
issue-2859	417	2	,	,	PUNCT
issue-2859	417	3	k.	k.	PROPN
issue-2859	417	4	j.	j.	PROPN
issue-2859	417	5	,	,	PUNCT
issue-2859	417	6	et	et	PROPN
issue-2859	417	7	al	al	PROPN
issue-2859	417	8	.	.	PROPN
issue-2859	417	9	(	(	PUNCT
issue-2859	417	10	2023	2023	NUM
issue-2859	417	11	)	)	PUNCT
issue-2859	417	12	.	.	PUNCT
issue-2859	418	1	a	a	DET
issue-2859	418	2	survey	survey	NOUN
issue-2859	418	3	on	on	ADP
issue-2859	418	4	safeguarding	safeguard	VERB
issue-2859	418	5	critical	critical	ADJ
issue-2859	418	6	infrastructures	infrastructure	NOUN
issue-2859	418	7	:	:	PUNCT
issue-2859	418	8	attacks	attack	NOUN
issue-2859	418	9	,	,	PUNCT
issue-2859	418	10	ai	ai	VERB
issue-2859	418	11	security	security	NOUN
issue-2859	418	12	,	,	PUNCT
issue-2859	418	13	and	and	CCONJ
issue-2859	418	14	future	future	ADJ
issue-2859	418	15	directions	direction	NOUN
issue-2859	418	16	.	.	PUNCT
issue-2859	419	1	international	international	ADJ
issue-2859	419	2	journal	journal	NOUN
issue-2859	419	3	of	of	ADP
issue-2859	419	4	critical	critical	ADJ
issue-2859	419	5	infrastructure	infrastructure	NOUN
issue-2859	419	6	protection	protection	NOUN
issue-2859	419	7	.	.	PUNCT
issue-2859	420	1	p.	p.	NOUN
issue-2859	420	2	147	147	NUM
issue-2859	420	3	.	.	PUNCT
issue-2859	421	1	alqudhaibi	alqudhaibi	PROPN
issue-2859	421	2	,	,	PUNCT
issue-2859	421	3	a.	a.	PROPN
issue-2859	421	4	,	,	PUNCT
issue-2859	421	5	et	et	PROPN
issue-2859	421	6	al	al	PROPN
issue-2859	421	7	.	.	PROPN
issue-2859	421	8	(	(	PUNCT
issue-2859	421	9	2023	2023	NUM
issue-2859	421	10	)	)	PUNCT
issue-2859	421	11	.	.	PUNCT
issue-2859	422	1	predicting	predict	VERB
issue-2859	422	2	cyber	cyber	NOUN
issue-2859	422	3	security	security	NOUN
issue-2859	422	4	threats	threat	NOUN
issue-2859	422	5	in	in	ADP
issue-2859	422	6	critical	critical	ADJ
issue-2859	422	7	infrastructure	infrastructure	NOUN
issue-2859	422	8	for	for	ADP
issue-2859	422	9	industry	industry	NOUN
issue-2859	422	10	4.0	4.0	NUM
issue-2859	422	11	:	:	PUNCT
issue-2859	422	12	a	a	DET
issue-2859	422	13	proactive	proactive	ADJ
issue-2859	422	14	approach	approach	NOUN
issue-2859	422	15	based	base	VERB
issue-2859	422	16	on	on	ADP
issue-2859	422	17	attacker	attacker	NOUN
issue-2859	422	18	motivations	motivation	NOUN
issue-2859	422	19	.	.	PUNCT
issue-2859	423	1	sensors	sensor	NOUN
issue-2859	423	2	.	.	PUNCT
issue-2859	424	1	vol	vol	NOUN
issue-2859	424	2	.	.	PUNCT
issue-2859	425	1	23	23	NUM
issue-2859	425	2	.	.	PUNCT
issue-2859	426	1	№	№	ADP
issue-2859	426	2	9	9	NUM
issue-2859	426	3	.	.	PUNCT
issue-2859	427	1	p.	p.	NOUN
issue-2859	427	2	4539	4539	NUM
issue-2859	427	3	.	.	PUNCT
issue-2859	428	1	balatska	balatska	NOUN
issue-2859	428	2	,	,	PUNCT
issue-2859	428	3	v.	v.	ADV
issue-2859	428	4	,	,	PUNCT
issue-2859	428	5	&	&	CCONJ
issue-2859	428	6	opirskyy	opirskyy	PROPN
issue-2859	428	7	,	,	PUNCT
issue-2859	428	8	i.	i.	PROPN
issue-2859	428	9	(	(	PUNCT
issue-2859	428	10	2024	2024	NUM
issue-2859	428	11	)	)	PUNCT
issue-2859	428	12	.	.	PUNCT
issue-2859	429	1	blockchain	blockchain	NOUN
issue-2859	429	2	as	as	ADP
issue-2859	429	3	a	a	DET
issue-2859	429	4	tool	tool	NOUN
issue-2859	429	5	for	for	ADP
issue-2859	429	6	transparency	transparency	NOUN
issue-2859	429	7	and	and	CCONJ
issue-2859	429	8	protection	protection	NOUN
issue-2859	429	9	of	of	ADP
issue-2859	429	10	government	government	NOUN
issue-2859	429	11	registries	registry	NOUN
issue-2859	429	12	.	.	PUNCT
issue-2859	430	1	ukrainian	ukrainian	ADJ
issue-2859	430	2	scientific	scientific	ADJ
issue-2859	430	3	journal	journal	NOUN
issue-2859	430	4	of	of	ADP
issue-2859	430	5	information	information	NOUN
issue-2859	430	6	security	security	NOUN
issue-2859	430	7	.	.	PUNCT
issue-2859	431	1	vol	vol	NOUN
issue-2859	431	2	.	.	PROPN
issue-2859	431	3	30	30	NUM
issue-2859	431	4	,	,	PUNCT
issue-2859	431	5	issue	issue	NOUN
issue-2859	431	6	2	2	NUM
issue-2859	431	7	.	.	PUNCT
issue-2859	432	1	p.	p.	NOUN
issue-2859	432	2	221–230	221–230	NUM
issue-2859	432	3	.	.	PUNCT
issue-2859	433	1	korniyenko	korniyenko	PROPN
issue-2859	433	2	,	,	PUNCT
issue-2859	433	3	b.	b.	PROPN
issue-2859	433	4	y.	y.	PROPN
issue-2859	433	5	,	,	PUNCT
issue-2859	433	6	galata	galata	PROPN
issue-2859	433	7	,	,	PUNCT
issue-2859	433	8	l.	l.	PROPN
issue-2859	433	9	,	,	PUNCT
issue-2859	433	10	&	&	CCONJ
issue-2859	433	11	ladieva	ladieva	PROPN
issue-2859	433	12	,	,	PUNCT
issue-2859	433	13	l.	l.	PROPN
issue-2859	433	14	(	(	PUNCT
issue-2859	433	15	2019	2019	NUM
issue-2859	433	16	)	)	PUNCT
issue-2859	433	17	.	.	PUNCT
issue-2859	434	1	mathematical	mathematical	ADJ
issue-2859	434	2	model	model	NOUN
issue-2859	434	3	of	of	ADP
issue-2859	434	4	threats	threat	NOUN
issue-2859	434	5	resistance	resistance	VERB
issue-2859	434	6	in	in	ADP
issue-2859	434	7	the	the	DET
issue-2859	434	8	critical	critical	ADJ
issue-2859	434	9	information	information	NOUN
issue-2859	434	10	resources	resource	NOUN
issue-2859	434	11	protection	protection	NOUN
issue-2859	434	12	system	system	NOUN
issue-2859	434	13	.	.	PUNCT
issue-2859	435	1	in	in	ADP
issue-2859	435	2	:	:	PUNCT
issue-2859	435	3	international	international	ADJ
issue-2859	435	4	conference	conference	NOUN
issue-2859	435	5	on	on	ADP
issue-2859	435	6	intelligent	intelligent	ADJ
issue-2859	435	7	tutoring	tutoring	NOUN
issue-2859	435	8	systems	system	NOUN
issue-2859	435	9	[	[	X
issue-2859	435	10	online	online	X
issue-2859	435	11	]	]	X
issue-2859	435	12	.	.	PUNCT
issue-2859	436	1	kingston	kingston	PROPN
issue-2859	436	2	:	:	PUNCT
issue-2859	437	1	its	its	PRON
issue-2859	437	2	.	.	NOUN
issue-2859	437	3	available	available	ADJ
issue-2859	437	4	at	at	ADP
issue-2859	437	5	:	:	PUNCT
issue-2859	437	6	https://ceur-ws.org/vol-2577/paper23.pdf	https://ceur-ws.org/vol-2577/paper23.pdf	PROPN
issue-2859	437	7	yevseiev	yevseiev	PROPN
issue-2859	437	8	,	,	PUNCT
issue-2859	437	9	s.	s.	PROPN
issue-2859	437	10	,	,	PUNCT
issue-2859	437	11	hryshchuk	hryshchuk	PROPN
issue-2859	437	12	,	,	PUNCT
issue-2859	437	13	r.	r.	PROPN
issue-2859	437	14	,	,	PUNCT
issue-2859	437	15	molodetska	molodetska	NOUN
issue-2859	437	16	,	,	PUNCT
issue-2859	437	17	m.	m.	NOUN
issue-2859	437	18	,	,	PUNCT
issue-2859	437	19	&	&	CCONJ
issue-2859	437	20	nazarkevych	nazarkevych	PROPN
issue-2859	437	21	,	,	PUNCT
issue-2859	437	22	m.	m.	NOUN
issue-2859	437	23	(	(	PUNCT
issue-2859	437	24	2022	2022	NUM
issue-2859	437	25	)	)	PUNCT
issue-2859	437	26	.	.	PUNCT
issue-2859	438	1	modeling	modeling	NOUN
issue-2859	438	2	of	of	ADP
issue-2859	438	3	security	security	NOUN
issue-2859	438	4	systems	system	NOUN
issue-2859	438	5	for	for	ADP
issue-2859	438	6	critical	critical	ADJ
issue-2859	438	7	infrastructure	infrastructure	NOUN
issue-2859	438	8	facilities	facility	NOUN
issue-2859	438	9	:	:	PUNCT
issue-2859	438	10	monograph	monograph	NOUN
issue-2859	438	11	.	.	PUNCT
issue-2859	439	1	kharkiv	kharkiv	PROPN
issue-2859	439	2	:	:	PUNCT
issue-2859	439	3	pc	pc	NOUN
issue-2859	439	4	technology	technology	NOUN
issue-2859	439	5	center	center	NOUN
issue-2859	439	6	.	.	PUNCT
issue-2859	440	1	196	196	NUM
issue-2859	440	2	p.	p.	NOUN
issue-2859	440	3	shevchenko	shevchenko	PROPN
issue-2859	440	4	s.	s.	PROPN
issue-2859	440	5	,	,	PUNCT
issue-2859	440	6	et	et	PROPN
issue-2859	440	7	al	al	PROPN
issue-2859	440	8	.	.	PROPN
issue-2859	440	9	(	(	PUNCT
issue-2859	440	10	2023	2023	NUM
issue-2859	440	11	)	)	PUNCT
issue-2859	440	12	.	.	PUNCT
issue-2859	441	1	information	information	NOUN
issue-2859	441	2	security	security	NOUN
issue-2859	441	3	risk	risk	NOUN
issue-2859	441	4	management	management	NOUN
issue-2859	441	5	using	use	VERB
issue-2859	441	6	cognitive	cognitive	ADJ
issue-2859	441	7	modeling	modeling	NOUN
issue-2859	441	8	.	.	PUNCT
issue-2859	442	1	cyber	cyber	NOUN
issue-2859	442	2	security	security	NOUN
issue-2859	442	3	providing	provide	VERB
issue-2859	442	4	in	in	ADP
issue-2859	442	5	information	information	NOUN
issue-2859	442	6	and	and	CCONJ
issue-2859	442	7	telecommunication	telecommunication	NOUN
issue-2859	442	8	systems	system	NOUN
issue-2859	442	9	.	.	PUNCT
issue-2859	443	1	vol	vol	NOUN
issue-2859	443	2	.	.	PUNCT
issue-2859	444	1	3550	3550	NUM
issue-2859	444	2	.	.	PUNCT
issue-2859	445	1	p.	p.	NOUN
issue-2859	445	2	297–305	297–305	NUM
issue-2859	445	3	.	.	PUNCT
issue-2859	446	1	zhang	zhang	PROPN
issue-2859	446	2	,	,	PUNCT
issue-2859	446	3	y.	y.	PROPN
issue-2859	446	4	et	et	PROPN
issue-2859	446	5	al	al	PROPN
issue-2859	446	6	.	.	PROPN
issue-2859	446	7	(	(	PUNCT
issue-2859	446	8	2024	2024	NUM
issue-2859	446	9	)	)	PUNCT
issue-2859	446	10	.	.	PUNCT
issue-2859	447	1	edge	edge	NOUN
issue-2859	447	2	propagation	propagation	NOUN
issue-2859	447	3	for	for	ADP
issue-2859	447	4	link	link	NOUN
issue-2859	447	5	prediction	prediction	NOUN
issue-2859	447	6	in	in	ADP
issue-2859	447	7	requirement	requirement	NOUN
issue-2859	447	8	-	-	PUNCT
issue-2859	447	9	cyber	cyber	NOUN
issue-2859	447	10	threat	threat	NOUN
issue-2859	447	11	intelligence	intelligence	NOUN
issue-2859	447	12	knowledge	knowledge	NOUN
issue-2859	447	13	graph	graph	NOUN
issue-2859	447	14	.	.	PUNCT
issue-2859	448	1	information	information	NOUN
issue-2859	448	2	sciences	sciences	PROPN
issue-2859	448	3	.	.	PUNCT
issue-2859	449	1	vol	vol	NOUN
issue-2859	449	2	.	.	PROPN
issue-2859	450	1	653	653	NUM
issue-2859	450	2	.	.	PUNCT
issue-2859	451	1	pp	pp	ADJ
issue-2859	451	2	.	.	PUNCT
issue-2859	452	1	119770	119770	NUM
issue-2859	452	2	.	.	PUNCT
issue-2859	453	1	rabzelj	rabzelj	NOUN
issue-2859	453	2	,	,	PUNCT
issue-2859	453	3	m.	m.	NOUN
issue-2859	453	4	,	,	PUNCT
issue-2859	453	5	bohak	bohak	NOUN
issue-2859	453	6	,	,	PUNCT
issue-2859	453	7	c.	c.	PROPN
issue-2859	453	8	,	,	PUNCT
issue-2859	453	9	južnič	južnič	PROPN
issue-2859	453	10	,	,	PUNCT
issue-2859	453	11	l.	l.	PROPN
issue-2859	453	12	,	,	PUNCT
issue-2859	453	13	kos	kos	PROPN
issue-2859	453	14	,	,	PUNCT
issue-2859	453	15	a.	a.	PROPN
issue-2859	453	16	,	,	PUNCT
issue-2859	453	17	&	&	CCONJ
issue-2859	453	18	sedlar	sedlar	PROPN
issue-2859	453	19	,	,	PUNCT
issue-2859	453	20	u.	u.	PROPN
issue-2859	453	21	(	(	PUNCT
issue-2859	453	22	2023	2023	NUM
issue-2859	453	23	)	)	PUNCT
issue-2859	453	24	.	.	PUNCT
issue-2859	454	1	cyberattack	cyberattack	NOUN
issue-2859	454	2	graph	graph	NOUN
issue-2859	454	3	modeling	modeling	NOUN
issue-2859	454	4	for	for	ADP
issue-2859	454	5	visual	visual	ADJ
issue-2859	454	6	analytics	analytic	NOUN
issue-2859	454	7	.	.	PUNCT
issue-2859	455	1	ieee	ieee	NOUN
issue-2859	455	2	access	access	NOUN
issue-2859	455	3	.	.	PUNCT
issue-2859	456	1	vol	vol	NOUN
issue-2859	456	2	.	.	PROPN
issue-2859	457	1	11	11	NUM
issue-2859	457	2	.	.	PUNCT
issue-2859	458	1	pp	pp	ADJ
issue-2859	458	2	.	.	PUNCT
issue-2859	459	1	86910–86944	86910–86944	NOUN
issue-2859	459	2	.	.	PUNCT
issue-2859	460	1	balatska	balatska	NOUN
issue-2859	460	2	,	,	PUNCT
issue-2859	460	3	v.	v.	ADV
issue-2859	460	4	,	,	PUNCT
issue-2859	460	5	poberezhnyk	poberezhnyk	NOUN
issue-2859	460	6	,	,	PUNCT
issue-2859	460	7	v.	v.	ADV
issue-2859	460	8	,	,	PUNCT
issue-2859	460	9	petriv	petriv	PROPN
issue-2859	460	10	p.	p.	NOUN
issue-2859	460	11	,	,	PUNCT
issue-2859	460	12	&	&	CCONJ
issue-2859	460	13	opirskyy	opirskyy	PROPN
issue-2859	460	14	,	,	PUNCT
issue-2859	460	15	i.	i.	PROPN
issue-2859	460	16	(	(	PUNCT
issue-2859	460	17	2024	2024	NUM
issue-2859	460	18	)	)	PUNCT
issue-2859	460	19	.	.	PUNCT
issue-2859	461	1	blockchain	blockchain	PROPN
issue-2859	461	2	application	application	NOUN
issue-2859	461	3	concept	concept	NOUN
issue-2859	461	4	in	in	ADP
issue-2859	461	5	sso	sso	NOUN
issue-2859	461	6	technology	technology	NOUN
issue-2859	461	7	context	context	NOUN
issue-2859	461	8	,	,	PUNCT
issue-2859	461	9	cpits-2024	cpits-2024	NOUN
issue-2859	461	10	:	:	PUNCT
issue-2859	461	11	cyber	cyber	ADJ
issue-2859	461	12	security	security	NOUN
issue-2859	461	13	providing	provide	VERB
issue-2859	461	14	in	in	ADP
issue-2859	461	15	information	information	NOUN
issue-2859	461	16	and	and	CCONJ
issue-2859	461	17	telecommunication	telecommunication	NOUN
issue-2859	461	18	systems	system	NOUN
issue-2859	461	19	.	.	PUNCT
issue-2859	462	1	p.	p.	NOUN
issue-2859	462	2	38–49	38–49	NUM
issue-2859	462	3	.	.	PUNCT
issue-2859	463	1	berardi	berardi	PROPN
issue-2859	463	2	,	,	PUNCT
issue-2859	463	3	d.	d.	PROPN
issue-2859	463	4	,	,	PUNCT
issue-2859	463	5	et	et	PROPN
issue-2859	463	6	al	al	PROPN
issue-2859	463	7	.	.	PROPN
issue-2859	463	8	(	(	PUNCT
issue-2859	463	9	2023	2023	NUM
issue-2859	463	10	)	)	PUNCT
issue-2859	463	11	.	.	PUNCT
issue-2859	464	1	time	time	NOUN
issue-2859	464	2	sensitive	sensitive	ADJ
issue-2859	464	3	networking	network	VERB
issue-2859	464	4	security	security	NOUN
issue-2859	464	5	:	:	PUNCT
issue-2859	464	6	issues	issue	NOUN
issue-2859	464	7	of	of	ADP
issue-2859	464	8	precision	precision	NOUN
issue-2859	464	9	time	time	NOUN
issue-2859	464	10	protocol	protocol	NOUN
issue-2859	464	11	and	and	CCONJ
issue-2859	464	12	its	its	PRON
issue-2859	464	13	implementation	implementation	NOUN
issue-2859	464	14	.	.	PUNCT
issue-2859	465	1	cyber	cyber	ADJ
issue-2859	465	2	security	security	NOUN
issue-2859	465	3	.	.	PUNCT
issue-2859	466	1	vol	vol	NOUN
issue-2859	466	2	.	.	PROPN
issue-2859	467	1	6	6	NUM
issue-2859	467	2	.	.	X
issue-2859	467	3	№	№	ADP
issue-2859	467	4	1	1	NUM
issue-2859	467	5	.	.	PUNCT
issue-2859	468	1	p.	p.	NOUN
issue-2859	468	2	8	8	NUM
issue-2859	468	3	.	.	PUNCT
issue-2859	469	1	kim	kim	PROPN
issue-2859	469	2	,	,	PUNCT
issue-2859	469	3	t.	t.	PROPN
issue-2859	469	4	,	,	PUNCT
issue-2859	469	5	&	&	CCONJ
issue-2859	469	6	pak	pak	PROPN
issue-2859	469	7	,	,	PUNCT
issue-2859	469	8	w.	w.	PROPN
issue-2859	469	9	(	(	PUNCT
issue-2859	469	10	2023	2023	NUM
issue-2859	469	11	)	)	PUNCT
issue-2859	469	12	.	.	PUNCT
issue-2859	470	1	deep	deep	ADJ
issue-2859	470	2	learning	learning	NOUN
issue-2859	470	3	-	-	PUNCT
issue-2859	470	4	based	base	VERB
issue-2859	470	5	network	network	NOUN
issue-2859	470	6	intrusion	intrusion	NOUN
issue-2859	470	7	detection	detection	NOUN
issue-2859	470	8	using	use	VERB
issue-2859	470	9	multiple	multiple	ADJ
issue-2859	470	10	image	image	NOUN
issue-2859	470	11	transformers	transformer	NOUN
issue-2859	470	12	.	.	PUNCT
issue-2859	471	1	applied	apply	VERB
issue-2859	471	2	sciences	science	NOUN
issue-2859	471	3	.	.	PUNCT
issue-2859	472	1	vol	vol	NOUN
issue-2859	472	2	.	.	PUNCT
issue-2859	473	1	13(5	13(5	NUM
issue-2859	473	2	)	)	PUNCT
issue-2859	473	3	.	.	PUNCT
issue-2859	474	1	p.	p.	NOUN
issue-2859	474	2	2754	2754	NUM
issue-2859	474	3	.	.	PUNCT
issue-2859	475	1	doi	doi	NOUN
issue-2859	475	2	:	:	PUNCT
issue-2859	475	3	https://doi.org/10.3390/app1305275	https://doi.org/10.3390/app1305275	PROPN
issue-2859	475	4	the	the	DET
issue-2859	475	5	number	number	NOUN
issue-2859	475	6	of	of	ADP
issue-2859	475	7	fraud	fraud	NOUN
issue-2859	475	8	cases	case	NOUN
issue-2859	475	9	this	this	DET
issue-2859	475	10	year	year	NOUN
issue-2859	475	11	is	be	AUX
issue-2859	475	12	already	already	ADV
issue-2859	475	13	1.6	1.6	NUM
issue-2859	475	14	times	time	NOUN
issue-2859	475	15	higher	high	ADJ
issue-2859	475	16	than	than	ADP
issue-2859	475	17	for	for	ADP
issue-2859	475	18	the	the	DET
issue-2859	475	19	entire	entire	ADJ
issue-2859	475	20	year	year	NOUN
issue-2859	475	21	of	of	ADP
issue-2859	475	22	2021	2021	NUM
issue-2859	475	23	(	(	PUNCT
issue-2859	475	24	2024	2024	NUM
issue-2859	475	25	)	)	PUNCT
issue-2859	475	26	.	.	PUNCT
issue-2859	476	1	available	available	ADJ
issue-2859	476	2	at	at	ADP
issue-2859	476	3	:	:	PUNCT
issue-2859	476	4	https://opendatabot.ua/analytics/fraud-2024-5	https://opendatabot.ua/analytics/fraud-2024-5	NOUN
issue-2859	476	5	storchak	storchak	ADJ
issue-2859	476	6	,	,	PUNCT
issue-2859	476	7	y.	y.	PROPN
issue-2859	476	8	(	(	PUNCT
issue-2859	476	9	2024	2024	NUM
issue-2859	476	10	)	)	PUNCT
issue-2859	476	11	.	.	PUNCT
issue-2859	477	1	insider	insider	NOUN
issue-2859	477	2	threat	threat	NOUN
issue-2859	477	3	statistics	statistic	NOUN
issue-2859	477	4	for	for	ADP
issue-2859	477	5	2024	2024	NUM
issue-2859	477	6	:	:	PUNCT
issue-2859	477	7	reports	report	NOUN
issue-2859	477	8	,	,	PUNCT
issue-2859	477	9	facts	fact	NOUN
issue-2859	477	10	,	,	PUNCT
issue-2859	477	11	actors	actor	NOUN
issue-2859	477	12	,	,	PUNCT
issue-2859	477	13	and	and	CCONJ
issue-2859	477	14	costs	cost	VERB
issue-2859	477	15	[	[	X
issue-2859	477	16	online	online	X
issue-2859	477	17	]	]	X
issue-2859	477	18	.	.	PUNCT
issue-2859	478	1	available	available	ADJ
issue-2859	478	2	at	at	ADP
issue-2859	478	3	:	:	PUNCT
issue-2859	478	4	https://www.ekransystem.com/en/blog/insider-threat-statistics-facts-and-figures	https://www.ekransystem.com/en/blog/insider-threat-statistics-facts-and-figure	NOUN
issue-2859	478	5	credit	credit	NOUN
issue-2859	478	6	card	card	NOUN
issue-2859	478	7	fraud	fraud	NOUN
issue-2859	478	8	detection	detection	NOUN
issue-2859	478	9	.	.	PUNCT
issue-2859	479	1	available	available	ADJ
issue-2859	479	2	at	at	ADP
issue-2859	479	3	:	:	PUNCT
issue-2859	479	4	https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud	https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud	PROPN
issue-2859	479	5	received	receive	VERB
issue-2859	479	6	on	on	ADP
issue-2859	479	7	:	:	PUNCT
issue-2859	479	8	05th	05th	ADJ
issue-2859	479	9	of	of	ADP
issue-2859	479	10	april	april	PROPN
issue-2859	479	11	,	,	PUNCT
issue-2859	479	12	2025	2025	NUM
issue-2859	479	13	accepted	accept	VERB
issue-2859	479	14	on	on	ADP
issue-2859	479	15	:	:	PUNCT
issue-2859	479	16	18th	18th	NOUN
issue-2859	479	17	of	of	ADP
issue-2859	479	18	may	may	PROPN
issue-2859	479	19	,	,	PUNCT
issue-2859	479	20	2025	2025	NUM
issue-2859	479	21	published	publish	VERB
issue-2859	479	22	on	on	ADP
issue-2859	479	23	:	:	PUNCT
issue-2859	479	24	10th	10th	ADJ
issue-2859	479	25	of	of	ADP
issue-2859	479	26	june	june	PROPN
issue-2859	479	27	,	,	PUNCT
issue-2859	479	28	2025	2025	NUM