id	sid	tid	token	lemma	pos
cana-5266	1	1	communications	communication	NOUN
cana-5266	1	2	on	on	ADP
cana-5266	1	3	applied	apply	VERB
cana-5266	1	4	nonlinear	nonlinear	ADJ
cana-5266	1	5	analysis	analysis	NOUN
cana-5266	1	6	issn	issn	NOUN
cana-5266	1	7	:	:	PUNCT
cana-5266	1	8	1074	1074	NUM
cana-5266	1	9	-	-	PUNCT
cana-5266	1	10	133x	133x	NUM
cana-5266	1	11	vol	vol	VERB
cana-5266	1	12	32	32	NUM
cana-5266	1	13	no	no	NOUN
cana-5266	1	14	.	.	PUNCT
cana-5266	2	1	10s	10	NOUN
cana-5266	2	2	(	(	PUNCT
cana-5266	2	3	2025	2025	NUM
cana-5266	2	4	)	)	PUNCT
cana-5266	2	5	1643	1643	NUM
cana-5266	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	2	7	ai	ai	VERB
cana-5266	2	8	-	-	PUNCT
cana-5266	2	9	ml	ml	ADV
cana-5266	2	10	based	base	VERB
cana-5266	2	11	expense	expense	NOUN
cana-5266	2	12	categorization	categorization	NOUN
cana-5266	2	13	and	and	CCONJ
cana-5266	2	14	budgeting	budgeting	NOUN
cana-5266	2	15	system	system	NOUN
cana-5266	2	16	for	for	ADP
cana-5266	2	17	personalized	personalized	ADJ
cana-5266	2	18	financial	financial	ADJ
cana-5266	2	19	management	management	NOUN
cana-5266	2	20	1rajshree	1rajshree	NUM
cana-5266	2	21	jadhav	jadhav	PROPN
cana-5266	2	22	,	,	PUNCT
cana-5266	2	23	2prof	2prof	NUM
cana-5266	2	24	.	.	PUNCT
cana-5266	3	1	g.	g.	PROPN
cana-5266	3	2	a.	a.	PROPN
cana-5266	3	3	patil	patil	PROPN
cana-5266	3	4	1dept	1dept	NUM
cana-5266	3	5	of	of	ADP
cana-5266	3	6	computer	computer	NOUN
cana-5266	3	7	engineering	engineering	NOUN
cana-5266	3	8	,	,	PUNCT
cana-5266	3	9	jspm	jspm	PROPN
cana-5266	3	10	university	university	PROPN
cana-5266	3	11	pune	pune	NOUN
cana-5266	3	12	tejujadhav1212@gmail.com	tejujadhav1212@gmail.com	X
cana-5266	4	1	2dept	2dept	NUM
cana-5266	4	2	of	of	ADP
cana-5266	4	3	computer	computer	NOUN
cana-5266	4	4	engineering	engineering	NOUN
cana-5266	4	5	,	,	PUNCT
cana-5266	4	6	jspm	jspm	PROPN
cana-5266	4	7	university	university	PROPN
cana-5266	4	8	pune	pune	NOUN
cana-5266	4	9	gap.scos@jspmuni.ac.in	gap.scos@jspmuni.ac.in	PROPN
cana-5266	4	10	article	article	NOUN
cana-5266	4	11	history	history	NOUN
cana-5266	4	12	:	:	PUNCT
cana-5266	4	13	received	receive	VERB
cana-5266	4	14	:	:	PUNCT
cana-5266	4	15	12	12	NUM
cana-5266	4	16	-	-	SYM
cana-5266	4	17	01	01	NUM
cana-5266	4	18	-	-	PUNCT
cana-5266	4	19	2025	2025	NUM
cana-5266	4	20	revised	revise	VERB
cana-5266	4	21	:	:	PUNCT
cana-5266	4	22	15	15	NUM
cana-5266	4	23	-	-	NUM
cana-5266	4	24	02	02	NUM
cana-5266	4	25	-	-	PUNCT
cana-5266	4	26	2025	2025	NUM
cana-5266	4	27	accepted	accept	VERB
cana-5266	4	28	:	:	PUNCT
cana-5266	4	29	01	01	NUM
cana-5266	4	30	-	-	SYM
cana-5266	4	31	03	03	NUM
cana-5266	4	32	-	-	PUNCT
cana-5266	4	33	2025	2025	NUM
cana-5266	4	34	abstract	abstract	NOUN
cana-5266	4	35	:	:	PUNCT
cana-5266	4	36	the	the	DET
cana-5266	4	37	challenge	challenge	NOUN
cana-5266	4	38	of	of	ADP
cana-5266	4	39	maintaining	maintain	VERB
cana-5266	4	40	personal	personal	ADJ
cana-5266	4	41	finances	finance	NOUN
cana-5266	4	42	impacts	impact	VERB
cana-5266	4	43	everyone	everyone	PRON
cana-5266	4	44	across	across	ADP
cana-5266	4	45	various	various	ADJ
cana-5266	4	46	income	income	NOUN
cana-5266	4	47	levels	level	NOUN
cana-5266	4	48	.	.	PUNCT
cana-5266	5	1	traditional	traditional	ADJ
cana-5266	5	2	budgeting	budget	VERB
cana-5266	5	3	and	and	CCONJ
cana-5266	5	4	expense	expense	NOUN
cana-5266	5	5	tracking	tracking	NOUN
cana-5266	5	6	approaches	approach	NOUN
cana-5266	5	7	do	do	AUX
cana-5266	5	8	not	not	PART
cana-5266	5	9	offer	offer	VERB
cana-5266	5	10	real	real	ADJ
cana-5266	5	11	-	-	PUNCT
cana-5266	5	12	time	time	NOUN
cana-5266	5	13	engagement	engagement	NOUN
cana-5266	5	14	,	,	PUNCT
cana-5266	5	15	flexibility	flexibility	NOUN
cana-5266	5	16	,	,	PUNCT
cana-5266	5	17	or	or	CCONJ
cana-5266	5	18	tailored	tailor	VERB
cana-5266	5	19	suggestions	suggestion	NOUN
cana-5266	5	20	for	for	ADP
cana-5266	5	21	one	one	NUM
cana-5266	5	22	’s	’s	PART
cana-5266	5	23	finances	finance	NOUN
cana-5266	5	24	which	which	PRON
cana-5266	5	25	is	be	AUX
cana-5266	5	26	needed	need	VERB
cana-5266	5	27	in	in	ADP
cana-5266	5	28	today	today	NOUN
cana-5266	5	29	’s	’s	PART
cana-5266	5	30	fast	fast	ADV
cana-5266	5	31	-	-	PUNCT
cana-5266	5	32	paced	pace	VERB
cana-5266	5	33	world	world	NOUN
cana-5266	5	34	.	.	PUNCT
cana-5266	6	1	this	this	DET
cana-5266	6	2	work	work	NOUN
cana-5266	6	3	presents	present	VERB
cana-5266	6	4	an	an	DET
cana-5266	6	5	automated	automate	VERB
cana-5266	6	6	personal	personal	ADJ
cana-5266	6	7	finance	finance	NOUN
cana-5266	6	8	manager	manager	NOUN
cana-5266	6	9	(	(	PUNCT
cana-5266	6	10	apfm	apfm	NOUN
cana-5266	6	11	)	)	PUNCT
cana-5266	6	12	that	that	PRON
cana-5266	6	13	relies	rely	VERB
cana-5266	6	14	on	on	ADP
cana-5266	6	15	artificial	artificial	ADJ
cana-5266	6	16	intelligence	intelligence	NOUN
cana-5266	6	17	(	(	PUNCT
cana-5266	6	18	ai	ai	NOUN
cana-5266	6	19	)	)	PUNCT
cana-5266	6	20	and	and	CCONJ
cana-5266	6	21	machine	machine	NOUN
cana-5266	6	22	learning	learning	NOUN
cana-5266	6	23	(	(	PUNCT
cana-5266	6	24	ml	ml	NOUN
cana-5266	6	25	)	)	PUNCT
cana-5266	6	26	to	to	PART
cana-5266	6	27	help	help	VERB
cana-5266	6	28	users	user	NOUN
cana-5266	6	29	make	make	VERB
cana-5266	6	30	optimal	optimal	ADJ
cana-5266	6	31	financial	financial	ADJ
cana-5266	6	32	decisions	decision	NOUN
cana-5266	6	33	with	with	ADP
cana-5266	6	34	ease	ease	NOUN
cana-5266	6	35	.	.	PUNCT
cana-5266	7	1	the	the	DET
cana-5266	7	2	proposed	propose	VERB
cana-5266	7	3	framework	framework	NOUN
cana-5266	7	4	applies	apply	VERB
cana-5266	7	5	aienabled	aienable	VERB
cana-5266	7	6	predictive	predictive	ADJ
cana-5266	7	7	analytics	analytic	NOUN
cana-5266	7	8	,	,	PUNCT
cana-5266	7	9	natural	natural	ADJ
cana-5266	7	10	language	language	NOUN
cana-5266	7	11	processing	processing	NOUN
cana-5266	7	12	(	(	PUNCT
cana-5266	7	13	nlp	nlp	NOUN
cana-5266	7	14	)	)	PUNCT
cana-5266	7	15	,	,	PUNCT
cana-5266	7	16	and	and	CCONJ
cana-5266	7	17	hybrid	hybrid	ADJ
cana-5266	7	18	machine	machine	NOUN
cana-5266	7	19	learning	learning	NOUN
cana-5266	7	20	(	(	PUNCT
cana-5266	7	21	hml	hml	PROPN
cana-5266	7	22	)	)	PUNCT
cana-5266	7	23	to	to	PART
cana-5266	7	24	examine	examine	VERB
cana-5266	7	25	financial	financial	ADJ
cana-5266	7	26	transactions	transaction	NOUN
cana-5266	7	27	,	,	PUNCT
cana-5266	7	28	classify	classify	VERB
cana-5266	7	29	expenditures	expenditure	NOUN
cana-5266	7	30	,	,	PUNCT
cana-5266	7	31	identify	identify	VERB
cana-5266	7	32	anomalies	anomaly	NOUN
cana-5266	7	33	,	,	PUNCT
cana-5266	7	34	and	and	CCONJ
cana-5266	7	35	offer	offer	VERB
cana-5266	7	36	personalized	personalize	VERB
cana-5266	7	37	budgeting	budgeting	ADJ
cana-5266	7	38	strategies	strategy	NOUN
cana-5266	7	39	.	.	PUNCT
cana-5266	8	1	by	by	ADP
cana-5266	8	2	implementing	implement	VERB
cana-5266	8	3	both	both	CCONJ
cana-5266	8	4	supervised	supervised	ADJ
cana-5266	8	5	and	and	CCONJ
cana-5266	8	6	unsupervised	unsupervised	ADJ
cana-5266	8	7	learning	learning	NOUN
cana-5266	8	8	,	,	PUNCT
cana-5266	8	9	the	the	DET
cana-5266	8	10	framework	framework	NOUN
cana-5266	8	11	discovers	discover	VERB
cana-5266	8	12	spending	spending	NOUN
cana-5266	8	13	behaviors	behavior	NOUN
cana-5266	8	14	,	,	PUNCT
cana-5266	8	15	forecasts	forecast	NOUN
cana-5266	8	16	prospective	prospective	ADJ
cana-5266	8	17	financial	financial	ADJ
cana-5266	8	18	phenomena	phenomenon	NOUN
cana-5266	8	19	,	,	PUNCT
cana-5266	8	20	and	and	CCONJ
cana-5266	8	21	delivers	deliver	VERB
cana-5266	8	22	curated	curate	VERB
cana-5266	8	23	recommendations	recommendation	NOUN
cana-5266	8	24	on	on	ADP
cana-5266	8	25	investments	investment	NOUN
cana-5266	8	26	and	and	CCONJ
cana-5266	8	27	savings	saving	NOUN
cana-5266	8	28	tailored	tailor	VERB
cana-5266	8	29	to	to	ADP
cana-5266	8	30	the	the	DET
cana-5266	8	31	individual	individual	NOUN
cana-5266	8	32	’s	’s	PART
cana-5266	8	33	needs	need	NOUN
cana-5266	8	34	.	.	PUNCT
cana-5266	9	1	it	it	PRON
cana-5266	9	2	further	far	ADV
cana-5266	9	3	incorporates	incorporate	VERB
cana-5266	9	4	reinforcement	reinforcement	NOUN
cana-5266	9	5	learning	learning	NOUN
cana-5266	9	6	to	to	PART
cana-5266	9	7	enhance	enhance	VERB
cana-5266	9	8	finance	finance	NOUN
cana-5266	9	9	recommendations	recommendation	NOUN
cana-5266	9	10	based	base	VERB
cana-5266	9	11	on	on	ADP
cana-5266	9	12	evolving	evolve	VERB
cana-5266	9	13	user	user	NOUN
cana-5266	9	14	interactions	interaction	NOUN
cana-5266	9	15	with	with	ADP
cana-5266	9	16	the	the	DET
cana-5266	9	17	system	system	NOUN
cana-5266	9	18	over	over	ADP
cana-5266	9	19	time	time	NOUN
cana-5266	9	20	.	.	PUNCT
cana-5266	10	1	the	the	DET
cana-5266	10	2	apfm	apfm	NOUN
cana-5266	10	3	’s	’s	PART
cana-5266	10	4	intelligent	intelligent	ADJ
cana-5266	10	5	chatbot	chatbot	NOUN
cana-5266	10	6	interface	interface	NOUN
cana-5266	10	7	is	be	AUX
cana-5266	10	8	one	one	NUM
cana-5266	10	9	of	of	ADP
cana-5266	10	10	its	its	PRON
cana-5266	10	11	key	key	ADJ
cana-5266	10	12	features	feature	NOUN
cana-5266	10	13	,	,	PUNCT
cana-5266	10	14	allowing	allow	VERB
cana-5266	10	15	users	user	NOUN
cana-5266	10	16	to	to	PART
cana-5266	10	17	engage	engage	VERB
cana-5266	10	18	with	with	ADP
cana-5266	10	19	the	the	DET
cana-5266	10	20	system	system	NOUN
cana-5266	10	21	and	and	CCONJ
cana-5266	10	22	obtain	obtain	VERB
cana-5266	10	23	live	live	ADJ
cana-5266	10	24	assistance	assistance	NOUN
cana-5266	10	25	as	as	SCONJ
cana-5266	10	26	needed	need	VERB
cana-5266	10	27	.	.	PUNCT
cana-5266	11	1	furthermore	furthermore	ADV
cana-5266	11	2	,	,	PUNCT
cana-5266	11	3	confidentiality	confidentiality	NOUN
cana-5266	11	4	and	and	CCONJ
cana-5266	11	5	integrity	integrity	NOUN
cana-5266	11	6	of	of	ADP
cana-5266	11	7	user	user	NOUN
cana-5266	11	8	information	information	NOUN
cana-5266	11	9	are	be	AUX
cana-5266	11	10	preserved	preserve	VERB
cana-5266	11	11	through	through	ADP
cana-5266	11	12	robust	robust	ADJ
cana-5266	11	13	security	security	NOUN
cana-5266	11	14	measures	measure	NOUN
cana-5266	11	15	such	such	ADJ
cana-5266	11	16	as	as	ADP
cana-5266	11	17	data	datum	NOUN
cana-5266	11	18	encryption	encryption	NOUN
cana-5266	11	19	and	and	CCONJ
cana-5266	11	20	adherence	adherence	NOUN
cana-5266	11	21	to	to	ADP
cana-5266	11	22	financial	financial	ADJ
cana-5266	11	23	regulatory	regulatory	ADJ
cana-5266	11	24	standards	standard	NOUN
cana-5266	11	25	.	.	PUNCT
cana-5266	12	1	performance	performance	NOUN
cana-5266	12	2	assessment	assessment	NOUN
cana-5266	12	3	of	of	ADP
cana-5266	12	4	the	the	DET
cana-5266	12	5	system	system	NOUN
cana-5266	12	6	is	be	AUX
cana-5266	12	7	conducted	conduct	VERB
cana-5266	12	8	using	use	VERB
cana-5266	12	9	actual	actual	ADJ
cana-5266	12	10	financial	financial	ADJ
cana-5266	12	11	datasets	dataset	NOUN
cana-5266	12	12	to	to	PART
cana-5266	12	13	evaluate	evaluate	VERB
cana-5266	12	14	precision	precision	NOUN
cana-5266	12	15	in	in	ADP
cana-5266	12	16	transaction	transaction	NOUN
cana-5266	12	17	classification	classification	NOUN
cana-5266	12	18	,	,	PUNCT
cana-5266	12	19	budget	budget	NOUN
cana-5266	12	20	planning	planning	NOUN
cana-5266	12	21	,	,	PUNCT
cana-5266	12	22	and	and	CCONJ
cana-5266	12	23	efficiency	efficiency	NOUN
cana-5266	12	24	in	in	ADP
cana-5266	12	25	financial	financial	ADJ
cana-5266	12	26	suggestion	suggestion	NOUN
cana-5266	12	27	provision	provision	NOUN
cana-5266	12	28	.	.	PUNCT
cana-5266	13	1	the	the	DET
cana-5266	13	2	results	result	NOUN
cana-5266	13	3	show	show	VERB
cana-5266	13	4	that	that	SCONJ
cana-5266	13	5	the	the	DET
cana-5266	13	6	hml	hml	PROPN
cana-5266	13	7	integrated	integrate	VERB
cana-5266	13	8	apfm	apfm	NOUN
cana-5266	13	9	increases	increase	VERB
cana-5266	13	10	financial	financial	ADJ
cana-5266	13	11	literacy	literacy	NOUN
cana-5266	13	12	,	,	PUNCT
cana-5266	13	13	decreases	decrease	VERB
cana-5266	13	14	unnecessary	unnecessary	ADJ
cana-5266	13	15	spending	spending	NOUN
cana-5266	13	16	,	,	PUNCT
cana-5266	13	17	and	and	CCONJ
cana-5266	13	18	encourages	encourage	VERB
cana-5266	13	19	better	well	ADJ
cana-5266	13	20	financial	financial	ADJ
cana-5266	13	21	practices	practice	NOUN
cana-5266	13	22	and	and	CCONJ
cana-5266	13	23	improve	improve	VERB
cana-5266	13	24	the	the	DET
cana-5266	13	25	recommendation	recommendation	NOUN
cana-5266	13	26	average	average	ADJ
cana-5266	13	27	accuracy	accuracy	NOUN
cana-5266	13	28	around	around	ADP
cana-5266	13	29	97	97	NUM
cana-5266	13	30	%	%	NOUN
cana-5266	13	31	.	.	PUNCT
cana-5266	14	1	this	this	DET
cana-5266	14	2	solution	solution	NOUN
cana-5266	14	3	is	be	AUX
cana-5266	14	4	a	a	DET
cana-5266	14	5	step	step	NOUN
cana-5266	14	6	forward	forward	ADV
cana-5266	14	7	in	in	ADP
cana-5266	14	8	ai	ai	PROPN
cana-5266	14	9	application	application	NOUN
cana-5266	14	10	development	development	NOUN
cana-5266	14	11	in	in	ADP
cana-5266	14	12	the	the	DET
cana-5266	14	13	fintech	fintech	NOUN
cana-5266	14	14	industry	industry	NOUN
cana-5266	14	15	since	since	SCONJ
cana-5266	14	16	it	it	PRON
cana-5266	14	17	can	can	AUX
cana-5266	14	18	readily	readily	ADV
cana-5266	14	19	be	be	AUX
cana-5266	14	20	adjusted	adjust	VERB
cana-5266	14	21	to	to	ADP
cana-5266	14	22	different	different	ADJ
cana-5266	14	23	users	user	NOUN
cana-5266	14	24	’	'	PUNCT
cana-5266	14	25	needs	need	NOUN
cana-5266	14	26	and	and	CCONJ
cana-5266	14	27	is	be	AUX
cana-5266	14	28	easily	easily	ADV
cana-5266	14	29	expanded	expand	VERB
cana-5266	14	30	.	.	PUNCT
cana-5266	15	1	this	this	DET
cana-5266	15	2	study	study	NOUN
cana-5266	15	3	showcases	showcase	VERB
cana-5266	15	4	the	the	DET
cana-5266	15	5	role	role	NOUN
cana-5266	15	6	of	of	ADP
cana-5266	15	7	ai	ai	NOUN
cana-5266	15	8	and	and	CCONJ
cana-5266	15	9	ml	ml	X
cana-5266	15	10	in	in	ADP
cana-5266	15	11	automating	automate	VERB
cana-5266	15	12	financial	financial	ADJ
cana-5266	15	13	planning	planning	NOUN
cana-5266	15	14	by	by	ADP
cana-5266	15	15	making	make	VERB
cana-5266	15	16	it	it	PRON
cana-5266	15	17	more	more	ADV
cana-5266	15	18	available	available	ADJ
cana-5266	15	19	and	and	CCONJ
cana-5266	15	20	responsive	responsive	ADJ
cana-5266	15	21	to	to	ADP
cana-5266	15	22	users	user	NOUN
cana-5266	15	23	.	.	PUNCT
cana-5266	16	1	keywords	keyword	NOUN
cana-5266	16	2	:	:	PUNCT
cana-5266	16	3	personal	personal	ADJ
cana-5266	16	4	finance	finance	NOUN
cana-5266	16	5	,	,	PUNCT
cana-5266	16	6	artificial	artificial	ADJ
cana-5266	16	7	intelligence	intelligence	NOUN
cana-5266	16	8	,	,	PUNCT
cana-5266	16	9	machine	machine	NOUN
cana-5266	16	10	learning	learning	NOUN
cana-5266	16	11	,	,	PUNCT
cana-5266	16	12	budgeting	budgeting	NOUN
cana-5266	16	13	,	,	PUNCT
cana-5266	16	14	expense	expense	NOUN
cana-5266	16	15	tracking	tracking	NOUN
cana-5266	16	16	,	,	PUNCT
cana-5266	16	17	predictive	predictive	ADJ
cana-5266	16	18	analytics	analytic	NOUN
cana-5266	16	19	,	,	PUNCT
cana-5266	16	20	financial	financial	ADJ
cana-5266	16	21	automation	automation	NOUN
cana-5266	16	22	.	.	PUNCT
cana-5266	17	1	introduction	introduction	NOUN
cana-5266	17	2	in	in	ADP
cana-5266	17	3	today	today	NOUN
cana-5266	17	4	’s	’s	PART
cana-5266	17	5	fast	fast	ADV
cana-5266	17	6	-	-	PUNCT
cana-5266	17	7	paced	pace	VERB
cana-5266	17	8	digital	digital	ADJ
cana-5266	17	9	environment	environment	NOUN
cana-5266	17	10	,	,	PUNCT
cana-5266	17	11	effective	effective	ADJ
cana-5266	17	12	personal	personal	ADJ
cana-5266	17	13	finance	finance	NOUN
cana-5266	17	14	management	management	NOUN
cana-5266	17	15	is	be	AUX
cana-5266	17	16	key	key	ADJ
cana-5266	17	17	to	to	ADP
cana-5266	17	18	an	an	DET
cana-5266	17	19	individual	individual	NOUN
cana-5266	17	20	’s	’s	PART
cana-5266	17	21	financial	financial	ADJ
cana-5266	17	22	well	well	NOUN
cana-5266	17	23	-	-	PUNCT
cana-5266	17	24	being	being	NOUN
cana-5266	17	25	.	.	PUNCT
cana-5266	18	1	they	they	PRON
cana-5266	18	2	often	often	ADV
cana-5266	18	3	have	have	VERB
cana-5266	18	4	a	a	DET
cana-5266	18	5	lot	lot	NOUN
cana-5266	18	6	of	of	ADP
cana-5266	18	7	data	datum	NOUN
cana-5266	18	8	to	to	PART
cana-5266	18	9	analyze	analyze	VERB
cana-5266	18	10	and	and	CCONJ
cana-5266	18	11	track	track	NOUN
cana-5266	18	12	or	or	CCONJ
cana-5266	18	13	budget	budget	NOUN
cana-5266	18	14	for	for	ADP
cana-5266	18	15	their	their	PRON
cana-5266	18	16	mailto:tejujadhav1212@gmail.com	mailto:tejujadhav1212@gmail.com	NOUN
cana-5266	18	17	mailto:gap.scos@jspmuni.ac.in	mailto:gap.scos@jspmuni.ac.in	PROPN
cana-5266	18	18	communications	communication	NOUN
cana-5266	18	19	on	on	ADP
cana-5266	18	20	applied	apply	VERB
cana-5266	18	21	nonlinear	nonlinear	ADJ
cana-5266	18	22	analysis	analysis	NOUN
cana-5266	18	23	issn	issn	NOUN
cana-5266	18	24	:	:	PUNCT
cana-5266	18	25	1074	1074	NUM
cana-5266	18	26	-	-	PUNCT
cana-5266	18	27	133x	133x	NUM
cana-5266	18	28	vol	vol	VERB
cana-5266	18	29	32	32	NUM
cana-5266	18	30	no	no	NOUN
cana-5266	18	31	.	.	PUNCT
cana-5266	19	1	10s	10	NOUN
cana-5266	19	2	(	(	PUNCT
cana-5266	19	3	2025	2025	NUM
cana-5266	19	4	)	)	PUNCT
cana-5266	19	5	1644	1644	NUM
cana-5266	19	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	19	7	expenses	expense	NOUN
cana-5266	19	8	considering	consider	VERB
cana-5266	19	9	the	the	DET
cana-5266	19	10	multiplying	multiplying	NOUN
cana-5266	19	11	transactions	transaction	NOUN
cana-5266	19	12	occurring	occur	VERB
cana-5266	19	13	in	in	ADP
cana-5266	19	14	their	their	PRON
cana-5266	19	15	day	day	NOUN
cana-5266	19	16	-	-	PUNCT
cana-5266	19	17	to	to	ADP
cana-5266	19	18	-	-	PUNCT
cana-5266	19	19	day	day	NOUN
cana-5266	19	20	life	life	NOUN
cana-5266	19	21	,	,	PUNCT
cana-5266	19	22	making	make	VERB
cana-5266	19	23	efficient	efficient	ADJ
cana-5266	19	24	decision	decision	NOUN
cana-5266	19	25	making	make	VERB
cana-5266	19	26	a	a	DET
cana-5266	19	27	challenge	challenge	NOUN
cana-5266	19	28	.	.	PUNCT
cana-5266	20	1	users	user	NOUN
cana-5266	20	2	today	today	NOUN
cana-5266	20	3	are	be	AUX
cana-5266	20	4	always	always	ADV
cana-5266	20	5	on	on	ADP
cana-5266	20	6	the	the	DET
cana-5266	20	7	lookout	lookout	NOUN
cana-5266	20	8	for	for	ADP
cana-5266	20	9	new	new	ADJ
cana-5266	20	10	ways	way	NOUN
cana-5266	20	11	to	to	PART
cana-5266	20	12	manage	manage	VERB
cana-5266	20	13	their	their	PRON
cana-5266	20	14	finances	finance	NOUN
cana-5266	20	15	because	because	SCONJ
cana-5266	20	16	traditional	traditional	ADJ
cana-5266	20	17	tools	tool	NOUN
cana-5266	20	18	like	like	ADP
cana-5266	20	19	chronological	chronological	ADJ
cana-5266	20	20	finance	finance	NOUN
cana-5266	20	21	management	management	NOUN
cana-5266	20	22	,	,	PUNCT
cana-5266	20	23	bookkeeping	bookkeeping	NOUN
cana-5266	20	24	,	,	PUNCT
cana-5266	20	25	spreadsheetdriven	spreadsheetdriven	NOUN
cana-5266	20	26	finance	finance	NOUN
cana-5266	20	27	tracking	tracking	NOUN
cana-5266	20	28	,	,	PUNCT
cana-5266	20	29	or	or	CCONJ
cana-5266	20	30	even	even	ADV
cana-5266	20	31	traditional	traditional	ADJ
cana-5266	20	32	banking	banking	NOUN
cana-5266	20	33	applications	application	NOUN
cana-5266	20	34	are	be	AUX
cana-5266	20	35	simply	simply	ADV
cana-5266	20	36	too	too	ADV
cana-5266	20	37	cumbersome	cumbersome	ADJ
cana-5266	20	38	,	,	PUNCT
cana-5266	20	39	time	time	NOUN
cana-5266	20	40	consuming	consume	VERB
cana-5266	20	41	and	and	CCONJ
cana-5266	20	42	outdated	outdated	ADJ
cana-5266	20	43	.	.	PUNCT
cana-5266	21	1	with	with	ADP
cana-5266	21	2	the	the	DET
cana-5266	21	3	advancement	advancement	NOUN
cana-5266	21	4	of	of	ADP
cana-5266	21	5	artificial	artificial	ADJ
cana-5266	21	6	intelligence	intelligence	NOUN
cana-5266	21	7	(	(	PUNCT
cana-5266	21	8	ai	ai	NOUN
cana-5266	21	9	)	)	PUNCT
cana-5266	21	10	and	and	CCONJ
cana-5266	21	11	machine	machine	NOUN
cana-5266	21	12	learning	learning	NOUN
cana-5266	21	13	(	(	PUNCT
cana-5266	21	14	ml	ml	NOUN
cana-5266	21	15	)	)	PUNCT
cana-5266	21	16	,	,	PUNCT
cana-5266	21	17	personal	personal	ADJ
cana-5266	21	18	finance	finance	NOUN
cana-5266	21	19	management	management	NOUN
cana-5266	21	20	is	be	AUX
cana-5266	21	21	undergoing	undergo	VERB
cana-5266	21	22	a	a	DET
cana-5266	21	23	revolution	revolution	NOUN
cana-5266	21	24	brought	bring	VERB
cana-5266	21	25	forth	forth	ADP
cana-5266	21	26	by	by	ADP
cana-5266	21	27	the	the	DET
cana-5266	21	28	fintech	fintech	NOUN
cana-5266	21	29	sector	sector	NOUN
cana-5266	21	30	.	.	PUNCT
cana-5266	22	1	saving	saving	NOUN
cana-5266	22	2	,	,	PUNCT
cana-5266	22	3	spending	spending	NOUN
cana-5266	22	4	,	,	PUNCT
cana-5266	22	5	and	and	CCONJ
cana-5266	22	6	even	even	ADV
cana-5266	22	7	long	long	ADJ
cana-5266	22	8	-	-	PUNCT
cana-5266	22	9	term	term	NOUN
cana-5266	22	10	goals	goal	NOUN
cana-5266	22	11	are	be	AUX
cana-5266	22	12	made	make	VERB
cana-5266	22	13	easier	easy	ADJ
cana-5266	22	14	to	to	PART
cana-5266	22	15	achieve	achieve	VERB
cana-5266	22	16	using	use	VERB
cana-5266	22	17	ai	ai	NOUN
cana-5266	22	18	and	and	CCONJ
cana-5266	22	19	ml	ml	ADP
cana-5266	22	20	algorithms	algorithm	NOUN
cana-5266	22	21	tailored	tailor	VERB
cana-5266	22	22	to	to	ADP
cana-5266	22	23	the	the	DET
cana-5266	22	24	user	user	NOUN
cana-5266	22	25	’s	’s	PART
cana-5266	22	26	financial	financial	ADJ
cana-5266	22	27	needs	need	NOUN
cana-5266	22	28	which	which	PRON
cana-5266	22	29	respond	respond	VERB
cana-5266	22	30	to	to	ADP
cana-5266	22	31	their	their	PRON
cana-5266	22	32	queries	query	NOUN
cana-5266	22	33	in	in	ADP
cana-5266	22	34	modern	modern	ADJ
cana-5266	22	35	automated	automate	VERB
cana-5266	22	36	financial	financial	ADJ
cana-5266	22	37	management	management	NOUN
cana-5266	22	38	systems	system	NOUN
cana-5266	22	39	.	.	PUNCT
cana-5266	23	1	the	the	DET
cana-5266	23	2	integration	integration	NOUN
cana-5266	23	3	of	of	ADP
cana-5266	23	4	ai	ai	PROPN
cana-5266	23	5	and	and	CCONJ
cana-5266	23	6	ml	ml	X
cana-5266	23	7	into	into	ADP
cana-5266	23	8	personal	personal	ADJ
cana-5266	23	9	finance	finance	NOUN
cana-5266	23	10	management	management	NOUN
cana-5266	23	11	led	lead	VERB
cana-5266	23	12	to	to	ADP
cana-5266	23	13	the	the	DET
cana-5266	23	14	creation	creation	NOUN
cana-5266	23	15	of	of	ADP
cana-5266	23	16	smart	smart	ADJ
cana-5266	23	17	tools	tool	NOUN
cana-5266	23	18	termed	term	VERB
cana-5266	23	19	automated	automate	VERB
cana-5266	23	20	personal	personal	ADJ
cana-5266	23	21	finance	finance	NOUN
cana-5266	23	22	managers	manager	NOUN
cana-5266	23	23	(	(	PUNCT
cana-5266	23	24	apfm	apfm	NOUN
cana-5266	23	25	)	)	PUNCT
cana-5266	23	26	.	.	PUNCT
cana-5266	24	1	such	such	ADJ
cana-5266	24	2	systems	system	NOUN
cana-5266	24	3	are	be	AUX
cana-5266	24	4	capable	capable	ADJ
cana-5266	24	5	of	of	ADP
cana-5266	24	6	analyzing	analyze	VERB
cana-5266	24	7	diverse	diverse	ADJ
cana-5266	24	8	sets	set	NOUN
cana-5266	24	9	of	of	ADP
cana-5266	24	10	financial	financial	ADJ
cana-5266	24	11	information	information	NOUN
cana-5266	24	12	inclusive	inclusive	NOUN
cana-5266	24	13	of	of	ADP
cana-5266	24	14	but	but	CCONJ
cana-5266	24	15	not	not	PART
cana-5266	24	16	limited	limit	VERB
cana-5266	24	17	to	to	ADP
cana-5266	24	18	spending	spend	VERB
cana-5266	24	19	patterns	pattern	NOUN
cana-5266	24	20	,	,	PUNCT
cana-5266	24	21	expenses	expense	NOUN
cana-5266	24	22	and	and	CCONJ
cana-5266	24	23	the	the	DET
cana-5266	24	24	user	user	NOUN
cana-5266	24	25	’s	’s	PART
cana-5266	24	26	evolving	evolve	VERB
cana-5266	24	27	needs	need	NOUN
cana-5266	24	28	to	to	PART
cana-5266	24	29	give	give	VERB
cana-5266	24	30	precise	precise	ADJ
cana-5266	24	31	,	,	PUNCT
cana-5266	24	32	relevant	relevant	ADJ
cana-5266	24	33	,	,	PUNCT
cana-5266	24	34	and	and	CCONJ
cana-5266	24	35	timely	timely	ADJ
cana-5266	24	36	advice	advice	NOUN
cana-5266	24	37	.	.	PUNCT
cana-5266	25	1	minimally	minimally	ADV
cana-5266	25	2	intrusive	intrusive	ADJ
cana-5266	25	3	automated	automate	VERB
cana-5266	25	4	finance	finance	NOUN
cana-5266	25	5	planning	planning	NOUN
cana-5266	25	6	is	be	AUX
cana-5266	25	7	made	make	VERB
cana-5266	25	8	possible	possible	ADJ
cana-5266	25	9	by	by	ADP
cana-5266	25	10	predictive	predictive	ADJ
cana-5266	25	11	analytics	analytic	NOUN
cana-5266	25	12	,	,	PUNCT
cana-5266	25	13	natural	natural	ADJ
cana-5266	25	14	language	language	NOUN
cana-5266	25	15	processing	processing	NOUN
cana-5266	25	16	(	(	PUNCT
cana-5266	25	17	nlp	nlp	NOUN
cana-5266	25	18	)	)	PUNCT
cana-5266	25	19	,	,	PUNCT
cana-5266	25	20	deep	deep	ADJ
cana-5266	25	21	learning	learning	NOUN
cana-5266	25	22	,	,	PUNCT
cana-5266	25	23	and	and	CCONJ
cana-5266	25	24	reinforcement	reinforcement	NOUN
cana-5266	25	25	learning	learning	NOUN
cana-5266	25	26	.	.	PUNCT
cana-5266	26	1	unlike	unlike	ADP
cana-5266	26	2	standard	standard	ADJ
cana-5266	26	3	budgeting	budgeting	NOUN
cana-5266	26	4	and	and	CCONJ
cana-5266	26	5	forecasting	forecasting	NOUN
cana-5266	26	6	systems	system	NOUN
cana-5266	26	7	which	which	PRON
cana-5266	26	8	need	need	VERB
cana-5266	26	9	manual	manual	ADJ
cana-5266	26	10	input	input	NOUN
cana-5266	26	11	and	and	CCONJ
cana-5266	26	12	preset	preset	ADJ
cana-5266	26	13	rules	rule	NOUN
cana-5266	26	14	for	for	ADP
cana-5266	26	15	categorization	categorization	NOUN
cana-5266	26	16	,	,	PUNCT
cana-5266	26	17	ai	ai	NOUN
cana-5266	26	18	-	-	PUNCT
cana-5266	26	19	driven	drive	VERB
cana-5266	26	20	apfms	apfms	NOUN
cana-5266	26	21	use	use	VERB
cana-5266	26	22	raw	raw	ADJ
cana-5266	26	23	data	datum	NOUN
cana-5266	26	24	processing	processing	NOUN
cana-5266	26	25	,	,	PUNCT
cana-5266	26	26	sophisticated	sophisticated	ADJ
cana-5266	26	27	anomaly	anomaly	NOUN
cana-5266	26	28	detection	detection	NOUN
cana-5266	26	29	,	,	PUNCT
cana-5266	26	30	and	and	CCONJ
cana-5266	26	31	adaptive	adaptive	ADJ
cana-5266	26	32	learning	learning	NOUN
cana-5266	26	33	techniques	technique	NOUN
cana-5266	26	34	to	to	PART
cana-5266	26	35	create	create	VERB
cana-5266	26	36	customized	customized	ADJ
cana-5266	26	37	financial	financial	ADJ
cana-5266	26	38	insights	insight	NOUN
cana-5266	26	39	that	that	PRON
cana-5266	26	40	are	be	AUX
cana-5266	26	41	always	always	ADV
cana-5266	26	42	up	up	ADP
cana-5266	26	43	to	to	ADP
cana-5266	26	44	date	date	NOUN
cana-5266	26	45	.	.	PUNCT
cana-5266	27	1	tracking	track	VERB
cana-5266	27	2	spending	spending	NOUN
cana-5266	27	3	and	and	CCONJ
cana-5266	27	4	categorizing	categorize	VERB
cana-5266	27	5	expenses	expense	NOUN
cana-5266	27	6	accurately	accurately	ADV
cana-5266	27	7	are	be	AUX
cana-5266	27	8	arguably	arguably	ADV
cana-5266	27	9	the	the	DET
cana-5266	27	10	two	two	NUM
cana-5266	27	11	most	most	ADV
cana-5266	27	12	challenging	challenging	ADJ
cana-5266	27	13	obstacles	obstacle	NOUN
cana-5266	27	14	in	in	ADP
cana-5266	27	15	personal	personal	ADJ
cana-5266	27	16	finance	finance	NOUN
cana-5266	27	17	.	.	PUNCT
cana-5266	28	1	the	the	DET
cana-5266	28	2	most	most	ADV
cana-5266	28	3	fundamental	fundamental	ADJ
cana-5266	28	4	issue	issue	NOUN
cana-5266	28	5	is	be	AUX
cana-5266	28	6	the	the	DET
cana-5266	28	7	failure	failure	NOUN
cana-5266	28	8	to	to	PART
cana-5266	28	9	accurately	accurately	ADV
cana-5266	28	10	classify	classify	VERB
cana-5266	28	11	expenses	expense	NOUN
cana-5266	28	12	,	,	PUNCT
cana-5266	28	13	which	which	PRON
cana-5266	28	14	results	result	VERB
cana-5266	28	15	in	in	ADP
cana-5266	28	16	poorly	poorly	ADV
cana-5266	28	17	budgeted	budget	VERB
cana-5266	28	18	funds	fund	NOUN
cana-5266	28	19	.	.	PUNCT
cana-5266	29	1	ai	ai	AUX
cana-5266	29	2	-	-	PUNCT
cana-5266	29	3	enabled	enable	VERB
cana-5266	29	4	personal	personal	ADJ
cana-5266	29	5	finance	finance	NOUN
cana-5266	29	6	managers	manager	NOUN
cana-5266	29	7	are	be	AUX
cana-5266	29	8	now	now	ADV
cana-5266	29	9	resolving	resolve	VERB
cana-5266	29	10	this	this	DET
cana-5266	29	11	problem	problem	NOUN
cana-5266	29	12	through	through	ADP
cana-5266	29	13	supervised	supervised	ADJ
cana-5266	29	14	and	and	CCONJ
cana-5266	29	15	unsupervised	unsupervised	ADJ
cana-5266	29	16	learning	learning	NOUN
cana-5266	29	17	techniques	technique	NOUN
cana-5266	29	18	,	,	PUNCT
cana-5266	29	19	which	which	DET
cana-5266	29	20	self	self	NOUN
cana-5266	29	21	-	-	PUNCT
cana-5266	29	22	categorize	categorize	NOUN
cana-5266	29	23	transactions	transaction	NOUN
cana-5266	29	24	using	use	VERB
cana-5266	29	25	past	past	ADJ
cana-5266	29	26	data	datum	NOUN
cana-5266	29	27	.	.	PUNCT
cana-5266	30	1	these	these	DET
cana-5266	30	2	systems	system	NOUN
cana-5266	30	3	can	can	AUX
cana-5266	30	4	automatically	automatically	ADV
cana-5266	30	5	track	track	VERB
cana-5266	30	6	users	user	NOUN
cana-5266	30	7	’	’	PART
cana-5266	30	8	spending	spending	NOUN
cana-5266	30	9	behaviors	behavior	NOUN
cana-5266	30	10	,	,	PUNCT
cana-5266	30	11	identify	identify	VERB
cana-5266	30	12	recurring	recurring	NOUN
cana-5266	30	13	expenses	expense	NOUN
cana-5266	30	14	,	,	PUNCT
cana-5266	30	15	uncover	uncover	NOUN
cana-5266	30	16	unnecessary	unnecessary	ADJ
cana-5266	30	17	spending	spending	NOUN
cana-5266	30	18	,	,	PUNCT
cana-5266	30	19	and	and	CCONJ
cana-5266	30	20	provide	provide	VERB
cana-5266	30	21	suggestions	suggestion	NOUN
cana-5266	30	22	on	on	ADP
cana-5266	30	23	how	how	SCONJ
cana-5266	30	24	to	to	PART
cana-5266	30	25	save	save	VERB
cana-5266	30	26	money	money	NOUN
cana-5266	30	27	.	.	PUNCT
cana-5266	31	1	furthermore	furthermore	ADV
cana-5266	31	2	,	,	PUNCT
cana-5266	31	3	ai	ai	VERB
cana-5266	31	4	technologies	technology	NOUN
cana-5266	31	5	can	can	AUX
cana-5266	31	6	analyze	analyze	VERB
cana-5266	31	7	users	user	NOUN
cana-5266	31	8	’	'	PUNCT
cana-5266	31	9	financial	financial	ADJ
cana-5266	31	10	habits	habit	NOUN
cana-5266	31	11	,	,	PUNCT
cana-5266	31	12	track	track	VERB
cana-5266	31	13	trends	trend	NOUN
cana-5266	31	14	over	over	ADP
cana-5266	31	15	time	time	NOUN
cana-5266	31	16	,	,	PUNCT
cana-5266	31	17	and	and	CCONJ
cana-5266	31	18	predict	predict	VERB
cana-5266	31	19	their	their	PRON
cana-5266	31	20	future	future	ADJ
cana-5266	31	21	spending	spending	NOUN
cana-5266	31	22	to	to	PART
cana-5266	31	23	help	help	VERB
cana-5266	31	24	them	they	PRON
cana-5266	31	25	make	make	VERB
cana-5266	31	26	more	more	ADV
cana-5266	31	27	informed	informed	ADJ
cana-5266	31	28	financial	financial	ADJ
cana-5266	31	29	decisions	decision	NOUN
cana-5266	31	30	in	in	ADP
cana-5266	31	31	the	the	DET
cana-5266	31	32	future	future	NOUN
cana-5266	31	33	.	.	PUNCT
cana-5266	32	1	additionally	additionally	ADV
cana-5266	32	2	,	,	PUNCT
cana-5266	32	3	one	one	NUM
cana-5266	32	4	of	of	ADP
cana-5266	32	5	the	the	DET
cana-5266	32	6	most	most	ADV
cana-5266	32	7	important	important	ADJ
cana-5266	32	8	pros	pro	NOUN
cana-5266	32	9	of	of	ADP
cana-5266	32	10	ai	ai	VERB
cana-5266	32	11	in	in	ADP
cana-5266	32	12	financial	financial	ADJ
cana-5266	32	13	management	management	NOUN
cana-5266	32	14	is	be	AUX
cana-5266	32	15	personalized	personalize	VERB
cana-5266	32	16	insights	insight	NOUN
cana-5266	32	17	.	.	PUNCT
cana-5266	33	1	most	most	ADJ
cana-5266	33	2	traditional	traditional	ADJ
cana-5266	33	3	financial	financial	ADJ
cana-5266	33	4	advisory	advisory	ADJ
cana-5266	33	5	services	service	NOUN
cana-5266	33	6	are	be	AUX
cana-5266	33	7	costly	costly	ADJ
cana-5266	33	8	,	,	PUNCT
cana-5266	33	9	which	which	PRON
cana-5266	33	10	leaves	leave	VERB
cana-5266	33	11	out	out	ADP
cana-5266	33	12	a	a	DET
cana-5266	33	13	significant	significant	ADJ
cana-5266	33	14	number	number	NOUN
cana-5266	33	15	of	of	ADP
cana-5266	33	16	people	people	NOUN
cana-5266	33	17	.	.	PUNCT
cana-5266	34	1	ai	ai	AUX
cana-5266	34	2	systems	system	NOUN
cana-5266	34	3	can	can	AUX
cana-5266	34	4	develop	develop	VERB
cana-5266	34	5	customized	customize	VERB
cana-5266	34	6	financial	financial	ADJ
cana-5266	34	7	plans	plan	NOUN
cana-5266	34	8	for	for	ADP
cana-5266	34	9	individuals	individual	NOUN
cana-5266	34	10	by	by	ADP
cana-5266	34	11	assessing	assess	VERB
cana-5266	34	12	their	their	PRON
cana-5266	34	13	income	income	NOUN
cana-5266	34	14	,	,	PUNCT
cana-5266	34	15	expenses	expense	NOUN
cana-5266	34	16	,	,	PUNCT
cana-5266	34	17	investments	investment	NOUN
cana-5266	34	18	,	,	PUNCT
cana-5266	34	19	and	and	CCONJ
cana-5266	34	20	even	even	ADV
cana-5266	34	21	specific	specific	ADJ
cana-5266	34	22	financial	financial	ADJ
cana-5266	34	23	targets	target	NOUN
cana-5266	34	24	.	.	PUNCT
cana-5266	35	1	such	such	ADJ
cana-5266	35	2	automated	automated	ADJ
cana-5266	35	3	tailored	tailor	VERB
cana-5266	35	4	recommendations	recommendation	NOUN
cana-5266	35	5	may	may	AUX
cana-5266	35	6	include	include	VERB
cana-5266	35	7	but	but	CCONJ
cana-5266	35	8	are	be	AUX
cana-5266	35	9	not	not	PART
cana-5266	35	10	limited	limit	VERB
cana-5266	35	11	to	to	ADP
cana-5266	35	12	,	,	PUNCT
cana-5266	35	13	investment	investment	NOUN
cana-5266	35	14	proposals	proposal	NOUN
cana-5266	35	15	,	,	PUNCT
cana-5266	35	16	savings	saving	NOUN
cana-5266	35	17	plans	plan	NOUN
cana-5266	35	18	,	,	PUNCT
cana-5266	35	19	debt	debt	NOUN
cana-5266	35	20	repayment	repayment	NOUN
cana-5266	35	21	timetables	timetable	NOUN
cana-5266	35	22	,	,	PUNCT
cana-5266	35	23	and	and	CCONJ
cana-5266	35	24	ways	way	NOUN
cana-5266	35	25	to	to	PART
cana-5266	35	26	minimize	minimize	VERB
cana-5266	35	27	expenses	expense	NOUN
cana-5266	35	28	.	.	PUNCT
cana-5266	36	1	moreover	moreover	ADV
cana-5266	36	2	,	,	PUNCT
cana-5266	36	3	users	user	NOUN
cana-5266	36	4	can	can	AUX
cana-5266	36	5	receive	receive	VERB
cana-5266	36	6	instant	instant	ADJ
cana-5266	36	7	financial	financial	ADJ
cana-5266	36	8	support	support	NOUN
cana-5266	36	9	through	through	ADP
cana-5266	36	10	ai	ai	ADJ
cana-5266	36	11	-	-	PUNCT
cana-5266	36	12	powered	power	VERB
cana-5266	36	13	chatbots	chatbot	NOUN
cana-5266	36	14	and	and	CCONJ
cana-5266	36	15	virtual	virtual	ADJ
cana-5266	36	16	assistants	assistant	NOUN
cana-5266	36	17	,	,	PUNCT
cana-5266	36	18	facilitating	facilitate	VERB
cana-5266	36	19	proactive	proactive	ADJ
cana-5266	36	20	user	user	NOUN
cana-5266	36	21	interaction	interaction	NOUN
cana-5266	36	22	.	.	PUNCT
cana-5266	37	1	apart	apart	ADV
cana-5266	37	2	from	from	ADP
cana-5266	37	3	budgeting	budget	VERB
cana-5266	37	4	and	and	CCONJ
cana-5266	37	5	financial	financial	ADJ
cana-5266	37	6	advice	advice	NOUN
cana-5266	37	7	,	,	PUNCT
cana-5266	37	8	privacy	privacy	NOUN
cana-5266	37	9	and	and	CCONJ
cana-5266	37	10	security	security	NOUN
cana-5266	37	11	are	be	AUX
cana-5266	37	12	still	still	ADV
cana-5266	37	13	critical	critical	ADJ
cana-5266	37	14	issues	issue	NOUN
cana-5266	37	15	in	in	ADP
cana-5266	37	16	financial	financial	ADJ
cana-5266	37	17	applications	application	NOUN
cana-5266	37	18	.	.	PUNCT
cana-5266	38	1	personal	personal	ADJ
cana-5266	38	2	financial	financial	ADJ
cana-5266	38	3	information	information	NOUN
cana-5266	38	4	is	be	AUX
cana-5266	38	5	extremely	extremely	ADV
cana-5266	38	6	private	private	ADJ
cana-5266	38	7	and	and	CCONJ
cana-5266	38	8	any	any	DET
cana-5266	38	9	leak	leak	NOUN
cana-5266	38	10	can	can	AUX
cana-5266	38	11	result	result	VERB
cana-5266	38	12	in	in	ADP
cana-5266	38	13	financial	financial	ADJ
cana-5266	38	14	scams	scam	NOUN
cana-5266	38	15	or	or	CCONJ
cana-5266	38	16	identity	identity	NOUN
cana-5266	38	17	theft	theft	NOUN
cana-5266	38	18	.	.	PUNCT
cana-5266	39	1	in	in	ADP
cana-5266	39	2	order	order	NOUN
cana-5266	39	3	to	to	PART
cana-5266	39	4	tackle	tackle	VERB
cana-5266	39	5	these	these	DET
cana-5266	39	6	issues	issue	NOUN
cana-5266	39	7	,	,	PUNCT
cana-5266	39	8	ai	ai	AUX
cana-5266	39	9	enabled	enable	VERB
cana-5266	39	10	personal	personal	ADJ
cana-5266	39	11	financial	financial	ADJ
cana-5266	39	12	managers	manager	NOUN
cana-5266	39	13	implement	implement	VERB
cana-5266	39	14	sophisticated	sophisticated	ADJ
cana-5266	39	15	technology	technology	NOUN
cana-5266	39	16	like	like	ADP
cana-5266	39	17	data	datum	NOUN
cana-5266	39	18	encryption	encryption	NOUN
cana-5266	39	19	,	,	PUNCT
cana-5266	39	20	secure	secure	VERB
cana-5266	39	21	log	log	NOUN
cana-5266	39	22	in	in	ADP
cana-5266	39	23	methods	method	NOUN
cana-5266	39	24	,	,	PUNCT
cana-5266	39	25	prevention	prevention	NOUN
cana-5266	39	26	of	of	ADP
cana-5266	39	27	privacy	privacy	NOUN
cana-5266	39	28	breaches	breach	NOUN
cana-5266	39	29	,	,	PUNCT
cana-5266	39	30	and	and	CCONJ
cana-5266	39	31	adherence	adherence	NOUN
cana-5266	39	32	to	to	ADP
cana-5266	39	33	industry	industry	NOUN
cana-5266	39	34	standards	standard	NOUN
cana-5266	39	35	which	which	PRON
cana-5266	39	36	provide	provide	VERB
cana-5266	39	37	a	a	DET
cana-5266	39	38	great	great	ADJ
cana-5266	39	39	deal	deal	NOUN
cana-5266	39	40	of	of	ADP
cana-5266	39	41	financial	financial	ADJ
cana-5266	39	42	safety	safety	NOUN
cana-5266	39	43	.	.	PUNCT
cana-5266	40	1	additionally	additionally	ADV
cana-5266	40	2	,	,	PUNCT
cana-5266	40	3	machine	machine	NOUN
cana-5266	40	4	learning	learning	NOUN
cana-5266	40	5	systems	system	NOUN
cana-5266	40	6	can	can	AUX
cana-5266	40	7	identify	identify	VERB
cana-5266	40	8	unusual	unusual	ADJ
cana-5266	40	9	behavior	behavior	NOUN
cana-5266	40	10	patterns	pattern	NOUN
cana-5266	40	11	within	within	ADP
cana-5266	40	12	user	user	NOUN
cana-5266	40	13	accounts	account	NOUN
cana-5266	40	14	which	which	PRON
cana-5266	40	15	makes	make	VERB
cana-5266	40	16	notification	notification	NOUN
cana-5266	40	17	regarding	regard	VERB
cana-5266	40	18	financial	financial	ADJ
cana-5266	40	19	threats	threat	NOUN
cana-5266	40	20	possible	possible	ADJ
cana-5266	40	21	,	,	PUNCT
cana-5266	40	22	thus	thus	ADV
cana-5266	40	23	improving	improve	VERB
cana-5266	40	24	security	security	NOUN
cana-5266	40	25	across	across	ADP
cana-5266	40	26	personal	personal	ADJ
cana-5266	40	27	finance	finance	NOUN
cana-5266	40	28	management	management	NOUN
cana-5266	40	29	systems	system	NOUN
cana-5266	40	30	.	.	PUNCT
cana-5266	41	1	the	the	DET
cana-5266	41	2	increasing	increase	VERB
cana-5266	41	3	amounts	amount	NOUN
cana-5266	41	4	of	of	ADP
cana-5266	41	5	big	big	ADJ
cana-5266	41	6	data	datum	NOUN
cana-5266	41	7	throughout	throughout	ADP
cana-5266	41	8	the	the	DET
cana-5266	41	9	financial	financial	ADJ
cana-5266	41	10	industry	industry	NOUN
cana-5266	41	11	also	also	ADV
cana-5266	41	12	continues	continue	VERB
cana-5266	41	13	to	to	PART
cana-5266	41	14	motivate	motivate	VERB
cana-5266	41	15	the	the	DET
cana-5266	41	16	use	use	NOUN
cana-5266	41	17	of	of	ADP
cana-5266	41	18	ai	ai	NOUN
cana-5266	41	19	and	and	CCONJ
cana-5266	41	20	ml	ml	X
cana-5266	41	21	in	in	ADP
cana-5266	41	22	automating	automate	VERB
cana-5266	41	23	finance	finance	NOUN
cana-5266	41	24	.	.	PUNCT
cana-5266	42	1	ai	ai	NOUN
cana-5266	42	2	models	model	NOUN
cana-5266	42	3	are	be	AUX
cana-5266	42	4	capable	capable	ADJ
cana-5266	42	5	of	of	ADP
cana-5266	42	6	processing	processing	NOUN
cana-5266	42	7	communications	communication	NOUN
cana-5266	42	8	on	on	ADP
cana-5266	42	9	applied	apply	VERB
cana-5266	42	10	nonlinear	nonlinear	ADJ
cana-5266	42	11	analysis	analysis	NOUN
cana-5266	42	12	issn	issn	NOUN
cana-5266	42	13	:	:	PUNCT
cana-5266	42	14	1074	1074	NUM
cana-5266	42	15	-	-	PUNCT
cana-5266	42	16	133x	133x	NUM
cana-5266	42	17	vol	vol	VERB
cana-5266	42	18	32	32	NUM
cana-5266	42	19	no	no	NOUN
cana-5266	42	20	.	.	PUNCT
cana-5266	43	1	10s	10	NOUN
cana-5266	43	2	(	(	PUNCT
cana-5266	43	3	2025	2025	NUM
cana-5266	43	4	)	)	PUNCT
cana-5266	43	5	1645	1645	NUM
cana-5266	43	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	43	7	great	great	ADJ
cana-5266	43	8	quantities	quantity	NOUN
cana-5266	43	9	of	of	ADP
cana-5266	43	10	both	both	CCONJ
cana-5266	43	11	structured	structured	ADJ
cana-5266	43	12	and	and	CCONJ
cana-5266	43	13	unstructured	unstructured	ADJ
cana-5266	43	14	financial	financial	ADJ
cana-5266	43	15	information	information	NOUN
cana-5266	43	16	during	during	ADP
cana-5266	43	17	the	the	DET
cana-5266	43	18	course	course	NOUN
cana-5266	43	19	of	of	ADP
cana-5266	43	20	digital	digital	ADJ
cana-5266	43	21	transactions	transaction	NOUN
cana-5266	43	22	,	,	PUNCT
cana-5266	43	23	from	from	ADP
cana-5266	43	24	which	which	DET
cana-5266	43	25	value	value	NOUN
cana-5266	43	26	-	-	PUNCT
cana-5266	43	27	generating	generate	VERB
cana-5266	43	28	insights	insight	NOUN
cana-5266	43	29	can	can	AUX
cana-5266	43	30	be	be	AUX
cana-5266	43	31	provided	provide	VERB
cana-5266	43	32	to	to	ADP
cana-5266	43	33	users	user	NOUN
cana-5266	43	34	.	.	PUNCT
cana-5266	44	1	with	with	ADP
cana-5266	44	2	the	the	DET
cana-5266	44	3	aid	aid	NOUN
cana-5266	44	4	of	of	ADP
cana-5266	44	5	deep	deep	ADJ
cana-5266	44	6	learning	learning	NOUN
cana-5266	44	7	algorithms	algorithm	NOUN
cana-5266	44	8	,	,	PUNCT
cana-5266	44	9	systems	system	NOUN
cana-5266	44	10	that	that	PRON
cana-5266	44	11	manage	manage	VERB
cana-5266	44	12	finances	finance	NOUN
cana-5266	44	13	can	can	AUX
cana-5266	44	14	comprehend	comprehend	VERB
cana-5266	44	15	intricate	intricate	ADJ
cana-5266	44	16	dynamics	dynamic	NOUN
cana-5266	44	17	of	of	ADP
cana-5266	44	18	finances	finance	NOUN
cana-5266	44	19	,	,	PUNCT
cana-5266	44	20	identify	identify	VERB
cana-5266	44	21	less	less	ADV
cana-5266	44	22	visible	visible	ADJ
cana-5266	44	23	spending	spending	NOUN
cana-5266	44	24	habits	habit	NOUN
cana-5266	44	25	,	,	PUNCT
cana-5266	44	26	and	and	CCONJ
cana-5266	44	27	render	render	VERB
cana-5266	44	28	increasingly	increasingly	ADV
cana-5266	44	29	accurate	accurate	ADJ
cana-5266	44	30	financial	financial	ADJ
cana-5266	44	31	predictions	prediction	NOUN
cana-5266	44	32	.	.	PUNCT
cana-5266	45	1	moreover	moreover	ADV
cana-5266	45	2	,	,	PUNCT
cana-5266	45	3	personal	personal	ADJ
cana-5266	45	4	finance	finance	NOUN
cana-5266	45	5	managers	manager	NOUN
cana-5266	45	6	powered	power	VERB
cana-5266	45	7	by	by	ADP
cana-5266	45	8	ai	ai	INTJ
cana-5266	45	9	are	be	AUX
cana-5266	45	10	able	able	ADJ
cana-5266	45	11	to	to	PART
cana-5266	45	12	provide	provide	VERB
cana-5266	45	13	ever	ever	ADV
cana-5266	45	14	evolving	evolve	VERB
cana-5266	45	15	recommendations	recommendation	NOUN
cana-5266	45	16	based	base	VERB
cana-5266	45	17	on	on	ADP
cana-5266	45	18	user	user	NOUN
cana-5266	45	19	interactions	interaction	NOUN
cana-5266	45	20	and	and	CCONJ
cana-5266	45	21	changing	change	VERB
cana-5266	45	22	financial	financial	ADJ
cana-5266	45	23	situations	situation	NOUN
cana-5266	45	24	through	through	ADP
cana-5266	45	25	the	the	DET
cana-5266	45	26	use	use	NOUN
cana-5266	45	27	of	of	ADP
cana-5266	45	28	reinforcement	reinforcement	NOUN
cana-5266	45	29	learning	learning	NOUN
cana-5266	45	30	.	.	PUNCT
cana-5266	46	1	even	even	ADV
cana-5266	46	2	though	though	SCONJ
cana-5266	46	3	ai	ai	AUX
cana-5266	46	4	-	-	PUNCT
cana-5266	46	5	powered	power	VERB
cana-5266	46	6	financial	financial	ADJ
cana-5266	46	7	management	management	NOUN
cana-5266	46	8	provides	provide	VERB
cana-5266	46	9	several	several	ADJ
cana-5266	46	10	benefits	benefit	NOUN
cana-5266	46	11	,	,	PUNCT
cana-5266	46	12	there	there	PRON
cana-5266	46	13	are	be	VERB
cana-5266	46	14	other	other	ADJ
cana-5266	46	15	issues	issue	NOUN
cana-5266	46	16	that	that	PRON
cana-5266	46	17	require	require	VERB
cana-5266	46	18	solutions	solution	NOUN
cana-5266	46	19	to	to	PART
cana-5266	46	20	enable	enable	VERB
cana-5266	46	21	wider	wide	ADJ
cana-5266	46	22	acceptance	acceptance	NOUN
cana-5266	46	23	and	and	CCONJ
cana-5266	46	24	application	application	NOUN
cana-5266	46	25	.	.	PUNCT
cana-5266	47	1	some	some	PRON
cana-5266	47	2	of	of	ADP
cana-5266	47	3	these	these	DET
cana-5266	47	4	challenges	challenge	NOUN
cana-5266	47	5	are	be	AUX
cana-5266	47	6	the	the	DET
cana-5266	47	7	privacy	privacy	NOUN
cana-5266	47	8	of	of	ADP
cana-5266	47	9	data	data	PROPN
cana-5266	47	10	,	,	PUNCT
cana-5266	47	11	the	the	DET
cana-5266	47	12	ability	ability	NOUN
cana-5266	47	13	to	to	PART
cana-5266	47	14	explain	explain	VERB
cana-5266	47	15	an	an	DET
cana-5266	47	16	ai	ai	NOUN
cana-5266	47	17	model	model	NOUN
cana-5266	47	18	’s	’s	PART
cana-5266	47	19	output	output	NOUN
cana-5266	47	20	,	,	PUNCT
cana-5266	47	21	discriminatory	discriminatory	ADJ
cana-5266	47	22	practices	practice	NOUN
cana-5266	47	23	by	by	ADP
cana-5266	47	24	artificial	artificial	ADJ
cana-5266	47	25	intelligence	intelligence	NOUN
cana-5266	47	26	technologies	technology	NOUN
cana-5266	47	27	,	,	PUNCT
cana-5266	47	28	and	and	CCONJ
cana-5266	47	29	reliance	reliance	NOUN
cana-5266	47	30	on	on	ADP
cana-5266	47	31	automated	automate	VERB
cana-5266	47	32	processes	process	NOUN
cana-5266	47	33	by	by	ADP
cana-5266	47	34	the	the	DET
cana-5266	47	35	users	user	NOUN
cana-5266	47	36	involved	involve	VERB
cana-5266	47	37	.	.	PUNCT
cana-5266	48	1	when	when	SCONJ
cana-5266	48	2	it	it	PRON
cana-5266	48	3	comes	come	VERB
cana-5266	48	4	to	to	ADP
cana-5266	48	5	using	use	VERB
cana-5266	48	6	ai	ai	NOUN
cana-5266	48	7	in	in	ADP
cana-5266	48	8	managing	manage	VERB
cana-5266	48	9	finance	finance	NOUN
cana-5266	48	10	,	,	PUNCT
cana-5266	48	11	the	the	DET
cana-5266	48	12	matters	matter	NOUN
cana-5266	48	13	of	of	ADP
cana-5266	48	14	trust	trust	NOUN
cana-5266	48	15	and	and	CCONJ
cana-5266	48	16	algorithm	algorithm	NOUN
cana-5266	48	17	bias	bias	NOUN
cana-5266	48	18	may	may	AUX
cana-5266	48	19	jeopardize	jeopardize	VERB
cana-5266	48	20	system	system	NOUN
cana-5266	48	21	credibility	credibility	NOUN
cana-5266	48	22	without	without	ADP
cana-5266	48	23	sufficient	sufficient	ADJ
cana-5266	48	24	system	system	NOUN
cana-5266	48	25	transparency	transparency	NOUN
cana-5266	48	26	.	.	PUNCT
cana-5266	49	1	in	in	ADP
cana-5266	49	2	addition	addition	NOUN
cana-5266	49	3	,	,	PUNCT
cana-5266	49	4	integrating	integrate	VERB
cana-5266	49	5	such	such	ADJ
cana-5266	49	6	ai	ai	PROPN
cana-5266	49	7	-	-	PUNCT
cana-5266	49	8	driven	drive	VERB
cana-5266	49	9	financial	financial	ADJ
cana-5266	49	10	management	management	NOUN
cana-5266	49	11	systems	system	NOUN
cana-5266	49	12	with	with	ADP
cana-5266	49	13	currents	current	NOUN
cana-5266	49	14	banking	banking	NOUN
cana-5266	49	15	and	and	CCONJ
cana-5266	49	16	fintech	fintech	NOUN
cana-5266	49	17	systems	system	NOUN
cana-5266	49	18	has	have	VERB
cana-5266	49	19	engineering	engineer	VERB
cana-5266	49	20	problems	problem	NOUN
cana-5266	49	21	that	that	PRON
cana-5266	49	22	strongly	strongly	ADV
cana-5266	49	23	demand	demand	VERB
cana-5266	49	24	advanced	advanced	ADJ
cana-5266	49	25	techniques	technique	NOUN
cana-5266	49	26	for	for	ADP
cana-5266	49	27	data	data	NOUN
cana-5266	49	28	integration	integration	NOUN
cana-5266	49	29	and	and	CCONJ
cana-5266	49	30	interoperability	interoperability	NOUN
cana-5266	49	31	.	.	PUNCT
cana-5266	50	1	this	this	DET
cana-5266	50	2	research	research	NOUN
cana-5266	50	3	intends	intend	VERB
cana-5266	50	4	to	to	PART
cana-5266	50	5	make	make	VERB
cana-5266	50	6	the	the	DET
cana-5266	50	7	automated	automate	VERB
cana-5266	50	8	personal	personal	ADJ
cana-5266	50	9	finance	finance	NOUN
cana-5266	50	10	manager	manager	NOUN
cana-5266	50	11	(	(	PUNCT
cana-5266	50	12	apfm	apfm	NOUN
cana-5266	50	13	)	)	PUNCT
cana-5266	50	14	development	development	NOUN
cana-5266	50	15	and	and	CCONJ
cana-5266	50	16	implementation	implementation	NOUN
cana-5266	50	17	using	use	VERB
cana-5266	50	18	ai	ai	NOUN
cana-5266	50	19	and	and	CCONJ
cana-5266	50	20	ml	ml	CCONJ
cana-5266	50	21	,	,	PUNCT
cana-5266	50	22	with	with	ADP
cana-5266	50	23	special	special	ADJ
cana-5266	50	24	attention	attention	NOUN
cana-5266	50	25	concerning	concern	VERB
cana-5266	50	26	its	its	PRON
cana-5266	50	27	impact	impact	NOUN
cana-5266	50	28	on	on	ADP
cana-5266	50	29	financial	financial	ADJ
cana-5266	50	30	decision	decision	NOUN
cana-5266	50	31	making	making	NOUN
cana-5266	50	32	,	,	PUNCT
cana-5266	50	33	budgeting	budgeting	NOUN
cana-5266	50	34	accuracy	accuracy	NOUN
cana-5266	50	35	,	,	PUNCT
cana-5266	50	36	and	and	CCONJ
cana-5266	50	37	overall	overall	ADJ
cana-5266	50	38	financial	financial	ADJ
cana-5266	50	39	health	health	NOUN
cana-5266	50	40	improvement	improvement	NOUN
cana-5266	50	41	.	.	PUNCT
cana-5266	51	1	the	the	DET
cana-5266	51	2	study	study	NOUN
cana-5266	51	3	analyzes	analyze	VERB
cana-5266	51	4	the	the	DET
cana-5266	51	5	advanced	advanced	ADJ
cana-5266	51	6	components	component	NOUN
cana-5266	51	7	of	of	ADP
cana-5266	51	8	personal	personal	ADJ
cana-5266	51	9	finance	finance	NOUN
cana-5266	51	10	management	management	NOUN
cana-5266	51	11	to	to	PART
cana-5266	51	12	include	include	VERB
cana-5266	51	13	ai	ai	PROPN
cana-5266	51	14	automation	automation	NOUN
cana-5266	51	15	,	,	PUNCT
cana-5266	51	16	transaction	transaction	NOUN
cana-5266	51	17	classification	classification	NOUN
cana-5266	51	18	,	,	PUNCT
cana-5266	51	19	expense	expense	NOUN
cana-5266	51	20	forecasting	forecasting	NOUN
cana-5266	51	21	,	,	PUNCT
cana-5266	51	22	recommending	recommend	VERB
cana-5266	51	23	finance	finance	NOUN
cana-5266	51	24	solutions	solution	NOUN
cana-5266	51	25	,	,	PUNCT
cana-5266	51	26	security	security	NOUN
cana-5266	51	27	systems	system	NOUN
cana-5266	51	28	,	,	PUNCT
cana-5266	51	29	and	and	CCONJ
cana-5266	51	30	improvements	improvement	NOUN
cana-5266	51	31	in	in	ADP
cana-5266	51	32	the	the	DET
cana-5266	51	33	user	user	NOUN
cana-5266	51	34	interface	interface	NOUN
cana-5266	51	35	design	design	NOUN
cana-5266	51	36	.	.	PUNCT
cana-5266	52	1	a	a	DET
cana-5266	52	2	real	real	ADJ
cana-5266	52	3	life	life	NOUN
cana-5266	52	4	financial	financial	ADJ
cana-5266	52	5	dataset	dataset	NOUN
cana-5266	52	6	is	be	AUX
cana-5266	52	7	used	use	VERB
cana-5266	52	8	to	to	PART
cana-5266	52	9	evaluate	evaluate	VERB
cana-5266	52	10	the	the	DET
cana-5266	52	11	accuracy	accuracy	NOUN
cana-5266	52	12	,	,	PUNCT
cana-5266	52	13	efficiency	efficiency	NOUN
cana-5266	52	14	,	,	PUNCT
cana-5266	52	15	and	and	CCONJ
cana-5266	52	16	effectiveness	effectiveness	NOUN
cana-5266	52	17	of	of	ADP
cana-5266	52	18	the	the	DET
cana-5266	52	19	personal	personal	ADJ
cana-5266	52	20	finance	finance	NOUN
cana-5266	52	21	management	management	NOUN
cana-5266	52	22	proposed	propose	VERB
cana-5266	52	23	apfm	apfm	NOUN
cana-5266	52	24	model	model	NOUN
cana-5266	52	25	.	.	PUNCT
cana-5266	53	1	the	the	DET
cana-5266	53	2	research	research	NOUN
cana-5266	53	3	also	also	ADV
cana-5266	53	4	elaborates	elaborate	VERB
cana-5266	53	5	the	the	DET
cana-5266	53	6	problems	problem	NOUN
cana-5266	53	7	,	,	PUNCT
cana-5266	53	8	ethical	ethical	ADJ
cana-5266	53	9	implications	implication	NOUN
cana-5266	53	10	,	,	PUNCT
cana-5266	53	11	and	and	CCONJ
cana-5266	53	12	prospects	prospect	NOUN
cana-5266	53	13	of	of	ADP
cana-5266	53	14	automation	automation	NOUN
cana-5266	53	15	in	in	ADP
cana-5266	53	16	finance	finance	NOUN
cana-5266	53	17	using	use	VERB
cana-5266	53	18	artificial	artificial	ADJ
cana-5266	53	19	intelligence	intelligence	NOUN
cana-5266	53	20	technology	technology	NOUN
cana-5266	53	21	.	.	PUNCT
cana-5266	54	1	the	the	DET
cana-5266	54	2	rest	rest	NOUN
cana-5266	54	3	of	of	ADP
cana-5266	54	4	this	this	DET
cana-5266	54	5	paper	paper	NOUN
cana-5266	54	6	is	be	AUX
cana-5266	54	7	formatted	format	VERB
cana-5266	54	8	as	as	SCONJ
cana-5266	54	9	follows	follow	VERB
cana-5266	54	10	.	.	PUNCT
cana-5266	55	1	section	section	NOUN
cana-5266	55	2	2	2	NUM
cana-5266	55	3	reviews	review	NOUN
cana-5266	55	4	a	a	DET
cana-5266	55	5	wide	wide	ADJ
cana-5266	55	6	range	range	NOUN
cana-5266	55	7	of	of	ADP
cana-5266	55	8	literature	literature	NOUN
cana-5266	55	9	on	on	ADP
cana-5266	55	10	the	the	DET
cana-5266	55	11	application	application	NOUN
cana-5266	55	12	of	of	ADP
cana-5266	55	13	ai	ai	NOUN
cana-5266	55	14	and	and	CCONJ
cana-5266	55	15	ml	ml	X
cana-5266	55	16	in	in	ADP
cana-5266	55	17	managing	manage	VERB
cana-5266	55	18	personal	personal	ADJ
cana-5266	55	19	finance	finance	NOUN
cana-5266	55	20	systems	system	NOUN
cana-5266	55	21	.	.	PUNCT
cana-5266	56	1	section	section	NOUN
cana-5266	56	2	3	3	NUM
cana-5266	56	3	explains	explain	VERB
cana-5266	56	4	the	the	DET
cana-5266	56	5	steps	step	NOUN
cana-5266	56	6	taken	take	VERB
cana-5266	56	7	to	to	PART
cana-5266	56	8	implement	implement	VERB
cana-5266	56	9	the	the	DET
cana-5266	56	10	proposed	propose	VERB
cana-5266	56	11	apfm	apfm	NOUN
cana-5266	56	12	system	system	NOUN
cana-5266	56	13	which	which	PRON
cana-5266	56	14	includes	include	VERB
cana-5266	56	15	data	datum	NOUN
cana-5266	56	16	gathering	gathering	NOUN
cana-5266	56	17	,	,	PUNCT
cana-5266	56	18	model	model	NOUN
cana-5266	56	19	designing	designing	NOUN
cana-5266	56	20	,	,	PUNCT
cana-5266	56	21	and	and	CCONJ
cana-5266	56	22	algorithms	algorithm	VERB
cana-5266	56	23	selection	selection	NOUN
cana-5266	56	24	and	and	CCONJ
cana-5266	56	25	coding	coding	NOUN
cana-5266	56	26	.	.	PUNCT
cana-5266	57	1	in	in	ADP
cana-5266	57	2	section	section	NOUN
cana-5266	57	3	4	4	NUM
cana-5266	57	4	,	,	PUNCT
cana-5266	57	5	the	the	DET
cana-5266	57	6	results	result	NOUN
cana-5266	57	7	from	from	ADP
cana-5266	57	8	the	the	DET
cana-5266	57	9	experiments	experiment	NOUN
cana-5266	57	10	are	be	AUX
cana-5266	57	11	provided	provide	VERB
cana-5266	57	12	where	where	SCONJ
cana-5266	57	13	the	the	DET
cana-5266	57	14	ai	ai	ADJ
cana-5266	57	15	financial	financial	ADJ
cana-5266	57	16	manager	manager	NOUN
cana-5266	57	17	is	be	AUX
cana-5266	57	18	tested	test	VERB
cana-5266	57	19	in	in	ADP
cana-5266	57	20	various	various	ADJ
cana-5266	57	21	financial	financial	ADJ
cana-5266	57	22	systems	system	NOUN
cana-5266	57	23	.	.	PUNCT
cana-5266	58	1	the	the	DET
cana-5266	58	2	fifth	fifth	ADJ
cana-5266	58	3	section	section	NOUN
cana-5266	58	4	is	be	AUX
cana-5266	58	5	allocated	allocate	VERB
cana-5266	58	6	for	for	ADP
cana-5266	58	7	the	the	DET
cana-5266	58	8	discussion	discussion	NOUN
cana-5266	58	9	of	of	ADP
cana-5266	58	10	the	the	DET
cana-5266	58	11	study	study	NOUN
cana-5266	58	12	's	's	PART
cana-5266	58	13	results	result	NOUN
cana-5266	58	14	,	,	PUNCT
cana-5266	58	15	limitations	limitation	NOUN
cana-5266	58	16	,	,	PUNCT
cana-5266	58	17	and	and	CCONJ
cana-5266	58	18	conclusions	conclusion	NOUN
cana-5266	58	19	.	.	PUNCT
cana-5266	59	1	finally	finally	ADV
cana-5266	59	2	,	,	PUNCT
cana-5266	59	3	in	in	ADP
cana-5266	59	4	section	section	NOUN
cana-5266	59	5	6	6	NUM
cana-5266	59	6	the	the	DET
cana-5266	59	7	research	research	NOUN
cana-5266	59	8	is	be	AUX
cana-5266	59	9	summarized	summarize	VERB
cana-5266	59	10	in	in	ADP
cana-5266	59	11	conjunction	conjunction	NOUN
cana-5266	59	12	with	with	ADP
cana-5266	59	13	suggestions	suggestion	NOUN
cana-5266	59	14	on	on	ADP
cana-5266	59	15	new	new	ADJ
cana-5266	59	16	angle	angle	NOUN
cana-5266	59	17	of	of	ADP
cana-5266	59	18	information	information	NOUN
cana-5266	59	19	and	and	CCONJ
cana-5266	59	20	improvement	improvement	NOUN
cana-5266	59	21	on	on	ADP
cana-5266	59	22	ai	ai	NOUN
cana-5266	59	23	in	in	ADP
cana-5266	59	24	personal	personal	ADJ
cana-5266	59	25	finance	finance	NOUN
cana-5266	59	26	management	management	NOUN
cana-5266	59	27	in	in	ADP
cana-5266	59	28	future	future	ADJ
cana-5266	59	29	research	research	NOUN
cana-5266	59	30	.	.	PUNCT
cana-5266	60	1	integrating	integrate	VERB
cana-5266	60	2	ai	ai	VERB
cana-5266	60	3	and	and	CCONJ
cana-5266	60	4	ml	ml	PROPN
cana-5266	60	5	gives	give	VERB
cana-5266	60	6	a	a	DET
cana-5266	60	7	new	new	ADJ
cana-5266	60	8	level	level	NOUN
cana-5266	60	9	of	of	ADP
cana-5266	60	10	sophistication	sophistication	NOUN
cana-5266	60	11	to	to	ADP
cana-5266	60	12	tracking	tracking	NOUN
cana-5266	60	13	expenses	expense	NOUN
cana-5266	60	14	,	,	PUNCT
cana-5266	60	15	budgeting	budgeting	NOUN
cana-5266	60	16	,	,	PUNCT
cana-5266	60	17	and	and	CCONJ
cana-5266	60	18	managing	manage	VERB
cana-5266	60	19	finances	finance	NOUN
cana-5266	60	20	;	;	PUNCT
cana-5266	60	21	that	that	PRON
cana-5266	60	22	’s	’	VERB
cana-5266	60	23	why	why	SCONJ
cana-5266	60	24	the	the	DET
cana-5266	60	25	new	new	ADJ
cana-5266	60	26	automated	automate	VERB
cana-5266	60	27	personal	personal	ADJ
cana-5266	60	28	finance	finance	NOUN
cana-5266	60	29	manager	manager	NOUN
cana-5266	60	30	has	have	AUX
cana-5266	60	31	set	set	VERB
cana-5266	60	32	out	out	ADP
cana-5266	60	33	to	to	PART
cana-5266	60	34	change	change	VERB
cana-5266	60	35	personal	personal	ADJ
cana-5266	60	36	management	management	NOUN
cana-5266	60	37	as	as	SCONJ
cana-5266	60	38	we	we	PRON
cana-5266	60	39	know	know	VERB
cana-5266	60	40	it	it	PRON
cana-5266	60	41	.	.	PUNCT
cana-5266	61	1	with	with	ADP
cana-5266	61	2	continuous	continuous	ADJ
cana-5266	61	3	development	development	NOUN
cana-5266	61	4	,	,	PUNCT
cana-5266	61	5	ai	ai	VERB
cana-5266	61	6	has	have	AUX
cana-5266	61	7	begun	begin	VERB
cana-5266	61	8	incorporating	incorporate	VERB
cana-5266	61	9	itself	itself	PRON
cana-5266	61	10	into	into	ADP
cana-5266	61	11	personal	personal	ADJ
cana-5266	61	12	finance	finance	NOUN
cana-5266	61	13	management	management	NOUN
cana-5266	61	14	systems	system	NOUN
cana-5266	61	15	,	,	PUNCT
cana-5266	61	16	which	which	PRON
cana-5266	61	17	creates	create	VERB
cana-5266	61	18	a	a	DET
cana-5266	61	19	great	great	ADJ
cana-5266	61	20	opportunity	opportunity	NOUN
cana-5266	61	21	to	to	PART
cana-5266	61	22	improve	improve	VERB
cana-5266	61	23	financial	financial	ADJ
cana-5266	61	24	literacy	literacy	NOUN
cana-5266	61	25	,	,	PUNCT
cana-5266	61	26	promote	promote	VERB
cana-5266	61	27	smarter	smart	ADJ
cana-5266	61	28	financial	financial	ADJ
cana-5266	61	29	choices	choice	NOUN
cana-5266	61	30	,	,	PUNCT
cana-5266	61	31	and	and	CCONJ
cana-5266	61	32	enable	enable	VERB
cana-5266	61	33	control	control	NOUN
cana-5266	61	34	over	over	ADP
cana-5266	61	35	one	one	NUM
cana-5266	61	36	’s	’s	PART
cana-5266	61	37	economic	economic	ADJ
cana-5266	61	38	life	life	NOUN
cana-5266	61	39	.	.	PUNCT
cana-5266	62	1	literature	literature	PROPN
cana-5266	62	2	review	review	PROPN
cana-5266	62	3	al	al	PROPN
cana-5266	62	4	-	-	PUNCT
cana-5266	62	5	najjar	najjar	PROPN
cana-5266	62	6	et	et	PROPN
cana-5266	62	7	al	al	PROPN
cana-5266	62	8	.	.	PUNCT
cana-5266	63	1	[	[	X
cana-5266	63	2	1	1	X
cana-5266	63	3	]	]	PUNCT
cana-5266	63	4	explored	explore	VERB
cana-5266	63	5	the	the	DET
cana-5266	63	6	use	use	NOUN
cana-5266	63	7	of	of	ADP
cana-5266	63	8	machine	machine	NOUN
cana-5266	63	9	learning	learning	NOUN
cana-5266	63	10	(	(	PUNCT
cana-5266	63	11	ml	ml	NOUN
cana-5266	63	12	)	)	PUNCT
cana-5266	63	13	algorithms	algorithm	NOUN
cana-5266	63	14	for	for	ADP
cana-5266	63	15	predicting	predict	VERB
cana-5266	63	16	the	the	DET
cana-5266	63	17	churn	churn	NOUN
cana-5266	63	18	of	of	ADP
cana-5266	63	19	credit	credit	NOUN
cana-5266	63	20	card	card	NOUN
cana-5266	63	21	customers	customer	NOUN
cana-5266	63	22	in	in	ADP
cana-5266	63	23	the	the	DET
cana-5266	63	24	financial	financial	ADJ
cana-5266	63	25	industry	industry	NOUN
cana-5266	63	26	.	.	PUNCT
cana-5266	64	1	the	the	DET
cana-5266	64	2	researchers	researcher	NOUN
cana-5266	64	3	utilize	utilize	VERB
cana-5266	64	4	decision	decision	NOUN
cana-5266	64	5	trees	tree	NOUN
cana-5266	64	6	,	,	PUNCT
cana-5266	64	7	support	support	NOUN
cana-5266	64	8	vector	vector	NOUN
cana-5266	64	9	machines	machine	NOUN
cana-5266	64	10	(	(	PUNCT
cana-5266	64	11	svm	svm	PROPN
cana-5266	64	12	)	)	PUNCT
cana-5266	64	13	,	,	PUNCT
cana-5266	64	14	random	random	ADJ
cana-5266	64	15	forests	forest	NOUN
cana-5266	64	16	,	,	PUNCT
cana-5266	64	17	and	and	CCONJ
cana-5266	64	18	gradient	gradient	ADJ
cana-5266	64	19	boosting	boost	VERB
cana-5266	64	20	models	model	NOUN
cana-5266	64	21	to	to	PART
cana-5266	64	22	study	study	VERB
cana-5266	64	23	transaction	transaction	NOUN
cana-5266	64	24	data	datum	NOUN
cana-5266	64	25	and	and	CCONJ
cana-5266	64	26	customer	customer	NOUN
cana-5266	64	27	behavior	behavior	NOUN
cana-5266	64	28	.	.	PUNCT
cana-5266	65	1	the	the	DET
cana-5266	65	2	study	study	NOUN
cana-5266	65	3	analyzes	analyze	VERB
cana-5266	65	4	a	a	DET
cana-5266	65	5	dataset	dataset	NOUN
cana-5266	65	6	that	that	PRON
cana-5266	65	7	contains	contain	VERB
cana-5266	65	8	historical	historical	ADJ
cana-5266	65	9	financial	financial	ADJ
cana-5266	65	10	data	datum	NOUN
cana-5266	65	11	,	,	PUNCT
cana-5266	65	12	including	include	VERB
cana-5266	65	13	expenditure	expenditure	NOUN
cana-5266	65	14	,	,	PUNCT
cana-5266	65	15	payment	payment	NOUN
cana-5266	65	16	behavior	behavior	NOUN
cana-5266	65	17	,	,	PUNCT
cana-5266	65	18	credit	credit	NOUN
cana-5266	65	19	usage	usage	NOUN
cana-5266	65	20	,	,	PUNCT
cana-5266	65	21	and	and	CCONJ
cana-5266	65	22	account	account	NOUN
cana-5266	65	23	activity	activity	NOUN
cana-5266	65	24	.	.	PUNCT
cana-5266	66	1	based	base	VERB
cana-5266	66	2	on	on	ADP
cana-5266	66	3	the	the	DET
cana-5266	66	4	results	result	NOUN
cana-5266	66	5	,	,	PUNCT
cana-5266	66	6	it	it	PRON
cana-5266	66	7	was	be	AUX
cana-5266	66	8	found	find	VERB
cana-5266	66	9	that	that	SCONJ
cana-5266	66	10	ensemble	ensemble	ADJ
cana-5266	66	11	communications	communication	NOUN
cana-5266	66	12	on	on	ADP
cana-5266	66	13	applied	apply	VERB
cana-5266	66	14	nonlinear	nonlinear	ADJ
cana-5266	66	15	analysis	analysis	NOUN
cana-5266	66	16	issn	issn	NOUN
cana-5266	66	17	:	:	PUNCT
cana-5266	66	18	1074	1074	NUM
cana-5266	66	19	-	-	PUNCT
cana-5266	66	20	133x	133x	NUM
cana-5266	66	21	vol	vol	VERB
cana-5266	66	22	32	32	NUM
cana-5266	66	23	no	no	NOUN
cana-5266	66	24	.	.	PUNCT
cana-5266	67	1	10s	10	NOUN
cana-5266	67	2	(	(	PUNCT
cana-5266	67	3	2025	2025	NUM
cana-5266	67	4	)	)	PUNCT
cana-5266	67	5	1646	1646	NUM
cana-5266	67	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5266	67	7	learning	learning	NOUN
cana-5266	67	8	models	model	NOUN
cana-5266	67	9	,	,	PUNCT
cana-5266	67	10	especially	especially	ADV
cana-5266	67	11	those	those	PRON
cana-5266	67	12	based	base	VERB
cana-5266	67	13	on	on	ADP
cana-5266	67	14	gradient	gradient	ADJ
cana-5266	67	15	boosting	boost	VERB
cana-5266	67	16	algorithms	algorithm	NOUN
cana-5266	67	17	,	,	PUNCT
cana-5266	67	18	were	be	AUX
cana-5266	67	19	more	more	ADV
cana-5266	67	20	accurate	accurate	ADJ
cana-5266	67	21	than	than	ADP
cana-5266	67	22	traditional	traditional	ADJ
cana-5266	67	23	statistical	statistical	ADJ
cana-5266	67	24	methods	method	NOUN
cana-5266	67	25	in	in	ADP
cana-5266	67	26	predicting	predict	VERB
cana-5266	67	27	customer	customer	NOUN
cana-5266	67	28	churn	churn	NOUN
cana-5266	67	29	.	.	PUNCT
cana-5266	68	1	the	the	DET
cana-5266	68	2	study	study	NOUN
cana-5266	68	3	also	also	ADV
cana-5266	68	4	demonstrates	demonstrate	VERB
cana-5266	68	5	the	the	DET
cana-5266	68	6	importance	importance	NOUN
cana-5266	68	7	of	of	ADP
cana-5266	68	8	feature	feature	NOUN
cana-5266	68	9	engineering	engineering	NOUN
cana-5266	68	10	by	by	ADP
cana-5266	68	11	explaining	explain	VERB
cana-5266	68	12	the	the	DET
cana-5266	68	13	high	high	ADJ
cana-5266	68	14	predictive	predictive	ADJ
cana-5266	68	15	value	value	NOUN
cana-5266	68	16	of	of	ADP
cana-5266	68	17	some	some	DET
cana-5266	68	18	variables	variable	NOUN
cana-5266	68	19	such	such	ADJ
cana-5266	68	20	as	as	ADP
cana-5266	68	21	late	late	ADJ
cana-5266	68	22	payment	payment	NOUN
cana-5266	68	23	frequency	frequency	NOUN
cana-5266	68	24	,	,	PUNCT
cana-5266	68	25	transaction	transaction	NOUN
cana-5266	68	26	volume	volume	NOUN
cana-5266	68	27	,	,	PUNCT
cana-5266	68	28	and	and	CCONJ
cana-5266	68	29	change	change	NOUN
cana-5266	68	30	in	in	ADP
cana-5266	68	31	credit	credit	NOUN
cana-5266	68	32	utilization	utilization	NOUN
cana-5266	68	33	.	.	PUNCT
cana-5266	69	1	also	also	ADV
cana-5266	69	2	,	,	PUNCT
cana-5266	69	3	the	the	DET
cana-5266	69	4	research	research	NOUN
cana-5266	69	5	examines	examine	VERB
cana-5266	69	6	the	the	DET
cana-5266	69	7	explainability	explainability	NOUN
cana-5266	69	8	of	of	ADP
cana-5266	69	9	ml	ml	PROPN
cana-5266	69	10	models	model	NOUN
cana-5266	69	11	using	use	VERB
cana-5266	69	12	shap	shap	PROPN
cana-5266	69	13	(	(	PUNCT
cana-5266	69	14	shapley	shapley	ADJ
cana-5266	69	15	additive	additive	ADJ
cana-5266	69	16	explanations	explanation	NOUN
cana-5266	69	17	)	)	PUNCT
cana-5266	69	18	values	value	NOUN
cana-5266	69	19	to	to	PART
cana-5266	69	20	evaluate	evaluate	VERB
cana-5266	69	21	customer	customer	NOUN
cana-5266	69	22	retention	retention	NOUN
cana-5266	69	23	features	feature	NOUN
cana-5266	69	24	.	.	PUNCT
cana-5266	70	1	this	this	DET
cana-5266	70	2	paper	paper	NOUN
cana-5266	70	3	adds	add	VERB
cana-5266	70	4	to	to	ADP
cana-5266	70	5	the	the	DET
cana-5266	70	6	expanding	expand	VERB
cana-5266	70	7	literature	literature	NOUN
cana-5266	70	8	on	on	ADP
cana-5266	70	9	ai	ai	ADJ
cana-5266	70	10	-	-	PUNCT
cana-5266	70	11	powered	power	VERB
cana-5266	70	12	financial	financial	ADJ
cana-5266	70	13	analytics	analytic	NOUN
cana-5266	70	14	by	by	ADP
cana-5266	70	15	providing	provide	VERB
cana-5266	70	16	a	a	DET
cana-5266	70	17	framework	framework	NOUN
cana-5266	70	18	for	for	ADP
cana-5266	70	19	banking	banking	NOUN
cana-5266	70	20	and	and	CCONJ
cana-5266	70	21	fintech	fintech	NOUN
cana-5266	70	22	companies	company	NOUN
cana-5266	70	23	to	to	PART
cana-5266	70	24	adopt	adopt	VERB
cana-5266	70	25	advanced	advanced	ADJ
cana-5266	70	26	churn	churn	NOUN
cana-5266	70	27	management	management	NOUN
cana-5266	70	28	techniques	technique	NOUN
cana-5266	70	29	.	.	PUNCT
cana-5266	71	1	by	by	ADP
cana-5266	71	2	applying	apply	VERB
cana-5266	71	3	insights	insight	NOUN
cana-5266	71	4	from	from	ADP
cana-5266	71	5	ml	ml	NOUN
cana-5266	71	6	,	,	PUNCT
cana-5266	71	7	companies	company	NOUN
cana-5266	71	8	can	can	AUX
cana-5266	71	9	tailor	tailor	VERB
cana-5266	71	10	retention	retention	NOUN
cana-5266	71	11	strategies	strategy	NOUN
cana-5266	71	12	,	,	PUNCT
cana-5266	71	13	elevate	elevate	VERB
cana-5266	71	14	engagement	engagement	NOUN
cana-5266	71	15	,	,	PUNCT
cana-5266	71	16	and	and	CCONJ
cana-5266	71	17	improve	improve	VERB
cana-5266	71	18	financial	financial	ADJ
cana-5266	71	19	decisions	decision	NOUN
cana-5266	71	20	.	.	PUNCT
cana-5266	72	1	the	the	DET
cana-5266	72	2	automated	automate	VERB
cana-5266	72	3	personal	personal	ADJ
cana-5266	72	4	finance	finance	NOUN
cana-5266	72	5	management	management	NOUN
cana-5266	72	6	,	,	PUNCT
cana-5266	72	7	in	in	ADP
cana-5266	72	8	which	which	PRON
cana-5266	72	9	the	the	DET
cana-5266	72	10	same	same	ADJ
cana-5266	72	11	predictive	predictive	ADJ
cana-5266	72	12	models	model	NOUN
cana-5266	72	13	can	can	AUX
cana-5266	72	14	be	be	AUX
cana-5266	72	15	applied	apply	VERB
cana-5266	72	16	to	to	PART
cana-5266	72	17	analyze	analyze	VERB
cana-5266	72	18	the	the	DET
cana-5266	72	19	user	user	NOUN
cana-5266	72	20	’s	’s	PART
cana-5266	72	21	spending	spend	VERB
cana-5266	72	22	behavior	behavior	NOUN
cana-5266	72	23	and	and	CCONJ
cana-5266	72	24	financial	financial	ADJ
cana-5266	72	25	risk	risk	NOUN
cana-5266	72	26	,	,	PUNCT
cana-5266	72	27	is	be	AUX
cana-5266	72	28	among	among	ADP
cana-5266	72	29	the	the	DET
cana-5266	72	30	study	study	NOUN
cana-5266	72	31	’s	’s	PART
cana-5266	72	32	implications	implication	NOUN
cana-5266	72	33	.	.	PUNCT
cana-5266	73	1	such	such	ADJ
cana-5266	73	2	models	model	NOUN
cana-5266	73	3	would	would	AUX
cana-5266	73	4	assist	assist	VERB
cana-5266	73	5	individuals	individual	NOUN
cana-5266	73	6	in	in	ADP
cana-5266	73	7	making	make	VERB
cana-5266	73	8	proper	proper	ADJ
cana-5266	73	9	financial	financial	ADJ
cana-5266	73	10	decisions	decision	NOUN
cana-5266	73	11	.	.	PUNCT
cana-5266	74	1	liu	liu	PROPN
cana-5266	74	2	,	,	PUNCT
cana-5266	74	3	y.	y.	PROPN
cana-5266	74	4	et	et	PROPN
cana-5266	74	5	al	al	PROPN
cana-5266	75	1	[	[	X
cana-5266	75	2	2	2	NUM
cana-5266	75	3	]	]	PUNCT
cana-5266	75	4	studied	study	VERB
cana-5266	75	5	digital	digital	ADJ
cana-5266	75	6	inclusive	inclusive	ADJ
cana-5266	75	7	finance	finance	NOUN
cana-5266	75	8	with	with	ADP
cana-5266	75	9	a	a	DET
cana-5266	75	10	focus	focus	NOUN
cana-5266	75	11	on	on	ADP
cana-5266	75	12	its	its	PRON
cana-5266	75	13	impact	impact	NOUN
cana-5266	75	14	on	on	ADP
cana-5266	75	15	lightgbm	lightgbm	ADJ
cana-5266	75	16	assisted	assist	VERB
cana-5266	75	17	household	household	NOUN
cana-5266	75	18	wealth	wealth	NOUN
cana-5266	75	19	using	use	VERB
cana-5266	75	20	machine	machine	NOUN
cana-5266	75	21	learning	learning	NOUN
cana-5266	75	22	.	.	PUNCT
cana-5266	76	1	the	the	DET
cana-5266	76	2	research	research	NOUN
cana-5266	76	3	evaluates	evaluate	VERB
cana-5266	76	4	the	the	DET
cana-5266	76	5	effect	effect	NOUN
cana-5266	76	6	of	of	ADP
cana-5266	76	7	mobile	mobile	ADJ
cana-5266	76	8	banking	banking	NOUN
cana-5266	76	9	,	,	PUNCT
cana-5266	76	10	microloans	microloan	NOUN
cana-5266	76	11	,	,	PUNCT
cana-5266	76	12	and	and	CCONJ
cana-5266	76	13	other	other	ADJ
cana-5266	76	14	digital	digital	ADJ
cana-5266	76	15	financial	financial	ADJ
cana-5266	76	16	services	service	NOUN
cana-5266	76	17	on	on	ADP
cana-5266	76	18	the	the	DET
cana-5266	76	19	financial	financial	ADJ
cana-5266	76	20	stability	stability	NOUN
cana-5266	76	21	and	and	CCONJ
cana-5266	76	22	wealth	wealth	NOUN
cana-5266	76	23	accumulation	accumulation	NOUN
cana-5266	76	24	of	of	ADP
cana-5266	76	25	families	family	NOUN
cana-5266	76	26	.	.	PUNCT
cana-5266	77	1	a	a	DET
cana-5266	77	2	large	large	ADJ
cana-5266	77	3	-	-	PUNCT
cana-5266	77	4	scale	scale	NOUN
cana-5266	77	5	financial	financial	ADJ
cana-5266	77	6	dataset	dataset	NOUN
cana-5266	77	7	containing	contain	VERB
cana-5266	77	8	income	income	NOUN
cana-5266	77	9	,	,	PUNCT
cana-5266	77	10	asset	asset	NOUN
cana-5266	77	11	ownership	ownership	NOUN
cana-5266	77	12	,	,	PUNCT
cana-5266	77	13	loan	loan	NOUN
cana-5266	77	14	accessibility	accessibility	NOUN
cana-5266	77	15	,	,	PUNCT
cana-5266	77	16	and	and	CCONJ
cana-5266	77	17	digital	digital	ADJ
cana-5266	77	18	banking	banking	NOUN
cana-5266	77	19	transaction	transaction	NOUN
cana-5266	77	20	data	datum	NOUN
cana-5266	77	21	was	be	AUX
cana-5266	77	22	used	use	VERB
cana-5266	77	23	.	.	PUNCT
cana-5266	78	1	the	the	DET
cana-5266	78	2	researchers	researcher	NOUN
cana-5266	78	3	conducted	conduct	VERB
cana-5266	78	4	evaluations	evaluation	NOUN
cana-5266	78	5	of	of	ADP
cana-5266	78	6	various	various	ADJ
cana-5266	78	7	econometric	econometric	ADJ
cana-5266	78	8	models	model	NOUN
cana-5266	78	9	and	and	CCONJ
cana-5266	78	10	established	establish	VERB
cana-5266	78	11	that	that	DET
cana-5266	78	12	machine	machine	NOUN
cana-5266	78	13	learning	learn	VERB
cana-5266	78	14	econometric	econometric	ADJ
cana-5266	78	15	models	model	NOUN
cana-5266	78	16	vastly	vastly	ADV
cana-5266	78	17	outperformed	outperform	VERB
cana-5266	78	18	traditional	traditional	ADJ
cana-5266	78	19	models	model	NOUN
cana-5266	78	20	in	in	ADP
cana-5266	78	21	financial	financial	ADJ
cana-5266	78	22	forecasting	forecasting	NOUN
cana-5266	78	23	accuracy	accuracy	NOUN
cana-5266	78	24	.	.	PUNCT
cana-5266	79	1	the	the	DET
cana-5266	79	2	outcomes	outcome	NOUN
cana-5266	79	3	suggest	suggest	VERB
cana-5266	79	4	that	that	SCONJ
cana-5266	79	5	if	if	SCONJ
cana-5266	79	6	adequate	adequate	ADJ
cana-5266	79	7	digital	digital	ADJ
cana-5266	79	8	financial	financial	ADJ
cana-5266	79	9	tools	tool	NOUN
cana-5266	79	10	are	be	AUX
cana-5266	79	11	available	available	ADJ
cana-5266	79	12	,	,	PUNCT
cana-5266	79	13	it	it	PRON
cana-5266	79	14	aids	aid	VERB
cana-5266	79	15	in	in	ADP
cana-5266	79	16	the	the	DET
cana-5266	79	17	increase	increase	NOUN
cana-5266	79	18	of	of	ADP
cana-5266	79	19	savings	saving	NOUN
cana-5266	79	20	,	,	PUNCT
cana-5266	79	21	investment	investment	NOUN
cana-5266	79	22	diversification	diversification	NOUN
cana-5266	79	23	,	,	PUNCT
cana-5266	79	24	and	and	CCONJ
cana-5266	79	25	longterm	longterm	VERB
cana-5266	79	26	financial	financial	ADJ
cana-5266	79	27	security	security	NOUN
cana-5266	79	28	.	.	PUNCT
cana-5266	80	1	the	the	DET
cana-5266	80	2	study	study	NOUN
cana-5266	80	3	also	also	ADV
cana-5266	80	4	pointed	point	VERB
cana-5266	80	5	out	out	ADP
cana-5266	80	6	some	some	DET
cana-5266	80	7	dangers	danger	NOUN
cana-5266	80	8	,	,	PUNCT
cana-5266	80	9	such	such	ADJ
cana-5266	80	10	as	as	ADP
cana-5266	80	11	undue	undue	ADJ
cana-5266	80	12	reliance	reliance	NOUN
cana-5266	80	13	on	on	ADP
cana-5266	80	14	creditlevel	creditlevel	ADJ
cana-5266	80	15	financial	financial	ADJ
cana-5266	80	16	instruments	instrument	NOUN
cana-5266	80	17	that	that	PRON
cana-5266	80	18	may	may	AUX
cana-5266	80	19	predispose	predispose	VERB
cana-5266	80	20	users	user	NOUN
cana-5266	80	21	to	to	ADP
cana-5266	80	22	debt	debt	NOUN
cana-5266	80	23	.	.	PUNCT
cana-5266	81	1	the	the	DET
cana-5266	81	2	paper	paper	NOUN
cana-5266	81	3	discusses	discuss	VERB
cana-5266	81	4	the	the	DET
cana-5266	81	5	need	need	NOUN
cana-5266	81	6	for	for	ADP
cana-5266	81	7	comprehensive	comprehensive	ADJ
cana-5266	81	8	financial	financial	ADJ
cana-5266	81	9	plans	plan	NOUN
cana-5266	81	10	,	,	PUNCT
cana-5266	81	11	created	create	VERB
cana-5266	81	12	with	with	ADP
cana-5266	81	13	the	the	DET
cana-5266	81	14	help	help	NOUN
cana-5266	81	15	of	of	ADP
cana-5266	81	16	ai	ai	NOUN
cana-5266	81	17	and	and	CCONJ
cana-5266	81	18	ml	ml	NOUN
cana-5266	81	19	algorithms	algorithm	NOUN
cana-5266	81	20	,	,	PUNCT
cana-5266	81	21	and	and	CCONJ
cana-5266	81	22	proposes	propose	VERB
cana-5266	81	23	the	the	DET
cana-5266	81	24	automated	automate	VERB
cana-5266	81	25	personal	personal	ADJ
cana-5266	81	26	financial	financial	ADJ
cana-5266	81	27	manager	manager	NOUN
cana-5266	81	28	(	(	PUNCT
cana-5266	81	29	apfm	apfm	NOUN
cana-5266	81	30	)	)	PUNCT
cana-5266	81	31	concept	concept	NOUN
cana-5266	81	32	to	to	PART
cana-5266	81	33	analyze	analyze	VERB
cana-5266	81	34	user	user	NOUN
cana-5266	81	35	financial	financial	ADJ
cana-5266	81	36	activity	activity	NOUN
cana-5266	81	37	and	and	CCONJ
cana-5266	81	38	offer	offer	VERB
cana-5266	81	39	tailored	tailor	VERB
cana-5266	81	40	advice	advice	NOUN
cana-5266	81	41	to	to	PART
cana-5266	81	42	curb	curb	VERB
cana-5266	81	43	unnecessary	unnecessary	ADJ
cana-5266	81	44	debt	debt	NOUN
cana-5266	81	45	.	.	PUNCT
cana-5266	82	1	this	this	DET
cana-5266	82	2	research	research	NOUN
cana-5266	82	3	is	be	AUX
cana-5266	82	4	highly	highly	ADV
cana-5266	82	5	relevant	relevant	ADJ
cana-5266	82	6	for	for	ADP
cana-5266	82	7	the	the	DET
cana-5266	82	8	development	development	NOUN
cana-5266	82	9	of	of	ADP
cana-5266	82	10	aipowered	aipowere	VERB
cana-5266	82	11	financial	financial	ADJ
cana-5266	82	12	planning	planning	NOUN
cana-5266	82	13	tools	tool	NOUN
cana-5266	82	14	designed	design	VERB
cana-5266	82	15	to	to	PART
cana-5266	82	16	enable	enable	VERB
cana-5266	82	17	everyone	everyone	PRON
cana-5266	82	18	to	to	PART
cana-5266	82	19	access	access	VERB
cana-5266	82	20	sophisticated	sophisticated	ADJ
cana-5266	82	21	financial	financial	ADJ
cana-5266	82	22	advice	advice	NOUN
cana-5266	82	23	and	and	CCONJ
cana-5266	82	24	services	service	NOUN
cana-5266	82	25	,	,	PUNCT
cana-5266	82	26	thereby	thereby	ADV
cana-5266	82	27	democratizing	democratize	VERB
cana-5266	82	28	wealth	wealth	NOUN
cana-5266	82	29	management	management	NOUN
cana-5266	82	30	.	.	PUNCT
cana-5266	83	1	in	in	ADP
cana-5266	83	2	a	a	DET
cana-5266	83	3	study	study	NOUN
cana-5266	83	4	on	on	ADP
cana-5266	83	5	modern	modern	ADJ
cana-5266	83	6	techniques	technique	NOUN
cana-5266	83	7	of	of	ADP
cana-5266	83	8	auditing	auditing	NOUN
cana-5266	83	9	,	,	PUNCT
cana-5266	83	10	chen	chen	PROPN
cana-5266	83	11	y	y	PROPN
cana-5266	83	12	et	et	PROPN
cana-5266	83	13	al	al	PROPN
cana-5266	83	14	.	.	PUNCT
cana-5266	84	1	[	[	X
cana-5266	84	2	3	3	NUM
cana-5266	84	3	]	]	PUNCT
cana-5266	84	4	developed	develop	VERB
cana-5266	84	5	a	a	DET
cana-5266	84	6	novel	novel	ADJ
cana-5266	84	7	auditing	auditing	NOUN
cana-5266	84	8	system	system	NOUN
cana-5266	84	9	employing	employ	VERB
cana-5266	84	10	sample	sample	NOUN
cana-5266	84	11	-	-	PUNCT
cana-5266	84	12	based	base	VERB
cana-5266	84	13	auditing	auditing	NOUN
cana-5266	84	14	techniques	technique	NOUN
cana-5266	84	15	that	that	PRON
cana-5266	84	16	rely	rely	VERB
cana-5266	84	17	on	on	ADP
cana-5266	84	18	machine	machine	NOUN
cana-5266	84	19	learning	learning	NOUN
cana-5266	84	20	algorithms	algorithm	NOUN
cana-5266	84	21	.	.	PUNCT
cana-5266	85	1	this	this	DET
cana-5266	85	2	research	research	NOUN
cana-5266	85	3	seeks	seek	VERB
cana-5266	85	4	to	to	PART
cana-5266	85	5	analyze	analyze	VERB
cana-5266	85	6	every	every	DET
cana-5266	85	7	financial	financial	ADJ
cana-5266	85	8	transaction	transaction	NOUN
cana-5266	85	9	rather	rather	ADV
cana-5266	85	10	than	than	ADP
cana-5266	85	11	employing	employ	VERB
cana-5266	85	12	the	the	DET
cana-5266	85	13	representative	representative	ADJ
cana-5266	85	14	sampling	sampling	NOUN
cana-5266	85	15	technique	technique	NOUN
cana-5266	85	16	,	,	PUNCT
cana-5266	85	17	otherwise	otherwise	ADV
cana-5266	85	18	known	know	VERB
cana-5266	85	19	as	as	ADP
cana-5266	85	20	full	full	ADJ
cana-5266	85	21	population	population	NOUN
cana-5266	85	22	auditing	auditing	NOUN
cana-5266	85	23	.	.	PUNCT
cana-5266	86	1	the	the	DET
cana-5266	86	2	researchers	researcher	NOUN
cana-5266	86	3	use	use	VERB
cana-5266	86	4	advanced	advanced	ADJ
cana-5266	86	5	deep	deep	ADJ
cana-5266	86	6	learning	learning	NOUN
cana-5266	86	7	techniques	technique	NOUN
cana-5266	86	8	such	such	ADJ
cana-5266	86	9	as	as	ADP
cana-5266	86	10	convolutional	convolutional	ADJ
cana-5266	86	11	neural	neural	ADJ
cana-5266	86	12	networks	network	NOUN
cana-5266	86	13	(	(	PUNCT
cana-5266	86	14	cnns	cnns	PROPN
cana-5266	86	15	)	)	PUNCT
cana-5266	86	16	and	and	CCONJ
cana-5266	86	17	autoencoders	autoencoder	NOUN
cana-5266	86	18	to	to	PART
cana-5266	86	19	identify	identify	VERB
cana-5266	86	20	anomalies	anomaly	NOUN
cana-5266	86	21	in	in	ADP
cana-5266	86	22	financial	financial	ADJ
cana-5266	86	23	data	datum	NOUN
cana-5266	86	24	.	.	PUNCT
cana-5266	87	1	these	these	DET
cana-5266	87	2	models	model	NOUN
cana-5266	87	3	undergo	undergo	VERB
cana-5266	87	4	training	training	NOUN
cana-5266	87	5	using	use	VERB
cana-5266	87	6	a	a	DET
cana-5266	87	7	dataset	dataset	NOUN
cana-5266	87	8	of	of	ADP
cana-5266	87	9	transaction	transaction	NOUN
cana-5266	87	10	logs	log	NOUN
cana-5266	87	11	,	,	PUNCT
cana-5266	87	12	expense	expense	NOUN
cana-5266	87	13	reports	report	NOUN
cana-5266	87	14	,	,	PUNCT
cana-5266	87	15	and	and	CCONJ
cana-5266	87	16	corporate	corporate	ADJ
cana-5266	87	17	financial	financial	ADJ
cana-5266	87	18	statements	statement	NOUN
cana-5266	87	19	which	which	PRON
cana-5266	87	20	contain	contain	VERB
cana-5266	87	21	patterns	pattern	NOUN
cana-5266	87	22	suggestive	suggestive	ADJ
cana-5266	87	23	of	of	ADP
cana-5266	87	24	fraud	fraud	NOUN
cana-5266	87	25	,	,	PUNCT
cana-5266	87	26	misstatements	misstatement	NOUN
cana-5266	87	27	,	,	PUNCT
cana-5266	87	28	or	or	CCONJ
cana-5266	87	29	errors	error	NOUN
cana-5266	87	30	.	.	PUNCT
cana-5266	88	1	the	the	DET
cana-5266	88	2	results	result	NOUN
cana-5266	88	3	prove	prove	VERB
cana-5266	88	4	ai	ai	NOUN
cana-5266	88	5	-	-	PUNCT
cana-5266	88	6	based	base	VERB
cana-5266	88	7	models	model	NOUN
cana-5266	88	8	are	be	AUX
cana-5266	88	9	more	more	ADV
cana-5266	88	10	effective	effective	ADJ
cana-5266	88	11	in	in	ADP
cana-5266	88	12	detecting	detect	VERB
cana-5266	88	13	abnormalities	abnormality	NOUN
cana-5266	88	14	than	than	ADP
cana-5266	88	15	classical	classical	ADJ
cana-5266	88	16	statistical	statistical	ADJ
cana-5266	88	17	models	model	NOUN
cana-5266	88	18	that	that	PRON
cana-5266	88	19	rely	rely	VERB
cana-5266	88	20	on	on	ADP
cana-5266	88	21	simpler	simple	ADJ
cana-5266	88	22	algorithms	algorithm	NOUN
cana-5266	88	23	and	and	CCONJ
cana-5266	88	24	heuristics	heuristic	NOUN
cana-5266	88	25	.	.	PUNCT
cana-5266	89	1	unsophisticated	unsophisticated	ADJ
cana-5266	89	2	statistical	statistical	ADJ
cana-5266	89	3	models	model	NOUN
cana-5266	89	4	exacerbate	exacerbate	VERB
cana-5266	89	5	the	the	DET
cana-5266	89	6	problems	problem	NOUN
cana-5266	89	7	stemming	stem	VERB
cana-5266	89	8	from	from	ADP
cana-5266	89	9	manual	manual	ADJ
cana-5266	89	10	auditing	auditing	NOUN
cana-5266	89	11	.	.	PUNCT
cana-5266	90	1	this	this	DET
cana-5266	90	2	paper	paper	NOUN
cana-5266	90	3	's	's	PART
cana-5266	90	4	important	important	ADJ
cana-5266	90	5	contribution	contribution	NOUN
cana-5266	90	6	is	be	AUX
cana-5266	90	7	the	the	DET
cana-5266	90	8	application	application	NOUN
cana-5266	90	9	of	of	ADP
cana-5266	90	10	unsupervised	unsupervised	ADJ
cana-5266	90	11	learning	learning	NOUN
cana-5266	90	12	that	that	PRON
cana-5266	90	13	allows	allow	VERB
cana-5266	90	14	auditors	auditor	NOUN
cana-5266	90	15	to	to	PART
cana-5266	90	16	flag	flag	VERB
cana-5266	90	17	suspicious	suspicious	ADJ
cana-5266	90	18	financial	financial	ADJ
cana-5266	90	19	activities	activity	NOUN
cana-5266	90	20	without	without	ADP
cana-5266	90	21	the	the	DET
cana-5266	90	22	need	need	NOUN
cana-5266	90	23	for	for	ADP
cana-5266	90	24	pre	pre	ADJ
cana-5266	90	25	-	-	ADJ
cana-5266	90	26	defined	define	VERB
cana-5266	90	27	fraud	fraud	NOUN
cana-5266	90	28	models	model	NOUN
cana-5266	90	29	.	.	PUNCT
cana-5266	91	1	in	in	ADP
cana-5266	91	2	addition	addition	NOUN
cana-5266	91	3	,	,	PUNCT
cana-5266	91	4	the	the	DET
cana-5266	91	5	study	study	NOUN
cana-5266	91	6	underscores	underscore	VERB
cana-5266	91	7	the	the	DET
cana-5266	91	8	importance	importance	NOUN
cana-5266	91	9	of	of	ADP
cana-5266	91	10	using	use	VERB
cana-5266	91	11	blockchain	blockchain	PROPN
cana-5266	91	12	technology	technology	NOUN
cana-5266	91	13	as	as	ADP
cana-5266	91	14	a	a	DET
cana-5266	91	15	means	means	NOUN
cana-5266	91	16	to	to	PART
cana-5266	91	17	guarantee	guarantee	VERB
cana-5266	91	18	the	the	DET
cana-5266	91	19	integrity	integrity	NOUN
cana-5266	91	20	of	of	ADP
cana-5266	91	21	data	datum	NOUN
cana-5266	91	22	and	and	CCONJ
cana-5266	91	23	prevent	prevent	VERB
cana-5266	91	24	tampering	tampering	NOUN
cana-5266	91	25	.	.	PUNCT
cana-5266	92	1	these	these	DET
cana-5266	92	2	findings	finding	NOUN
cana-5266	92	3	are	be	AUX
cana-5266	92	4	particularly	particularly	ADV
cana-5266	92	5	striking	strike	VERB
cana-5266	92	6	in	in	ADP
cana-5266	92	7	view	view	NOUN
cana-5266	92	8	of	of	ADP
cana-5266	92	9	ai	ai	PRON
cana-5266	92	10	technology	technology	NOUN
cana-5266	92	11	’s	’s	PART
cana-5266	92	12	application	application	NOUN
cana-5266	92	13	in	in	ADP
cana-5266	92	14	personal	personal	ADJ
cana-5266	92	15	finance	finance	NOUN
cana-5266	92	16	communications	communication	NOUN
cana-5266	92	17	on	on	ADP
cana-5266	92	18	applied	apply	VERB
cana-5266	92	19	nonlinear	nonlinear	ADJ
cana-5266	92	20	analysis	analysis	NOUN
cana-5266	92	21	issn	issn	NOUN
cana-5266	92	22	:	:	PUNCT
cana-5266	92	23	1074	1074	NUM
cana-5266	92	24	-	-	PUNCT
cana-5266	92	25	133x	133x	NUM
cana-5266	92	26	vol	vol	VERB
cana-5266	92	27	32	32	NUM
cana-5266	92	28	no	no	NOUN
cana-5266	92	29	.	.	PUNCT
cana-5266	93	1	10s	10	NOUN
cana-5266	93	2	(	(	PUNCT
cana-5266	93	3	2025	2025	NUM
cana-5266	93	4	)	)	PUNCT
cana-5266	93	5	1647	1647	NUM
cana-5266	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	93	7	management	management	NOUN
cana-5266	93	8	.	.	PUNCT
cana-5266	94	1	similar	similar	ADJ
cana-5266	94	2	algorithms	algorithm	NOUN
cana-5266	94	3	can	can	AUX
cana-5266	94	4	be	be	AUX
cana-5266	94	5	incorporated	incorporate	VERB
cana-5266	94	6	by	by	ADP
cana-5266	94	7	automated	automate	VERB
cana-5266	94	8	finance	finance	NOUN
cana-5266	94	9	managers	manager	NOUN
cana-5266	94	10	for	for	ADP
cana-5266	94	11	advanced	advanced	ADJ
cana-5266	94	12	monitoring	monitoring	NOUN
cana-5266	94	13	of	of	ADP
cana-5266	94	14	spending	spending	NOUN
cana-5266	94	15	patterns	pattern	NOUN
cana-5266	94	16	,	,	PUNCT
cana-5266	94	17	identification	identification	NOUN
cana-5266	94	18	of	of	ADP
cana-5266	94	19	questionable	questionable	ADJ
cana-5266	94	20	transactions	transaction	NOUN
cana-5266	94	21	,	,	PUNCT
cana-5266	94	22	and	and	CCONJ
cana-5266	94	23	overall	overall	ADJ
cana-5266	94	24	enhancement	enhancement	NOUN
cana-5266	94	25	of	of	ADP
cana-5266	94	26	financial	financial	ADJ
cana-5266	94	27	security	security	NOUN
cana-5266	94	28	.	.	PUNCT
cana-5266	95	1	such	such	ADJ
cana-5266	95	2	technology	technology	NOUN
cana-5266	95	3	not	not	PART
cana-5266	95	4	only	only	ADV
cana-5266	95	5	serves	serve	VERB
cana-5266	95	6	to	to	PART
cana-5266	95	7	improve	improve	VERB
cana-5266	95	8	fraud	fraud	NOUN
cana-5266	95	9	detection	detection	NOUN
cana-5266	95	10	in	in	ADP
cana-5266	95	11	corporate	corporate	ADJ
cana-5266	95	12	finance	finance	NOUN
cana-5266	95	13	,	,	PUNCT
cana-5266	95	14	but	but	CCONJ
cana-5266	95	15	also	also	ADV
cana-5266	95	16	enables	enable	VERB
cana-5266	95	17	heightened	heighten	VERB
cana-5266	95	18	individual	individual	ADJ
cana-5266	95	19	user	user	NOUN
cana-5266	95	20	autonomy	autonomy	NOUN
cana-5266	95	21	in	in	ADP
cana-5266	95	22	automated	automate	VERB
cana-5266	95	23	financial	financial	ADJ
cana-5266	95	24	supervision	supervision	NOUN
cana-5266	95	25	.	.	PUNCT
cana-5266	96	1	al	al	PROPN
cana-5266	96	2	ali	ali	PROPN
cana-5266	96	3	et	et	PROPN
cana-5266	96	4	al	al	PROPN
cana-5266	96	5	.	.	PUNCT
cana-5266	97	1	[	[	X
cana-5266	97	2	4	4	X
cana-5266	97	3	]	]	PUNCT
cana-5266	97	4	aim	aim	VERB
cana-5266	97	5	to	to	PART
cana-5266	97	6	enhance	enhance	VERB
cana-5266	97	7	the	the	DET
cana-5266	97	8	precision	precision	NOUN
cana-5266	97	9	of	of	ADP
cana-5266	97	10	forecasting	forecast	VERB
cana-5266	97	11	financial	financial	ADJ
cana-5266	97	12	distress	distress	NOUN
cana-5266	97	13	by	by	ADP
cana-5266	97	14	adding	add	VERB
cana-5266	97	15	evolutionary	evolutionary	ADJ
cana-5266	97	16	optimization	optimization	NOUN
cana-5266	97	17	techniques	technique	NOUN
cana-5266	97	18	to	to	ADP
cana-5266	97	19	deep	deep	ADJ
cana-5266	97	20	learning	learning	NOUN
cana-5266	97	21	methodologies	methodology	NOUN
cana-5266	97	22	in	in	ADP
cana-5266	97	23	their	their	PRON
cana-5266	97	24	work	work	NOUN
cana-5266	97	25	galstm	galstm	PROPN
cana-5266	97	26	-	-	PUNCT
cana-5266	97	27	fdp	fdp	PROPN
cana-5266	97	28	,	,	PUNCT
cana-5266	97	29	which	which	PRON
cana-5266	97	30	is	be	AUX
cana-5266	97	31	a	a	DET
cana-5266	97	32	hybrid	hybrid	ADJ
cana-5266	97	33	model	model	NOUN
cana-5266	97	34	that	that	PRON
cana-5266	97	35	integrates	integrate	VERB
cana-5266	97	36	genetic	genetic	ADJ
cana-5266	97	37	algorithms	algorithm	NOUN
cana-5266	97	38	(	(	PUNCT
cana-5266	97	39	ga	ga	NOUN
cana-5266	97	40	)	)	PUNCT
cana-5266	97	41	with	with	ADP
cana-5266	97	42	long	long	ADJ
cana-5266	97	43	short	short	ADJ
cana-5266	97	44	-	-	PUNCT
cana-5266	97	45	term	term	NOUN
cana-5266	97	46	memory	memory	NOUN
cana-5266	97	47	(	(	PUNCT
cana-5266	97	48	lstm	lstm	NOUN
cana-5266	97	49	)	)	PUNCT
cana-5266	97	50	networks	network	NOUN
cana-5266	97	51	.	.	PUNCT
cana-5266	98	1	this	this	DET
cana-5266	98	2	research	research	NOUN
cana-5266	98	3	uses	use	VERB
cana-5266	98	4	corporate	corporate	ADJ
cana-5266	98	5	financial	financial	ADJ
cana-5266	98	6	data	datum	NOUN
cana-5266	98	7	from	from	ADP
cana-5266	98	8	different	different	ADJ
cana-5266	98	9	industries	industry	NOUN
cana-5266	98	10	including	include	VERB
cana-5266	98	11	liquidity	liquidity	NOUN
cana-5266	98	12	,	,	PUNCT
cana-5266	98	13	profitability	profitability	NOUN
cana-5266	98	14	,	,	PUNCT
cana-5266	98	15	cash	cash	NOUN
cana-5266	98	16	flow	flow	NOUN
cana-5266	98	17	,	,	PUNCT
cana-5266	98	18	and	and	CCONJ
cana-5266	98	19	debt	debt	NOUN
cana-5266	98	20	which	which	PRON
cana-5266	98	21	form	form	VERB
cana-5266	98	22	the	the	DET
cana-5266	98	23	basis	basis	NOUN
cana-5266	98	24	of	of	ADP
cana-5266	98	25	the	the	DET
cana-5266	98	26	datasets	dataset	NOUN
cana-5266	98	27	.	.	PUNCT
cana-5266	99	1	the	the	DET
cana-5266	99	2	model	model	NOUN
cana-5266	99	3	features	feature	VERB
cana-5266	99	4	a	a	DET
cana-5266	99	5	ga	ga	NOUN
cana-5266	99	6	-	-	PUNCT
cana-5266	99	7	lstm	lstm	ADJ
cana-5266	99	8	architecture	architecture	NOUN
cana-5266	99	9	where	where	SCONJ
cana-5266	99	10	genetic	genetic	ADJ
cana-5266	99	11	algorithms	algorithm	NOUN
cana-5266	99	12	take	take	VERB
cana-5266	99	13	care	care	NOUN
cana-5266	99	14	of	of	ADP
cana-5266	99	15	optimizing	optimize	VERB
cana-5266	99	16	hyperparameter	hyperparameter	NOUN
cana-5266	99	17	tuning	tuning	NOUN
cana-5266	99	18	and	and	CCONJ
cana-5266	99	19	feature	feature	NOUN
cana-5266	99	20	selection	selection	NOUN
cana-5266	99	21	.	.	PUNCT
cana-5266	100	1	this	this	PRON
cana-5266	100	2	ensures	ensure	VERB
cana-5266	100	3	that	that	SCONJ
cana-5266	100	4	the	the	DET
cana-5266	100	5	most	most	ADV
cana-5266	100	6	pertinent	pertinent	ADJ
cana-5266	100	7	indicators	indicator	NOUN
cana-5266	100	8	are	be	AUX
cana-5266	100	9	taken	take	VERB
cana-5266	100	10	into	into	ADP
cana-5266	100	11	account	account	NOUN
cana-5266	100	12	for	for	ADP
cana-5266	100	13	the	the	DET
cana-5266	100	14	computations	computation	NOUN
cana-5266	100	15	.	.	PUNCT
cana-5266	101	1	according	accord	VERB
cana-5266	101	2	to	to	ADP
cana-5266	101	3	the	the	DET
cana-5266	101	4	results	result	NOUN
cana-5266	101	5	of	of	ADP
cana-5266	101	6	the	the	DET
cana-5266	101	7	experiments	experiment	NOUN
cana-5266	101	8	conducted	conduct	VERB
cana-5266	101	9	,	,	PUNCT
cana-5266	101	10	galstm	galstm	PROPN
cana-5266	101	11	-	-	PUNCT
cana-5266	101	12	fdp	fdp	PROPN
cana-5266	101	13	surpassed	surpass	VERB
cana-5266	101	14	the	the	DET
cana-5266	101	15	performance	performance	NOUN
cana-5266	101	16	of	of	ADP
cana-5266	101	17	deep	deep	ADJ
cana-5266	101	18	learning	learning	NOUN
cana-5266	101	19	and	and	CCONJ
cana-5266	101	20	statistical	statistical	ADJ
cana-5266	101	21	approaches	approach	NOUN
cana-5266	101	22	by	by	ADP
cana-5266	101	23	yielding	yield	VERB
cana-5266	101	24	better	well	ADJ
cana-5266	101	25	adaptability	adaptability	NOUN
cana-5266	101	26	to	to	ADP
cana-5266	101	27	changing	change	VERB
cana-5266	101	28	financial	financial	ADJ
cana-5266	101	29	conditions	condition	NOUN
cana-5266	101	30	,	,	PUNCT
cana-5266	101	31	lower	low	ADJ
cana-5266	101	32	false	false	ADJ
cana-5266	101	33	-	-	PUNCT
cana-5266	101	34	positive	positive	ADJ
cana-5266	101	35	rates	rate	NOUN
cana-5266	101	36	,	,	PUNCT
cana-5266	101	37	and	and	CCONJ
cana-5266	101	38	improved	improve	VERB
cana-5266	101	39	overall	overall	ADJ
cana-5266	101	40	accuracy	accuracy	NOUN
cana-5266	101	41	.	.	PUNCT
cana-5266	102	1	the	the	DET
cana-5266	102	2	research	research	NOUN
cana-5266	102	3	showcases	showcase	VERB
cana-5266	102	4	the	the	DET
cana-5266	102	5	power	power	NOUN
cana-5266	102	6	of	of	ADP
cana-5266	102	7	hybrid	hybrid	ADJ
cana-5266	102	8	approaches	approach	NOUN
cana-5266	102	9	with	with	ADP
cana-5266	102	10	ai	ai	NOUN
cana-5266	102	11	in	in	ADP
cana-5266	102	12	financial	financial	ADJ
cana-5266	102	13	forecasting	forecasting	NOUN
cana-5266	102	14	in	in	ADP
cana-5266	102	15	context	context	NOUN
cana-5266	102	16	to	to	ADP
cana-5266	102	17	providing	provide	VERB
cana-5266	102	18	accurate	accurate	ADJ
cana-5266	102	19	insights	insight	NOUN
cana-5266	102	20	related	relate	VERB
cana-5266	102	21	to	to	ADP
cana-5266	102	22	prominent	prominent	ADJ
cana-5266	102	23	indicators	indicator	NOUN
cana-5266	102	24	of	of	ADP
cana-5266	102	25	financial	financial	ADJ
cana-5266	102	26	distress	distress	NOUN
cana-5266	102	27	.	.	PUNCT
cana-5266	103	1	the	the	DET
cana-5266	103	2	work	work	NOUN
cana-5266	103	3	opens	open	VERB
cana-5266	103	4	new	new	ADJ
cana-5266	103	5	horizons	horizon	NOUN
cana-5266	103	6	for	for	ADP
cana-5266	103	7	development	development	NOUN
cana-5266	103	8	of	of	ADP
cana-5266	103	9	ai	ai	NOUN
cana-5266	103	10	-	-	PUNCT
cana-5266	103	11	based	base	VERB
cana-5266	103	12	systems	system	NOUN
cana-5266	103	13	for	for	ADP
cana-5266	103	14	monitoring	monitor	VERB
cana-5266	103	15	personal	personal	ADJ
cana-5266	103	16	finance	finance	NOUN
cana-5266	103	17	.	.	PUNCT
cana-5266	104	1	under	under	ADP
cana-5266	104	2	this	this	DET
cana-5266	104	3	framework	framework	NOUN
cana-5266	104	4	,	,	PUNCT
cana-5266	104	5	autonomous	autonomous	ADJ
cana-5266	104	6	personal	personal	ADJ
cana-5266	104	7	finance	finance	NOUN
cana-5266	104	8	managers	manager	NOUN
cana-5266	104	9	(	(	PUNCT
cana-5266	104	10	apfms	apfms	PROPN
cana-5266	104	11	)	)	PUNCT
cana-5266	104	12	can	can	AUX
cana-5266	104	13	use	use	VERB
cana-5266	104	14	the	the	DET
cana-5266	104	15	model	model	NOUN
cana-5266	104	16	to	to	PART
cana-5266	104	17	evaluate	evaluate	VERB
cana-5266	104	18	the	the	DET
cana-5266	104	19	financial	financial	ADJ
cana-5266	104	20	stability	stability	NOUN
cana-5266	104	21	of	of	ADP
cana-5266	104	22	users	user	NOUN
cana-5266	104	23	and	and	CCONJ
cana-5266	104	24	identify	identify	VERB
cana-5266	104	25	emerging	emerge	VERB
cana-5266	104	26	financial	financial	ADJ
cana-5266	104	27	difficulties	difficulty	NOUN
cana-5266	104	28	,	,	PUNCT
cana-5266	104	29	enabling	enable	VERB
cana-5266	104	30	proactive	proactive	ADJ
cana-5266	104	31	solutions	solution	NOUN
cana-5266	104	32	to	to	PART
cana-5266	104	33	minimize	minimize	VERB
cana-5266	104	34	risks	risk	NOUN
cana-5266	104	35	.	.	PUNCT
cana-5266	105	1	this	this	PRON
cana-5266	105	2	fulfills	fulfill	VERB
cana-5266	105	3	the	the	DET
cana-5266	105	4	aim	aim	NOUN
cana-5266	105	5	of	of	ADP
cana-5266	105	6	improving	improve	VERB
cana-5266	105	7	financial	financial	ADJ
cana-5266	105	8	health	health	NOUN
cana-5266	105	9	by	by	ADP
cana-5266	105	10	using	use	VERB
cana-5266	105	11	ai	ai	ADP
cana-5266	105	12	and	and	CCONJ
cana-5266	105	13	predictive	predictive	ADJ
cana-5266	105	14	analytics	analytic	NOUN
cana-5266	105	15	.	.	PUNCT
cana-5266	106	1	noh	noh	PROPN
cana-5266	106	2	and	and	CCONJ
cana-5266	106	3	colleagues	colleague	NOUN
cana-5266	107	1	[	[	X
cana-5266	107	2	5	5	NUM
cana-5266	107	3	]	]	PUNCT
cana-5266	107	4	analyze	analyze	VERB
cana-5266	107	5	the	the	DET
cana-5266	107	6	impact	impact	NOUN
cana-5266	107	7	of	of	ADP
cana-5266	107	8	various	various	ADJ
cana-5266	107	9	algorithms	algorithm	NOUN
cana-5266	107	10	on	on	ADP
cana-5266	107	11	predicting	predict	VERB
cana-5266	107	12	corporate	corporate	ADJ
cana-5266	107	13	bankruptcies	bankruptcy	NOUN
cana-5266	107	14	’	'	PUNCT
cana-5266	107	15	consequences	consequence	NOUN
cana-5266	107	16	using	use	VERB
cana-5266	107	17	financial	financial	ADJ
cana-5266	107	18	datasets	dataset	NOUN
cana-5266	107	19	with	with	ADP
cana-5266	107	20	an	an	DET
cana-5266	107	21	inherent	inherent	ADJ
cana-5266	107	22	imbalance	imbalance	NOUN
cana-5266	107	23	,	,	PUNCT
cana-5266	107	24	which	which	PRON
cana-5266	107	25	is	be	AUX
cana-5266	107	26	often	often	ADV
cana-5266	107	27	problematic	problematic	ADJ
cana-5266	107	28	for	for	ADP
cana-5266	107	29	accurate	accurate	ADJ
cana-5266	107	30	forecasting	forecasting	NOUN
cana-5266	107	31	.	.	PUNCT
cana-5266	108	1	in	in	ADP
cana-5266	108	2	this	this	DET
cana-5266	108	3	research	research	NOUN
cana-5266	108	4	,	,	PUNCT
cana-5266	108	5	the	the	DET
cana-5266	108	6	authors	author	NOUN
cana-5266	108	7	assess	assess	VERB
cana-5266	108	8	machine	machine	NOUN
cana-5266	108	9	learning	learn	VERB
cana-5266	108	10	techniques	technique	NOUN
cana-5266	108	11	such	such	ADJ
cana-5266	108	12	as	as	ADP
cana-5266	108	13	logistic	logistic	ADJ
cana-5266	108	14	regression	regression	NOUN
cana-5266	108	15	,	,	PUNCT
cana-5266	108	16	decision	decision	NOUN
cana-5266	108	17	tree	tree	NOUN
cana-5266	108	18	learning	learning	NOUN
cana-5266	108	19	,	,	PUNCT
cana-5266	108	20	random	random	ADJ
cana-5266	108	21	forest	forest	NOUN
cana-5266	108	22	techniques	technique	NOUN
cana-5266	108	23	,	,	PUNCT
cana-5266	108	24	xgboost	xgboost	ADV
cana-5266	108	25	,	,	PUNCT
cana-5266	108	26	and	and	CCONJ
cana-5266	108	27	several	several	ADJ
cana-5266	108	28	deep	deep	ADJ
cana-5266	108	29	learning	learning	NOUN
cana-5266	108	30	methods	method	NOUN
cana-5266	108	31	.	.	PUNCT
cana-5266	109	1	the	the	DET
cana-5266	109	2	authors	author	NOUN
cana-5266	109	3	use	use	VERB
cana-5266	109	4	a	a	DET
cana-5266	109	5	dataset	dataset	NOUN
cana-5266	109	6	consisting	consist	VERB
cana-5266	109	7	of	of	ADP
cana-5266	109	8	corporate	corporate	ADJ
cana-5266	109	9	financial	financial	ADJ
cana-5266	109	10	statements	statement	NOUN
cana-5266	109	11	along	along	ADP
cana-5266	109	12	with	with	ADP
cana-5266	109	13	ratios	ratio	NOUN
cana-5266	109	14	of	of	ADP
cana-5266	109	15	debt	debt	NOUN
cana-5266	109	16	and	and	CCONJ
cana-5266	109	17	liquidity	liquidity	NOUN
cana-5266	109	18	,	,	PUNCT
cana-5266	109	19	using	use	VERB
cana-5266	109	20	oversampling	oversample	VERB
cana-5266	109	21	,	,	PUNCT
cana-5266	109	22	undersampling	undersampling	ADJ
cana-5266	109	23	,	,	PUNCT
cana-5266	109	24	and	and	CCONJ
cana-5266	109	25	hybrid	hybrid	ADJ
cana-5266	109	26	methods	method	NOUN
cana-5266	109	27	to	to	PART
cana-5266	109	28	address	address	VERB
cana-5266	109	29	data	datum	NOUN
cana-5266	109	30	imbalance	imbalance	NOUN
cana-5266	109	31	.	.	PUNCT
cana-5266	110	1	results	result	NOUN
cana-5266	110	2	show	show	VERB
cana-5266	110	3	that	that	SCONJ
cana-5266	110	4	ensemble	ensemble	ADJ
cana-5266	110	5	learning	learning	NOUN
cana-5266	110	6	methods	method	NOUN
cana-5266	110	7	,	,	PUNCT
cana-5266	110	8	especially	especially	ADV
cana-5266	110	9	boosting	boost	VERB
cana-5266	110	10	with	with	ADP
cana-5266	110	11	xgboost	xgboost	ADV
cana-5266	110	12	and	and	CCONJ
cana-5266	110	13	random	random	ADJ
cana-5266	110	14	forest	forest	NOUN
cana-5266	110	15	techniques	technique	NOUN
cana-5266	110	16	,	,	PUNCT
cana-5266	110	17	outperform	outperform	ADJ
cana-5266	110	18	traditional	traditional	ADJ
cana-5266	110	19	statistical	statistical	ADJ
cana-5266	110	20	models	model	NOUN
cana-5266	110	21	in	in	ADP
cana-5266	110	22	predictive	predictive	ADJ
cana-5266	110	23	accuracy	accuracy	NOUN
cana-5266	110	24	.	.	PUNCT
cana-5266	111	1	however	however	ADV
cana-5266	111	2	,	,	PUNCT
cana-5266	111	3	deep	deep	ADJ
cana-5266	111	4	learning	learning	NOUN
cana-5266	111	5	models	model	NOUN
cana-5266	111	6	showed	show	VERB
cana-5266	111	7	stronger	strong	ADJ
cana-5266	111	8	recall	recall	NOUN
cana-5266	111	9	performance	performance	NOUN
cana-5266	111	10	,	,	PUNCT
cana-5266	111	11	meaning	mean	VERB
cana-5266	111	12	more	more	ADJ
cana-5266	111	13	high	high	ADJ
cana-5266	111	14	-	-	PUNCT
cana-5266	111	15	risk	risk	NOUN
cana-5266	111	16	firms	firm	NOUN
cana-5266	111	17	could	could	AUX
cana-5266	111	18	be	be	AUX
cana-5266	111	19	detected	detect	VERB
cana-5266	111	20	.	.	PUNCT
cana-5266	112	1	the	the	DET
cana-5266	112	2	importance	importance	NOUN
cana-5266	112	3	of	of	ADP
cana-5266	112	4	the	the	DET
cana-5266	112	5	data	datum	NOUN
cana-5266	112	6	preprocessing	preprocesse	VERB
cana-5266	112	7	techniques	technique	NOUN
cana-5266	112	8	was	be	AUX
cana-5266	112	9	a	a	DET
cana-5266	112	10	notable	notable	ADJ
cana-5266	112	11	conclusion	conclusion	NOUN
cana-5266	112	12	in	in	ADP
cana-5266	112	13	ai	ai	ADJ
cana-5266	112	14	-	-	PUNCT
cana-5266	112	15	enhanced	enhance	VERB
cana-5266	112	16	financial	financial	ADJ
cana-5266	112	17	modeling	modeling	NOUN
cana-5266	112	18	.	.	PUNCT
cana-5266	113	1	automated	automate	VERB
cana-5266	113	2	personal	personal	ADJ
cana-5266	113	3	finance	finance	NOUN
cana-5266	113	4	management	management	NOUN
cana-5266	113	5	systems	system	NOUN
cana-5266	113	6	could	could	AUX
cana-5266	113	7	utilize	utilize	VERB
cana-5266	113	8	this	this	DET
cana-5266	113	9	research	research	NOUN
cana-5266	113	10	for	for	ADP
cana-5266	113	11	increasing	increase	VERB
cana-5266	113	12	the	the	DET
cana-5266	113	13	efficacy	efficacy	NOUN
cana-5266	113	14	of	of	ADP
cana-5266	113	15	credit	credit	NOUN
cana-5266	113	16	risk	risk	NOUN
cana-5266	113	17	assessment	assessment	NOUN
cana-5266	113	18	models	model	NOUN
cana-5266	113	19	involved	involve	VERB
cana-5266	113	20	in	in	ADP
cana-5266	113	21	loan	loan	NOUN
cana-5266	113	22	granting	granting	NOUN
cana-5266	113	23	,	,	PUNCT
cana-5266	113	24	credit	credit	NOUN
cana-5266	113	25	scoring	scoring	NOUN
cana-5266	113	26	,	,	PUNCT
cana-5266	113	27	or	or	CCONJ
cana-5266	113	28	debt	debt	NOUN
cana-5266	113	29	optimization	optimization	NOUN
cana-5266	113	30	strategies	strategy	NOUN
cana-5266	113	31	.	.	PUNCT
cana-5266	114	1	by	by	ADP
cana-5266	114	2	applying	apply	VERB
cana-5266	114	3	such	such	ADJ
cana-5266	114	4	ml	ml	NOUN
cana-5266	114	5	methods	method	NOUN
cana-5266	114	6	,	,	PUNCT
cana-5266	114	7	ai	ai	VERB
cana-5266	114	8	financial	financial	ADJ
cana-5266	114	9	advisors	advisor	NOUN
cana-5266	114	10	will	will	AUX
cana-5266	114	11	be	be	AUX
cana-5266	114	12	able	able	ADJ
cana-5266	114	13	to	to	PART
cana-5266	114	14	offer	offer	VERB
cana-5266	114	15	tailored	tailored	ADJ
cana-5266	114	16	risk	risk	NOUN
cana-5266	114	17	evaluations	evaluation	NOUN
cana-5266	114	18	to	to	ADP
cana-5266	114	19	users	user	NOUN
cana-5266	114	20	,	,	PUNCT
cana-5266	114	21	enabling	enable	VERB
cana-5266	114	22	them	they	PRON
cana-5266	114	23	to	to	PART
cana-5266	114	24	make	make	VERB
cana-5266	114	25	sound	sound	ADJ
cana-5266	114	26	decisions	decision	NOUN
cana-5266	114	27	while	while	SCONJ
cana-5266	114	28	borrowing	borrow	VERB
cana-5266	114	29	and	and	CCONJ
cana-5266	114	30	reducing	reduce	VERB
cana-5266	114	31	the	the	DET
cana-5266	114	32	chances	chance	NOUN
cana-5266	114	33	of	of	ADP
cana-5266	114	34	falling	fall	VERB
cana-5266	114	35	into	into	ADP
cana-5266	114	36	a	a	DET
cana-5266	114	37	financial	financial	ADJ
cana-5266	114	38	crisis	crisis	NOUN
cana-5266	114	39	.	.	PUNCT
cana-5266	115	1	gholampoor	gholampoor	PROPN
cana-5266	115	2	et	et	PROPN
cana-5266	115	3	al	al	PROPN
cana-5266	115	4	.	.	PUNCT
cana-5266	116	1	[	[	X
cana-5266	116	2	6	6	NUM
cana-5266	116	3	]	]	PUNCT
cana-5266	116	4	utilizes	utilize	VERB
cana-5266	116	5	machine	machine	NOUN
cana-5266	116	6	learning	learn	VERB
cana-5266	116	7	techniques	technique	NOUN
cana-5266	116	8	for	for	ADP
cana-5266	116	9	assessing	assess	VERB
cana-5266	116	10	bankruptcy	bankruptcy	NOUN
cana-5266	116	11	risk	risk	NOUN
cana-5266	116	12	in	in	ADP
cana-5266	116	13	the	the	DET
cana-5266	116	14	u.s	u.s	PROPN
cana-5266	116	15	.	.	PROPN
cana-5266	116	16	healthcare	healthcare	PROPN
cana-5266	116	17	system	system	NOUN
cana-5266	116	18	,	,	PUNCT
cana-5266	116	19	employing	employ	VERB
cana-5266	116	20	financial	financial	ADJ
cana-5266	116	21	ratio	ratio	NOUN
cana-5266	116	22	analysis	analysis	NOUN
cana-5266	116	23	as	as	ADP
cana-5266	116	24	prediction	prediction	NOUN
cana-5266	116	25	models	model	NOUN
cana-5266	116	26	.	.	PUNCT
cana-5266	117	1	the	the	DET
cana-5266	117	2	researchers	researcher	NOUN
cana-5266	117	3	apply	apply	VERB
cana-5266	117	4	random	random	ADJ
cana-5266	117	5	forests	forest	NOUN
cana-5266	117	6	,	,	PUNCT
cana-5266	117	7	support	support	VERB
cana-5266	117	8	vector	vector	NOUN
cana-5266	117	9	machines	machine	NOUN
cana-5266	117	10	(	(	PUNCT
cana-5266	117	11	svm	svm	PROPN
cana-5266	117	12	)	)	PUNCT
cana-5266	117	13	,	,	PUNCT
cana-5266	117	14	gradient	gradient	NOUN
cana-5266	117	15	boosting	boosting	NOUN
cana-5266	117	16	,	,	PUNCT
cana-5266	117	17	and	and	CCONJ
cana-5266	117	18	deep	deep	ADJ
cana-5266	117	19	neural	neural	ADJ
cana-5266	117	20	networks	network	NOUN
cana-5266	117	21	to	to	PART
cana-5266	117	22	monitor	monitor	VERB
cana-5266	117	23	the	the	DET
cana-5266	117	24	performance	performance	NOUN
cana-5266	117	25	of	of	ADP
cana-5266	117	26	the	the	DET
cana-5266	117	27	financial	financial	ADJ
cana-5266	117	28	data	datum	NOUN
cana-5266	117	29	that	that	PRON
cana-5266	117	30	may	may	AUX
cana-5266	117	31	lead	lead	VERB
cana-5266	117	32	to	to	ADP
cana-5266	117	33	bankruptcy	bankruptcy	NOUN
cana-5266	117	34	.	.	PUNCT
cana-5266	118	1	the	the	DET
cana-5266	118	2	dataset	dataset	NOUN
cana-5266	118	3	comprises	comprise	VERB
cana-5266	118	4	liquidity	liquidity	NOUN
cana-5266	118	5	ratios	ratio	NOUN
cana-5266	118	6	,	,	PUNCT
cana-5266	118	7	profit	profit	NOUN
cana-5266	118	8	margins	margin	NOUN
cana-5266	118	9	,	,	PUNCT
cana-5266	118	10	debt	debt	NOUN
cana-5266	118	11	-	-	PUNCT
cana-5266	118	12	to	to	ADP
cana-5266	118	13	-	-	PUNCT
cana-5266	118	14	equity	equity	NOUN
cana-5266	118	15	ratios	ratio	NOUN
cana-5266	118	16	,	,	PUNCT
cana-5266	118	17	and	and	CCONJ
cana-5266	118	18	revenue	revenue	NOUN
cana-5266	118	19	growth	growth	NOUN
cana-5266	118	20	rates	rate	NOUN
cana-5266	118	21	from	from	ADP
cana-5266	118	22	healthcare	healthcare	NOUN
cana-5266	118	23	companies	company	NOUN
cana-5266	118	24	over	over	ADP
cana-5266	118	25	a	a	DET
cana-5266	118	26	number	number	NOUN
cana-5266	118	27	of	of	ADP
cana-5266	118	28	years	year	NOUN
cana-5266	118	29	.	.	PUNCT
cana-5266	119	1	the	the	DET
cana-5266	119	2	study	study	NOUN
cana-5266	119	3	concludes	conclude	VERB
cana-5266	119	4	that	that	SCONJ
cana-5266	119	5	gradient	gradient	ADJ
cana-5266	119	6	boosting	boost	VERB
cana-5266	119	7	models	model	NOUN
cana-5266	119	8	and	and	CCONJ
cana-5266	119	9	deep	deep	ADJ
cana-5266	119	10	communications	communication	NOUN
cana-5266	119	11	on	on	ADP
cana-5266	119	12	applied	apply	VERB
cana-5266	119	13	nonlinear	nonlinear	ADJ
cana-5266	119	14	analysis	analysis	NOUN
cana-5266	119	15	issn	issn	NOUN
cana-5266	119	16	:	:	PUNCT
cana-5266	119	17	1074	1074	NUM
cana-5266	119	18	-	-	PUNCT
cana-5266	119	19	133x	133x	NUM
cana-5266	119	20	vol	vol	VERB
cana-5266	119	21	32	32	NUM
cana-5266	119	22	no	no	NOUN
cana-5266	119	23	.	.	PUNCT
cana-5266	120	1	10s	10	NOUN
cana-5266	120	2	(	(	PUNCT
cana-5266	120	3	2025	2025	NUM
cana-5266	120	4	)	)	PUNCT
cana-5266	120	5	1648	1648	NUM
cana-5266	120	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	121	1	learning	learn	VERB
cana-5266	121	2	architectures	architecture	NOUN
cana-5266	121	3	significantly	significantly	ADV
cana-5266	121	4	outperform	outperform	VERB
cana-5266	121	5	older	old	ADJ
cana-5266	121	6	statistical	statistical	ADJ
cana-5266	121	7	models	model	NOUN
cana-5266	121	8	in	in	ADP
cana-5266	121	9	predicting	predict	VERB
cana-5266	121	10	financial	financial	ADJ
cana-5266	121	11	distress	distress	NOUN
cana-5266	121	12	.	.	PUNCT
cana-5266	122	1	one	one	NUM
cana-5266	122	2	of	of	ADP
cana-5266	122	3	the	the	DET
cana-5266	122	4	major	major	ADJ
cana-5266	122	5	contributions	contribution	NOUN
cana-5266	122	6	of	of	ADP
cana-5266	122	7	this	this	DET
cana-5266	122	8	research	research	NOUN
cana-5266	122	9	is	be	AUX
cana-5266	122	10	the	the	DET
cana-5266	122	11	explainable	explainable	ADJ
cana-5266	122	12	financial	financial	ADJ
cana-5266	122	13	risk	risk	NOUN
cana-5266	122	14	models	model	NOUN
cana-5266	122	15	using	use	VERB
cana-5266	122	16	shap	shap	PROPN
cana-5266	122	17	(	(	PUNCT
cana-5266	122	18	shapley	shapley	ADJ
cana-5266	122	19	additive	additive	ADJ
cana-5266	122	20	explanations	explanation	NOUN
cana-5266	122	21	)	)	PUNCT
cana-5266	122	22	that	that	PRON
cana-5266	122	23	helps	help	VERB
cana-5266	122	24	in	in	ADP
cana-5266	122	25	estimating	estimate	VERB
cana-5266	122	26	the	the	DET
cana-5266	122	27	most	most	ADV
cana-5266	122	28	impactful	impactful	ADJ
cana-5266	122	29	financial	financial	ADJ
cana-5266	122	30	ratios	ratio	NOUN
cana-5266	122	31	considered	consider	VERB
cana-5266	122	32	for	for	ADP
cana-5266	122	33	bankruptcy	bankruptcy	NOUN
cana-5266	122	34	prediction	prediction	NOUN
cana-5266	122	35	.	.	PUNCT
cana-5266	123	1	this	this	DET
cana-5266	123	2	study	study	NOUN
cana-5266	123	3	claimed	claim	VERB
cana-5266	123	4	that	that	SCONJ
cana-5266	123	5	cash	cash	NOUN
cana-5266	123	6	flow	flow	NOUN
cana-5266	123	7	stability	stability	NOUN
cana-5266	123	8	together	together	ADV
cana-5266	123	9	with	with	ADP
cana-5266	123	10	profitability	profitability	NOUN
cana-5266	123	11	indicators	indicator	NOUN
cana-5266	123	12	are	be	AUX
cana-5266	123	13	among	among	ADP
cana-5266	123	14	the	the	DET
cana-5266	123	15	strongest	strong	ADJ
cana-5266	123	16	determinants	determinant	NOUN
cana-5266	123	17	of	of	ADP
cana-5266	123	18	survival	survival	NOUN
cana-5266	123	19	for	for	ADP
cana-5266	123	20	a	a	DET
cana-5266	123	21	corporation	corporation	NOUN
cana-5266	123	22	.	.	PUNCT
cana-5266	124	1	this	this	DET
cana-5266	124	2	research	research	NOUN
cana-5266	124	3	provides	provide	VERB
cana-5266	124	4	automated	automate	VERB
cana-5266	124	5	personal	personal	ADJ
cana-5266	124	6	finance	finance	NOUN
cana-5266	124	7	management	management	NOUN
cana-5266	124	8	systems	system	NOUN
cana-5266	124	9	with	with	ADP
cana-5266	124	10	advanced	advanced	ADJ
cana-5266	124	11	models	model	NOUN
cana-5266	124	12	to	to	PART
cana-5266	124	13	evaluate	evaluate	VERB
cana-5266	124	14	the	the	DET
cana-5266	124	15	overall	overall	ADJ
cana-5266	124	16	financial	financial	ADJ
cana-5266	124	17	health	health	NOUN
cana-5266	124	18	of	of	ADP
cana-5266	124	19	an	an	DET
cana-5266	124	20	individual	individual	NOUN
cana-5266	124	21	.	.	PUNCT
cana-5266	125	1	ai	ai	VERB
cana-5266	125	2	-	-	PUNCT
cana-5266	125	3	powered	power	VERB
cana-5266	125	4	personal	personal	ADJ
cana-5266	125	5	finance	finance	NOUN
cana-5266	125	6	applications	application	NOUN
cana-5266	125	7	may	may	AUX
cana-5266	125	8	apply	apply	VERB
cana-5266	125	9	the	the	DET
cana-5266	125	10	same	same	ADJ
cana-5266	125	11	risk	risk	NOUN
cana-5266	125	12	assessment	assessment	NOUN
cana-5266	125	13	methods	method	NOUN
cana-5266	125	14	to	to	PART
cana-5266	125	15	alert	alert	VERB
cana-5266	125	16	users	user	NOUN
cana-5266	125	17	about	about	ADP
cana-5266	125	18	the	the	DET
cana-5266	125	19	danger	danger	NOUN
cana-5266	125	20	of	of	ADP
cana-5266	125	21	financial	financial	ADJ
cana-5266	125	22	instability	instability	NOUN
cana-5266	125	23	,	,	PUNCT
cana-5266	125	24	suggest	suggest	VERB
cana-5266	125	25	optimized	optimize	VERB
cana-5266	125	26	debt	debt	NOUN
cana-5266	125	27	allocation	allocation	NOUN
cana-5266	125	28	,	,	PUNCT
cana-5266	125	29	and	and	CCONJ
cana-5266	125	30	streamline	streamline	VERB
cana-5266	125	31	personal	personal	ADJ
cana-5266	125	32	budget	budget	NOUN
cana-5266	125	33	control	control	NOUN
cana-5266	125	34	.	.	PUNCT
cana-5266	126	1	machine	machine	NOUN
cana-5266	126	2	learning	learn	VERB
cana-5266	126	3	in	in	ADP
cana-5266	126	4	evaluating	evaluate	VERB
cana-5266	126	5	the	the	DET
cana-5266	126	6	risks	risk	NOUN
cana-5266	126	7	in	in	ADP
cana-5266	126	8	personal	personal	ADJ
cana-5266	126	9	finance	finance	NOUN
cana-5266	126	10	can	can	AUX
cana-5266	126	11	assist	assist	VERB
cana-5266	126	12	a	a	DET
cana-5266	126	13	person	person	NOUN
cana-5266	126	14	in	in	ADP
cana-5266	126	15	avoiding	avoid	VERB
cana-5266	126	16	financial	financial	ADJ
cana-5266	126	17	strain	strain	NOUN
cana-5266	126	18	as	as	ADV
cana-5266	126	19	well	well	ADV
cana-5266	126	20	as	as	ADP
cana-5266	126	21	help	help	NOUN
cana-5266	126	22	in	in	ADP
cana-5266	126	23	making	make	VERB
cana-5266	126	24	important	important	ADJ
cana-5266	126	25	financial	financial	ADJ
cana-5266	126	26	decisions	decision	NOUN
cana-5266	126	27	later	later	ADV
cana-5266	126	28	in	in	ADP
cana-5266	126	29	life	life	NOUN
cana-5266	126	30	.	.	PUNCT
cana-5266	127	1	cao	cao	PROPN
cana-5266	127	2	,	,	PUNCT
cana-5266	127	3	t.	t.	PROPN
cana-5266	127	4	et	et	PROPN
cana-5266	127	5	al	al	PROPN
cana-5266	128	1	[	[	X
cana-5266	128	2	7	7	X
cana-5266	128	3	]	]	PUNCT
cana-5266	128	4	discusses	discuss	VERB
cana-5266	128	5	a	a	DET
cana-5266	128	6	graph	graph	NOUN
cana-5266	128	7	learning	learn	VERB
cana-5266	128	8	approach	approach	NOUN
cana-5266	128	9	to	to	ADP
cana-5266	128	10	stock	stock	NOUN
cana-5266	128	11	selection	selection	NOUN
cana-5266	128	12	that	that	PRON
cana-5266	128	13	employs	employ	VERB
cana-5266	128	14	spatial	spatial	ADJ
cana-5266	128	15	-	-	PUNCT
cana-5266	128	16	temporal	temporal	ADJ
cana-5266	128	17	encoders	encoder	NOUN
cana-5266	128	18	for	for	ADP
cana-5266	128	19	the	the	DET
cana-5266	128	20	movement	movement	NOUN
cana-5266	128	21	and	and	CCONJ
cana-5266	128	22	correlation	correlation	NOUN
cana-5266	128	23	analysis	analysis	NOUN
cana-5266	128	24	within	within	ADP
cana-5266	128	25	the	the	DET
cana-5266	128	26	stock	stock	NOUN
cana-5266	128	27	market	market	NOUN
cana-5266	128	28	.	.	PUNCT
cana-5266	129	1	the	the	DET
cana-5266	129	2	authors	author	NOUN
cana-5266	129	3	present	present	VERB
cana-5266	129	4	a	a	DET
cana-5266	129	5	hybrid	hybrid	ADJ
cana-5266	129	6	model	model	NOUN
cana-5266	129	7	where	where	SCONJ
cana-5266	129	8	graph	graph	NOUN
cana-5266	129	9	neural	neural	ADJ
cana-5266	129	10	networks	network	NOUN
cana-5266	129	11	(	(	PUNCT
cana-5266	129	12	gnns	gnns	NOUN
cana-5266	129	13	)	)	PUNCT
cana-5266	129	14	are	be	AUX
cana-5266	129	15	integrated	integrate	VERB
cana-5266	129	16	with	with	ADP
cana-5266	129	17	deep	deep	ADJ
cana-5266	129	18	learning	learn	VERB
cana-5266	129	19	temporal	temporal	ADJ
cana-5266	129	20	encoders	encoder	NOUN
cana-5266	129	21	to	to	PART
cana-5266	129	22	model	model	VERB
cana-5266	129	23	stock	stock	NOUN
cana-5266	129	24	interdependencies	interdependency	NOUN
cana-5266	129	25	along	along	ADP
cana-5266	129	26	with	with	ADP
cana-5266	129	27	time	time	NOUN
cana-5266	129	28	-	-	PUNCT
cana-5266	129	29	series	series	NOUN
cana-5266	129	30	dependencies	dependency	NOUN
cana-5266	129	31	.	.	PUNCT
cana-5266	130	1	the	the	DET
cana-5266	130	2	study	study	NOUN
cana-5266	130	3	analyzes	analyze	VERB
cana-5266	130	4	stock	stock	NOUN
cana-5266	130	5	market	market	NOUN
cana-5266	130	6	datasets	dataset	NOUN
cana-5266	130	7	with	with	ADP
cana-5266	130	8	a	a	DET
cana-5266	130	9	consideration	consideration	NOUN
cana-5266	130	10	of	of	ADP
cana-5266	130	11	financial	financial	ADJ
cana-5266	130	12	data	datum	NOUN
cana-5266	130	13	,	,	PUNCT
cana-5266	130	14	historical	historical	ADJ
cana-5266	130	15	prices	price	NOUN
cana-5266	130	16	,	,	PUNCT
cana-5266	130	17	and	and	CCONJ
cana-5266	130	18	sectoral	sectoral	ADJ
cana-5266	130	19	interdependencies	interdependency	NOUN
cana-5266	130	20	to	to	PART
cana-5266	130	21	refine	refine	VERB
cana-5266	130	22	stock	stock	NOUN
cana-5266	130	23	selection	selection	NOUN
cana-5266	130	24	methods	method	NOUN
cana-5266	130	25	.	.	PUNCT
cana-5266	131	1	the	the	DET
cana-5266	131	2	proposed	propose	VERB
cana-5266	131	3	gnn	gnn	NOUN
cana-5266	131	4	-	-	PUNCT
cana-5266	131	5	based	base	VERB
cana-5266	131	6	model	model	NOUN
cana-5266	131	7	was	be	AUX
cana-5266	131	8	more	more	ADV
cana-5266	131	9	effective	effective	ADJ
cana-5266	131	10	than	than	ADP
cana-5266	131	11	technical	technical	ADJ
cana-5266	131	12	analysis	analysis	NOUN
cana-5266	131	13	and	and	CCONJ
cana-5266	131	14	fundamental	fundamental	ADJ
cana-5266	131	15	analysis	analysis	NOUN
cana-5266	131	16	,	,	PUNCT
cana-5266	131	17	in	in	ADP
cana-5266	131	18	achieving	achieve	VERB
cana-5266	131	19	sustained	sustained	ADJ
cana-5266	131	20	returns	return	NOUN
cana-5266	131	21	with	with	ADP
cana-5266	131	22	lower	low	ADJ
cana-5266	131	23	volatility	volatility	NOUN
cana-5266	131	24	during	during	ADP
cana-5266	131	25	simulated	simulated	ADJ
cana-5266	131	26	trading	trading	NOUN
cana-5266	131	27	exercises	exercise	NOUN
cana-5266	131	28	.	.	PUNCT
cana-5266	132	1	one	one	NUM
cana-5266	132	2	important	important	ADJ
cana-5266	132	3	observation	observation	NOUN
cana-5266	132	4	was	be	AUX
cana-5266	132	5	that	that	SCONJ
cana-5266	132	6	stock	stock	NOUN
cana-5266	132	7	relationships	relationship	NOUN
cana-5266	132	8	through	through	ADP
cana-5266	132	9	networks	network	NOUN
cana-5266	132	10	(	(	PUNCT
cana-5266	132	11	like	like	ADP
cana-5266	132	12	inter	inter	ADJ
cana-5266	132	13	-	-	ADJ
cana-5266	132	14	sector	sector	ADJ
cana-5266	132	15	relationships	relationship	NOUN
cana-5266	132	16	and	and	CCONJ
cana-5266	132	17	investor	investor	NOUN
cana-5266	132	18	perceptions	perception	NOUN
cana-5266	132	19	)	)	PUNCT
cana-5266	132	20	are	be	AUX
cana-5266	132	21	important	important	ADJ
cana-5266	132	22	in	in	ADP
cana-5266	132	23	determining	determine	VERB
cana-5266	132	24	stock	stock	NOUN
cana-5266	132	25	price	price	NOUN
cana-5266	132	26	movements	movement	NOUN
cana-5266	132	27	.	.	PUNCT
cana-5266	133	1	the	the	DET
cana-5266	133	2	research	research	NOUN
cana-5266	133	3	strongly	strongly	ADV
cana-5266	133	4	supports	support	VERB
cana-5266	133	5	the	the	DET
cana-5266	133	6	application	application	NOUN
cana-5266	133	7	of	of	ADP
cana-5266	133	8	spatial	spatial	ADJ
cana-5266	133	9	-	-	PUNCT
cana-5266	133	10	temporal	temporal	ADJ
cana-5266	133	11	learning	learning	NOUN
cana-5266	133	12	for	for	ADP
cana-5266	133	13	attaining	attain	VERB
cana-5266	133	14	nonlinear	nonlinear	ADJ
cana-5266	133	15	dependencies	dependency	NOUN
cana-5266	133	16	in	in	ADP
cana-5266	133	17	financial	financial	ADJ
cana-5266	133	18	measures	measure	NOUN
cana-5266	133	19	.	.	PUNCT
cana-5266	134	1	with	with	ADP
cana-5266	134	2	respect	respect	NOUN
cana-5266	134	3	to	to	ADP
cana-5266	134	4	personal	personal	ADJ
cana-5266	134	5	finance	finance	NOUN
cana-5266	134	6	,	,	PUNCT
cana-5266	134	7	this	this	DET
cana-5266	134	8	work	work	NOUN
cana-5266	134	9	helps	help	VERB
cana-5266	134	10	in	in	ADP
cana-5266	134	11	developing	develop	VERB
cana-5266	134	12	ai	ai	NOUN
cana-5266	134	13	systems	system	NOUN
cana-5266	134	14	that	that	PRON
cana-5266	134	15	can	can	AUX
cana-5266	134	16	optimally	optimally	ADV
cana-5266	134	17	recommend	recommend	VERB
cana-5266	134	18	investment	investment	NOUN
cana-5266	134	19	decisions	decision	NOUN
cana-5266	134	20	tailored	tailor	VERB
cana-5266	134	21	to	to	ADP
cana-5266	134	22	clients	client	NOUN
cana-5266	134	23	.	.	PUNCT
cana-5266	135	1	graph	graph	NOUN
cana-5266	135	2	learning	learning	NOUN
cana-5266	135	3	allows	allow	VERB
cana-5266	135	4	automated	automate	VERB
cana-5266	135	5	personnel	personnel	NOUN
cana-5266	135	6	financial	financial	ADJ
cana-5266	135	7	managers	manager	NOUN
cana-5266	135	8	(	(	PUNCT
cana-5266	135	9	apfms	apfms	PROPN
cana-5266	135	10	)	)	PUNCT
cana-5266	135	11	to	to	PART
cana-5266	135	12	enhance	enhance	VERB
cana-5266	135	13	accuracy	accuracy	NOUN
cana-5266	135	14	in	in	ADP
cana-5266	135	15	stock	stock	NOUN
cana-5266	135	16	purchase	purchase	NOUN
cana-5266	135	17	,	,	PUNCT
cana-5266	135	18	portfolio	portfolio	NOUN
cana-5266	135	19	diversification	diversification	NOUN
cana-5266	135	20	,	,	PUNCT
cana-5266	135	21	and	and	CCONJ
cana-5266	135	22	risk	risk	NOUN
cana-5266	135	23	prediction	prediction	NOUN
cana-5266	135	24	offered	offer	VERB
cana-5266	135	25	to	to	ADP
cana-5266	135	26	clients	client	NOUN
cana-5266	135	27	.	.	PUNCT
cana-5266	136	1	the	the	DET
cana-5266	136	2	results	result	NOUN
cana-5266	136	3	offered	offer	VERB
cana-5266	136	4	by	by	ADP
cana-5266	136	5	the	the	DET
cana-5266	136	6	research	research	NOUN
cana-5266	136	7	demonstrate	demonstrate	VERB
cana-5266	136	8	the	the	DET
cana-5266	136	9	possibility	possibility	NOUN
cana-5266	136	10	in	in	ADP
cana-5266	136	11	developing	develop	VERB
cana-5266	136	12	ai	ai	NOUN
cana-5266	136	13	-	-	PUNCT
cana-5266	136	14	powered	power	VERB
cana-5266	136	15	finance	finance	NOUN
cana-5266	136	16	tools	tool	NOUN
cana-5266	136	17	which	which	PRON
cana-5266	136	18	enhances	enhance	VERB
cana-5266	136	19	investment	investment	NOUN
cana-5266	136	20	strategy	strategy	NOUN
cana-5266	136	21	formulation	formulation	NOUN
cana-5266	136	22	through	through	ADP
cana-5266	136	23	pattern	pattern	NOUN
cana-5266	136	24	recognition	recognition	NOUN
cana-5266	136	25	based	base	VERB
cana-5266	136	26	on	on	ADP
cana-5266	136	27	deep	deep	ADJ
cana-5266	136	28	learning	learning	NOUN
cana-5266	136	29	algorithms	algorithm	NOUN
cana-5266	136	30	.	.	PUNCT
cana-5266	137	1	millea	millea	ADV
cana-5266	137	2	,	,	PUNCT
cana-5266	137	3	a.	a.	NOUN
cana-5266	137	4	et	et	NOUN
cana-5266	137	5	al	al	PROPN
cana-5266	138	1	[	[	X
cana-5266	138	2	8	8	NUM
cana-5266	138	3	]	]	PUNCT
cana-5266	138	4	examine	examine	VERB
cana-5266	138	5	the	the	DET
cana-5266	138	6	use	use	NOUN
cana-5266	138	7	of	of	ADP
cana-5266	138	8	deep	deep	ADJ
cana-5266	138	9	reinforcement	reinforcement	NOUN
cana-5266	138	10	learning	learning	NOUN
cana-5266	138	11	(	(	PUNCT
cana-5266	138	12	drl	drl	PROPN
cana-5266	138	13	)	)	PUNCT
cana-5266	138	14	in	in	ADP
cana-5266	138	15	portfolio	portfolio	NOUN
cana-5266	138	16	optimization	optimization	NOUN
cana-5266	138	17	applications	application	NOUN
cana-5266	138	18	integrating	integrate	VERB
cana-5266	138	19	hierarchical	hierarchical	ADJ
cana-5266	138	20	risk	risk	NOUN
cana-5266	138	21	parity	parity	NOUN
cana-5266	138	22	(	(	PUNCT
cana-5266	138	23	hrp	hrp	NOUN
cana-5266	138	24	)	)	PUNCT
cana-5266	138	25	models	model	NOUN
cana-5266	138	26	for	for	ADP
cana-5266	138	27	optimal	optimal	ADJ
cana-5266	138	28	asset	asset	NOUN
cana-5266	138	29	allocation	allocation	NOUN
cana-5266	138	30	.	.	PUNCT
cana-5266	139	1	the	the	DET
cana-5266	139	2	authors	author	NOUN
cana-5266	139	3	develop	develop	VERB
cana-5266	139	4	a	a	DET
cana-5266	139	5	drl	drl	PROPN
cana-5266	139	6	model	model	NOUN
cana-5266	139	7	that	that	PRON
cana-5266	139	8	relays	relay	VERB
cana-5266	139	9	control	control	VERB
cana-5266	139	10	to	to	ADP
cana-5266	139	11	the	the	DET
cana-5266	139	12	market	market	NOUN
cana-5266	139	13	,	,	PUNCT
cana-5266	139	14	fearing	fear	VERB
cana-5266	139	15	exposure	exposure	NOUN
cana-5266	139	16	risk	risk	NOUN
cana-5266	139	17	and	and	CCONJ
cana-5266	139	18	“	"	PUNCT
cana-5266	139	19	overweighting	overweighte	VERB
cana-5266	139	20	”	"	PUNCT
cana-5266	139	21	asset	asset	NOUN
cana-5266	139	22	correlations	correlation	NOUN
cana-5266	139	23	,	,	PUNCT
cana-5266	139	24	which	which	PRON
cana-5266	139	25	cause	cause	VERB
cana-5266	139	26	loss	loss	NOUN
cana-5266	139	27	in	in	ADP
cana-5266	139	28	volatile	volatile	ADJ
cana-5266	139	29	markets	market	NOUN
cana-5266	139	30	.	.	PUNCT
cana-5266	140	1	the	the	DET
cana-5266	140	2	study	study	NOUN
cana-5266	140	3	analyzes	analyze	VERB
cana-5266	140	4	various	various	ADJ
cana-5266	140	5	portfolio	portfolio	NOUN
cana-5266	140	6	optimization	optimization	NOUN
cana-5266	140	7	alternatives	alternative	NOUN
cana-5266	140	8	,	,	PUNCT
cana-5266	140	9	contrasting	contrast	VERB
cana-5266	140	10	them	they	PRON
cana-5266	140	11	with	with	ADP
cana-5266	140	12	modern	modern	ADJ
cana-5266	140	13	portfolio	portfolio	NOUN
cana-5266	140	14	theory	theory	NOUN
cana-5266	140	15	(	(	PUNCT
cana-5266	140	16	mpt	mpt	PROPN
cana-5266	140	17	)	)	PUNCT
cana-5266	140	18	and	and	CCONJ
cana-5266	140	19	risk	risk	NOUN
cana-5266	140	20	-	-	PUNCT
cana-5266	140	21	based	base	VERB
cana-5266	140	22	models	model	NOUN
cana-5266	140	23	along	along	ADP
cana-5266	140	24	with	with	ADP
cana-5266	140	25	reinforcement	reinforcement	NOUN
cana-5266	140	26	learning	learning	NOUN
cana-5266	140	27	strategies	strategy	NOUN
cana-5266	140	28	.	.	PUNCT
cana-5266	141	1	the	the	DET
cana-5266	141	2	findings	finding	NOUN
cana-5266	141	3	indicate	indicate	VERB
cana-5266	141	4	models	model	NOUN
cana-5266	141	5	driven	drive	VERB
cana-5266	141	6	by	by	ADP
cana-5266	141	7	drl	drl	PROPN
cana-5266	141	8	surpass	surpass	ADJ
cana-5266	141	9	traditional	traditional	ADJ
cana-5266	141	10	methods	method	NOUN
cana-5266	141	11	in	in	ADP
cana-5266	141	12	achieving	achieve	VERB
cana-5266	141	13	risk	risk	NOUN
cana-5266	141	14	-	-	PUNCT
cana-5266	141	15	adjusted	adjust	VERB
cana-5266	141	16	returns	return	NOUN
cana-5266	141	17	and	and	CCONJ
cana-5266	141	18	flexibility	flexibility	NOUN
cana-5266	141	19	to	to	ADP
cana-5266	141	20	changing	change	VERB
cana-5266	141	21	conditions	condition	NOUN
cana-5266	141	22	.	.	PUNCT
cana-5266	142	1	one	one	NUM
cana-5266	142	2	of	of	ADP
cana-5266	142	3	the	the	DET
cana-5266	142	4	major	major	ADJ
cana-5266	142	5	contributions	contribution	NOUN
cana-5266	142	6	of	of	ADP
cana-5266	142	7	this	this	DET
cana-5266	142	8	paper	paper	NOUN
cana-5266	142	9	is	be	AUX
cana-5266	142	10	the	the	DET
cana-5266	142	11	application	application	NOUN
cana-5266	142	12	of	of	ADP
cana-5266	142	13	hrp	hrp	PROPN
cana-5266	142	14	models	model	NOUN
cana-5266	142	15	within	within	ADP
cana-5266	142	16	the	the	DET
cana-5266	142	17	reinforcement	reinforcement	NOUN
cana-5266	142	18	learning	learning	NOUN
cana-5266	142	19	framework	framework	NOUN
cana-5266	142	20	,	,	PUNCT
cana-5266	142	21	allowing	allow	VERB
cana-5266	142	22	for	for	ADP
cana-5266	142	23	optimal	optimal	ADJ
cana-5266	142	24	dynamic	dynamic	ADJ
cana-5266	142	25	rebalancing	rebalancing	NOUN
cana-5266	142	26	and	and	CCONJ
cana-5266	142	27	diversification	diversification	NOUN
cana-5266	142	28	.	.	PUNCT
cana-5266	143	1	the	the	DET
cana-5266	143	2	emphasis	emphasis	NOUN
cana-5266	143	3	on	on	ADP
cana-5266	143	4	ai	ai	ADJ
cana-5266	143	5	models	model	NOUN
cana-5266	143	6	that	that	PRON
cana-5266	143	7	learn	learn	VERB
cana-5266	143	8	from	from	ADP
cana-5266	143	9	track	track	NOUN
cana-5266	143	10	price	price	NOUN
cana-5266	143	11	movements	movement	NOUN
cana-5266	143	12	in	in	ADP
cana-5266	143	13	real	real	ADJ
cana-5266	143	14	-	-	PUNCT
cana-5266	143	15	time	time	NOUN
cana-5266	143	16	underscores	underscore	VERB
cana-5266	143	17	the	the	DET
cana-5266	143	18	need	need	NOUN
cana-5266	143	19	for	for	ADP
cana-5266	143	20	continuous	continuous	ADJ
cana-5266	143	21	adaptation	adaptation	NOUN
cana-5266	143	22	to	to	ADP
cana-5266	143	23	shifting	shift	VERB
cana-5266	143	24	markets	market	NOUN
cana-5266	143	25	,	,	PUNCT
cana-5266	143	26	enabling	enable	VERB
cana-5266	143	27	the	the	DET
cana-5266	143	28	overhaul	overhaul	NOUN
cana-5266	143	29	of	of	ADP
cana-5266	143	30	pre	pre	ADJ
cana-5266	143	31	-	-	ADJ
cana-5266	143	32	set	set	ADJ
cana-5266	143	33	rigid	rigid	ADJ
cana-5266	143	34	algorithms	algorithm	NOUN
cana-5266	143	35	governing	govern	VERB
cana-5266	143	36	trade	trade	NOUN
cana-5266	143	37	triggers	trigger	NOUN
cana-5266	143	38	.	.	PUNCT
cana-5266	144	1	for	for	ADP
cana-5266	144	2	the	the	DET
cana-5266	144	3	automated	automate	VERB
cana-5266	144	4	management	management	NOUN
cana-5266	144	5	of	of	ADP
cana-5266	144	6	personal	personal	ADJ
cana-5266	144	7	finances	finance	NOUN
cana-5266	144	8	,	,	PUNCT
cana-5266	144	9	this	this	DET
cana-5266	144	10	work	work	NOUN
cana-5266	144	11	lays	lay	VERB
cana-5266	144	12	the	the	DET
cana-5266	144	13	groundwork	groundwork	NOUN
cana-5266	144	14	for	for	ADP
cana-5266	144	15	aibased	aibased	ADJ
cana-5266	144	16	investment	investment	NOUN
cana-5266	144	17	advisory	advisory	ADJ
cana-5266	144	18	services	service	NOUN
cana-5266	144	19	.	.	PUNCT
cana-5266	145	1	financial	financial	ADJ
cana-5266	145	2	services	service	NOUN
cana-5266	145	3	employing	employ	VERB
cana-5266	145	4	ai	ai	NOUN
cana-5266	145	5	can	can	AUX
cana-5266	145	6	process	process	VERB
cana-5266	145	7	data	datum	NOUN
cana-5266	145	8	using	use	VERB
cana-5266	145	9	communications	communication	NOUN
cana-5266	145	10	on	on	ADP
cana-5266	145	11	applied	apply	VERB
cana-5266	145	12	nonlinear	nonlinear	ADJ
cana-5266	145	13	analysis	analysis	NOUN
cana-5266	145	14	issn	issn	NOUN
cana-5266	145	15	:	:	PUNCT
cana-5266	145	16	1074	1074	NUM
cana-5266	145	17	-	-	PUNCT
cana-5266	145	18	133x	133x	NUM
cana-5266	145	19	vol	vol	VERB
cana-5266	145	20	32	32	NUM
cana-5266	145	21	no	no	NOUN
cana-5266	145	22	.	.	PUNCT
cana-5266	145	23	10s	10	NOUN
cana-5266	145	24	(	(	PUNCT
cana-5266	145	25	2025	2025	NUM
cana-5266	145	26	)	)	PUNCT
cana-5266	145	27	1649	1649	NUM
cana-5266	145	28	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	145	29	reinforcement	reinforcement	NOUN
cana-5266	145	30	learning	learning	NOUN
cana-5266	145	31	to	to	PART
cana-5266	145	32	create	create	VERB
cana-5266	145	33	portfolios	portfolio	NOUN
cana-5266	145	34	that	that	PRON
cana-5266	145	35	automatically	automatically	ADV
cana-5266	145	36	adjust	adjust	VERB
cana-5266	145	37	to	to	PART
cana-5266	145	38	optimize	optimize	VERB
cana-5266	145	39	risk	risk	NOUN
cana-5266	145	40	and	and	CCONJ
cana-5266	145	41	enhance	enhance	VERB
cana-5266	145	42	wealth	wealth	NOUN
cana-5266	145	43	managed	manage	VERB
cana-5266	145	44	over	over	ADP
cana-5266	145	45	time	time	NOUN
cana-5266	145	46	.	.	PUNCT
cana-5266	146	1	this	this	DET
cana-5266	146	2	research	research	NOUN
cana-5266	146	3	further	far	ADV
cana-5266	146	4	demonstrates	demonstrate	VERB
cana-5266	146	5	how	how	SCONJ
cana-5266	146	6	advanced	advanced	ADJ
cana-5266	146	7	asset	asset	NOUN
cana-5266	146	8	management	management	NOUN
cana-5266	146	9	powered	power	VERB
cana-5266	146	10	by	by	ADP
cana-5266	146	11	ai	ai	VERB
cana-5266	146	12	can	can	AUX
cana-5266	146	13	transform	transform	VERB
cana-5266	146	14	sophisticated	sophisticated	ADJ
cana-5266	146	15	financial	financial	ADJ
cana-5266	146	16	strategies	strategy	NOUN
cana-5266	146	17	into	into	ADP
cana-5266	146	18	accessible	accessible	ADJ
cana-5266	146	19	tools	tool	NOUN
cana-5266	146	20	for	for	ADP
cana-5266	146	21	individual	individual	ADJ
cana-5266	146	22	investors	investor	NOUN
cana-5266	146	23	.	.	PUNCT
cana-5266	147	1	hu	hu	PROPN
cana-5266	147	2	,	,	PUNCT
cana-5266	147	3	w.	w.	PROPN
cana-5266	147	4	et	et	PROPN
cana-5266	147	5	al	al	PROPN
cana-5266	148	1	[	[	X
cana-5266	148	2	9	9	NUM
cana-5266	148	3	]	]	PUNCT
cana-5266	148	4	studied	study	VERB
cana-5266	148	5	the	the	DET
cana-5266	148	6	impact	impact	NOUN
cana-5266	148	7	of	of	ADP
cana-5266	148	8	fintech	fintech	NOUN
cana-5266	148	9	innovations	innovation	NOUN
cana-5266	148	10	in	in	ADP
cana-5266	148	11	relation	relation	NOUN
cana-5266	148	12	to	to	ADP
cana-5266	148	13	gtfp	gtfp	NOUN
cana-5266	148	14	,	,	PUNCT
cana-5266	148	15	investigating	investigate	VERB
cana-5266	148	16	the	the	DET
cana-5266	148	17	role	role	NOUN
cana-5266	148	18	of	of	ADP
cana-5266	148	19	ai	ai	VERB
cana-5266	148	20	in	in	ADP
cana-5266	148	21	finance	finance	NOUN
cana-5266	148	22	on	on	ADP
cana-5266	148	23	the	the	DET
cana-5266	148	24	growth	growth	NOUN
cana-5266	148	25	of	of	ADP
cana-5266	148	26	the	the	DET
cana-5266	148	27	economy	economy	NOUN
cana-5266	148	28	.	.	PUNCT
cana-5266	149	1	the	the	DET
cana-5266	149	2	authors	author	NOUN
cana-5266	149	3	implement	implement	VERB
cana-5266	149	4	algorithms	algorithm	NOUN
cana-5266	149	5	to	to	PART
cana-5266	149	6	determine	determine	VERB
cana-5266	149	7	the	the	DET
cana-5266	149	8	impacts	impact	NOUN
cana-5266	149	9	of	of	ADP
cana-5266	149	10	digital	digital	ADJ
cana-5266	149	11	banking	banking	NOUN
cana-5266	149	12	,	,	PUNCT
cana-5266	149	13	ai	ai	NOUN
cana-5266	149	14	-	-	PUNCT
cana-5266	149	15	based	base	VERB
cana-5266	149	16	lending	lending	NOUN
cana-5266	149	17	,	,	PUNCT
cana-5266	149	18	and	and	CCONJ
cana-5266	149	19	blockchain	blockchain	PROPN
cana-5266	149	20	financial	financial	ADJ
cana-5266	149	21	transactions	transaction	NOUN
cana-5266	149	22	on	on	ADP
cana-5266	149	23	investments	investment	NOUN
cana-5266	149	24	which	which	PRON
cana-5266	149	25	are	be	AUX
cana-5266	149	26	oriented	orient	VERB
cana-5266	149	27	towards	towards	ADP
cana-5266	149	28	green	green	ADJ
cana-5266	149	29	initiatives	initiative	NOUN
cana-5266	149	30	.	.	PUNCT
cana-5266	150	1	the	the	DET
cana-5266	150	2	research	research	NOUN
cana-5266	150	3	analyzes	analyze	VERB
cana-5266	150	4	economic	economic	ADJ
cana-5266	150	5	datasets	dataset	NOUN
cana-5266	150	6	from	from	ADP
cana-5266	150	7	different	different	ADJ
cana-5266	150	8	countries	country	NOUN
cana-5266	150	9	and	and	CCONJ
cana-5266	150	10	applies	apply	VERB
cana-5266	150	11	regression	regression	NOUN
cana-5266	150	12	analysis	analysis	NOUN
cana-5266	150	13	,	,	PUNCT
cana-5266	150	14	neural	neural	ADJ
cana-5266	150	15	networking	networking	NOUN
cana-5266	150	16	,	,	PUNCT
cana-5266	150	17	and	and	CCONJ
cana-5266	150	18	causal	causal	ADJ
cana-5266	150	19	inference	inference	NOUN
cana-5266	150	20	to	to	PART
cana-5266	150	21	assess	assess	VERB
cana-5266	150	22	the	the	DET
cana-5266	150	23	effect	effect	NOUN
cana-5266	150	24	of	of	ADP
cana-5266	150	25	fintech	fintech	NOUN
cana-5266	150	26	development	development	NOUN
cana-5266	150	27	on	on	ADP
cana-5266	150	28	energy	energy	NOUN
cana-5266	150	29	-	-	PUNCT
cana-5266	150	30	efficient	efficient	ADJ
cana-5266	150	31	investment	investment	NOUN
cana-5266	150	32	,	,	PUNCT
cana-5266	150	33	carbon	carbon	NOUN
cana-5266	150	34	emissions	emission	NOUN
cana-5266	150	35	,	,	PUNCT
cana-5266	150	36	and	and	CCONJ
cana-5266	150	37	green	green	ADJ
cana-5266	150	38	financing	financing	NOUN
cana-5266	150	39	.	.	PUNCT
cana-5266	151	1	the	the	DET
cana-5266	151	2	results	result	NOUN
cana-5266	151	3	indicate	indicate	VERB
cana-5266	151	4	ai	ai	VERB
cana-5266	151	5	tools	tool	NOUN
cana-5266	151	6	for	for	ADP
cana-5266	151	7	finance	finance	NOUN
cana-5266	151	8	improve	improve	VERB
cana-5266	151	9	efficiency	efficiency	NOUN
cana-5266	151	10	in	in	ADP
cana-5266	151	11	capital	capital	NOUN
cana-5266	151	12	investment	investment	NOUN
cana-5266	151	13	,	,	PUNCT
cana-5266	151	14	lower	low	ADJ
cana-5266	151	15	transaction	transaction	NOUN
cana-5266	151	16	costs	cost	NOUN
cana-5266	151	17	,	,	PUNCT
cana-5266	151	18	and	and	CCONJ
cana-5266	151	19	encourage	encourage	VERB
cana-5266	151	20	responsible	responsible	ADJ
cana-5266	151	21	investment	investment	NOUN
cana-5266	151	22	.	.	PUNCT
cana-5266	152	1	their	their	PRON
cana-5266	152	2	work	work	NOUN
cana-5266	152	3	shows	show	VERB
cana-5266	152	4	that	that	SCONJ
cana-5266	152	5	ai	ai	VERB
cana-5266	152	6	models	model	NOUN
cana-5266	152	7	of	of	ADP
cana-5266	152	8	financial	financial	ADJ
cana-5266	152	9	sustainability	sustainability	NOUN
cana-5266	152	10	frameworks	framework	NOUN
cana-5266	152	11	play	play	VERB
cana-5266	152	12	an	an	DET
cana-5266	152	13	important	important	ADJ
cana-5266	152	14	role	role	NOUN
cana-5266	152	15	in	in	ADP
cana-5266	152	16	self	self	NOUN
cana-5266	152	17	-	-	PUNCT
cana-5266	152	18	managed	manage	VERB
cana-5266	152	19	finance	finance	NOUN
cana-5266	152	20	.	.	PUNCT
cana-5266	153	1	intelligent	intelligent	ADJ
cana-5266	153	2	apfm	apfm	NOUN
cana-5266	153	3	systems	system	NOUN
cana-5266	153	4	can	can	AUX
cana-5266	153	5	empower	empower	VERB
cana-5266	153	6	users	user	NOUN
cana-5266	153	7	to	to	PART
cana-5266	153	8	make	make	VERB
cana-5266	153	9	green	green	ADJ
cana-5266	153	10	,	,	PUNCT
cana-5266	153	11	socially	socially	ADV
cana-5266	153	12	responsible	responsible	ADJ
cana-5266	153	13	,	,	PUNCT
cana-5266	153	14	and	and	CCONJ
cana-5266	153	15	governance	governance	NOUN
cana-5266	153	16	oriented	orient	VERB
cana-5266	153	17	investments	investment	NOUN
cana-5266	153	18	by	by	ADP
cana-5266	153	19	computing	compute	VERB
cana-5266	153	20	esg	esg	PROPN
cana-5266	153	21	ratios	ratio	NOUN
cana-5266	153	22	leading	lead	VERB
cana-5266	153	23	to	to	ADP
cana-5266	153	24	better	well	ADJ
cana-5266	153	25	investment	investment	NOUN
cana-5266	153	26	recommendations	recommendation	NOUN
cana-5266	153	27	and	and	CCONJ
cana-5266	153	28	financial	financial	ADJ
cana-5266	153	29	planning	planning	NOUN
cana-5266	153	30	.	.	PUNCT
cana-5266	154	1	the	the	DET
cana-5266	154	2	study	study	NOUN
cana-5266	154	3	demonstrates	demonstrate	VERB
cana-5266	154	4	the	the	DET
cana-5266	154	5	potential	potential	NOUN
cana-5266	154	6	of	of	ADP
cana-5266	154	7	fintech	fintech	NOUN
cana-5266	154	8	innovations	innovation	NOUN
cana-5266	154	9	for	for	ADP
cana-5266	154	10	enhancing	enhance	VERB
cana-5266	154	11	financial	financial	ADJ
cana-5266	154	12	sustainability	sustainability	NOUN
cana-5266	154	13	at	at	ADP
cana-5266	154	14	the	the	DET
cana-5266	154	15	personal	personal	ADJ
cana-5266	154	16	and	and	CCONJ
cana-5266	154	17	organizational	organizational	ADJ
cana-5266	154	18	levels	level	NOUN
cana-5266	154	19	.	.	PUNCT
cana-5266	155	1	shiyyab	shiyyab	PROPN
cana-5266	155	2	et	et	PROPN
cana-5266	155	3	al	al	PROPN
cana-5266	156	1	[	[	X
cana-5266	156	2	10	10	NUM
cana-5266	156	3	]	]	PUNCT
cana-5266	156	4	study	study	VERB
cana-5266	156	5	the	the	DET
cana-5266	156	6	impact	impact	NOUN
cana-5266	156	7	of	of	ADP
cana-5266	156	8	corporate	corporate	ADJ
cana-5266	156	9	transparency	transparency	NOUN
cana-5266	156	10	concerning	concern	VERB
cana-5266	156	11	the	the	DET
cana-5266	156	12	implementation	implementation	NOUN
cana-5266	156	13	of	of	ADP
cana-5266	156	14	ai	ai	VERB
cana-5266	156	15	on	on	ADP
cana-5266	156	16	the	the	DET
cana-5266	156	17	company	company	NOUN
cana-5266	156	18	’s	’s	PART
cana-5266	156	19	financial	financial	ADJ
cana-5266	156	20	performance	performance	NOUN
cana-5266	156	21	,	,	PUNCT
cana-5266	156	22	investor	investor	NOUN
cana-5266	156	23	’s	’s	PART
cana-5266	156	24	confidence	confidence	NOUN
cana-5266	156	25	,	,	PUNCT
cana-5266	156	26	and	and	CCONJ
cana-5266	156	27	market	market	NOUN
cana-5266	156	28	value	value	NOUN
cana-5266	156	29	.	.	PUNCT
cana-5266	157	1	the	the	DET
cana-5266	157	2	authors	author	NOUN
cana-5266	157	3	review	review	VERB
cana-5266	157	4	public	public	ADJ
cana-5266	157	5	reports	report	NOUN
cana-5266	157	6	regarding	regard	VERB
cana-5266	157	7	the	the	DET
cana-5266	157	8	use	use	NOUN
cana-5266	157	9	of	of	ADP
cana-5266	157	10	ai	ai	PROPN
cana-5266	157	11	technologies	technology	NOUN
cana-5266	157	12	in	in	ADP
cana-5266	157	13	automating	automate	VERB
cana-5266	157	14	financial	financial	ADJ
cana-5266	157	15	work	work	NOUN
cana-5266	157	16	,	,	PUNCT
cana-5266	157	17	risk	risk	NOUN
cana-5266	157	18	assessment	assessment	NOUN
cana-5266	157	19	,	,	PUNCT
cana-5266	157	20	and	and	CCONJ
cana-5266	157	21	improving	improve	VERB
cana-5266	157	22	organizational	organizational	ADJ
cana-5266	157	23	efficiency	efficiency	NOUN
cana-5266	157	24	.	.	PUNCT
cana-5266	158	1	the	the	DET
cana-5266	158	2	study	study	NOUN
cana-5266	158	3	uses	use	VERB
cana-5266	158	4	a	a	DET
cana-5266	158	5	dataset	dataset	NOUN
cana-5266	158	6	of	of	ADP
cana-5266	158	7	annual	annual	ADJ
cana-5266	158	8	financial	financial	ADJ
cana-5266	158	9	reports	report	NOUN
cana-5266	158	10	and	and	CCONJ
cana-5266	158	11	performs	perform	VERB
cana-5266	158	12	sentiment	sentiment	NOUN
cana-5266	158	13	analysis	analysis	NOUN
cana-5266	158	14	on	on	ADP
cana-5266	158	15	the	the	DET
cana-5266	158	16	received	receive	VERB
cana-5266	158	17	stock	stock	NOUN
cana-5266	158	18	market	market	NOUN
cana-5266	158	19	feedback	feedback	NOUN
cana-5266	158	20	.	.	PUNCT
cana-5266	159	1	the	the	DET
cana-5266	159	2	study	study	NOUN
cana-5266	159	3	applies	apply	VERB
cana-5266	159	4	natural	natural	ADJ
cana-5266	159	5	language	language	NOUN
cana-5266	159	6	processing	processing	NOUN
cana-5266	159	7	(	(	PUNCT
cana-5266	159	8	nlp	nlp	NOUN
cana-5266	159	9	)	)	PUNCT
cana-5266	159	10	for	for	ADP
cana-5266	159	11	ai	ai	ADJ
cana-5266	159	12	-	-	PUNCT
cana-5266	159	13	related	relate	VERB
cana-5266	159	14	disclosures	disclosure	NOUN
cana-5266	159	15	and	and	CCONJ
cana-5266	159	16	evaluates	evaluate	VERB
cana-5266	159	17	their	their	PRON
cana-5266	159	18	effect	effect	NOUN
cana-5266	159	19	on	on	ADP
cana-5266	159	20	stock	stock	NOUN
cana-5266	159	21	price	price	NOUN
cana-5266	159	22	appreciation	appreciation	NOUN
cana-5266	159	23	,	,	PUNCT
cana-5266	159	24	earnings	earning	NOUN
cana-5266	159	25	increase	increase	NOUN
cana-5266	159	26	,	,	PUNCT
cana-5266	159	27	and	and	CCONJ
cana-5266	159	28	dividends	dividend	NOUN
cana-5266	159	29	paid	pay	VERB
cana-5266	159	30	to	to	ADP
cana-5266	159	31	shareholders	shareholder	NOUN
cana-5266	159	32	.	.	PUNCT
cana-5266	160	1	results	result	NOUN
cana-5266	160	2	show	show	VERB
cana-5266	160	3	that	that	SCONJ
cana-5266	160	4	firms	firm	NOUN
cana-5266	160	5	that	that	PRON
cana-5266	160	6	proactively	proactively	ADV
cana-5266	160	7	adopt	adopt	VERB
cana-5266	160	8	ai	ai	VERB
cana-5266	160	9	strategies	strategy	NOUN
cana-5266	160	10	attract	attract	VERB
cana-5266	160	11	greater	great	ADJ
cana-5266	160	12	trust	trust	NOUN
cana-5266	160	13	from	from	ADP
cana-5266	160	14	investors	investor	NOUN
cana-5266	160	15	,	,	PUNCT
cana-5266	160	16	greater	great	ADJ
cana-5266	160	17	profits	profit	NOUN
cana-5266	160	18	,	,	PUNCT
cana-5266	160	19	and	and	CCONJ
cana-5266	160	20	improved	improved	ADJ
cana-5266	160	21	risk	risk	NOUN
cana-5266	160	22	-	-	PUNCT
cana-5266	160	23	adjusted	adjust	VERB
cana-5266	160	24	returns	return	NOUN
cana-5266	160	25	.	.	PUNCT
cana-5266	161	1	a	a	DET
cana-5266	161	2	main	main	ADJ
cana-5266	161	3	contribution	contribution	NOUN
cana-5266	161	4	of	of	ADP
cana-5266	161	5	this	this	DET
cana-5266	161	6	paper	paper	NOUN
cana-5266	161	7	is	be	AUX
cana-5266	161	8	applying	apply	VERB
cana-5266	161	9	sentiment	sentiment	NOUN
cana-5266	161	10	analysis	analysis	NOUN
cana-5266	161	11	to	to	PART
cana-5266	161	12	assess	assess	VERB
cana-5266	161	13	investors	investor	NOUN
cana-5266	161	14	’	'	PUNCT
cana-5266	161	15	views	view	NOUN
cana-5266	161	16	on	on	ADP
cana-5266	161	17	the	the	DET
cana-5266	161	18	ai	ai	ADJ
cana-5266	161	19	disclosures	disclosure	NOUN
cana-5266	161	20	given	give	VERB
cana-5266	161	21	by	by	ADP
cana-5266	161	22	the	the	DET
cana-5266	161	23	companies	company	NOUN
cana-5266	161	24	.	.	PUNCT
cana-5266	162	1	the	the	DET
cana-5266	162	2	authors	author	NOUN
cana-5266	162	3	and	and	CCONJ
cana-5266	162	4	primary	primary	ADJ
cana-5266	162	5	ai	ai	NOUN
cana-5266	162	6	governance	governance	NOUN
cana-5266	162	7	frameworks	framework	NOUN
cana-5266	162	8	and	and	CCONJ
cana-5266	162	9	strategies	strategy	NOUN
cana-5266	162	10	with	with	ADP
cana-5266	162	11	responsible	responsible	ADJ
cana-5266	162	12	ai	ai	NOUN
cana-5266	162	13	utilization	utilization	NOUN
cana-5266	162	14	for	for	ADP
cana-5266	162	15	investment	investment	NOUN
cana-5266	162	16	suggest	suggest	VERB
cana-5266	162	17	that	that	SCONJ
cana-5266	162	18	these	these	DET
cana-5266	162	19	companies	company	NOUN
cana-5266	162	20	receive	receive	VERB
cana-5266	162	21	more	more	ADJ
cana-5266	162	22	funds	fund	NOUN
cana-5266	162	23	and	and	CCONJ
cana-5266	162	24	perform	perform	VERB
cana-5266	162	25	better	well	ADV
cana-5266	162	26	in	in	ADP
cana-5266	162	27	the	the	DET
cana-5266	162	28	market	market	NOUN
cana-5266	162	29	.	.	PUNCT
cana-5266	163	1	for	for	ADP
cana-5266	163	2	personal	personal	ADJ
cana-5266	163	3	finance	finance	NOUN
cana-5266	163	4	management	management	NOUN
cana-5266	163	5	with	with	ADP
cana-5266	163	6	ai	ai	PROPN
cana-5266	163	7	,	,	PUNCT
cana-5266	163	8	this	this	DET
cana-5266	163	9	study	study	NOUN
cana-5266	163	10	further	further	ADJ
cana-5266	163	11	highlights	highlight	NOUN
cana-5266	163	12	the	the	DET
cana-5266	163	13	need	need	NOUN
cana-5266	163	14	for	for	ADP
cana-5266	163	15	explainability	explainability	NOUN
cana-5266	163	16	and	and	CCONJ
cana-5266	163	17	user	user	NOUN
cana-5266	163	18	-	-	PUNCT
cana-5266	163	19	friendly	friendly	ADJ
cana-5266	163	20	infographics	infographic	NOUN
cana-5266	163	21	for	for	ADP
cana-5266	163	22	non	non	NOUN
cana-5266	163	23	-	-	NOUN
cana-5266	163	24	specialists	specialist	NOUN
cana-5266	163	25	to	to	PART
cana-5266	163	26	trust	trust	VERB
cana-5266	163	27	automated	automate	VERB
cana-5266	163	28	systems	system	NOUN
cana-5266	163	29	.	.	PUNCT
cana-5266	164	1	clients	client	NOUN
cana-5266	164	2	of	of	ADP
cana-5266	164	3	automated	automate	VERB
cana-5266	164	4	financial	financial	ADJ
cana-5266	164	5	advisors	advisor	NOUN
cana-5266	164	6	receive	receive	VERB
cana-5266	164	7	ai	ai	ADJ
cana-5266	164	8	-	-	PUNCT
cana-5266	164	9	generated	generate	VERB
cana-5266	164	10	recommendations	recommendation	NOUN
cana-5266	164	11	that	that	PRON
cana-5266	164	12	are	be	AUX
cana-5266	164	13	easier	easy	ADJ
cana-5266	164	14	to	to	PART
cana-5266	164	15	understand	understand	VERB
cana-5266	164	16	,	,	PUNCT
cana-5266	164	17	which	which	PRON
cana-5266	164	18	helps	help	VERB
cana-5266	164	19	establish	establish	VERB
cana-5266	164	20	trust	trust	NOUN
cana-5266	164	21	in	in	ADP
cana-5266	164	22	the	the	DET
cana-5266	164	23	systems	system	NOUN
cana-5266	164	24	guiding	guide	VERB
cana-5266	164	25	them	they	PRON
cana-5266	164	26	through	through	ADP
cana-5266	164	27	critical	critical	ADJ
cana-5266	164	28	financial	financial	ADJ
cana-5266	164	29	decisions	decision	NOUN
cana-5266	164	30	.	.	PUNCT
cana-5266	165	1	the	the	DET
cana-5266	165	2	ethical	ethical	ADJ
cana-5266	165	3	application	application	NOUN
cana-5266	165	4	of	of	ADP
cana-5266	165	5	ais	ais	PROPN
cana-5266	165	6	increases	increase	VERB
cana-5266	165	7	the	the	DET
cana-5266	165	8	value	value	NOUN
cana-5266	165	9	of	of	ADP
cana-5266	165	10	a	a	DET
cana-5266	165	11	corporation	corporation	NOUN
cana-5266	165	12	and	and	CCONJ
cana-5266	165	13	trust	trust	NOUN
cana-5266	165	14	in	in	ADP
cana-5266	165	15	ai	ai	PRON
cana-5266	165	16	planning	planning	NOUN
cana-5266	165	17	and	and	CCONJ
cana-5266	165	18	spending	spending	NOUN
cana-5266	165	19	tools	tool	NOUN
cana-5266	165	20	.	.	PUNCT
cana-5266	166	1	in	in	ADP
cana-5266	166	2	the	the	DET
cana-5266	166	3	paper	paper	NOUN
cana-5266	166	4	from	from	ADP
cana-5266	166	5	de	de	X
cana-5266	166	6	andrés	andrés	ADJ
cana-5266	166	7	-	-	PUNCT
cana-5266	166	8	sánchez	sánchez	NOUN
cana-5266	166	9	et	et	PROPN
cana-5266	166	10	al	al	PROPN
cana-5266	166	11	.	.	PUNCT
cana-5266	167	1	[	[	X
cana-5266	167	2	11	11	NUM
cana-5266	167	3	]	]	PUNCT
cana-5266	167	4	,	,	PUNCT
cana-5266	167	5	the	the	DET
cana-5266	167	6	authors	author	NOUN
cana-5266	167	7	study	study	VERB
cana-5266	167	8	the	the	DET
cana-5266	167	9	acceptance	acceptance	NOUN
cana-5266	167	10	of	of	ADP
cana-5266	167	11	ai	ai	ADJ
cana-5266	167	12	chatbots	chatbot	NOUN
cana-5266	167	13	from	from	ADP
cana-5266	167	14	both	both	DET
cana-5266	167	15	insurance	insurance	NOUN
cana-5266	167	16	and	and	CCONJ
cana-5266	167	17	banking	banking	NOUN
cana-5266	167	18	customers	customer	NOUN
cana-5266	167	19	and	and	CCONJ
cana-5266	167	20	identify	identify	VERB
cana-5266	167	21	what	what	PRON
cana-5266	167	22	factors	factor	NOUN
cana-5266	167	23	influence	influence	VERB
cana-5266	167	24	a	a	DET
cana-5266	167	25	policyholder	policyholder	NOUN
cana-5266	167	26	’s	’s	PART
cana-5266	167	27	acceptance	acceptance	NOUN
cana-5266	167	28	of	of	ADP
cana-5266	167	29	chatbots	chatbot	NOUN
cana-5266	167	30	.	.	PUNCT
cana-5266	168	1	using	use	VERB
cana-5266	168	2	utaut	utaut	PROPN
cana-5266	168	3	,	,	PUNCT
cana-5266	168	4	the	the	DET
cana-5266	168	5	authors	author	NOUN
cana-5266	168	6	include	include	VERB
cana-5266	168	7	additional	additional	ADJ
cana-5266	168	8	factors	factor	NOUN
cana-5266	168	9	of	of	ADP
cana-5266	168	10	trust	trust	NOUN
cana-5266	168	11	,	,	PUNCT
cana-5266	168	12	perceived	perceive	VERB
cana-5266	168	13	risk	risk	NOUN
cana-5266	168	14	,	,	PUNCT
cana-5266	168	15	and	and	CCONJ
cana-5266	168	16	responsiveness	responsiveness	NOUN
cana-5266	168	17	of	of	ADP
cana-5266	168	18	the	the	DET
cana-5266	168	19	chatbot	chatbot	NOUN
cana-5266	168	20	.	.	PUNCT
cana-5266	169	1	the	the	DET
cana-5266	169	2	study	study	NOUN
cana-5266	169	3	collects	collect	VERB
cana-5266	169	4	survey	survey	NOUN
cana-5266	169	5	responses	response	NOUN
cana-5266	169	6	from	from	ADP
cana-5266	169	7	customers	customer	NOUN
cana-5266	169	8	of	of	ADP
cana-5266	169	9	insurance	insurance	NOUN
cana-5266	169	10	companies	company	NOUN
cana-5266	169	11	and	and	CCONJ
cana-5266	169	12	uses	use	VERB
cana-5266	169	13	sem	sem	PROPN
cana-5266	169	14	to	to	PART
cana-5266	169	15	measure	measure	VERB
cana-5266	169	16	the	the	DET
cana-5266	169	17	impact	impact	NOUN
cana-5266	169	18	of	of	ADP
cana-5266	169	19	multiple	multiple	ADJ
cana-5266	169	20	determinants	determinant	NOUN
cana-5266	169	21	on	on	ADP
cana-5266	169	22	acceptance	acceptance	NOUN
cana-5266	169	23	of	of	ADP
cana-5266	169	24	chatbots	chatbot	NOUN
cana-5266	169	25	.	.	PUNCT
cana-5266	170	1	the	the	DET
cana-5266	170	2	results	result	NOUN
cana-5266	170	3	show	show	VERB
cana-5266	170	4	that	that	SCONJ
cana-5266	170	5	customers	customer	NOUN
cana-5266	170	6	’	'	PUNCT
cana-5266	170	7	willingness	willingness	NOUN
cana-5266	170	8	to	to	PART
cana-5266	170	9	interact	interact	VERB
cana-5266	170	10	with	with	ADP
cana-5266	170	11	financial	financial	ADJ
cana-5266	170	12	chatbots	chatbot	NOUN
cana-5266	170	13	is	be	AUX
cana-5266	170	14	mostly	mostly	ADV
cana-5266	170	15	influenced	influence	VERB
cana-5266	170	16	by	by	ADP
cana-5266	170	17	the	the	DET
cana-5266	170	18	perceived	perceive	VERB
cana-5266	170	19	benefits	benefit	NOUN
cana-5266	170	20	,	,	PUNCT
cana-5266	170	21	simplicity	simplicity	NOUN
cana-5266	170	22	,	,	PUNCT
cana-5266	170	23	and	and	CCONJ
cana-5266	170	24	trust	trust	VERB
cana-5266	170	25	that	that	SCONJ
cana-5266	170	26	the	the	DET
cana-5266	170	27	customers	customer	NOUN
cana-5266	170	28	have	have	VERB
cana-5266	170	29	in	in	ADP
cana-5266	170	30	the	the	DET
cana-5266	170	31	ai	ai	NOUN
cana-5266	170	32	system	system	NOUN
cana-5266	170	33	.	.	PUNCT
cana-5266	171	1	it	it	PRON
cana-5266	171	2	was	be	AUX
cana-5266	171	3	also	also	ADV
cana-5266	171	4	communications	communication	NOUN
cana-5266	171	5	on	on	ADP
cana-5266	171	6	applied	apply	VERB
cana-5266	171	7	nonlinear	nonlinear	ADJ
cana-5266	171	8	analysis	analysis	NOUN
cana-5266	171	9	issn	issn	NOUN
cana-5266	171	10	:	:	PUNCT
cana-5266	171	11	1074	1074	NUM
cana-5266	171	12	-	-	PUNCT
cana-5266	171	13	133x	133x	NUM
cana-5266	171	14	vol	vol	VERB
cana-5266	171	15	32	32	NUM
cana-5266	171	16	no	no	NOUN
cana-5266	171	17	.	.	PUNCT
cana-5266	172	1	10s	10	NOUN
cana-5266	172	2	(	(	PUNCT
cana-5266	172	3	2025	2025	NUM
cana-5266	172	4	)	)	PUNCT
cana-5266	172	5	1650	1650	NUM
cana-5266	173	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	173	2	found	find	VERB
cana-5266	173	3	that	that	SCONJ
cana-5266	173	4	transparency	transparency	NOUN
cana-5266	173	5	and	and	CCONJ
cana-5266	173	6	comprehensive	comprehensive	ADJ
cana-5266	173	7	explanations	explanation	NOUN
cana-5266	173	8	are	be	AUX
cana-5266	173	9	important	important	ADJ
cana-5266	173	10	for	for	ADP
cana-5266	173	11	users	user	NOUN
cana-5266	173	12	when	when	SCONJ
cana-5266	173	13	interacting	interact	VERB
cana-5266	173	14	with	with	ADP
cana-5266	173	15	financial	financial	ADJ
cana-5266	173	16	services	service	NOUN
cana-5266	173	17	through	through	ADP
cana-5266	173	18	chatbots	chatbot	NOUN
cana-5266	173	19	.	.	PUNCT
cana-5266	174	1	one	one	NUM
cana-5266	174	2	of	of	ADP
cana-5266	174	3	the	the	DET
cana-5266	174	4	most	most	ADV
cana-5266	174	5	important	important	ADJ
cana-5266	174	6	findings	finding	NOUN
cana-5266	174	7	is	be	AUX
cana-5266	174	8	the	the	DET
cana-5266	174	9	reluctance	reluctance	NOUN
cana-5266	174	10	to	to	ADP
cana-5266	174	11	adoption	adoption	NOUN
cana-5266	174	12	ai	ai	VERB
cana-5266	174	13	within	within	ADP
cana-5266	174	14	financial	financial	ADJ
cana-5266	174	15	advisory	advisory	ADJ
cana-5266	174	16	services	service	NOUN
cana-5266	174	17	,	,	PUNCT
cana-5266	174	18	citing	cite	VERB
cana-5266	174	19	data	data	NOUN
cana-5266	174	20	privacy	privacy	NOUN
cana-5266	174	21	issues	issue	NOUN
cana-5266	174	22	,	,	PUNCT
cana-5266	174	23	misinformation	misinformation	NOUN
cana-5266	174	24	,	,	PUNCT
cana-5266	174	25	and	and	CCONJ
cana-5266	174	26	the	the	DET
cana-5266	174	27	complex	complex	ADJ
cana-5266	174	28	nature	nature	NOUN
cana-5266	174	29	of	of	ADP
cana-5266	174	30	financial	financial	ADJ
cana-5266	174	31	inquiries	inquiry	NOUN
cana-5266	174	32	as	as	ADP
cana-5266	174	33	major	major	ADJ
cana-5266	174	34	barriers	barrier	NOUN
cana-5266	174	35	.	.	PUNCT
cana-5266	175	1	for	for	ADP
cana-5266	175	2	autonomous	autonomous	ADJ
cana-5266	175	3	personal	personal	ADJ
cana-5266	175	4	finance	finance	NOUN
cana-5266	175	5	managers	manager	NOUN
cana-5266	175	6	,	,	PUNCT
cana-5266	175	7	the	the	DET
cana-5266	175	8	research	research	NOUN
cana-5266	175	9	stresses	stress	VERB
cana-5266	175	10	the	the	DET
cana-5266	175	11	need	need	NOUN
cana-5266	175	12	to	to	PART
cana-5266	175	13	improve	improve	VERB
cana-5266	175	14	the	the	DET
cana-5266	175	15	trustworthiness	trustworthiness	NOUN
cana-5266	175	16	and	and	CCONJ
cana-5266	175	17	simplicity	simplicity	NOUN
cana-5266	175	18	of	of	ADP
cana-5266	175	19	ai	ai	PRON
cana-5266	175	20	financial	financial	ADJ
cana-5266	175	21	assistants	assistant	NOUN
cana-5266	175	22	.	.	PUNCT
cana-5266	176	1	the	the	DET
cana-5266	176	2	integration	integration	NOUN
cana-5266	176	3	of	of	ADP
cana-5266	176	4	xai	xai	PROPN
cana-5266	176	5	and	and	CCONJ
cana-5266	176	6	improved	improved	ADJ
cana-5266	176	7	engagement	engagement	NOUN
cana-5266	176	8	designs	design	NOUN
cana-5266	176	9	can	can	AUX
cana-5266	176	10	lead	lead	VERB
cana-5266	176	11	to	to	ADP
cana-5266	176	12	enhanced	enhanced	ADJ
cana-5266	176	13	use	use	NOUN
cana-5266	176	14	of	of	ADP
cana-5266	176	15	chatbots	chatbot	NOUN
cana-5266	176	16	for	for	ADP
cana-5266	176	17	budgeting	budgeting	NOUN
cana-5266	176	18	,	,	PUNCT
cana-5266	176	19	investment	investment	NOUN
cana-5266	176	20	advising	advising	NOUN
cana-5266	176	21	,	,	PUNCT
cana-5266	176	22	and	and	CCONJ
cana-5266	176	23	automated	automate	VERB
cana-5266	176	24	financial	financial	ADJ
cana-5266	176	25	planning	planning	NOUN
cana-5266	176	26	.	.	PUNCT
cana-5266	177	1	the	the	DET
cana-5266	177	2	results	result	NOUN
cana-5266	177	3	show	show	VERB
cana-5266	177	4	that	that	SCONJ
cana-5266	177	5	in	in	ADP
cana-5266	177	6	order	order	NOUN
cana-5266	177	7	to	to	PART
cana-5266	177	8	increase	increase	VERB
cana-5266	177	9	user	user	NOUN
cana-5266	177	10	engagement	engagement	NOUN
cana-5266	177	11	,	,	PUNCT
cana-5266	177	12	ai	ai	ADJ
cana-5266	177	13	-	-	PUNCT
cana-5266	177	14	powered	power	VERB
cana-5266	177	15	financial	financial	ADJ
cana-5266	177	16	managers	manager	NOUN
cana-5266	177	17	need	need	VERB
cana-5266	177	18	to	to	PART
cana-5266	177	19	strengthen	strengthen	VERB
cana-5266	177	20	the	the	DET
cana-5266	177	21	framework	framework	NOUN
cana-5266	177	22	of	of	ADP
cana-5266	177	23	trust	trust	NOUN
cana-5266	177	24	.	.	PUNCT
cana-5266	178	1	de	de	PROPN
cana-5266	178	2	zarzà	zarzà	X
cana-5266	178	3	i	i	PROPN
cana-5266	178	4	and	and	CCONJ
cana-5266	178	5	other	other	ADJ
cana-5266	178	6	authors	author	NOUN
cana-5266	178	7	12	12	NUM
cana-5266	178	8	have	have	AUX
cana-5266	178	9	developed	develop	VERB
cana-5266	178	10	a	a	DET
cana-5266	178	11	model	model	NOUN
cana-5266	178	12	that	that	PRON
cana-5266	178	13	uses	use	VERB
cana-5266	178	14	llms	llm	NOUN
cana-5266	178	15	to	to	PART
cana-5266	178	16	incorporate	incorporate	VERB
cana-5266	178	17	individual	individual	ADJ
cana-5266	178	18	and	and	CCONJ
cana-5266	178	19	cooperative	cooperative	ADJ
cana-5266	178	20	budgets	budget	NOUN
cana-5266	178	21	into	into	ADP
cana-5266	178	22	ai	ai	ADV
cana-5266	178	23	-	-	PUNCT
cana-5266	178	24	based	base	VERB
cana-5266	178	25	financial	financial	ADJ
cana-5266	178	26	planning	planning	NOUN
cana-5266	178	27	systems	system	NOUN
cana-5266	178	28	to	to	PART
cana-5266	178	29	improve	improve	VERB
cana-5266	178	30	decision	decision	NOUN
cana-5266	178	31	-	-	PUNCT
cana-5266	178	32	making	making	NOUN
cana-5266	178	33	.	.	PUNCT
cana-5266	179	1	the	the	DET
cana-5266	179	2	authors	author	NOUN
cana-5266	179	3	proposed	propose	VERB
cana-5266	179	4	a	a	DET
cana-5266	179	5	hybrid	hybrid	ADJ
cana-5266	179	6	model	model	NOUN
cana-5266	179	7	that	that	PRON
cana-5266	179	8	uses	use	VERB
cana-5266	179	9	reinforcement	reinforcement	NOUN
cana-5266	179	10	learning	learning	NOUN
cana-5266	179	11	,	,	PUNCT
cana-5266	179	12	economic	economic	ADJ
cana-5266	179	13	simulations	simulation	NOUN
cana-5266	179	14	,	,	PUNCT
cana-5266	179	15	and	and	CCONJ
cana-5266	179	16	nlpbased	nlpbase	VERB
cana-5266	179	17	financial	financial	ADJ
cana-5266	179	18	advising	advising	NOUN
cana-5266	179	19	.	.	PUNCT
cana-5266	180	1	the	the	DET
cana-5266	180	2	study	study	NOUN
cana-5266	180	3	uses	use	VERB
cana-5266	180	4	information	information	NOUN
cana-5266	180	5	from	from	ADP
cana-5266	180	6	user	user	NOUN
cana-5266	180	7	accounts	account	NOUN
cana-5266	180	8	to	to	PART
cana-5266	180	9	evaluate	evaluate	VERB
cana-5266	180	10	income	income	NOUN
cana-5266	180	11	and	and	CCONJ
cana-5266	180	12	expenditure	expenditure	NOUN
cana-5266	180	13	patterns	pattern	NOUN
cana-5266	180	14	and	and	CCONJ
cana-5266	180	15	preferences	preference	NOUN
cana-5266	180	16	in	in	ADP
cana-5266	180	17	order	order	NOUN
cana-5266	180	18	to	to	PART
cana-5266	180	19	determine	determine	VERB
cana-5266	180	20	the	the	DET
cana-5266	180	21	efficacy	efficacy	NOUN
cana-5266	180	22	of	of	ADP
cana-5266	180	23	ai	ai	PRON
cana-5266	180	24	financial	financial	ADJ
cana-5266	180	25	planners	planner	NOUN
cana-5266	180	26	.	.	PUNCT
cana-5266	181	1	with	with	ADP
cana-5266	181	2	the	the	DET
cana-5266	181	3	help	help	NOUN
cana-5266	181	4	of	of	ADP
cana-5266	181	5	llms	llm	NOUN
cana-5266	181	6	,	,	PUNCT
cana-5266	181	7	financial	financial	ADJ
cana-5266	181	8	advisors	advisor	NOUN
cana-5266	181	9	can	can	AUX
cana-5266	181	10	now	now	ADV
cana-5266	181	11	adapt	adapt	VERB
cana-5266	181	12	to	to	ADP
cana-5266	181	13	users	user	NOUN
cana-5266	181	14	flexibly	flexibly	ADV
cana-5266	181	15	,	,	PUNCT
cana-5266	181	16	unlike	unlike	ADP
cana-5266	181	17	rule	rule	NOUN
cana-5266	181	18	-	-	PUNCT
cana-5266	181	19	based	base	VERB
cana-5266	181	20	budgeters	budgeter	NOUN
cana-5266	181	21	,	,	PUNCT
cana-5266	181	22	which	which	PRON
cana-5266	181	23	leads	lead	VERB
cana-5266	181	24	to	to	ADP
cana-5266	181	25	smarter	smart	ADJ
cana-5266	181	26	financial	financial	ADJ
cana-5266	181	27	planning	planning	NOUN
cana-5266	181	28	being	be	AUX
cana-5266	181	29	provided	provide	VERB
cana-5266	181	30	.	.	PUNCT
cana-5266	182	1	integrating	integrate	VERB
cana-5266	182	2	cooperative	cooperative	ADJ
cana-5266	182	3	financial	financial	ADJ
cana-5266	182	4	planning	planning	NOUN
cana-5266	182	5	is	be	AUX
cana-5266	182	6	the	the	DET
cana-5266	182	7	most	most	ADV
cana-5266	182	8	important	important	ADJ
cana-5266	182	9	step	step	NOUN
cana-5266	182	10	in	in	ADP
cana-5266	182	11	this	this	DET
cana-5266	182	12	research	research	NOUN
cana-5266	182	13	because	because	SCONJ
cana-5266	182	14	it	it	PRON
cana-5266	182	15	allows	allow	VERB
cana-5266	182	16	ai	ai	VERB
cana-5266	182	17	systems	system	NOUN
cana-5266	182	18	to	to	PART
cana-5266	182	19	analyze	analyze	VERB
cana-5266	182	20	and	and	CCONJ
cana-5266	182	21	optimize	optimize	VERB
cana-5266	182	22	family	family	NOUN
cana-5266	182	23	or	or	CCONJ
cana-5266	182	24	corporate	corporate	ADJ
cana-5266	182	25	budgets	budget	NOUN
cana-5266	182	26	to	to	PART
cana-5266	182	27	control	control	VERB
cana-5266	182	28	spending	spending	NOUN
cana-5266	182	29	and	and	CCONJ
cana-5266	182	30	investing	investing	NOUN
cana-5266	182	31	strategies	strategy	NOUN
cana-5266	182	32	.	.	PUNCT
cana-5266	183	1	users	user	NOUN
cana-5266	183	2	are	be	AUX
cana-5266	183	3	enabled	enable	VERB
cana-5266	183	4	through	through	ADP
cana-5266	183	5	llms	llm	NOUN
cana-5266	183	6	to	to	PART
cana-5266	183	7	garner	garner	VERB
cana-5266	183	8	insights	insight	NOUN
cana-5266	183	9	from	from	ADP
cana-5266	183	10	data	datum	NOUN
cana-5266	183	11	to	to	PART
cana-5266	183	12	improve	improve	VERB
cana-5266	183	13	financial	financial	ADJ
cana-5266	183	14	literacy	literacy	NOUN
cana-5266	183	15	so	so	SCONJ
cana-5266	183	16	that	that	SCONJ
cana-5266	183	17	they	they	PRON
cana-5266	183	18	are	be	AUX
cana-5266	183	19	better	well	ADV
cana-5266	183	20	equipped	equip	VERB
cana-5266	183	21	to	to	PART
cana-5266	183	22	make	make	VERB
cana-5266	183	23	important	important	ADJ
cana-5266	183	24	economic	economic	ADJ
cana-5266	183	25	choices	choice	NOUN
cana-5266	183	26	.	.	PUNCT
cana-5266	184	1	this	this	DET
cana-5266	184	2	research	research	NOUN
cana-5266	184	3	designs	design	NOUN
cana-5266	184	4	ai	ai	VERB
cana-5266	184	5	personal	personal	ADJ
cana-5266	184	6	finance	finance	NOUN
cana-5266	184	7	managers	manager	NOUN
cana-5266	184	8	that	that	PRON
cana-5266	184	9	lead	lead	VERB
cana-5266	184	10	to	to	AUX
cana-5266	184	11	ai	ai	VERB
cana-5266	184	12	financial	financial	ADJ
cana-5266	184	13	assistants	assistant	NOUN
cana-5266	184	14	by	by	ADP
cana-5266	184	15	using	use	VERB
cana-5266	184	16	natural	natural	ADJ
cana-5266	184	17	language	language	NOUN
cana-5266	184	18	powered	power	VERB
cana-5266	184	19	suggestions	suggestion	NOUN
cana-5266	184	20	and	and	CCONJ
cana-5266	184	21	advanced	advanced	ADJ
cana-5266	184	22	analytics	analytic	NOUN
cana-5266	184	23	.	.	PUNCT
cana-5266	185	1	the	the	DET
cana-5266	185	2	research	research	NOUN
cana-5266	185	3	also	also	ADV
cana-5266	185	4	found	find	VERB
cana-5266	185	5	that	that	SCONJ
cana-5266	185	6	ai	ai	VERB
cana-5266	185	7	financial	financial	ADJ
cana-5266	185	8	advisors	advisor	NOUN
cana-5266	185	9	can	can	AUX
cana-5266	185	10	change	change	VERB
cana-5266	185	11	the	the	DET
cana-5266	185	12	strategies	strategy	NOUN
cana-5266	185	13	they	they	PRON
cana-5266	185	14	use	use	VERB
cana-5266	185	15	to	to	PART
cana-5266	185	16	manage	manage	VERB
cana-5266	185	17	finances	finance	NOUN
cana-5266	185	18	according	accord	VERB
cana-5266	185	19	to	to	ADP
cana-5266	185	20	the	the	DET
cana-5266	185	21	current	current	ADJ
cana-5266	185	22	state	state	NOUN
cana-5266	185	23	of	of	ADP
cana-5266	185	24	market	market	NOUN
cana-5266	185	25	activity	activity	NOUN
cana-5266	185	26	,	,	PUNCT
cana-5266	185	27	unlike	unlike	ADP
cana-5266	185	28	traditional	traditional	ADJ
cana-5266	185	29	budgeters	budgeter	NOUN
cana-5266	185	30	,	,	PUNCT
cana-5266	185	31	who	who	PRON
cana-5266	185	32	are	be	AUX
cana-5266	185	33	set	set	VERB
cana-5266	185	34	to	to	ADP
cana-5266	185	35	certain	certain	ADJ
cana-5266	185	36	strategies	strategy	NOUN
cana-5266	185	37	.	.	PUNCT
cana-5266	186	1	lee	lee	PROPN
cana-5266	186	2	,	,	PUNCT
cana-5266	186	3	c.	c.	PROPN
cana-5266	186	4	et	et	PROPN
cana-5266	186	5	al	al	PROPN
cana-5266	187	1	[	[	X
cana-5266	187	2	13	13	NUM
cana-5266	187	3	]	]	PUNCT
cana-5266	187	4	focus	focus	NOUN
cana-5266	187	5	on	on	ADP
cana-5266	187	6	the	the	DET
cana-5266	187	7	impacts	impact	NOUN
cana-5266	187	8	of	of	ADP
cana-5266	187	9	board	board	NOUN
cana-5266	187	10	member	member	NOUN
cana-5266	187	11	’s	’s	PART
cana-5266	187	12	expertise	expertise	NOUN
cana-5266	187	13	on	on	ADP
cana-5266	187	14	a	a	DET
cana-5266	187	15	firm	firm	NOUN
cana-5266	187	16	’s	’s	PART
cana-5266	187	17	performance	performance	NOUN
cana-5266	187	18	concerning	concern	VERB
cana-5266	187	19	corporate	corporate	ADJ
cana-5266	187	20	finance	finance	NOUN
cana-5266	187	21	,	,	PUNCT
cana-5266	187	22	investments	investment	NOUN
cana-5266	187	23	,	,	PUNCT
cana-5266	187	24	and	and	CCONJ
cana-5266	187	25	risk	risk	NOUN
cana-5266	187	26	management	management	NOUN
cana-5266	187	27	.	.	PUNCT
cana-5266	188	1	they	they	PRON
cana-5266	188	2	utilize	utilize	VERB
cana-5266	188	3	machine	machine	NOUN
cana-5266	188	4	learning	learn	VERB
cana-5266	188	5	techniques	technique	NOUN
cana-5266	188	6	like	like	ADP
cana-5266	188	7	decision	decision	NOUN
cana-5266	188	8	trees	tree	NOUN
cana-5266	188	9	and	and	CCONJ
cana-5266	188	10	regression	regression	VERB
cana-5266	188	11	analysis	analysis	NOUN
cana-5266	188	12	to	to	PART
cana-5266	188	13	evaluate	evaluate	VERB
cana-5266	188	14	the	the	DET
cana-5266	188	15	relationship	relationship	NOUN
cana-5266	188	16	between	between	ADP
cana-5266	188	17	the	the	DET
cana-5266	188	18	composition	composition	NOUN
cana-5266	188	19	of	of	ADP
cana-5266	188	20	the	the	DET
cana-5266	188	21	board	board	NOUN
cana-5266	188	22	and	and	CCONJ
cana-5266	188	23	the	the	DET
cana-5266	188	24	company	company	NOUN
cana-5266	188	25	’s	’s	PART
cana-5266	188	26	financial	financial	ADJ
cana-5266	188	27	results	result	NOUN
cana-5266	188	28	.	.	PUNCT
cana-5266	189	1	the	the	DET
cana-5266	189	2	data	datum	NOUN
cana-5266	189	3	include	include	VERB
cana-5266	189	4	various	various	ADJ
cana-5266	189	5	industries	industry	NOUN
cana-5266	189	6	’	'	PUNCT
cana-5266	189	7	financial	financial	ADJ
cana-5266	189	8	statements	statement	NOUN
cana-5266	189	9	,	,	PUNCT
cana-5266	189	10	directories	directory	NOUN
cana-5266	189	11	of	of	ADP
cana-5266	189	12	the	the	DET
cana-5266	189	13	boards	board	NOUN
cana-5266	189	14	’	’	PART
cana-5266	189	15	members	member	NOUN
cana-5266	189	16	,	,	PUNCT
cana-5266	189	17	and	and	CCONJ
cana-5266	189	18	share	share	NOUN
cana-5266	189	19	prices	price	NOUN
cana-5266	189	20	.	.	PUNCT
cana-5266	190	1	most	most	ADJ
cana-5266	190	2	research	research	NOUN
cana-5266	190	3	participants	participant	NOUN
cana-5266	190	4	affirmed	affirm	VERB
cana-5266	190	5	that	that	SCONJ
cana-5266	190	6	business	business	NOUN
cana-5266	190	7	enterprises	enterprise	NOUN
cana-5266	190	8	which	which	PRON
cana-5266	190	9	have	have	VERB
cana-5266	190	10	board	board	NOUN
cana-5266	190	11	directors	director	NOUN
cana-5266	190	12	with	with	ADP
cana-5266	190	13	adequate	adequate	ADJ
cana-5266	190	14	knowledge	knowledge	NOUN
cana-5266	190	15	of	of	ADP
cana-5266	190	16	finance	finance	NOUN
cana-5266	190	17	tend	tend	VERB
cana-5266	190	18	to	to	PART
cana-5266	190	19	be	be	AUX
cana-5266	190	20	more	more	ADV
cana-5266	190	21	profitable	profitable	ADJ
cana-5266	190	22	,	,	PUNCT
cana-5266	190	23	earn	earn	VERB
cana-5266	190	24	superior	superior	ADJ
cana-5266	190	25	risk	risk	NOUN
cana-5266	190	26	-	-	PUNCT
cana-5266	190	27	adjusted	adjust	VERB
cana-5266	190	28	returns	return	NOUN
cana-5266	190	29	,	,	PUNCT
cana-5266	190	30	and	and	CCONJ
cana-5266	190	31	withstand	withstand	VERB
cana-5266	190	32	severe	severe	ADJ
cana-5266	190	33	economic	economic	ADJ
cana-5266	190	34	recessions	recession	NOUN
cana-5266	190	35	.	.	PUNCT
cana-5266	191	1	this	this	DET
cana-5266	191	2	research	research	NOUN
cana-5266	191	3	also	also	ADV
cana-5266	191	4	discusses	discuss	VERB
cana-5266	191	5	the	the	DET
cana-5266	191	6	impact	impact	NOUN
cana-5266	191	7	of	of	ADP
cana-5266	191	8	ai	ai	PRON
cana-5266	191	9	technology	technology	NOUN
cana-5266	191	10	on	on	ADP
cana-5266	191	11	governance	governance	NOUN
cana-5266	191	12	systems	system	NOUN
cana-5266	191	13	in	in	ADP
cana-5266	191	14	enhancing	enhance	VERB
cana-5266	191	15	management	management	NOUN
cana-5266	191	16	efficiency	efficiency	NOUN
cana-5266	191	17	and	and	CCONJ
cana-5266	191	18	ascertaining	ascertain	VERB
cana-5266	191	19	sophisticated	sophisticated	ADJ
cana-5266	191	20	board	board	NOUN
cana-5266	191	21	frameworks	framework	NOUN
cana-5266	191	22	that	that	PRON
cana-5266	191	23	advance	advance	VERB
cana-5266	191	24	organizational	organizational	ADJ
cana-5266	191	25	financial	financial	ADJ
cana-5266	191	26	performance	performance	NOUN
cana-5266	191	27	.	.	PUNCT
cana-5266	192	1	in	in	ADP
cana-5266	192	2	terms	term	NOUN
cana-5266	192	3	of	of	ADP
cana-5266	192	4	automated	automate	VERB
cana-5266	192	5	personal	personal	ADJ
cana-5266	192	6	finance	finance	NOUN
cana-5266	192	7	management	management	NOUN
cana-5266	192	8	,	,	PUNCT
cana-5266	192	9	this	this	PRON
cana-5266	192	10	applies	apply	VERB
cana-5266	192	11	to	to	ADP
cana-5266	192	12	how	how	SCONJ
cana-5266	192	13	a	a	DET
cana-5266	192	14	user	user	NOUN
cana-5266	192	15	’s	’s	PART
cana-5266	192	16	financial	financial	ADJ
cana-5266	192	17	expertise	expertise	NOUN
cana-5266	192	18	in	in	ADP
cana-5266	192	19	a	a	DET
cana-5266	192	20	specific	specific	ADJ
cana-5266	192	21	domain	domain	NOUN
cana-5266	192	22	influences	influence	VERB
cana-5266	192	23	an	an	DET
cana-5266	192	24	investment	investment	NOUN
cana-5266	192	25	decision	decision	NOUN
cana-5266	192	26	.	.	PUNCT
cana-5266	193	1	intelligent	intelligent	ADJ
cana-5266	193	2	systems	system	NOUN
cana-5266	193	3	ought	ought	AUX
cana-5266	193	4	to	to	PART
cana-5266	193	5	build	build	VERB
cana-5266	193	6	frameworks	framework	NOUN
cana-5266	193	7	based	base	VERB
cana-5266	193	8	on	on	ADP
cana-5266	193	9	informed	informed	ADJ
cana-5266	193	10	decisions	decision	NOUN
cana-5266	193	11	that	that	PRON
cana-5266	193	12	heighten	heighten	VERB
cana-5266	193	13	user	user	NOUN
cana-5266	193	14	investments	investment	NOUN
cana-5266	193	15	,	,	PUNCT
cana-5266	193	16	minimize	minimize	VERB
cana-5266	193	17	portfolio	portfolio	NOUN
cana-5266	193	18	risks	risk	NOUN
cana-5266	193	19	,	,	PUNCT
cana-5266	193	20	and	and	CCONJ
cana-5266	193	21	streamline	streamline	VERB
cana-5266	193	22	comprehensive	comprehensive	ADJ
cana-5266	193	23	financial	financial	ADJ
cana-5266	193	24	planning	planning	NOUN
cana-5266	193	25	processes	process	NOUN
cana-5266	193	26	.	.	PUNCT
cana-5266	194	1	frohmann	frohmann	PROPN
cana-5266	194	2	,	,	PUNCT
cana-5266	194	3	m.	m.	NOUN
cana-5266	194	4	et	et	PROPN
cana-5266	194	5	al	al	PROPN
cana-5266	195	1	[	[	X
cana-5266	195	2	14	14	NUM
cana-5266	195	3	]	]	X
cana-5266	195	4	y	y	PROPN
cana-5266	195	5	analyzes	analyze	VERB
cana-5266	195	6	the	the	DET
cana-5266	195	7	use	use	NOUN
cana-5266	195	8	of	of	ADP
cana-5266	195	9	ai	ai	NOUN
cana-5266	195	10	in	in	ADP
cana-5266	195	11	predicting	predict	VERB
cana-5266	195	12	cryptocurrency	cryptocurrency	NOUN
cana-5266	195	13	prices	price	NOUN
cana-5266	195	14	as	as	ADP
cana-5266	195	15	an	an	DET
cana-5266	195	16	attempt	attempt	NOUN
cana-5266	195	17	to	to	PART
cana-5266	195	18	day	day	NOUN
cana-5266	195	19	trade	trade	NOUN
cana-5266	195	20	bitcoin	bitcoin	NOUN
cana-5266	195	21	by	by	ADP
cana-5266	195	22	incorporating	incorporate	VERB
cana-5266	195	23	sentiment	sentiment	NOUN
cana-5266	195	24	analysis	analysis	NOUN
cana-5266	195	25	with	with	ADP
cana-5266	195	26	time	time	NOUN
cana-5266	195	27	-	-	PUNCT
cana-5266	195	28	series	series	NOUN
cana-5266	195	29	forecasting	forecasting	NOUN
cana-5266	195	30	for	for	ADP
cana-5266	195	31	better	well	ADJ
cana-5266	195	32	accuracy	accuracy	NOUN
cana-5266	195	33	.	.	PUNCT
cana-5266	196	1	the	the	DET
cana-5266	196	2	authors	author	NOUN
cana-5266	196	3	suggest	suggest	VERB
cana-5266	196	4	a	a	DET
cana-5266	196	5	hybrid	hybrid	ADJ
cana-5266	196	6	model	model	NOUN
cana-5266	196	7	of	of	ADP
cana-5266	196	8	deep	deep	ADJ
cana-5266	196	9	learning	learning	NOUN
cana-5266	196	10	consisting	consist	VERB
cana-5266	196	11	of	of	ADP
cana-5266	196	12	rnns	rnn	NOUN
cana-5266	196	13	,	,	PUNCT
cana-5266	196	14	lstms	lstms	ADJ
cana-5266	196	15	,	,	PUNCT
cana-5266	196	16	and	and	CCONJ
cana-5266	196	17	social	social	ADJ
cana-5266	196	18	media	medium	NOUN
cana-5266	196	19	sentiment	sentiment	NOUN
cana-5266	196	20	analysis	analysis	NOUN
cana-5266	196	21	.	.	PUNCT
cana-5266	197	1	the	the	DET
cana-5266	197	2	study	study	NOUN
cana-5266	197	3	integrates	integrate	VERB
cana-5266	197	4	social	social	ADJ
cana-5266	197	5	and	and	CCONJ
cana-5266	197	6	financial	financial	ADJ
cana-5266	197	7	news	news	NOUN
cana-5266	197	8	sentiments	sentiment	NOUN
cana-5266	197	9	,	,	PUNCT
cana-5266	197	10	historical	historical	ADJ
cana-5266	197	11	trading	trading	NOUN
cana-5266	197	12	volumes	volume	NOUN
cana-5266	197	13	,	,	PUNCT
cana-5266	197	14	and	and	CCONJ
cana-5266	197	15	bitcoin	bitcoin	NOUN
cana-5266	197	16	price	price	NOUN
cana-5266	197	17	data	datum	NOUN
cana-5266	197	18	to	to	PART
cana-5266	197	19	uncover	uncover	VERB
cana-5266	197	20	patterns	pattern	NOUN
cana-5266	197	21	with	with	ADP
cana-5266	197	22	the	the	DET
cana-5266	197	23	volatility	volatility	NOUN
cana-5266	197	24	of	of	ADP
cana-5266	197	25	investor	investor	NOUN
cana-5266	197	26	sentiment	sentiment	NOUN
cana-5266	197	27	and	and	CCONJ
cana-5266	197	28	communications	communication	NOUN
cana-5266	197	29	on	on	ADP
cana-5266	197	30	applied	apply	VERB
cana-5266	197	31	nonlinear	nonlinear	ADJ
cana-5266	197	32	analysis	analysis	NOUN
cana-5266	197	33	issn	issn	NOUN
cana-5266	197	34	:	:	PUNCT
cana-5266	197	35	1074	1074	NUM
cana-5266	197	36	-	-	PUNCT
cana-5266	197	37	133x	133x	NUM
cana-5266	197	38	vol	vol	VERB
cana-5266	197	39	32	32	NUM
cana-5266	197	40	no	no	NOUN
cana-5266	197	41	.	.	PUNCT
cana-5266	198	1	10s	10	NOUN
cana-5266	198	2	(	(	PUNCT
cana-5266	198	3	2025	2025	NUM
cana-5266	198	4	)	)	PUNCT
cana-5266	198	5	1651	1651	NUM
cana-5266	198	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	198	7	cryptocurrency	cryptocurrency	NOUN
cana-5266	198	8	prices	price	NOUN
cana-5266	198	9	.	.	PUNCT
cana-5266	199	1	the	the	DET
cana-5266	199	2	results	result	NOUN
cana-5266	199	3	illustrate	illustrate	VERB
cana-5266	199	4	that	that	DET
cana-5266	199	5	models	model	NOUN
cana-5266	199	6	that	that	PRON
cana-5266	199	7	included	include	VERB
cana-5266	199	8	sentiment	sentiment	NOUN
cana-5266	199	9	analysis	analysis	NOUN
cana-5266	199	10	outperform	outperform	ADJ
cana-5266	199	11	traditional	traditional	ADJ
cana-5266	199	12	time	time	NOUN
cana-5266	199	13	-	-	PUNCT
cana-5266	199	14	series	series	NOUN
cana-5266	199	15	models	model	NOUN
cana-5266	199	16	.	.	PUNCT
cana-5266	200	1	one	one	NUM
cana-5266	200	2	of	of	ADP
cana-5266	200	3	the	the	DET
cana-5266	200	4	most	most	ADV
cana-5266	200	5	important	important	ADJ
cana-5266	200	6	advances	advance	NOUN
cana-5266	200	7	is	be	AUX
cana-5266	200	8	nlp	nlp	NOUN
cana-5266	200	9	-	-	PUNCT
cana-5266	200	10	based	base	VERB
cana-5266	200	11	sentiment	sentiment	NOUN
cana-5266	200	12	scoring	score	VERB
cana-5266	200	13	for	for	ADP
cana-5266	200	14	optimism	optimism	NOUN
cana-5266	200	15	and	and	CCONJ
cana-5266	200	16	fear	fear	NOUN
cana-5266	200	17	for	for	ADP
cana-5266	200	18	quantifiable	quantifiable	ADJ
cana-5266	200	19	investors	investor	NOUN
cana-5266	200	20	impacting	impact	VERB
cana-5266	200	21	the	the	DET
cana-5266	200	22	market	market	NOUN
cana-5266	200	23	value	value	NOUN
cana-5266	200	24	of	of	ADP
cana-5266	200	25	cryptocurrencies	cryptocurrencie	NOUN
cana-5266	200	26	.	.	PUNCT
cana-5266	201	1	this	this	DET
cana-5266	201	2	study	study	NOUN
cana-5266	201	3	also	also	ADV
cana-5266	201	4	addresses	address	VERB
cana-5266	201	5	the	the	DET
cana-5266	201	6	proble	proble	NOUN
cana-5266	201	7	of	of	ADP
cana-5266	201	8	volatility	volatility	NOUN
cana-5266	201	9	for	for	ADP
cana-5266	201	10	ai	ai	VERB
cana-5266	201	11	in	in	ADP
cana-5266	201	12	crypto	crypto	NOUN
cana-5266	201	13	forecasting	forecasting	NOUN
cana-5266	201	14	and	and	CCONJ
cana-5266	201	15	suggests	suggest	VERB
cana-5266	201	16	using	use	VERB
cana-5266	201	17	reinforcement	reinforcement	NOUN
cana-5266	201	18	learning	learning	NOUN
cana-5266	201	19	for	for	ADP
cana-5266	201	20	enhancing	enhance	VERB
cana-5266	201	21	prediction	prediction	NOUN
cana-5266	201	22	reliability	reliability	NOUN
cana-5266	201	23	and	and	CCONJ
cana-5266	201	24	making	make	VERB
cana-5266	201	25	them	they	PRON
cana-5266	201	26	more	more	ADV
cana-5266	201	27	resilient	resilient	ADJ
cana-5266	201	28	to	to	ADP
cana-5266	201	29	changing	change	VERB
cana-5266	201	30	market	market	NOUN
cana-5266	201	31	conditions	condition	NOUN
cana-5266	201	32	.	.	PUNCT
cana-5266	202	1	for	for	ADP
cana-5266	202	2	automated	automate	VERB
cana-5266	202	3	personal	personal	ADJ
cana-5266	202	4	finance	finance	NOUN
cana-5266	202	5	managers	manager	NOUN
cana-5266	202	6	,	,	PUNCT
cana-5266	202	7	the	the	DET
cana-5266	202	8	insights	insight	NOUN
cana-5266	202	9	presented	present	VERB
cana-5266	202	10	demonstrate	demonstrate	VERB
cana-5266	202	11	the	the	DET
cana-5266	202	12	improved	improved	ADJ
cana-5266	202	13	efficacy	efficacy	NOUN
cana-5266	202	14	in	in	ADP
cana-5266	202	15	investment	investment	NOUN
cana-5266	202	16	decision	decision	NOUN
cana-5266	202	17	-	-	PUNCT
cana-5266	202	18	making	making	NOUN
cana-5266	202	19	with	with	ADP
cana-5266	202	20	the	the	DET
cana-5266	202	21	application	application	NOUN
cana-5266	202	22	of	of	ADP
cana-5266	202	23	ai	ai	ADJ
cana-5266	202	24	sentiment	sentiment	NOUN
cana-5266	202	25	analysis	analysis	NOUN
cana-5266	202	26	tools	tool	NOUN
cana-5266	202	27	.	.	PUNCT
cana-5266	203	1	ai	ai	VERB
cana-5266	203	2	finance	finance	NOUN
cana-5266	203	3	applications	application	NOUN
cana-5266	203	4	can	can	AUX
cana-5266	203	5	offer	offer	VERB
cana-5266	203	6	dynamic	dynamic	ADJ
cana-5266	203	7	investment	investment	NOUN
cana-5266	203	8	strategies	strategy	NOUN
cana-5266	203	9	by	by	ADP
cana-5266	203	10	adjusting	adjust	VERB
cana-5266	203	11	to	to	ADP
cana-5266	203	12	market	market	NOUN
cana-5266	203	13	sentiment	sentiment	NOUN
cana-5266	203	14	in	in	ADP
cana-5266	203	15	real	real	ADJ
cana-5266	203	16	-	-	PUNCT
cana-5266	203	17	time	time	NOUN
cana-5266	203	18	,	,	PUNCT
cana-5266	203	19	allowing	allow	VERB
cana-5266	203	20	users	user	NOUN
cana-5266	203	21	to	to	PART
cana-5266	203	22	make	make	VERB
cana-5266	203	23	more	more	ADV
cana-5266	203	24	informed	informed	ADJ
cana-5266	203	25	decisions	decision	NOUN
cana-5266	203	26	.	.	PUNCT
cana-5266	204	1	the	the	DET
cana-5266	204	2	study	study	NOUN
cana-5266	204	3	by	by	ADP
cana-5266	204	4	bâra	bâra	NOUN
cana-5266	204	5	,	,	PUNCT
cana-5266	204	6	a.	a.	NOUN
cana-5266	204	7	et	et	PROPN
cana-5266	204	8	al	al	PROPN
cana-5266	204	9	.	.	PUNCT
cana-5266	205	1	[	[	X
cana-5266	205	2	15	15	NUM
cana-5266	205	3	]	]	PUNCT
cana-5266	205	4	analyzes	analyze	VERB
cana-5266	205	5	the	the	DET
cana-5266	205	6	impact	impact	NOUN
cana-5266	205	7	of	of	ADP
cana-5266	205	8	generative	generative	ADJ
cana-5266	205	9	models	model	NOUN
cana-5266	205	10	and	and	CCONJ
cana-5266	205	11	financial	financial	ADJ
cana-5266	205	12	time	time	NOUN
cana-5266	205	13	series	series	PROPN
cana-5266	205	14	analysis	analysis	NOUN
cana-5266	205	15	of	of	ADP
cana-5266	205	16	academic	academic	ADJ
cana-5266	205	17	publications	publication	NOUN
cana-5266	205	18	on	on	ADP
cana-5266	205	19	the	the	DET
cana-5266	205	20	price	price	NOUN
cana-5266	205	21	movements	movement	NOUN
cana-5266	205	22	of	of	ADP
cana-5266	205	23	cryptocurrencies	cryptocurrencie	NOUN
cana-5266	205	24	,	,	PUNCT
cana-5266	205	25	particularly	particularly	ADV
cana-5266	205	26	bitcoin	bitcoin	ADJ
cana-5266	205	27	.	.	PUNCT
cana-5266	206	1	their	their	PRON
cana-5266	206	2	approach	approach	NOUN
cana-5266	206	3	involves	involve	VERB
cana-5266	206	4	developing	develop	VERB
cana-5266	206	5	a	a	DET
cana-5266	206	6	model	model	NOUN
cana-5266	206	7	based	base	VERB
cana-5266	206	8	on	on	ADP
cana-5266	206	9	automatic	automatic	ADJ
cana-5266	206	10	text	text	NOUN
cana-5266	206	11	impact	impact	NOUN
cana-5266	206	12	evaluation	evaluation	NOUN
cana-5266	206	13	using	use	VERB
cana-5266	206	14	natural	natural	ADJ
cana-5266	206	15	language	language	NOUN
cana-5266	206	16	processing	processing	NOUN
cana-5266	206	17	(	(	PUNCT
cana-5266	206	18	nlp	nlp	NOUN
cana-5266	206	19	)	)	PUNCT
cana-5266	206	20	and	and	CCONJ
cana-5266	206	21	deep	deep	ADJ
cana-5266	206	22	learning	learning	NOUN
cana-5266	206	23	to	to	PART
cana-5266	206	24	measure	measure	VERB
cana-5266	206	25	the	the	DET
cana-5266	206	26	impact	impact	NOUN
cana-5266	206	27	of	of	ADP
cana-5266	206	28	academic	academic	ADJ
cana-5266	206	29	publications	publication	NOUN
cana-5266	206	30	on	on	ADP
cana-5266	206	31	the	the	DET
cana-5266	206	32	cryptocurrency	cryptocurrency	NOUN
cana-5266	206	33	markets	market	NOUN
cana-5266	206	34	.	.	PUNCT
cana-5266	207	1	the	the	DET
cana-5266	207	2	research	research	NOUN
cana-5266	207	3	studies	study	NOUN
cana-5266	207	4	huge	huge	ADJ
cana-5266	207	5	volumes	volume	NOUN
cana-5266	207	6	of	of	ADP
cana-5266	207	7	academic	academic	ADJ
cana-5266	207	8	literature	literature	NOUN
cana-5266	207	9	including	include	VERB
cana-5266	207	10	,	,	PUNCT
cana-5266	207	11	but	but	CCONJ
cana-5266	207	12	not	not	PART
cana-5266	207	13	limited	limit	VERB
cana-5266	207	14	to	to	ADP
cana-5266	207	15	,	,	PUNCT
cana-5266	207	16	the	the	DET
cana-5266	207	17	stock	stock	NOUN
cana-5266	207	18	market	market	NOUN
cana-5266	207	19	,	,	PUNCT
cana-5266	207	20	sentiment	sentiment	NOUN
cana-5266	207	21	analysis	analysis	NOUN
cana-5266	207	22	of	of	ADP
cana-5266	207	23	bitcoin	bitcoin	NOUN
cana-5266	207	24	’s	’s	PART
cana-5266	207	25	historical	historical	ADJ
cana-5266	207	26	trading	trading	NOUN
cana-5266	207	27	value	value	NOUN
cana-5266	207	28	,	,	PUNCT
cana-5266	207	29	and	and	CCONJ
cana-5266	207	30	usage	usage	NOUN
cana-5266	207	31	of	of	ADP
cana-5266	207	32	gans	gan	NOUN
cana-5266	207	33	for	for	ADP
cana-5266	207	34	developing	develop	VERB
cana-5266	207	35	numerous	numerous	ADJ
cana-5266	207	36	theories	theory	NOUN
cana-5266	207	37	along	along	ADP
cana-5266	207	38	with	with	ADP
cana-5266	207	39	the	the	DET
cana-5266	207	40	application	application	NOUN
cana-5266	207	41	of	of	ADP
cana-5266	207	42	nlp	nlp	NOUN
cana-5266	207	43	to	to	PART
cana-5266	207	44	understand	understand	VERB
cana-5266	207	45	the	the	DET
cana-5266	207	46	dynamics	dynamic	NOUN
cana-5266	207	47	between	between	ADP
cana-5266	207	48	emerging	emerge	VERB
cana-5266	207	49	financial	financial	ADJ
cana-5266	207	50	concepts	concept	NOUN
cana-5266	207	51	and	and	CCONJ
cana-5266	207	52	the	the	DET
cana-5266	207	53	markets	market	NOUN
cana-5266	207	54	.	.	PUNCT
cana-5266	208	1	research	research	NOUN
cana-5266	208	2	methodology	methodology	NOUN
cana-5266	208	3	the	the	DET
cana-5266	208	4	figure	figure	NOUN
cana-5266	208	5	1	1	NUM
cana-5266	208	6	shows	show	VERB
cana-5266	208	7	proposed	propose	VERB
cana-5266	208	8	model	model	NOUN
cana-5266	208	9	which	which	PRON
cana-5266	208	10	includes	include	VERB
cana-5266	208	11	data	datum	NOUN
cana-5266	208	12	preprocessing	preprocessing	NOUN
cana-5266	208	13	is	be	AUX
cana-5266	208	14	a	a	DET
cana-5266	208	15	crucial	crucial	ADJ
cana-5266	208	16	step	step	NOUN
cana-5266	208	17	in	in	ADP
cana-5266	208	18	machine	machine	NOUN
cana-5266	208	19	learning	learning	NOUN
cana-5266	208	20	and	and	CCONJ
cana-5266	208	21	data	datum	NOUN
cana-5266	208	22	analytics	analytic	NOUN
cana-5266	208	23	,	,	PUNCT
cana-5266	208	24	ensuring	ensure	VERB
cana-5266	208	25	that	that	SCONJ
cana-5266	208	26	the	the	DET
cana-5266	208	27	dataset	dataset	NOUN
cana-5266	208	28	is	be	AUX
cana-5266	208	29	clean	clean	ADJ
cana-5266	208	30	,	,	PUNCT
cana-5266	208	31	structured	structured	ADJ
cana-5266	208	32	,	,	PUNCT
cana-5266	208	33	and	and	CCONJ
cana-5266	208	34	optimized	optimize	VERB
cana-5266	208	35	for	for	ADP
cana-5266	208	36	further	further	ADJ
cana-5266	208	37	analysis	analysis	NOUN
cana-5266	208	38	.	.	PUNCT
cana-5266	209	1	the	the	DET
cana-5266	209	2	process	process	NOUN
cana-5266	209	3	begins	begin	VERB
cana-5266	209	4	with	with	ADP
cana-5266	209	5	validation	validation	NOUN
cana-5266	209	6	,	,	PUNCT
cana-5266	209	7	where	where	SCONJ
cana-5266	209	8	data	datum	NOUN
cana-5266	209	9	is	be	AUX
cana-5266	209	10	checked	check	VERB
cana-5266	209	11	against	against	ADP
cana-5266	209	12	predefined	predefine	VERB
cana-5266	209	13	rules	rule	NOUN
cana-5266	209	14	and	and	CCONJ
cana-5266	209	15	norms	norm	NOUN
cana-5266	209	16	to	to	PART
cana-5266	209	17	maintain	maintain	VERB
cana-5266	209	18	consistency	consistency	NOUN
cana-5266	209	19	and	and	CCONJ
cana-5266	209	20	accuracy	accuracy	NOUN
cana-5266	209	21	.	.	PUNCT
cana-5266	210	1	each	each	DET
cana-5266	210	2	property	property	NOUN
cana-5266	210	3	in	in	ADP
cana-5266	210	4	the	the	DET
cana-5266	210	5	dataset	dataset	NOUN
cana-5266	210	6	is	be	AUX
cana-5266	210	7	assigned	assign	VERB
cana-5266	210	8	specific	specific	ADJ
cana-5266	210	9	lower	low	ADJ
cana-5266	210	10	and	and	CCONJ
cana-5266	210	11	upper	upper	ADJ
cana-5266	210	12	limits	limit	NOUN
cana-5266	210	13	,	,	PUNCT
cana-5266	210	14	and	and	CCONJ
cana-5266	210	15	when	when	SCONJ
cana-5266	210	16	any	any	DET
cana-5266	210	17	value	value	NOUN
cana-5266	210	18	violates	violate	VERB
cana-5266	210	19	these	these	DET
cana-5266	210	20	constraints	constraint	NOUN
cana-5266	210	21	,	,	PUNCT
cana-5266	210	22	the	the	DET
cana-5266	210	23	system	system	NOUN
cana-5266	210	24	discards	discard	VERB
cana-5266	210	25	the	the	DET
cana-5266	210	26	instance	instance	NOUN
cana-5266	210	27	to	to	PART
cana-5266	210	28	prevent	prevent	VERB
cana-5266	210	29	inaccuracies	inaccuracy	NOUN
cana-5266	210	30	from	from	ADP
cana-5266	210	31	propagating	propagate	VERB
cana-5266	210	32	through	through	ADP
cana-5266	210	33	the	the	DET
cana-5266	210	34	analysis	analysis	NOUN
cana-5266	210	35	.	.	PUNCT
cana-5266	211	1	this	this	DET
cana-5266	211	2	validation	validation	NOUN
cana-5266	211	3	mechanism	mechanism	NOUN
cana-5266	211	4	acts	act	VERB
cana-5266	211	5	as	as	ADP
cana-5266	211	6	a	a	DET
cana-5266	211	7	filter	filter	NOUN
cana-5266	211	8	,	,	PUNCT
cana-5266	211	9	ensuring	ensure	VERB
cana-5266	211	10	only	only	ADV
cana-5266	211	11	relevant	relevant	ADJ
cana-5266	211	12	and	and	CCONJ
cana-5266	211	13	reliable	reliable	ADJ
cana-5266	211	14	data	datum	NOUN
cana-5266	211	15	is	be	AUX
cana-5266	211	16	processed	process	VERB
cana-5266	211	17	further	far	ADV
cana-5266	211	18	.	.	PUNCT
cana-5266	212	1	the	the	DET
cana-5266	212	2	data	data	NOUN
cana-5266	212	3	preprocessing	preprocessing	NOUN
cana-5266	212	4	phase	phase	NOUN
cana-5266	212	5	encompasses	encompass	VERB
cana-5266	212	6	various	various	ADJ
cana-5266	212	7	stages	stage	NOUN
cana-5266	212	8	,	,	PUNCT
cana-5266	212	9	including	include	VERB
cana-5266	212	10	data	data	NOUN
cana-5266	212	11	collection	collection	NOUN
cana-5266	212	12	,	,	PUNCT
cana-5266	212	13	cleaning	cleaning	NOUN
cana-5266	212	14	,	,	PUNCT
cana-5266	212	15	filtering	filtering	NOUN
cana-5266	212	16	,	,	PUNCT
cana-5266	212	17	and	and	CCONJ
cana-5266	212	18	normalization	normalization	NOUN
cana-5266	212	19	.	.	PUNCT
cana-5266	213	1	the	the	DET
cana-5266	213	2	objective	objective	NOUN
cana-5266	213	3	is	be	AUX
cana-5266	213	4	to	to	PART
cana-5266	213	5	create	create	VERB
cana-5266	213	6	a	a	DET
cana-5266	213	7	standardized	standardized	ADJ
cana-5266	213	8	dataset	dataset	NOUN
cana-5266	213	9	that	that	PRON
cana-5266	213	10	enhances	enhance	VERB
cana-5266	213	11	the	the	DET
cana-5266	213	12	performance	performance	NOUN
cana-5266	213	13	of	of	ADP
cana-5266	213	14	machine	machine	NOUN
cana-5266	213	15	learning	learning	NOUN
cana-5266	213	16	models	model	NOUN
cana-5266	213	17	while	while	SCONJ
cana-5266	213	18	reducing	reduce	VERB
cana-5266	213	19	noise	noise	NOUN
cana-5266	213	20	and	and	CCONJ
cana-5266	213	21	inconsistencies	inconsistency	NOUN
cana-5266	213	22	.	.	PUNCT
cana-5266	214	1	data	datum	NOUN
cana-5266	214	2	cleaning	cleaning	NOUN
cana-5266	214	3	plays	play	VERB
cana-5266	214	4	a	a	DET
cana-5266	214	5	fundamental	fundamental	ADJ
cana-5266	214	6	role	role	NOUN
cana-5266	214	7	in	in	ADP
cana-5266	214	8	this	this	DET
cana-5266	214	9	process	process	NOUN
cana-5266	214	10	,	,	PUNCT
cana-5266	214	11	as	as	SCONJ
cana-5266	214	12	it	it	PRON
cana-5266	214	13	involves	involve	VERB
cana-5266	214	14	detecting	detect	VERB
cana-5266	214	15	and	and	CCONJ
cana-5266	214	16	rectifying	rectifying	NOUN
cana-5266	214	17	errors	error	NOUN
cana-5266	214	18	,	,	PUNCT
cana-5266	214	19	inconsistencies	inconsistency	NOUN
cana-5266	214	20	,	,	PUNCT
cana-5266	214	21	and	and	CCONJ
cana-5266	214	22	false	false	ADJ
cana-5266	214	23	values	value	NOUN
cana-5266	214	24	present	present	ADJ
cana-5266	214	25	in	in	ADP
cana-5266	214	26	the	the	DET
cana-5266	214	27	dataset	dataset	NOUN
cana-5266	214	28	.	.	PUNCT
cana-5266	215	1	inconsistent	inconsistent	ADJ
cana-5266	215	2	,	,	PUNCT
cana-5266	215	3	outdated	outdated	ADJ
cana-5266	215	4	,	,	PUNCT
cana-5266	215	5	or	or	CCONJ
cana-5266	215	6	incorrect	incorrect	ADJ
cana-5266	215	7	information	information	NOUN
cana-5266	215	8	is	be	AUX
cana-5266	215	9	either	either	CCONJ
cana-5266	215	10	updated	update	VERB
cana-5266	215	11	,	,	PUNCT
cana-5266	215	12	replaced	replace	VERB
cana-5266	215	13	,	,	PUNCT
cana-5266	215	14	or	or	CCONJ
cana-5266	215	15	removed	remove	VERB
cana-5266	215	16	,	,	PUNCT
cana-5266	215	17	ensuring	ensure	VERB
cana-5266	215	18	that	that	SCONJ
cana-5266	215	19	the	the	DET
cana-5266	215	20	dataset	dataset	NOUN
cana-5266	215	21	remains	remain	VERB
cana-5266	215	22	free	free	ADJ
cana-5266	215	23	from	from	ADP
cana-5266	215	24	anomalies	anomaly	NOUN
cana-5266	215	25	that	that	PRON
cana-5266	215	26	could	could	AUX
cana-5266	215	27	negatively	negatively	ADV
cana-5266	215	28	impact	impact	VERB
cana-5266	215	29	the	the	DET
cana-5266	215	30	results	result	NOUN
cana-5266	215	31	.	.	PUNCT
cana-5266	216	1	cleaning	clean	VERB
cana-5266	216	2	methods	method	NOUN
cana-5266	216	3	often	often	ADV
cana-5266	216	4	involve	involve	VERB
cana-5266	216	5	scripting	scripting	NOUN
cana-5266	216	6	software	software	NOUN
cana-5266	216	7	and	and	CCONJ
cana-5266	216	8	interactive	interactive	ADJ
cana-5266	216	9	transaction	transaction	NOUN
cana-5266	216	10	processing	processing	NOUN
cana-5266	216	11	techniques	technique	NOUN
cana-5266	216	12	,	,	PUNCT
cana-5266	216	13	where	where	SCONJ
cana-5266	216	14	erroneous	erroneous	ADJ
cana-5266	216	15	data	data	NOUN
cana-5266	216	16	points	point	NOUN
cana-5266	216	17	are	be	AUX
cana-5266	216	18	sanitized	sanitize	VERB
cana-5266	216	19	and	and	CCONJ
cana-5266	216	20	corrected	correct	VERB
cana-5266	216	21	programmatically	programmatically	ADV
cana-5266	216	22	.	.	PUNCT
cana-5266	217	1	to	to	PART
cana-5266	217	2	maintain	maintain	VERB
cana-5266	217	3	balance	balance	NOUN
cana-5266	217	4	in	in	ADP
cana-5266	217	5	the	the	DET
cana-5266	217	6	dataset	dataset	NOUN
cana-5266	217	7	,	,	PUNCT
cana-5266	217	8	we	we	PRON
cana-5266	217	9	employed	employ	VERB
cana-5266	217	10	consistent	consistent	ADJ
cana-5266	217	11	sampling	sampling	NOUN
cana-5266	217	12	procedures	procedure	NOUN
cana-5266	217	13	that	that	PRON
cana-5266	217	14	ensured	ensure	VERB
cana-5266	217	15	an	an	DET
cana-5266	217	16	even	even	ADJ
cana-5266	217	17	distribution	distribution	NOUN
cana-5266	217	18	of	of	ADP
cana-5266	217	19	data	datum	NOUN
cana-5266	217	20	across	across	ADP
cana-5266	217	21	different	different	ADJ
cana-5266	217	22	categories	category	NOUN
cana-5266	217	23	.	.	PUNCT
cana-5266	218	1	additionally	additionally	ADV
cana-5266	218	2	,	,	PUNCT
cana-5266	218	3	filtering	filtering	NOUN
cana-5266	218	4	mechanisms	mechanism	NOUN
cana-5266	218	5	were	be	AUX
cana-5266	218	6	implemented	implement	VERB
cana-5266	218	7	to	to	PART
cana-5266	218	8	remove	remove	VERB
cana-5266	218	9	incorrectly	incorrectly	ADV
cana-5266	218	10	classified	classify	VERB
cana-5266	218	11	occurrences	occurrence	NOUN
cana-5266	218	12	,	,	PUNCT
cana-5266	218	13	which	which	PRON
cana-5266	218	14	enhanced	enhance	VERB
cana-5266	218	15	the	the	DET
cana-5266	218	16	reliability	reliability	NOUN
cana-5266	218	17	of	of	ADP
cana-5266	218	18	the	the	DET
cana-5266	218	19	dataset	dataset	NOUN
cana-5266	218	20	.	.	PUNCT
cana-5266	219	1	the	the	DET
cana-5266	219	2	next	next	ADJ
cana-5266	219	3	critical	critical	ADJ
cana-5266	219	4	step	step	NOUN
cana-5266	219	5	in	in	ADP
cana-5266	219	6	data	datum	NOUN
cana-5266	219	7	preprocessing	preprocessing	NOUN
cana-5266	219	8	is	be	AUX
cana-5266	219	9	feature	feature	NOUN
cana-5266	219	10	extraction	extraction	NOUN
cana-5266	219	11	,	,	PUNCT
cana-5266	219	12	where	where	SCONJ
cana-5266	219	13	meaningful	meaningful	ADJ
cana-5266	219	14	attributes	attribute	NOUN
cana-5266	219	15	are	be	AUX
cana-5266	219	16	derived	derive	VERB
cana-5266	219	17	from	from	ADP
cana-5266	219	18	the	the	DET
cana-5266	219	19	raw	raw	ADJ
cana-5266	219	20	data	datum	NOUN
cana-5266	219	21	to	to	PART
cana-5266	219	22	enhance	enhance	VERB
cana-5266	219	23	the	the	DET
cana-5266	219	24	efficiency	efficiency	NOUN
cana-5266	219	25	of	of	ADP
cana-5266	219	26	the	the	DET
cana-5266	219	27	machine	machine	NOUN
cana-5266	219	28	learning	learning	NOUN
cana-5266	219	29	model	model	NOUN
cana-5266	219	30	.	.	PUNCT
cana-5266	220	1	this	this	DET
cana-5266	220	2	process	process	NOUN
cana-5266	220	3	involves	involve	VERB
cana-5266	220	4	extracting	extract	VERB
cana-5266	220	5	both	both	CCONJ
cana-5266	220	6	normal	normal	ADJ
cana-5266	220	7	and	and	CCONJ
cana-5266	220	8	numerical	numerical	ADJ
cana-5266	220	9	values	value	NOUN
cana-5266	220	10	from	from	ADP
cana-5266	220	11	text	text	NOUN
cana-5266	220	12	data	datum	NOUN
cana-5266	220	13	,	,	PUNCT
cana-5266	220	14	ensuring	ensure	VERB
cana-5266	220	15	that	that	SCONJ
cana-5266	220	16	all	all	DET
cana-5266	220	17	relevant	relevant	ADJ
cana-5266	220	18	information	information	NOUN
cana-5266	220	19	is	be	AUX
cana-5266	220	20	transformed	transform	VERB
cana-5266	220	21	into	into	ADP
cana-5266	220	22	a	a	DET
cana-5266	220	23	structured	structured	ADJ
cana-5266	220	24	format	format	NOUN
cana-5266	220	25	suitable	suitable	ADJ
cana-5266	220	26	for	for	ADP
cana-5266	220	27	analysis	analysis	NOUN
cana-5266	220	28	.	.	PUNCT
cana-5266	221	1	feature	feature	NOUN
cana-5266	221	2	extraction	extraction	NOUN
cana-5266	221	3	methods	method	NOUN
cana-5266	221	4	such	such	ADJ
cana-5266	221	5	as	as	ADP
cana-5266	221	6	term	term	NOUN
cana-5266	221	7	frequency	frequency	NOUN
cana-5266	221	8	-	-	PUNCT
cana-5266	221	9	inverse	inverse	NOUN
cana-5266	221	10	document	document	NOUN
cana-5266	221	11	frequency	frequency	NOUN
cana-5266	221	12	(	(	PUNCT
cana-5266	221	13	tf	tf	PROPN
cana-5266	221	14	-	-	PUNCT
cana-5266	221	15	idf	idf	NOUN
cana-5266	221	16	)	)	PUNCT
cana-5266	221	17	,	,	PUNCT
cana-5266	221	18	correlation	correlation	NOUN
cana-5266	221	19	co	co	NOUN
cana-5266	221	20	-	-	NOUN
cana-5266	221	21	occurrence	occurrence	ADJ
cana-5266	221	22	,	,	PUNCT
cana-5266	221	23	relational	relational	ADJ
cana-5266	221	24	features	feature	NOUN
cana-5266	221	25	,	,	PUNCT
cana-5266	221	26	and	and	CCONJ
cana-5266	221	27	dependency	dependency	NOUN
cana-5266	221	28	features	feature	NOUN
cana-5266	221	29	were	be	AUX
cana-5266	221	30	communications	communication	NOUN
cana-5266	221	31	on	on	ADP
cana-5266	221	32	applied	apply	VERB
cana-5266	221	33	nonlinear	nonlinear	ADJ
cana-5266	221	34	analysis	analysis	NOUN
cana-5266	221	35	issn	issn	NOUN
cana-5266	221	36	:	:	PUNCT
cana-5266	221	37	1074	1074	NUM
cana-5266	221	38	-	-	PUNCT
cana-5266	221	39	133x	133x	NUM
cana-5266	221	40	vol	vol	VERB
cana-5266	221	41	32	32	NUM
cana-5266	221	42	no	no	NOUN
cana-5266	221	43	.	.	PUNCT
cana-5266	222	1	10s	10	NOUN
cana-5266	222	2	(	(	PUNCT
cana-5266	222	3	2025	2025	NUM
cana-5266	222	4	)	)	PUNCT
cana-5266	222	5	1652	1652	NUM
cana-5266	223	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	223	2	applied	apply	VERB
cana-5266	223	3	to	to	PART
cana-5266	223	4	capture	capture	VERB
cana-5266	223	5	patterns	pattern	NOUN
cana-5266	223	6	and	and	CCONJ
cana-5266	223	7	relationships	relationship	NOUN
cana-5266	223	8	within	within	ADP
cana-5266	223	9	the	the	DET
cana-5266	223	10	dataset	dataset	NOUN
cana-5266	223	11	.	.	PUNCT
cana-5266	224	1	by	by	ADP
cana-5266	224	2	leveraging	leverage	VERB
cana-5266	224	3	these	these	DET
cana-5266	224	4	advanced	advanced	ADJ
cana-5266	224	5	techniques	technique	NOUN
cana-5266	224	6	,	,	PUNCT
cana-5266	224	7	we	we	PRON
cana-5266	224	8	were	be	AUX
cana-5266	224	9	able	able	ADJ
cana-5266	224	10	to	to	PART
cana-5266	224	11	refine	refine	VERB
cana-5266	224	12	the	the	DET
cana-5266	224	13	dataset	dataset	NOUN
cana-5266	224	14	and	and	CCONJ
cana-5266	224	15	retain	retain	VERB
cana-5266	224	16	only	only	ADV
cana-5266	224	17	the	the	DET
cana-5266	224	18	most	most	ADV
cana-5266	224	19	significant	significant	ADJ
cana-5266	224	20	attributes	attribute	NOUN
cana-5266	224	21	.	.	PUNCT
cana-5266	225	1	figure	figure	NOUN
cana-5266	225	2	1	1	NUM
cana-5266	225	3	:	:	PUNCT
cana-5266	225	4	system	system	NOUN
cana-5266	225	5	architecture	architecture	NOUN
cana-5266	225	6	for	for	ADP
cana-5266	225	7	proposed	propose	VERB
cana-5266	225	8	model	model	NOUN
cana-5266	225	9	using	use	VERB
cana-5266	225	10	machine	machine	NOUN
cana-5266	225	11	learning	learning	NOUN
cana-5266	225	12	technique	technique	NOUN
cana-5266	225	13	once	once	SCONJ
cana-5266	225	14	the	the	DET
cana-5266	225	15	feature	feature	NOUN
cana-5266	225	16	extraction	extraction	NOUN
cana-5266	225	17	process	process	NOUN
cana-5266	225	18	was	be	AUX
cana-5266	225	19	completed	complete	VERB
cana-5266	225	20	,	,	PUNCT
cana-5266	225	21	feature	feature	NOUN
cana-5266	225	22	selection	selection	NOUN
cana-5266	225	23	was	be	AUX
cana-5266	225	24	carried	carry	VERB
cana-5266	225	25	out	out	ADP
cana-5266	225	26	to	to	PART
cana-5266	225	27	optimize	optimize	VERB
cana-5266	225	28	the	the	DET
cana-5266	225	29	dataset	dataset	NOUN
cana-5266	225	30	by	by	ADP
cana-5266	225	31	selecting	select	VERB
cana-5266	225	32	the	the	DET
cana-5266	225	33	most	most	ADV
cana-5266	225	34	relevant	relevant	ADJ
cana-5266	225	35	attributes	attribute	NOUN
cana-5266	225	36	while	while	SCONJ
cana-5266	225	37	discarding	discard	VERB
cana-5266	225	38	redundant	redundant	ADJ
cana-5266	225	39	or	or	CCONJ
cana-5266	225	40	insignificant	insignificant	ADJ
cana-5266	225	41	features	feature	NOUN
cana-5266	225	42	.	.	PUNCT
cana-5266	226	1	the	the	DET
cana-5266	226	2	goal	goal	NOUN
cana-5266	226	3	of	of	ADP
cana-5266	226	4	feature	feature	NOUN
cana-5266	226	5	selection	selection	NOUN
cana-5266	226	6	is	be	AUX
cana-5266	226	7	to	to	PART
cana-5266	226	8	improve	improve	VERB
cana-5266	226	9	model	model	NOUN
cana-5266	226	10	performance	performance	NOUN
cana-5266	226	11	by	by	ADP
cana-5266	226	12	reducing	reduce	VERB
cana-5266	226	13	dimensionality	dimensionality	NOUN
cana-5266	226	14	and	and	CCONJ
cana-5266	226	15	computational	computational	ADJ
cana-5266	226	16	complexity	complexity	NOUN
cana-5266	226	17	while	while	SCONJ
cana-5266	226	18	maintaining	maintain	VERB
cana-5266	226	19	the	the	DET
cana-5266	226	20	predictive	predictive	ADJ
cana-5266	226	21	power	power	NOUN
cana-5266	226	22	of	of	ADP
cana-5266	226	23	the	the	DET
cana-5266	226	24	dataset	dataset	NOUN
cana-5266	226	25	.	.	PUNCT
cana-5266	227	1	we	we	PRON
cana-5266	227	2	utilized	utilize	VERB
cana-5266	227	3	weighted	weight	VERB
cana-5266	227	4	term	term	NOUN
cana-5266	227	5	frequency	frequency	NOUN
cana-5266	227	6	techniques	technique	NOUN
cana-5266	227	7	to	to	PART
cana-5266	227	8	assess	assess	VERB
cana-5266	227	9	the	the	DET
cana-5266	227	10	importance	importance	NOUN
cana-5266	227	11	of	of	ADP
cana-5266	227	12	each	each	DET
cana-5266	227	13	feature	feature	NOUN
cana-5266	227	14	and	and	CCONJ
cana-5266	227	15	optimized	optimize	VERB
cana-5266	227	16	the	the	DET
cana-5266	227	17	feature	feature	NOUN
cana-5266	227	18	set	set	VERB
cana-5266	227	19	accordingly	accordingly	ADV
cana-5266	227	20	.	.	PUNCT
cana-5266	228	1	the	the	DET
cana-5266	228	2	selected	select	VERB
cana-5266	228	3	features	feature	NOUN
cana-5266	228	4	were	be	AUX
cana-5266	228	5	then	then	ADV
cana-5266	228	6	forwarded	forward	VERB
cana-5266	228	7	to	to	ADP
cana-5266	228	8	the	the	DET
cana-5266	228	9	training	training	NOUN
cana-5266	228	10	module	module	NOUN
cana-5266	228	11	for	for	ADP
cana-5266	228	12	the	the	DET
cana-5266	228	13	next	next	ADJ
cana-5266	228	14	stage	stage	NOUN
cana-5266	228	15	of	of	ADP
cana-5266	228	16	analysis	analysis	NOUN
cana-5266	228	17	.	.	PUNCT
cana-5266	229	1	classification	classification	NOUN
cana-5266	229	2	is	be	AUX
cana-5266	229	3	the	the	DET
cana-5266	229	4	final	final	ADJ
cana-5266	229	5	phase	phase	NOUN
cana-5266	229	6	of	of	ADP
cana-5266	229	7	the	the	DET
cana-5266	229	8	process	process	NOUN
cana-5266	229	9	,	,	PUNCT
cana-5266	229	10	where	where	SCONJ
cana-5266	229	11	the	the	DET
cana-5266	229	12	system	system	NOUN
cana-5266	229	13	identifies	identify	VERB
cana-5266	229	14	whether	whether	SCONJ
cana-5266	229	15	each	each	DET
cana-5266	229	16	record	record	NOUN
cana-5266	229	17	belongs	belong	VERB
cana-5266	229	18	to	to	ADP
cana-5266	229	19	a	a	DET
cana-5266	229	20	normal	normal	ADJ
cana-5266	229	21	or	or	CCONJ
cana-5266	229	22	attack	attack	NOUN
cana-5266	229	23	category	category	NOUN
cana-5266	229	24	using	use	VERB
cana-5266	229	25	a	a	DET
cana-5266	229	26	supervised	supervised	ADJ
cana-5266	229	27	classification	classification	NOUN
cana-5266	229	28	technique	technique	NOUN
cana-5266	229	29	.	.	PUNCT
cana-5266	230	1	the	the	DET
cana-5266	230	2	classification	classification	NOUN
cana-5266	230	3	model	model	NOUN
cana-5266	230	4	is	be	AUX
cana-5266	230	5	designed	design	VERB
cana-5266	230	6	to	to	PART
cana-5266	230	7	detect	detect	VERB
cana-5266	230	8	both	both	DET
cana-5266	230	9	known	known	ADJ
cana-5266	230	10	and	and	CCONJ
cana-5266	230	11	unknown	unknown	ADJ
cana-5266	230	12	attack	attack	NOUN
cana-5266	230	13	patterns	pattern	NOUN
cana-5266	230	14	,	,	PUNCT
cana-5266	230	15	providing	provide	VERB
cana-5266	230	16	comprehensive	comprehensive	ADJ
cana-5266	230	17	insights	insight	NOUN
cana-5266	230	18	into	into	ADP
cana-5266	230	19	potential	potential	ADJ
cana-5266	230	20	threats	threat	NOUN
cana-5266	230	21	.	.	PUNCT
cana-5266	231	1	to	to	PART
cana-5266	231	2	achieve	achieve	VERB
cana-5266	231	3	this	this	PRON
cana-5266	231	4	,	,	PUNCT
cana-5266	231	5	various	various	ADJ
cana-5266	231	6	supervised	supervised	ADJ
cana-5266	231	7	machine	machine	NOUN
cana-5266	231	8	learning	learning	NOUN
cana-5266	231	9	algorithms	algorithm	NOUN
cana-5266	231	10	were	be	AUX
cana-5266	231	11	employed	employ	VERB
cana-5266	231	12	to	to	PART
cana-5266	231	13	train	train	VERB
cana-5266	231	14	the	the	DET
cana-5266	231	15	classifier	classifier	NOUN
cana-5266	231	16	,	,	PUNCT
cana-5266	231	17	ensuring	ensure	VERB
cana-5266	231	18	that	that	SCONJ
cana-5266	231	19	it	it	PRON
cana-5266	231	20	could	could	AUX
cana-5266	231	21	accurately	accurately	ADV
cana-5266	231	22	distinguish	distinguish	VERB
cana-5266	231	23	between	between	ADP
cana-5266	231	24	normal	normal	ADJ
cana-5266	231	25	and	and	CCONJ
cana-5266	231	26	attack	attack	NOUN
cana-5266	231	27	instances	instance	NOUN
cana-5266	231	28	.	.	PUNCT
cana-5266	232	1	the	the	DET
cana-5266	232	2	classifier	classifier	NOUN
cana-5266	232	3	was	be	AUX
cana-5266	232	4	trained	train	VERB
cana-5266	232	5	using	use	VERB
cana-5266	232	6	labeled	label	VERB
cana-5266	232	7	data	datum	NOUN
cana-5266	232	8	,	,	PUNCT
cana-5266	232	9	where	where	SCONJ
cana-5266	232	10	the	the	DET
cana-5266	232	11	class	class	NOUN
cana-5266	232	12	labels	label	NOUN
cana-5266	232	13	were	be	AUX
cana-5266	232	14	predefined	predefine	VERB
cana-5266	232	15	,	,	PUNCT
cana-5266	232	16	allowing	allow	VERB
cana-5266	232	17	the	the	DET
cana-5266	232	18	model	model	NOUN
cana-5266	232	19	to	to	PART
cana-5266	232	20	learn	learn	VERB
cana-5266	232	21	from	from	ADP
cana-5266	232	22	historical	historical	ADJ
cana-5266	232	23	patterns	pattern	NOUN
cana-5266	232	24	and	and	CCONJ
cana-5266	232	25	improve	improve	VERB
cana-5266	232	26	its	its	PRON
cana-5266	232	27	predictive	predictive	ADJ
cana-5266	232	28	accuracy	accuracy	NOUN
cana-5266	232	29	.	.	PUNCT
cana-5266	233	1	during	during	ADP
cana-5266	233	2	training	training	NOUN
cana-5266	233	3	,	,	PUNCT
cana-5266	233	4	the	the	DET
cana-5266	233	5	classifier	classifier	NOUN
cana-5266	233	6	was	be	AUX
cana-5266	233	7	fine	fine	ADV
cana-5266	233	8	-	-	PUNCT
cana-5266	233	9	tuned	tune	VERB
cana-5266	233	10	to	to	PART
cana-5266	233	11	recognize	recognize	VERB
cana-5266	233	12	subtle	subtle	ADJ
cana-5266	233	13	variations	variation	NOUN
cana-5266	233	14	in	in	ADP
cana-5266	233	15	data	datum	NOUN
cana-5266	233	16	patterns	pattern	NOUN
cana-5266	233	17	,	,	PUNCT
cana-5266	233	18	enhancing	enhance	VERB
cana-5266	233	19	its	its	PRON
cana-5266	233	20	ability	ability	NOUN
cana-5266	233	21	to	to	PART
cana-5266	233	22	classify	classify	VERB
cana-5266	233	23	new	new	ADJ
cana-5266	233	24	and	and	CCONJ
cana-5266	233	25	unseen	unseen	ADJ
cana-5266	233	26	records	record	NOUN
cana-5266	233	27	effectively	effectively	ADV
cana-5266	233	28	.	.	PUNCT
cana-5266	234	1	the	the	DET
cana-5266	234	2	results	result	NOUN
cana-5266	234	3	of	of	ADP
cana-5266	234	4	the	the	DET
cana-5266	234	5	classification	classification	NOUN
cana-5266	234	6	were	be	AUX
cana-5266	234	7	evaluated	evaluate	VERB
cana-5266	234	8	using	use	VERB
cana-5266	234	9	a	a	DET
cana-5266	234	10	confusion	confusion	NOUN
cana-5266	234	11	matrix	matrix	NOUN
cana-5266	234	12	,	,	PUNCT
cana-5266	234	13	a	a	DET
cana-5266	234	14	widely	widely	ADV
cana-5266	234	15	used	use	VERB
cana-5266	234	16	metric	metric	NOUN
cana-5266	234	17	for	for	ADP
cana-5266	234	18	assessing	assess	VERB
cana-5266	234	19	model	model	NOUN
cana-5266	234	20	performance	performance	NOUN
cana-5266	234	21	.	.	PUNCT
cana-5266	235	1	the	the	DET
cana-5266	235	2	confusion	confusion	NOUN
cana-5266	235	3	matrix	matrix	NOUN
cana-5266	235	4	provided	provide	VERB
cana-5266	235	5	insights	insight	NOUN
cana-5266	235	6	into	into	ADP
cana-5266	235	7	true	true	ADJ
cana-5266	235	8	positives	positive	NOUN
cana-5266	235	9	,	,	PUNCT
cana-5266	235	10	true	true	ADJ
cana-5266	235	11	negatives	negative	NOUN
cana-5266	235	12	,	,	PUNCT
cana-5266	235	13	false	false	ADJ
cana-5266	235	14	positives	positive	NOUN
cana-5266	235	15	,	,	PUNCT
cana-5266	235	16	and	and	CCONJ
cana-5266	235	17	false	false	ADJ
cana-5266	235	18	negatives	negative	NOUN
cana-5266	235	19	,	,	PUNCT
cana-5266	235	20	allowing	allow	VERB
cana-5266	235	21	us	we	PRON
cana-5266	235	22	to	to	PART
cana-5266	235	23	measure	measure	VERB
cana-5266	235	24	the	the	DET
cana-5266	235	25	accuracy	accuracy	NOUN
cana-5266	235	26	and	and	CCONJ
cana-5266	235	27	reliability	reliability	NOUN
cana-5266	235	28	of	of	ADP
cana-5266	235	29	the	the	DET
cana-5266	235	30	model	model	NOUN
cana-5266	235	31	.	.	PUNCT
cana-5266	236	1	additionally	additionally	ADV
cana-5266	236	2	,	,	PUNCT
cana-5266	236	3	key	key	ADJ
cana-5266	236	4	performance	performance	NOUN
cana-5266	236	5	metrics	metric	NOUN
cana-5266	236	6	such	such	ADJ
cana-5266	236	7	as	as	ADP
cana-5266	236	8	f1	f1	NOUN
cana-5266	236	9	score	score	NOUN
cana-5266	236	10	and	and	CCONJ
cana-5266	236	11	pr	pr	NOUN
cana-5266	236	12	-	-	PUNCT
cana-5266	236	13	auc	auc	NOUN
cana-5266	236	14	were	be	AUX
cana-5266	236	15	generated	generate	VERB
cana-5266	236	16	to	to	PART
cana-5266	236	17	further	far	ADV
cana-5266	236	18	evaluate	evaluate	VERB
cana-5266	236	19	the	the	DET
cana-5266	236	20	effectiveness	effectiveness	NOUN
cana-5266	236	21	of	of	ADP
cana-5266	236	22	the	the	DET
cana-5266	236	23	classification	classification	NOUN
cana-5266	236	24	model	model	NOUN
cana-5266	236	25	.	.	PUNCT
cana-5266	237	1	the	the	DET
cana-5266	237	2	f1	f1	PROPN
cana-5266	237	3	score	score	NOUN
cana-5266	237	4	,	,	PUNCT
cana-5266	237	5	which	which	PRON
cana-5266	237	6	is	be	AUX
cana-5266	237	7	a	a	DET
cana-5266	237	8	harmonic	harmonic	ADJ
cana-5266	237	9	mean	mean	NOUN
cana-5266	237	10	of	of	ADP
cana-5266	237	11	precision	precision	NOUN
cana-5266	237	12	and	and	CCONJ
cana-5266	237	13	recall	recall	NOUN
cana-5266	237	14	,	,	PUNCT
cana-5266	237	15	provided	provide	VERB
cana-5266	237	16	a	a	DET
cana-5266	237	17	balanced	balanced	ADJ
cana-5266	237	18	assessment	assessment	NOUN
cana-5266	237	19	of	of	ADP
cana-5266	237	20	the	the	DET
cana-5266	237	21	model	model	NOUN
cana-5266	237	22	's	's	PART
cana-5266	237	23	ability	ability	NOUN
cana-5266	237	24	to	to	PART
cana-5266	237	25	correctly	correctly	ADV
cana-5266	237	26	identify	identify	VERB
cana-5266	237	27	attack	attack	NOUN
cana-5266	237	28	and	and	CCONJ
cana-5266	237	29	normal	normal	ADJ
cana-5266	237	30	instances	instance	NOUN
cana-5266	237	31	.	.	PUNCT
cana-5266	238	1	the	the	DET
cana-5266	238	2	precision	precision	NOUN
cana-5266	238	3	-	-	PUNCT
cana-5266	238	4	recall	recall	NOUN
cana-5266	238	5	area	area	NOUN
cana-5266	238	6	under	under	ADP
cana-5266	238	7	the	the	DET
cana-5266	238	8	curve	curve	NOUN
cana-5266	238	9	(	(	PUNCT
cana-5266	238	10	pr	pr	NOUN
cana-5266	238	11	-	-	PUNCT
cana-5266	238	12	auc	auc	NOUN
cana-5266	238	13	)	)	PUNCT
cana-5266	238	14	metric	metric	NOUN
cana-5266	238	15	was	be	AUX
cana-5266	238	16	used	use	VERB
cana-5266	238	17	to	to	PART
cana-5266	238	18	analyze	analyze	VERB
cana-5266	238	19	the	the	DET
cana-5266	238	20	tradecommunications	tradecommunication	NOUN
cana-5266	238	21	on	on	ADP
cana-5266	238	22	applied	apply	VERB
cana-5266	238	23	nonlinear	nonlinear	ADJ
cana-5266	238	24	analysis	analysis	NOUN
cana-5266	238	25	issn	issn	NOUN
cana-5266	238	26	:	:	PUNCT
cana-5266	238	27	1074	1074	NUM
cana-5266	238	28	-	-	PUNCT
cana-5266	238	29	133x	133x	NUM
cana-5266	238	30	vol	vol	VERB
cana-5266	238	31	32	32	NUM
cana-5266	238	32	no	no	NOUN
cana-5266	238	33	.	.	PUNCT
cana-5266	239	1	10s	10	NOUN
cana-5266	239	2	(	(	PUNCT
cana-5266	239	3	2025	2025	NUM
cana-5266	239	4	)	)	PUNCT
cana-5266	239	5	1653	1653	NUM
cana-5266	239	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	239	7	off	off	ADP
cana-5266	239	8	between	between	ADP
cana-5266	239	9	precision	precision	NOUN
cana-5266	239	10	and	and	CCONJ
cana-5266	239	11	recall	recall	NOUN
cana-5266	239	12	,	,	PUNCT
cana-5266	239	13	offering	offer	VERB
cana-5266	239	14	a	a	DET
cana-5266	239	15	more	more	ADV
cana-5266	239	16	comprehensive	comprehensive	ADJ
cana-5266	239	17	evaluation	evaluation	NOUN
cana-5266	239	18	of	of	ADP
cana-5266	239	19	the	the	DET
cana-5266	239	20	classifier	classifier	NOUN
cana-5266	239	21	's	's	PART
cana-5266	239	22	performance	performance	NOUN
cana-5266	239	23	.	.	PUNCT
cana-5266	240	1	the	the	DET
cana-5266	240	2	integration	integration	NOUN
cana-5266	240	3	of	of	ADP
cana-5266	240	4	these	these	DET
cana-5266	240	5	evaluation	evaluation	NOUN
cana-5266	240	6	metrics	metric	NOUN
cana-5266	240	7	ensured	ensure	VERB
cana-5266	240	8	that	that	SCONJ
cana-5266	240	9	our	our	PRON
cana-5266	240	10	model	model	NOUN
cana-5266	240	11	was	be	AUX
cana-5266	240	12	thoroughly	thoroughly	ADV
cana-5266	240	13	assessed	assess	VERB
cana-5266	240	14	and	and	CCONJ
cana-5266	240	15	optimized	optimize	VERB
cana-5266	240	16	for	for	ADP
cana-5266	240	17	real	real	ADJ
cana-5266	240	18	-	-	PUNCT
cana-5266	240	19	world	world	NOUN
cana-5266	240	20	applications	application	NOUN
cana-5266	240	21	.	.	PUNCT
cana-5266	241	1	the	the	DET
cana-5266	241	2	classification	classification	NOUN
cana-5266	241	3	results	result	NOUN
cana-5266	241	4	demonstrated	demonstrate	VERB
cana-5266	241	5	that	that	SCONJ
cana-5266	241	6	the	the	DET
cana-5266	241	7	supervised	supervised	ADJ
cana-5266	241	8	machine	machine	NOUN
cana-5266	241	9	learning	learn	VERB
cana-5266	241	10	approach	approach	NOUN
cana-5266	241	11	effectively	effectively	ADV
cana-5266	241	12	detected	detect	VERB
cana-5266	241	13	anomalies	anomaly	NOUN
cana-5266	241	14	and	and	CCONJ
cana-5266	241	15	attacks	attack	NOUN
cana-5266	241	16	with	with	ADP
cana-5266	241	17	high	high	ADJ
cana-5266	241	18	accuracy	accuracy	NOUN
cana-5266	241	19	,	,	PUNCT
cana-5266	241	20	making	make	VERB
cana-5266	241	21	it	it	PRON
cana-5266	241	22	a	a	DET
cana-5266	241	23	robust	robust	ADJ
cana-5266	241	24	solution	solution	NOUN
cana-5266	241	25	for	for	ADP
cana-5266	241	26	threat	threat	NOUN
cana-5266	241	27	detection	detection	NOUN
cana-5266	241	28	and	and	CCONJ
cana-5266	241	29	security	security	NOUN
cana-5266	241	30	monitoring	monitoring	NOUN
cana-5266	241	31	.	.	PUNCT
cana-5266	242	1	by	by	ADP
cana-5266	242	2	leveraging	leverage	VERB
cana-5266	242	3	advanced	advanced	ADJ
cana-5266	242	4	preprocessing	preprocessing	NOUN
cana-5266	242	5	techniques	technique	NOUN
cana-5266	242	6	,	,	PUNCT
cana-5266	242	7	feature	feature	NOUN
cana-5266	242	8	extraction	extraction	NOUN
cana-5266	242	9	,	,	PUNCT
cana-5266	242	10	feature	feature	NOUN
cana-5266	242	11	selection	selection	NOUN
cana-5266	242	12	,	,	PUNCT
cana-5266	242	13	and	and	CCONJ
cana-5266	242	14	supervised	supervised	ADJ
cana-5266	242	15	learning	learning	NOUN
cana-5266	242	16	,	,	PUNCT
cana-5266	242	17	we	we	PRON
cana-5266	242	18	successfully	successfully	ADV
cana-5266	242	19	developed	develop	VERB
cana-5266	242	20	a	a	DET
cana-5266	242	21	classification	classification	NOUN
cana-5266	242	22	model	model	NOUN
cana-5266	242	23	capable	capable	ADJ
cana-5266	242	24	of	of	ADP
cana-5266	242	25	distinguishing	distinguish	VERB
cana-5266	242	26	between	between	ADP
cana-5266	242	27	normal	normal	ADJ
cana-5266	242	28	and	and	CCONJ
cana-5266	242	29	attack	attack	NOUN
cana-5266	242	30	instances	instance	NOUN
cana-5266	242	31	in	in	ADP
cana-5266	242	32	a	a	DET
cana-5266	242	33	structured	structured	ADJ
cana-5266	242	34	and	and	CCONJ
cana-5266	242	35	efficient	efficient	ADJ
cana-5266	242	36	manner	manner	NOUN
cana-5266	242	37	.	.	PUNCT
cana-5266	243	1	this	this	DET
cana-5266	243	2	approach	approach	NOUN
cana-5266	243	3	highlights	highlight	VERB
cana-5266	243	4	the	the	DET
cana-5266	243	5	significance	significance	NOUN
cana-5266	243	6	of	of	ADP
cana-5266	243	7	data	datum	NOUN
cana-5266	243	8	preprocessing	preprocesse	VERB
cana-5266	243	9	in	in	ADP
cana-5266	243	10	enhancing	enhance	VERB
cana-5266	243	11	machine	machine	NOUN
cana-5266	243	12	learning	learning	NOUN
cana-5266	243	13	models	model	NOUN
cana-5266	243	14	and	and	CCONJ
cana-5266	243	15	underscores	underscore	VERB
cana-5266	243	16	the	the	DET
cana-5266	243	17	importance	importance	NOUN
cana-5266	243	18	of	of	ADP
cana-5266	243	19	using	use	VERB
cana-5266	243	20	sophisticated	sophisticated	ADJ
cana-5266	243	21	techniques	technique	NOUN
cana-5266	243	22	to	to	PART
cana-5266	243	23	improve	improve	VERB
cana-5266	243	24	data	datum	NOUN
cana-5266	243	25	quality	quality	NOUN
cana-5266	243	26	and	and	CCONJ
cana-5266	243	27	classification	classification	NOUN
cana-5266	243	28	accuracy	accuracy	NOUN
cana-5266	243	29	.	.	PUNCT
cana-5266	244	1	algorithm	algorithm	NOUN
cana-5266	244	2	design	design	VERB
cana-5266	244	3	the	the	DET
cana-5266	244	4	hybrid	hybrid	NOUN
cana-5266	244	5	machine	machine	NOUN
cana-5266	244	6	learning	learn	VERB
cana-5266	244	7	algorithm	algorithm	NOUN
cana-5266	244	8	is	be	AUX
cana-5266	244	9	a	a	DET
cana-5266	244	10	method	method	NOUN
cana-5266	244	11	in	in	ADP
cana-5266	244	12	which	which	PRON
cana-5266	244	13	various	various	ADJ
cana-5266	244	14	techniques	technique	NOUN
cana-5266	244	15	of	of	ADP
cana-5266	244	16	machine	machine	NOUN
cana-5266	244	17	learning	learning	NOUN
cana-5266	244	18	are	be	AUX
cana-5266	244	19	incorporated	incorporate	VERB
cana-5266	244	20	to	to	PART
cana-5266	244	21	increase	increase	VERB
cana-5266	244	22	the	the	DET
cana-5266	244	23	predictive	predictive	ADJ
cana-5266	244	24	accuracy	accuracy	NOUN
cana-5266	244	25	.	.	PUNCT
cana-5266	245	1	it	it	PRON
cana-5266	245	2	uses	use	VERB
cana-5266	245	3	classifiers	classifier	NOUN
cana-5266	245	4	such	such	ADJ
cana-5266	245	5	as	as	ADP
cana-5266	245	6	decision	decision	NOUN
cana-5266	245	7	trees	tree	NOUN
cana-5266	245	8	(	(	PUNCT
cana-5266	245	9	dt	dt	PROPN
cana-5266	245	10	)	)	PUNCT
cana-5266	245	11	,	,	PUNCT
cana-5266	245	12	j48	j48	PROPN
cana-5266	245	13	,	,	PUNCT
cana-5266	245	14	part	part	NOUN
cana-5266	245	15	,	,	PUNCT
cana-5266	245	16	random	random	ADJ
cana-5266	245	17	forest	forest	NOUN
cana-5266	245	18	(	(	PUNCT
cana-5266	245	19	rf	rf	NOUN
cana-5266	245	20	)	)	PUNCT
cana-5266	245	21	,	,	PUNCT
cana-5266	245	22	and	and	CCONJ
cana-5266	245	23	svm	svm	VERB
cana-5266	245	24	logic	logic	NOUN
cana-5266	245	25	to	to	PART
cana-5266	245	26	create	create	VERB
cana-5266	245	27	a	a	DET
cana-5266	245	28	strong	strong	ADJ
cana-5266	245	29	ensemble	ensemble	ADJ
cana-5266	245	30	model	model	NOUN
cana-5266	245	31	.	.	PUNCT
cana-5266	246	1	the	the	DET
cana-5266	246	2	algorithm	algorithm	NOUN
cana-5266	246	3	works	work	VERB
cana-5266	246	4	in	in	ADP
cana-5266	246	5	two	two	NUM
cana-5266	246	6	main	main	ADJ
cana-5266	246	7	steps	step	NOUN
cana-5266	246	8	:	:	PUNCT
cana-5266	246	9	training	training	NOUN
cana-5266	246	10	and	and	CCONJ
cana-5266	246	11	testing	testing	NOUN
cana-5266	246	12	.	.	PUNCT
cana-5266	247	1	hybrid	hybrid	ADJ
cana-5266	247	2	machine	machine	NOUN
cana-5266	247	3	learning	learn	VERB
cana-5266	247	4	algorithm	algorithm	NOUN
cana-5266	247	5	input	input	NOUN
cana-5266	247	6	:	:	PUNCT
cana-5266	247	7	1	1	X
cana-5266	247	8	.	.	X
cana-5266	247	9	input	input	NOUN
cana-5266	247	10	values	value	NOUN
cana-5266	247	11	for	for	ADP
cana-5266	247	12	all	all	DET
cana-5266	247	13	parameters	parameter	NOUN
cana-5266	247	14	hashmap	hashmap	VERB
cana-5266	247	15	<	<	X
cana-5266	247	16	double	double	ADJ
cana-5266	247	17	value	value	NOUN
cana-5266	247	18	,	,	PUNCT
cana-5266	247	19	string	string	NOUN
cana-5266	247	20	class	class	NOUN
cana-5266	247	21	>	>	X
cana-5266	247	22	which	which	PRON
cana-5266	247	23	contains	contain	VERB
cana-5266	247	24	the	the	DET
cana-5266	247	25	allattributes	allattribute	NOUN
cana-5266	247	26	values	value	NOUN
cana-5266	247	27	such	such	ADJ
cana-5266	247	28	as	as	ADP
cana-5266	247	29	{	{	PUNCT
cana-5266	247	30	all	all	DET
cana-5266	247	31	dataset	dataset	ADJ
cana-5266	247	32	attributes	attribute	NOUN
cana-5266	247	33	etc	etc	X
cana-5266	247	34	.	.	X
cana-5266	247	35	}	}	PUNCT
cana-5266	247	36	of	of	ADP
cana-5266	247	37	training	training	NOUN
cana-5266	247	38	and	and	CCONJ
cana-5266	247	39	testing	testing	NOUN
cana-5266	247	40	data	datum	NOUN
cana-5266	247	41	2	2	NUM
cana-5266	247	42	.	.	PUNCT
cana-5266	248	1	set	set	NOUN
cana-5266	248	2	of	of	ADP
cana-5266	248	3	algorithms	algorithm	NOUN
cana-5266	248	4	algo	algo	NOUN
cana-5266	248	5	-	-	PUNCT
cana-5266	248	6	names	name	NOUN
cana-5266	248	7	{	{	PUNCT
cana-5266	248	8	svm	svm	PROPN
cana-5266	248	9	,	,	PUNCT
cana-5266	248	10	dt	dt	NOUN
cana-5266	248	11	,	,	PUNCT
cana-5266	248	12	part	part	NOUN
cana-5266	248	13	}	}	PUNCT
cana-5266	248	14	output	output	NOUN
cana-5266	248	15	:	:	PUNCT
cana-5266	248	16	predicted	predict	VERB
cana-5266	248	17	class	class	NOUN
cana-5266	248	18	label	label	NOUN
cana-5266	248	19	using	use	VERB
cana-5266	248	20	above	above	ADP
cana-5266	248	21	three	three	NUM
cana-5266	248	22	classification	classification	NOUN
cana-5266	248	23	algorithms	algorithm	NOUN
cana-5266	248	24	step	step	VERB
cana-5266	248	25	1	1	NUM
cana-5266	248	26	:	:	PUNCT
cana-5266	248	27	for	for	ADP
cana-5266	248	28	each	each	DET
cana-5266	248	29	all	all	DET
cana-5266	248	30	training	training	NOUN
cana-5266	248	31	data	datum	NOUN
cana-5266	248	32	𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑖][𝑗	𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑖][𝑗	NOUN
cana-5266	248	33	]	]	PUNCT
cana-5266	248	34	∑	∑	PUNCT
cana-5266	248	35	(	(	PUNCT
cana-5266	248	36	𝑎[𝑖	𝑎[𝑖	PROPN
cana-5266	248	37	]	]	X
cana-5266	248	38	,	,	PUNCT
cana-5266	248	39	𝑎[𝑗]	𝑎[𝑗]	PROPN
cana-5266	248	40	…	…	SYM
cana-5266	248	41	…	…	PUNCT
cana-5266	248	42	…	…	PUNCT
cana-5266	248	43	.𝑎[𝑛	.𝑎[𝑛	X
cana-5266	248	44	]	]	X
cana-5266	248	45	,	,	PUNCT
cana-5266	248	46	𝑎[𝑛	𝑎[𝑛	PROPN
cana-5266	248	47	]	]	PUNCT
cana-5266	248	48	.	.	PUNCT
cana-5266	248	49	)	)	PUNCT
cana-5266	249	1	𝑛	𝑛	PRON
cana-5266	249	2	𝑖=0,𝑗=0	𝑖=0,𝑗=0	ADJ
cana-5266	249	3	step	step	NOUN
cana-5266	249	4	2	2	NUM
cana-5266	249	5	:	:	PUNCT
cana-5266	249	6	generate	generate	VERB
cana-5266	249	7	instance	instance	NOUN
cana-5266	249	8	for	for	ADP
cana-5266	249	9	random	random	ADJ
cana-5266	249	10	forest	forest	NOUN
cana-5266	249	11	as	as	ADP
cana-5266	249	12	objrf	objrf	ADJ
cana-5266	249	13	randomforest_rules	randomforest_rule	NOUN
cana-5266	249	14	[	[	X
cana-5266	249	15	]	]	X
cana-5266	249	16			VERB
cana-5266	249	17	objrf.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	objrf.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	PROPN
cana-5266	249	18	]	]	PUNCT
cana-5266	249	19	)	)	PUNCT
cana-5266	249	20	step	step	NOUN
cana-5266	249	21	3	3	NUM
cana-5266	249	22	:	:	PUNCT
cana-5266	249	23	generate	generate	VERB
cana-5266	249	24	instance	instance	NOUN
cana-5266	249	25	for	for	ADP
cana-5266	249	26	svm	svm	NOUN
cana-5266	249	27	as	as	ADP
cana-5266	249	28	objsvm	objsvm	ADJ
cana-5266	249	29	svm_rules	svm_rules	NOUN
cana-5266	250	1	[	[	X
cana-5266	250	2	]	]	X
cana-5266	250	3			VERB
cana-5266	250	4	objsvm.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	objsvm.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	PROPN
cana-5266	250	5	]	]	PUNCT
cana-5266	250	6	)	)	PUNCT
cana-5266	250	7	step	step	NOUN
cana-5266	250	8	5	5	NUM
cana-5266	250	9	:	:	PUNCT
cana-5266	250	10	generate	generate	VERB
cana-5266	250	11	instance	instance	NOUN
cana-5266	250	12	for	for	ADP
cana-5266	250	13	dt	dt	PROPN
cana-5266	250	14	as	as	ADP
cana-5266	250	15	objdt	objdt	PROPN
cana-5266	250	16	dt_rules	dt_rule	VERB
cana-5266	250	17	[	[	X
cana-5266	250	18	]	]	X
cana-5266	250	19			ADP
cana-5266	250	20	objdt.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	objdt.trainclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝐴𝑡𝑡𝑟𝑖𝑏𝑢𝑡𝑒[𝑚][𝑛	PROPN
cana-5266	250	21	]	]	PUNCT
cana-5266	250	22	)	)	PUNCT
cana-5266	250	23	step	step	NOUN
cana-5266	250	24	5	5	NUM
cana-5266	250	25	:	:	PUNCT
cana-5266	250	26	add	add	VERB
cana-5266	250	27	all	all	DET
cana-5266	250	28	training	training	NOUN
cana-5266	250	29	rules	rule	NOUN
cana-5266	250	30	in	in	ADP
cana-5266	250	31	single	single	ADJ
cana-5266	250	32	arraylist	arraylist	NOUN
cana-5266	250	33	master_training_list	master_training_list	NOUN
cana-5266	251	1	[	[	X
cana-5266	251	2	]	]	X
cana-5266	251	3			X
cana-5266	251	4	(	(	PUNCT
cana-5266	251	5	dt_rules	dt_rules	PROPN
cana-5266	251	6	[	[	X
cana-5266	251	7	]	]	X
cana-5266	251	8	,	,	PUNCT
cana-5266	251	9	svm_rules	svm_rule	NOUN
cana-5266	251	10	[	[	X
cana-5266	251	11	]	]	X
cana-5266	251	12	,	,	PUNCT
cana-5266	251	13	rf_rules	rf_rule	NOUN
cana-5266	252	1	[	[	X
cana-5266	252	2	]	]	X
cana-5266	252	3	,	,	PUNCT
cana-5266	252	4	)	)	PUNCT
cana-5266	252	5	end	end	VERB
cana-5266	252	6	for	for	ADP
cana-5266	252	7	step	step	NOUN
cana-5266	252	8	6	6	NUM
cana-5266	252	9	:	:	PUNCT
cana-5266	252	10	for	for	SCONJ
cana-5266	252	11	each	each	PRON
cana-5266	252	12	all	all	PRON
cana-5266	252	13	testing	test	VERB
cana-5266	252	14	data	datum	NOUN
cana-5266	252	15	communications	communication	NOUN
cana-5266	252	16	on	on	ADP
cana-5266	252	17	applied	apply	VERB
cana-5266	252	18	nonlinear	nonlinear	ADJ
cana-5266	252	19	analysis	analysis	NOUN
cana-5266	252	20	issn	issn	NOUN
cana-5266	252	21	:	:	PUNCT
cana-5266	252	22	1074	1074	NUM
cana-5266	252	23	-	-	PUNCT
cana-5266	252	24	133x	133x	NUM
cana-5266	252	25	vol	vol	VERB
cana-5266	252	26	32	32	NUM
cana-5266	252	27	no	no	NOUN
cana-5266	252	28	.	.	PUNCT
cana-5266	253	1	10s	10	NOUN
cana-5266	253	2	(	(	PUNCT
cana-5266	253	3	2025	2025	NUM
cana-5266	253	4	)	)	PUNCT
cana-5266	253	5	1654	1654	NUM
cana-5266	253	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	253	7	𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝑇𝑒𝑠𝑡_𝐷𝑎𝑡𝑎[𝑖][𝑗	𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑_𝑇𝑒𝑠𝑡_𝐷𝑎𝑡𝑎[𝑖][𝑗	NOUN
cana-5266	253	8	]	]	PUNCT
cana-5266	253	9	∑	∑	PUNCT
cana-5266	253	10	(	(	PUNCT
cana-5266	253	11	𝑎[𝑖	𝑎[𝑖	PROPN
cana-5266	253	12	]	]	X
cana-5266	253	13	,	,	PUNCT
cana-5266	253	14	𝑎[𝑗]	𝑎[𝑗]	PROPN
cana-5266	253	15	…	…	SYM
cana-5266	253	16	…	…	PUNCT
cana-5266	253	17	…	…	PUNCT
cana-5266	253	18	.𝑎[𝑛	.𝑎[𝑛	X
cana-5266	253	19	]	]	X
cana-5266	253	20	,	,	PUNCT
cana-5266	253	21	𝑎[𝑛	𝑎[𝑛	PROPN
cana-5266	253	22	]	]	PUNCT
cana-5266	253	23	.	.	PUNCT
cana-5266	253	24	)	)	PUNCT
cana-5266	254	1	𝑛	𝑛	DET
cana-5266	254	2	𝑖=0,𝑗=0	𝑖=0,𝑗=0	ADJ
cana-5266	254	3	step	step	NOUN
cana-5266	254	4	7	7	NUM
cana-5266	254	5	:	:	PUNCT
cana-5266	254	6	apply	apply	VERB
cana-5266	254	7	all	all	DET
cana-5266	254	8	classifiers	classifier	NOUN
cana-5266	254	9	on	on	ADP
cana-5266	254	10	test	test	NOUN
cana-5266	254	11	data	datum	NOUN
cana-5266	254	12	using	use	VERB
cana-5266	254	13	above	above	ADP
cana-5266	254	14	training	training	NOUN
cana-5266	254	15	rules	rule	NOUN
cana-5266	254	16	pred1	pred1	VERB
cana-5266	254	17	[	[	X
cana-5266	254	18	]	]	X
cana-5266	254	19	rf.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	rf.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	PROPN
cana-5266	254	20	]	]	PUNCT
cana-5266	254	21	,	,	PUNCT
cana-5266	254	22	master_training_list	master_training_list	PROPN
cana-5266	255	1	[	[	X
cana-5266	255	2	]	]	X
cana-5266	255	3	)	)	PUNCT
cana-5266	255	4	pred2	pred2	NOUN
cana-5266	256	1	[	[	X
cana-5266	256	2	]	]	X
cana-5266	256	3			VERB
cana-5266	256	4	svm.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	svm.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	PROPN
cana-5266	256	5	]	]	X
cana-5266	256	6	,	,	PUNCT
cana-5266	256	7	master_training_list	master_training_list	PROPN
cana-5266	257	1	[	[	X
cana-5266	257	2	]	]	X
cana-5266	257	3	)	)	PUNCT
cana-5266	257	4	pred3	pred3	NOUN
cana-5266	258	1	[	[	X
cana-5266	258	2	]	]	X
cana-5266	258	3	dt.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	dt.buildclassifier(𝐸𝑥𝑡𝑟𝑎𝑐𝑡𝑒𝑑𝑇𝑒𝑠𝑡𝐷𝑎𝑡𝑎[𝑚][𝑛	PROPN
cana-5266	258	4	]	]	X
cana-5266	258	5	,	,	PUNCT
cana-5266	258	6	master_training_list	master_training_list	PROPN
cana-5266	258	7	[	[	X
cana-5266	258	8	]	]	X
cana-5266	258	9	)	)	PUNCT
cana-5266	258	10	step	step	NOUN
cana-5266	258	11	8	8	NUM
cana-5266	258	12	:	:	PUNCT
cana-5266	258	13	c_matrix	c_matrix	VERB
cana-5266	259	1	[	[	X
cana-5266	259	2	]	]	X
cana-5266	259	3			VERB
cana-5266	259	4	calc_accuracy(pred1[],pred2[],pred3	calc_accuracy(pred1[],pred2[],pred3	PROPN
cana-5266	259	5	[	[	X
cana-5266	259	6	]	]	X
cana-5266	259	7	)	)	PUNCT
cana-5266	259	8	step	step	NOUN
cana-5266	259	9	9	9	NUM
cana-5266	259	10	:	:	PUNCT
cana-5266	259	11	review	review	VERB
cana-5266	259	12	c_matrix	c_matrix	PUNCT
cana-5266	260	1	[	[	X
cana-5266	260	2	]	]	X
cana-5266	260	3	training	training	NOUN
cana-5266	260	4	phase	phase	NOUN
cana-5266	260	5	:	:	PUNCT
cana-5266	260	6	feature	feature	NOUN
cana-5266	260	7	extraction	extraction	NOUN
cana-5266	260	8	:	:	PUNCT
cana-5266	260	9	the	the	DET
cana-5266	260	10	algorithm	algorithm	NOUN
cana-5266	260	11	takes	take	VERB
cana-5266	260	12	input	input	NOUN
cana-5266	260	13	data	datum	NOUN
cana-5266	260	14	in	in	ADP
cana-5266	260	15	the	the	DET
cana-5266	260	16	form	form	NOUN
cana-5266	260	17	of	of	ADP
cana-5266	260	18	a	a	DET
cana-5266	260	19	hashmap	hashmap	NOUN
cana-5266	260	20	of	of	ADP
cana-5266	260	21	attribute	attribute	NOUN
cana-5266	260	22	values	value	NOUN
cana-5266	260	23	which	which	PRON
cana-5266	260	24	contains	contain	VERB
cana-5266	260	25	(	(	PUNCT
cana-5266	260	26	dataset	dataset	VERB
cana-5266	260	27	input	input	NOUN
cana-5266	260	28	attributes	attribute	VERB
cana-5266	260	29	)	)	PUNCT
cana-5266	260	30	for	for	ADP
cana-5266	260	31	the	the	DET
cana-5266	260	32	instance	instance	NOUN
cana-5266	260	33	of	of	ADP
cana-5266	260	34	training	training	NOUN
cana-5266	260	35	and	and	CCONJ
cana-5266	260	36	testing	testing	NOUN
cana-5266	260	37	.	.	PUNCT
cana-5266	261	1	model	model	NOUN
cana-5266	261	2	training	training	NOUN
cana-5266	261	3	:	:	PUNCT
cana-5266	261	4	three	three	NUM
cana-5266	261	5	machine	machine	NOUN
cana-5266	261	6	learning	learning	NOUN
cana-5266	261	7	model	model	NOUN
cana-5266	261	8	,	,	PUNCT
cana-5266	261	9	random	random	ADJ
cana-5266	261	10	forest	forest	NOUN
cana-5266	261	11	,	,	PUNCT
cana-5266	261	12	svm	svm	ADJ
cana-5266	261	13	logic	logic	NOUN
cana-5266	261	14	and	and	CCONJ
cana-5266	261	15	decision	decision	NOUN
cana-5266	261	16	tree	tree	NOUN
cana-5266	261	17	(	(	PUNCT
cana-5266	261	18	dt	dt	PROPN
cana-5266	261	19	)	)	PUNCT
cana-5266	261	20	,	,	PUNCT
cana-5266	261	21	are	be	AUX
cana-5266	261	22	trained	train	VERB
cana-5266	261	23	using	use	VERB
cana-5266	261	24	the	the	DET
cana-5266	261	25	trained	train	VERB
cana-5266	261	26	attributes	attribute	NOUN
cana-5266	261	27	with	with	ADP
cana-5266	261	28	the	the	DET
cana-5266	261	29	extracted	extract	VERB
cana-5266	261	30	attributes	attribute	NOUN
cana-5266	261	31	set	set	VERB
cana-5266	261	32	from	from	ADP
cana-5266	261	33	the	the	DET
cana-5266	261	34	training	training	NOUN
cana-5266	261	35	data	datum	NOUN
cana-5266	261	36	.	.	PUNCT
cana-5266	262	1	every	every	DET
cana-5266	262	2	classifier	classifier	NOUN
cana-5266	262	3	creates	create	VERB
cana-5266	262	4	a	a	DET
cana-5266	262	5	set	set	NOUN
cana-5266	262	6	of	of	ADP
cana-5266	262	7	classification	classification	NOUN
cana-5266	262	8	rules	rule	NOUN
cana-5266	262	9	.	.	PUNCT
cana-5266	263	1	rule	rule	NOUN
cana-5266	263	2	aggregation	aggregation	NOUN
cana-5266	263	3	:	:	PUNCT
cana-5266	263	4	a	a	DET
cana-5266	263	5	set	set	NOUN
cana-5266	263	6	of	of	ADP
cana-5266	263	7	rules	rule	NOUN
cana-5266	263	8	generated	generate	VERB
cana-5266	263	9	from	from	ADP
cana-5266	263	10	rf	rf	NOUN
cana-5266	263	11	,	,	PUNCT
cana-5266	263	12	svm	svm	ADJ
cana-5266	263	13	logic	logic	NOUN
cana-5266	263	14	and	and	CCONJ
cana-5266	263	15	dt	dt	NOUN
cana-5266	263	16	are	be	AUX
cana-5266	263	17	collected	collect	VERB
cana-5266	263	18	into	into	ADP
cana-5266	263	19	a	a	DET
cana-5266	263	20	master	master	NOUN
cana-5266	263	21	training	training	NOUN
cana-5266	263	22	list	list	NOUN
cana-5266	263	23	and	and	CCONJ
cana-5266	263	24	stored	store	VERB
cana-5266	263	25	in	in	ADP
cana-5266	263	26	refined	refined	ADJ
cana-5266	263	27	form	form	NOUN
cana-5266	263	28	.	.	PUNCT
cana-5266	264	1	the	the	DET
cana-5266	264	2	extracted	extract	VERB
cana-5266	264	3	rules	rule	NOUN
cana-5266	264	4	are	be	AUX
cana-5266	264	5	preserved	preserve	VERB
cana-5266	264	6	in	in	ADP
cana-5266	264	7	a	a	DET
cana-5266	264	8	consolidated	consolidated	ADJ
cana-5266	264	9	rule	rule	NOUN
cana-5266	264	10	set	set	VERB
cana-5266	264	11	to	to	PART
cana-5266	264	12	make	make	VERB
cana-5266	264	13	sure	sure	ADJ
cana-5266	264	14	diverse	diverse	ADJ
cana-5266	264	15	decision	decision	NOUN
cana-5266	264	16	making	making	NOUN
cana-5266	264	17	is	be	AUX
cana-5266	264	18	available	available	ADJ
cana-5266	264	19	in	in	ADP
cana-5266	264	20	the	the	DET
cana-5266	264	21	classification	classification	NOUN
cana-5266	264	22	stage	stage	NOUN
cana-5266	264	23	.	.	PUNCT
cana-5266	264	24	'	'	PUNCT
cana-5266	265	1	testing	testing	NOUN
cana-5266	265	2	phase	phase	NOUN
cana-5266	265	3	feature	feature	NOUN
cana-5266	265	4	extraction	extraction	NOUN
cana-5266	265	5	for	for	ADP
cana-5266	265	6	test	test	NOUN
cana-5266	265	7	data	datum	NOUN
cana-5266	265	8	:	:	PUNCT
cana-5266	266	1	algorithm	algorithm	NOUN
cana-5266	266	2	performs	perform	VERB
cana-5266	266	3	the	the	DET
cana-5266	266	4	same	same	ADJ
cana-5266	266	5	function	function	NOUN
cana-5266	266	6	of	of	ADP
cana-5266	266	7	training	training	NOUN
cana-5266	266	8	instance	instance	NOUN
cana-5266	266	9	for	for	ADP
cana-5266	266	10	the	the	DET
cana-5266	266	11	rest	rest	NOUN
cana-5266	266	12	of	of	ADP
cana-5266	266	13	the	the	DET
cana-5266	266	14	data	datum	NOUN
cana-5266	266	15	by	by	ADP
cana-5266	266	16	extracting	extract	VERB
cana-5266	266	17	feature	feature	NOUN
cana-5266	266	18	attributes	attribute	NOUN
cana-5266	266	19	.	.	PUNCT
cana-5266	267	1	model	model	NOUN
cana-5266	267	2	application	application	NOUN
cana-5266	267	3	:	:	PUNCT
cana-5266	267	4	the	the	DET
cana-5266	267	5	trained	train	VERB
cana-5266	267	6	classifiers	classifier	NOUN
cana-5266	267	7	,	,	PUNCT
cana-5266	267	8	rf	rf	ADJ
cana-5266	267	9	,	,	PUNCT
cana-5266	267	10	svm	svm	ADJ
cana-5266	267	11	logic	logic	NOUN
cana-5266	267	12	and	and	CCONJ
cana-5266	267	13	dt	dt	NOUN
cana-5266	267	14	,	,	PUNCT
cana-5266	267	15	use	use	VERB
cana-5266	267	16	classification	classification	NOUN
cana-5266	267	17	attributes	attribute	NOUN
cana-5266	267	18	to	to	PART
cana-5266	267	19	perform	perform	VERB
cana-5266	267	20	class	class	NOUN
cana-5266	267	21	label	label	NOUN
cana-5266	267	22	prediction	prediction	NOUN
cana-5266	267	23	for	for	ADP
cana-5266	267	24	the	the	DET
cana-5266	267	25	data	datum	NOUN
cana-5266	267	26	and	and	CCONJ
cana-5266	267	27	provide	provide	VERB
cana-5266	267	28	features	feature	NOUN
cana-5266	267	29	per	per	ADP
cana-5266	267	30	test	test	NOUN
cana-5266	267	31	data	datum	NOUN
cana-5266	267	32	.	.	PUNCT
cana-5266	268	1	each	each	DET
cana-5266	268	2	classifier	classifier	NOUN
cana-5266	268	3	gives	give	VERB
cana-5266	268	4	an	an	DET
cana-5266	268	5	individual	individual	ADJ
cana-5266	268	6	prediction	prediction	NOUN
cana-5266	268	7	.	.	PUNCT
cana-5266	269	1	measuring	measure	VERB
cana-5266	269	2	accuracy	accuracy	NOUN
cana-5266	269	3	:	:	PUNCT
cana-5266	269	4	the	the	DET
cana-5266	269	5	classifiers	classifier	NOUN
cana-5266	269	6	'	'	PART
cana-5266	269	7	predictions	prediction	NOUN
cana-5266	269	8	are	be	AUX
cana-5266	269	9	assessed	assess	VERB
cana-5266	269	10	with	with	ADP
cana-5266	269	11	the	the	DET
cana-5266	269	12	help	help	NOUN
cana-5266	269	13	of	of	ADP
cana-5266	269	14	a	a	DET
cana-5266	269	15	confusion	confusion	NOUN
cana-5266	269	16	matrix	matrix	NOUN
cana-5266	269	17	(	(	PUNCT
cana-5266	269	18	c_matrix	c_matrix	X
cana-5266	269	19	)	)	PUNCT
cana-5266	269	20	to	to	PART
cana-5266	269	21	evaluate	evaluate	VERB
cana-5266	269	22	classification	classification	NOUN
cana-5266	269	23	effectiveness	effectiveness	NOUN
cana-5266	269	24	.	.	PUNCT
cana-5266	270	1	final	final	ADJ
cana-5266	270	2	decision	decision	NOUN
cana-5266	270	3	:	:	PUNCT
cana-5266	270	4	the	the	DET
cana-5266	270	5	confusion	confusion	NOUN
cana-5266	270	6	matrix	matrix	NOUN
cana-5266	270	7	is	be	AUX
cana-5266	270	8	also	also	ADV
cana-5266	270	9	examined	examine	VERB
cana-5266	270	10	in	in	ADP
cana-5266	270	11	order	order	NOUN
cana-5266	270	12	to	to	PART
cana-5266	270	13	improve	improve	VERB
cana-5266	270	14	the	the	DET
cana-5266	270	15	performance	performance	NOUN
cana-5266	270	16	of	of	ADP
cana-5266	270	17	the	the	DET
cana-5266	270	18	predicton	predicton	NOUN
cana-5266	270	19	and	and	CCONJ
cana-5266	270	20	make	make	VERB
cana-5266	270	21	better	well	ADJ
cana-5266	270	22	decisions	decision	NOUN
cana-5266	270	23	.	.	PUNCT
cana-5266	271	1	this	this	DET
cana-5266	271	2	hybrid	hybrid	ADJ
cana-5266	271	3	method	method	NOUN
cana-5266	271	4	improves	improve	VERB
cana-5266	271	5	classification	classification	NOUN
cana-5266	271	6	accuracy	accuracy	NOUN
cana-5266	271	7	by	by	ADP
cana-5266	271	8	utilizing	utilize	VERB
cana-5266	271	9	the	the	DET
cana-5266	271	10	advantages	advantage	NOUN
cana-5266	271	11	of	of	ADP
cana-5266	271	12	several	several	ADJ
cana-5266	271	13	models	model	NOUN
cana-5266	271	14	to	to	PART
cana-5266	271	15	diminish	diminish	VERB
cana-5266	271	16	the	the	DET
cana-5266	271	17	reliance	reliance	NOUN
cana-5266	271	18	on	on	ADP
cana-5266	271	19	single	single	ADJ
cana-5266	271	20	models	model	NOUN
cana-5266	271	21	and	and	CCONJ
cana-5266	271	22	increase	increase	VERB
cana-5266	271	23	overall	overall	ADJ
cana-5266	271	24	prediction	prediction	NOUN
cana-5266	271	25	reliability	reliability	NOUN
cana-5266	271	26	.	.	PUNCT
cana-5266	272	1	results	result	NOUN
cana-5266	272	2	and	and	CCONJ
cana-5266	272	3	discussion	discussion	NOUN
cana-5266	272	4	evaluation	evaluation	NOUN
cana-5266	272	5	and	and	CCONJ
cana-5266	272	6	validation	validation	NOUN
cana-5266	272	7	of	of	ADP
cana-5266	272	8	the	the	DET
cana-5266	272	9	effectiveness	effectiveness	NOUN
cana-5266	272	10	of	of	ADP
cana-5266	272	11	the	the	DET
cana-5266	272	12	proposed	propose	VERB
cana-5266	272	13	prediction	prediction	NOUN
cana-5266	272	14	model	model	NOUN
cana-5266	272	15	for	for	ADP
cana-5266	272	16	classification	classification	NOUN
cana-5266	272	17	and	and	CCONJ
cana-5266	272	18	recommendation	recommendation	NOUN
cana-5266	272	19	are	be	AUX
cana-5266	272	20	carried	carry	VERB
cana-5266	272	21	out	out	ADP
cana-5266	272	22	with	with	ADP
cana-5266	272	23	the	the	DET
cana-5266	272	24	aid	aid	NOUN
cana-5266	272	25	of	of	ADP
cana-5266	272	26	a	a	DET
cana-5266	272	27	number	number	NOUN
cana-5266	272	28	of	of	ADP
cana-5266	272	29	different	different	ADJ
cana-5266	272	30	traditional	traditional	ADJ
cana-5266	272	31	machine	machine	NOUN
cana-5266	272	32	learning	learning	NOUN
cana-5266	272	33	approaches	approach	NOUN
cana-5266	272	34	as	as	ADV
cana-5266	272	35	well	well	ADV
cana-5266	272	36	as	as	ADP
cana-5266	272	37	the	the	DET
cana-5266	272	38	proposed	propose	VERB
cana-5266	272	39	hml	hml	PROPN
cana-5266	272	40	.	.	PUNCT
cana-5266	273	1	an	an	DET
cana-5266	273	2	assessment	assessment	NOUN
cana-5266	273	3	is	be	AUX
cana-5266	273	4	made	make	VERB
cana-5266	273	5	between	between	ADP
cana-5266	273	6	the	the	DET
cana-5266	273	7	proposed	propose	VERB
cana-5266	273	8	prediction	prediction	NOUN
cana-5266	273	9	communications	communication	NOUN
cana-5266	273	10	on	on	ADP
cana-5266	273	11	applied	apply	VERB
cana-5266	273	12	nonlinear	nonlinear	ADJ
cana-5266	273	13	analysis	analysis	NOUN
cana-5266	273	14	issn	issn	NOUN
cana-5266	273	15	:	:	PUNCT
cana-5266	273	16	1074	1074	NUM
cana-5266	273	17	-	-	PUNCT
cana-5266	273	18	133x	133x	NUM
cana-5266	273	19	vol	vol	VERB
cana-5266	273	20	32	32	NUM
cana-5266	273	21	no	no	NOUN
cana-5266	273	22	.	.	PUNCT
cana-5266	274	1	10s	10	NOUN
cana-5266	274	2	(	(	PUNCT
cana-5266	274	3	2025	2025	NUM
cana-5266	274	4	)	)	PUNCT
cana-5266	274	5	1655	1655	NUM
cana-5266	274	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	274	7	model	model	NOUN
cana-5266	274	8	and	and	CCONJ
cana-5266	274	9	seven	seven	NUM
cana-5266	274	10	different	different	ADJ
cana-5266	274	11	ml	ml	NOUN
cana-5266	274	12	techniques	technique	NOUN
cana-5266	274	13	namely	namely	ADV
cana-5266	274	14	:	:	PUNCT
cana-5266	274	15	nb	nb	INTJ
cana-5266	274	16	,	,	PUNCT
cana-5266	274	17	adaboost	adaboost	ADV
cana-5266	274	18	,	,	PUNCT
cana-5266	274	19	ann	ann	PROPN
cana-5266	274	20	,	,	PUNCT
cana-5266	274	21	dt	dt	PROPN
cana-5266	274	22	,	,	PUNCT
cana-5266	274	23	svm	svm	ADJ
cana-5266	274	24	,	,	PUNCT
cana-5266	274	25	msvm	msvm	NOUN
cana-5266	274	26	,	,	PUNCT
cana-5266	274	27	and	and	CCONJ
cana-5266	274	28	the	the	DET
cana-5266	274	29	proposed	propose	VERB
cana-5266	274	30	hml	hml	PROPN
cana-5266	274	31	.	.	PUNCT
cana-5266	274	32	table	table	NOUN
cana-5266	274	33	1	1	NUM
cana-5266	274	34	:	:	PUNCT
cana-5266	274	35	performance	performance	NOUN
cana-5266	274	36	comparison	comparison	NOUN
cana-5266	274	37	of	of	ADP
cana-5266	274	38	proposed	propose	VERB
cana-5266	274	39	hml	hml	PROPN
cana-5266	274	40	for	for	ADP
cana-5266	274	41	proposed	propose	VERB
cana-5266	274	42	automated	automate	VERB
cana-5266	274	43	personal	personal	ADJ
cana-5266	274	44	financial	financial	ADJ
cana-5266	274	45	manager	manager	NOUN
cana-5266	274	46	classification	classification	NOUN
cana-5266	274	47	and	and	CCONJ
cana-5266	274	48	recommendation	recommendation	NOUN
cana-5266	274	49	methods	method	NOUN
cana-5266	274	50	precision	precision	NOUN
cana-5266	274	51	recall	recall	NOUN
cana-5266	274	52	accuracy	accuracy	NOUN
cana-5266	274	53	f	f	NOUN
cana-5266	274	54	-	-	PUNCT
cana-5266	274	55	score	score	NOUN
cana-5266	274	56	naive	naive	ADJ
cana-5266	274	57	bayes	bayes	NOUN
cana-5266	274	58	60.35	60.35	NUM
cana-5266	274	59	59.75	59.75	NUM
cana-5266	274	60	57.79	57.79	NUM
cana-5266	274	61	56.91	56.91	NUM
cana-5266	274	62	adaboost	adaboost	ADV
cana-5266	274	63	60.35	60.35	NUM
cana-5266	274	64	59.75	59.75	NUM
cana-5266	274	65	57.79	57.79	NUM
cana-5266	274	66	56.91	56.91	NUM
cana-5266	274	67	ann	ann	PROPN
cana-5266	274	68	92.17	92.17	NUM
cana-5266	274	69	92.7	92.7	NUM
cana-5266	274	70	92.95	92.95	NUM
cana-5266	274	71	92.82	92.82	NUM
cana-5266	274	72	dt	dt	NOUN
cana-5266	274	73	55.15	55.15	NUM
cana-5266	274	74	56.4	56.4	NUM
cana-5266	274	75	55.94	55.94	NUM
cana-5266	274	76	56.06	56.06	NUM
cana-5266	274	77	svm	svm	NOUN
cana-5266	274	78	98.56	98.56	NUM
cana-5266	274	79	97.4	97.4	NUM
cana-5266	274	80	99.09	99.09	NUM
cana-5266	274	81	98.55	98.55	NUM
cana-5266	274	82	msvm	msvm	NOUN
cana-5266	274	83	98.90	98.90	NUM
cana-5266	274	84	98.50	98.50	NUM
cana-5266	274	85	98.10	98.10	NUM
cana-5266	274	86	98.67	98.67	NUM
cana-5266	274	87	proposed	propose	VERB
cana-5266	274	88	hml	hml	PROPN
cana-5266	274	89	98.50	98.50	NUM
cana-5266	274	90	98.51	98.51	NUM
cana-5266	274	91	98.52	98.52	NUM
cana-5266	274	92	98.80	98.80	NUM
cana-5266	274	93	table	table	NOUN
cana-5266	274	94	1	1	NUM
cana-5266	274	95	contains	contain	VERB
cana-5266	274	96	a	a	DET
cana-5266	274	97	tabular	tabular	ADJ
cana-5266	274	98	representation	representation	NOUN
cana-5266	274	99	of	of	ADP
cana-5266	274	100	the	the	DET
cana-5266	274	101	outcomes	outcome	NOUN
cana-5266	274	102	of	of	ADP
cana-5266	274	103	all	all	DET
cana-5266	274	104	machine	machine	NOUN
cana-5266	274	105	learning	learning	NOUN
cana-5266	274	106	technique	technique	NOUN
cana-5266	274	107	,	,	PUNCT
cana-5266	274	108	which	which	PRON
cana-5266	274	109	is	be	AUX
cana-5266	274	110	presented	present	VERB
cana-5266	274	111	in	in	ADP
cana-5266	274	112	figure	figure	NOUN
cana-5266	274	113	2	2	NUM
cana-5266	274	114	,	,	PUNCT
cana-5266	274	115	respectively	respectively	ADV
cana-5266	274	116	.	.	PUNCT
cana-5266	275	1	figure	figure	NOUN
cana-5266	275	2	2	2	NUM
cana-5266	275	3	:	:	PUNCT
cana-5266	275	4	performance	performance	NOUN
cana-5266	275	5	comparison	comparison	NOUN
cana-5266	275	6	of	of	ADP
cana-5266	275	7	proposed	propose	VERB
cana-5266	275	8	hml	hml	PROPN
cana-5266	275	9	for	for	ADP
cana-5266	275	10	proposed	propose	VERB
cana-5266	275	11	automated	automate	VERB
cana-5266	275	12	personal	personal	ADJ
cana-5266	275	13	financial	financial	ADJ
cana-5266	275	14	manager	manager	NOUN
cana-5266	275	15	classification	classification	NOUN
cana-5266	275	16	and	and	CCONJ
cana-5266	275	17	recommendation	recommendation	VERB
cana-5266	275	18	the	the	DET
cana-5266	275	19	performance	performance	NOUN
cana-5266	275	20	comparison	comparison	NOUN
cana-5266	275	21	table	table	NOUN
cana-5266	275	22	evaluates	evaluate	VERB
cana-5266	275	23	different	different	ADJ
cana-5266	275	24	machine	machine	NOUN
cana-5266	275	25	learning	learning	NOUN
cana-5266	275	26	methods	method	NOUN
cana-5266	275	27	used	use	VERB
cana-5266	275	28	for	for	ADP
cana-5266	275	29	classification	classification	NOUN
cana-5266	275	30	and	and	CCONJ
cana-5266	275	31	recommendation	recommendation	NOUN
cana-5266	275	32	in	in	ADP
cana-5266	275	33	the	the	DET
cana-5266	275	34	proposed	propose	VERB
cana-5266	275	35	automated	automate	VERB
cana-5266	275	36	personal	personal	ADJ
cana-5266	275	37	finance	finance	NOUN
cana-5266	275	38	manager	manager	NOUN
cana-5266	275	39	(	(	PUNCT
cana-5266	275	40	apfm	apfm	NOUN
cana-5266	275	41	)	)	PUNCT
cana-5266	275	42	.	.	PUNCT
cana-5266	276	1	the	the	DET
cana-5266	276	2	metrics	metric	NOUN
cana-5266	276	3	used	use	VERB
cana-5266	276	4	for	for	ADP
cana-5266	276	5	comparison	comparison	NOUN
cana-5266	276	6	include	include	VERB
cana-5266	276	7	precision	precision	NOUN
cana-5266	276	8	,	,	PUNCT
cana-5266	276	9	recall	recall	NOUN
cana-5266	276	10	,	,	PUNCT
cana-5266	276	11	accuracy	accuracy	NOUN
cana-5266	276	12	,	,	PUNCT
cana-5266	276	13	and	and	CCONJ
cana-5266	276	14	f	f	X
cana-5266	276	15	-	-	PUNCT
cana-5266	276	16	score	score	NOUN
cana-5266	276	17	,	,	PUNCT
cana-5266	276	18	which	which	PRON
cana-5266	276	19	assess	assess	VERB
cana-5266	276	20	the	the	DET
cana-5266	276	21	effectiveness	effectiveness	NOUN
cana-5266	276	22	of	of	ADP
cana-5266	276	23	each	each	DET
cana-5266	276	24	model	model	NOUN
cana-5266	276	25	in	in	ADP
cana-5266	276	26	categorizing	categorize	VERB
cana-5266	276	27	financial	financial	ADJ
cana-5266	276	28	transactions	transaction	NOUN
cana-5266	276	29	and	and	CCONJ
cana-5266	276	30	providing	provide	VERB
cana-5266	276	31	personalized	personalized	ADJ
cana-5266	276	32	financial	financial	ADJ
cana-5266	276	33	recommendations	recommendation	NOUN
cana-5266	276	34	.	.	PUNCT
cana-5266	277	1	naïve	naïve	ADJ
cana-5266	277	2	bayes	baye	NOUN
cana-5266	277	3	and	and	CCONJ
cana-5266	277	4	adaboost	adaboost	ADV
cana-5266	277	5	show	show	VERB
cana-5266	277	6	the	the	DET
cana-5266	277	7	lowest	low	ADJ
cana-5266	277	8	performance	performance	NOUN
cana-5266	277	9	,	,	PUNCT
cana-5266	277	10	with	with	ADP
cana-5266	277	11	precision	precision	NOUN
cana-5266	277	12	,	,	PUNCT
cana-5266	277	13	recall	recall	NOUN
cana-5266	277	14	,	,	PUNCT
cana-5266	277	15	and	and	CCONJ
cana-5266	277	16	accuracy	accuracy	NOUN
cana-5266	277	17	at	at	ADP
cana-5266	277	18	approximately	approximately	ADV
cana-5266	277	19	60	60	NUM
cana-5266	277	20	%	%	NOUN
cana-5266	277	21	and	and	CCONJ
cana-5266	277	22	an	an	DET
cana-5266	277	23	f	f	NOUN
cana-5266	277	24	-	-	PUNCT
cana-5266	277	25	score	score	NOUN
cana-5266	277	26	of	of	ADP
cana-5266	277	27	56.91	56.91	NUM
cana-5266	277	28	.	.	PUNCT
cana-5266	278	1	these	these	DET
cana-5266	278	2	models	model	NOUN
cana-5266	278	3	struggle	struggle	VERB
cana-5266	278	4	with	with	ADP
cana-5266	278	5	financial	financial	ADJ
cana-5266	278	6	data	datum	NOUN
cana-5266	278	7	0	0	NUM
cana-5266	278	8	20	20	NUM
cana-5266	278	9	40	40	NUM
cana-5266	278	10	60	60	NUM
cana-5266	278	11	80	80	NUM
cana-5266	278	12	100	100	NUM
cana-5266	278	13	120	120	NUM
cana-5266	278	14	naive	naive	ADJ
cana-5266	278	15	bayes	bayes	NOUN
cana-5266	278	16	adaboost	adaboost	ADV
cana-5266	278	17	ann	ann	PROPN
cana-5266	278	18	dt	dt	PROPN
cana-5266	278	19	svm	svm	PROPN
cana-5266	278	20	msvm	msvm	PROPN
cana-5266	278	21	proposed	propose	VERB
cana-5266	278	22	hml	hml	PROPN
cana-5266	278	23	va	va	PROPN
cana-5266	278	24	lu	lu	PROPN
cana-5266	278	25	es	es	PROPN
cana-5266	278	26	algorithms	algorithms	PROPN
cana-5266	278	27	precision	precision	NOUN
cana-5266	278	28	recall	recall	NOUN
cana-5266	278	29	accuracy	accuracy	NOUN
cana-5266	278	30	f	f	X
cana-5266	278	31	-	-	PUNCT
cana-5266	278	32	score	score	NOUN
cana-5266	278	33	communications	communication	NOUN
cana-5266	278	34	on	on	ADP
cana-5266	278	35	applied	apply	VERB
cana-5266	278	36	nonlinear	nonlinear	ADJ
cana-5266	278	37	analysis	analysis	NOUN
cana-5266	278	38	issn	issn	NOUN
cana-5266	278	39	:	:	PUNCT
cana-5266	278	40	1074	1074	NUM
cana-5266	278	41	-	-	PUNCT
cana-5266	278	42	133x	133x	NUM
cana-5266	278	43	vol	vol	VERB
cana-5266	278	44	32	32	NUM
cana-5266	278	45	no	no	NOUN
cana-5266	278	46	.	.	PUNCT
cana-5266	279	1	10s	10	NOUN
cana-5266	279	2	(	(	PUNCT
cana-5266	279	3	2025	2025	NUM
cana-5266	279	4	)	)	PUNCT
cana-5266	279	5	1656	1656	NUM
cana-5266	279	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	279	7	classification	classification	NOUN
cana-5266	279	8	,	,	PUNCT
cana-5266	279	9	likely	likely	ADJ
cana-5266	279	10	due	due	ADP
cana-5266	279	11	to	to	ADP
cana-5266	279	12	their	their	PRON
cana-5266	279	13	assumptions	assumption	NOUN
cana-5266	279	14	about	about	ADP
cana-5266	279	15	data	datum	NOUN
cana-5266	279	16	distribution	distribution	NOUN
cana-5266	279	17	and	and	CCONJ
cana-5266	279	18	weak	weak	ADJ
cana-5266	279	19	adaptability	adaptability	NOUN
cana-5266	279	20	to	to	ADP
cana-5266	279	21	complex	complex	ADJ
cana-5266	279	22	patterns	pattern	NOUN
cana-5266	279	23	.	.	PUNCT
cana-5266	280	1	decision	decision	NOUN
cana-5266	280	2	tree	tree	NOUN
cana-5266	280	3	(	(	PUNCT
cana-5266	280	4	dt	dt	NOUN
cana-5266	280	5	)	)	PUNCT
cana-5266	280	6	performs	perform	VERB
cana-5266	280	7	slightly	slightly	ADV
cana-5266	280	8	better	well	ADJ
cana-5266	280	9	than	than	ADP
cana-5266	280	10	naïve	naïve	ADJ
cana-5266	280	11	bayes	baye	NOUN
cana-5266	280	12	and	and	CCONJ
cana-5266	280	13	adaboost	adaboost	ADV
cana-5266	280	14	but	but	CCONJ
cana-5266	280	15	still	still	ADV
cana-5266	280	16	falls	fall	VERB
cana-5266	280	17	short	short	ADJ
cana-5266	280	18	,	,	PUNCT
cana-5266	280	19	with	with	ADP
cana-5266	280	20	accuracy	accuracy	NOUN
cana-5266	280	21	at	at	ADP
cana-5266	280	22	55.94	55.94	NUM
cana-5266	280	23	%	%	NOUN
cana-5266	280	24	,	,	PUNCT
cana-5266	280	25	indicating	indicate	VERB
cana-5266	280	26	that	that	SCONJ
cana-5266	280	27	it	it	PRON
cana-5266	280	28	may	may	AUX
cana-5266	280	29	overfit	overfit	VERB
cana-5266	280	30	or	or	CCONJ
cana-5266	280	31	fail	fail	VERB
cana-5266	280	32	to	to	PART
cana-5266	280	33	generalize	generalize	VERB
cana-5266	280	34	well	well	ADV
cana-5266	280	35	in	in	ADP
cana-5266	280	36	financial	financial	ADJ
cana-5266	280	37	classification	classification	NOUN
cana-5266	280	38	tasks	task	NOUN
cana-5266	280	39	.	.	PUNCT
cana-5266	281	1	artificial	artificial	ADJ
cana-5266	281	2	neural	neural	ADJ
cana-5266	281	3	networks	network	NOUN
cana-5266	281	4	(	(	PUNCT
cana-5266	281	5	ann	ann	PROPN
cana-5266	281	6	)	)	PUNCT
cana-5266	281	7	show	show	VERB
cana-5266	281	8	a	a	DET
cana-5266	281	9	significant	significant	ADJ
cana-5266	281	10	improvement	improvement	NOUN
cana-5266	281	11	,	,	PUNCT
cana-5266	281	12	achieving	achieve	VERB
cana-5266	281	13	92.95	92.95	NUM
cana-5266	281	14	%	%	NOUN
cana-5266	281	15	accuracy	accuracy	NOUN
cana-5266	281	16	and	and	CCONJ
cana-5266	281	17	an	an	DET
cana-5266	281	18	f	f	NOUN
cana-5266	281	19	-	-	PUNCT
cana-5266	281	20	score	score	NOUN
cana-5266	281	21	of	of	ADP
cana-5266	281	22	92.82	92.82	NUM
cana-5266	281	23	.	.	PUNCT
cana-5266	282	1	this	this	PRON
cana-5266	282	2	suggests	suggest	VERB
cana-5266	282	3	that	that	SCONJ
cana-5266	282	4	deep	deep	ADJ
cana-5266	282	5	learning	learning	NOUN
cana-5266	282	6	methods	method	NOUN
cana-5266	282	7	can	can	AUX
cana-5266	282	8	effectively	effectively	ADV
cana-5266	282	9	recognize	recognize	VERB
cana-5266	282	10	spending	spending	NOUN
cana-5266	282	11	patterns	pattern	NOUN
cana-5266	282	12	and	and	CCONJ
cana-5266	282	13	financial	financial	ADJ
cana-5266	282	14	behaviors	behavior	NOUN
cana-5266	282	15	,	,	PUNCT
cana-5266	282	16	making	make	VERB
cana-5266	282	17	them	they	PRON
cana-5266	282	18	a	a	DET
cana-5266	282	19	strong	strong	ADJ
cana-5266	282	20	option	option	NOUN
cana-5266	282	21	for	for	ADP
cana-5266	282	22	financial	financial	ADJ
cana-5266	282	23	recommendation	recommendation	NOUN
cana-5266	282	24	systems	system	NOUN
cana-5266	282	25	.	.	PUNCT
cana-5266	283	1	support	support	NOUN
cana-5266	283	2	vector	vector	NOUN
cana-5266	283	3	machine	machine	NOUN
cana-5266	283	4	(	(	PUNCT
cana-5266	283	5	svm	svm	PROPN
cana-5266	283	6	)	)	PUNCT
cana-5266	283	7	outperforms	outperform	NOUN
cana-5266	283	8	ann	ann	PROPN
cana-5266	283	9	,	,	PUNCT
cana-5266	283	10	reaching	reach	VERB
cana-5266	283	11	an	an	DET
cana-5266	283	12	accuracy	accuracy	NOUN
cana-5266	283	13	of	of	ADP
cana-5266	283	14	99.09	99.09	NUM
cana-5266	283	15	%	%	NOUN
cana-5266	283	16	and	and	CCONJ
cana-5266	283	17	an	an	DET
cana-5266	283	18	f	f	NOUN
cana-5266	283	19	-	-	PUNCT
cana-5266	283	20	score	score	NOUN
cana-5266	283	21	of	of	ADP
cana-5266	283	22	98.55	98.55	NUM
cana-5266	283	23	.	.	PUNCT
cana-5266	284	1	the	the	DET
cana-5266	284	2	modified	modify	VERB
cana-5266	284	3	svm	svm	NOUN
cana-5266	284	4	(	(	PUNCT
cana-5266	284	5	msvm	msvm	PROPN
cana-5266	284	6	)	)	PUNCT
cana-5266	284	7	maintains	maintain	VERB
cana-5266	284	8	high	high	ADJ
cana-5266	284	9	precision	precision	NOUN
cana-5266	284	10	(	(	PUNCT
cana-5266	284	11	98.90	98.90	NUM
cana-5266	284	12	%	%	NOUN
cana-5266	284	13	)	)	PUNCT
cana-5266	284	14	and	and	CCONJ
cana-5266	284	15	recall	recall	NOUN
cana-5266	284	16	(	(	PUNCT
cana-5266	284	17	98.50	98.50	NUM
cana-5266	284	18	%	%	NOUN
cana-5266	284	19	)	)	PUNCT
cana-5266	284	20	,	,	PUNCT
cana-5266	284	21	though	though	SCONJ
cana-5266	284	22	its	its	PRON
cana-5266	284	23	accuracy	accuracy	NOUN
cana-5266	284	24	is	be	AUX
cana-5266	284	25	slightly	slightly	ADV
cana-5266	284	26	lower	low	ADJ
cana-5266	284	27	at	at	ADP
cana-5266	284	28	98.10	98.10	NUM
cana-5266	284	29	%	%	NOUN
cana-5266	284	30	,	,	PUNCT
cana-5266	284	31	indicating	indicate	VERB
cana-5266	284	32	strong	strong	ADJ
cana-5266	284	33	classification	classification	NOUN
cana-5266	284	34	performance	performance	NOUN
cana-5266	284	35	.	.	PUNCT
cana-5266	285	1	the	the	DET
cana-5266	285	2	proposed	propose	VERB
cana-5266	285	3	hybrid	hybrid	NOUN
cana-5266	285	4	machine	machine	NOUN
cana-5266	285	5	learning	learning	NOUN
cana-5266	285	6	(	(	PUNCT
cana-5266	285	7	hml	hml	PROPN
cana-5266	285	8	)	)	PUNCT
cana-5266	285	9	model	model	NOUN
cana-5266	285	10	achieves	achieve	VERB
cana-5266	285	11	near	near	ADP
cana-5266	285	12	-	-	PUNCT
cana-5266	285	13	optimal	optimal	ADJ
cana-5266	285	14	results	result	NOUN
cana-5266	285	15	,	,	PUNCT
cana-5266	285	16	with	with	ADP
cana-5266	285	17	precision	precision	NOUN
cana-5266	285	18	(	(	PUNCT
cana-5266	285	19	98.50	98.50	NUM
cana-5266	285	20	%	%	NOUN
cana-5266	285	21	)	)	PUNCT
cana-5266	285	22	,	,	PUNCT
cana-5266	285	23	recall	recall	INTJ
cana-5266	285	24	(	(	PUNCT
cana-5266	285	25	98.51	98.51	NUM
cana-5266	285	26	%	%	NOUN
cana-5266	285	27	)	)	PUNCT
cana-5266	285	28	,	,	PUNCT
cana-5266	285	29	and	and	CCONJ
cana-5266	285	30	accuracy	accuracy	NOUN
cana-5266	285	31	(	(	PUNCT
cana-5266	285	32	98.52	98.52	NUM
cana-5266	285	33	%	%	NOUN
cana-5266	285	34	)	)	PUNCT
cana-5266	285	35	,	,	PUNCT
cana-5266	285	36	while	while	SCONJ
cana-5266	285	37	its	its	PRON
cana-5266	285	38	f	f	NOUN
cana-5266	285	39	-	-	PUNCT
cana-5266	285	40	score	score	NOUN
cana-5266	285	41	(	(	PUNCT
cana-5266	285	42	98.80	98.80	NUM
cana-5266	285	43	%	%	NOUN
cana-5266	285	44	)	)	PUNCT
cana-5266	285	45	is	be	AUX
cana-5266	285	46	the	the	DET
cana-5266	285	47	highest	high	ADJ
cana-5266	285	48	among	among	ADP
cana-5266	285	49	all	all	DET
cana-5266	285	50	methods	method	NOUN
cana-5266	285	51	.	.	PUNCT
cana-5266	286	1	this	this	PRON
cana-5266	286	2	suggests	suggest	VERB
cana-5266	286	3	that	that	SCONJ
cana-5266	286	4	hml	hml	PROPN
cana-5266	286	5	effectively	effectively	ADV
cana-5266	286	6	combines	combine	VERB
cana-5266	286	7	multiple	multiple	ADJ
cana-5266	286	8	ml	ml	NOUN
cana-5266	286	9	techniques	technique	NOUN
cana-5266	286	10	,	,	PUNCT
cana-5266	286	11	leveraging	leverage	VERB
cana-5266	286	12	their	their	PRON
cana-5266	286	13	strengths	strength	NOUN
cana-5266	286	14	to	to	PART
cana-5266	286	15	deliver	deliver	VERB
cana-5266	286	16	consistent	consistent	ADJ
cana-5266	286	17	,	,	PUNCT
cana-5266	286	18	accurate	accurate	ADJ
cana-5266	286	19	,	,	PUNCT
cana-5266	286	20	and	and	CCONJ
cana-5266	286	21	optimized	optimize	VERB
cana-5266	286	22	financial	financial	ADJ
cana-5266	286	23	classification	classification	NOUN
cana-5266	286	24	and	and	CCONJ
cana-5266	286	25	recommendations	recommendation	NOUN
cana-5266	286	26	for	for	ADP
cana-5266	286	27	the	the	DET
cana-5266	286	28	apfm	apfm	NOUN
cana-5266	286	29	system	system	NOUN
cana-5266	286	30	.	.	PUNCT
cana-5266	287	1	conclusion	conclusion	NOUN
cana-5266	287	2	in	in	ADP
cana-5266	287	3	conclusion	conclusion	NOUN
cana-5266	287	4	,	,	PUNCT
cana-5266	287	5	the	the	DET
cana-5266	287	6	development	development	NOUN
cana-5266	287	7	of	of	ADP
cana-5266	287	8	an	an	DET
cana-5266	287	9	apfm	apfm	NOUN
cana-5266	287	10	powered	power	VERB
cana-5266	287	11	by	by	ADP
cana-5266	287	12	artificial	artificial	ADJ
cana-5266	287	13	intelligence	intelligence	NOUN
cana-5266	287	14	(	(	PUNCT
cana-5266	287	15	ai	ai	NOUN
cana-5266	287	16	)	)	PUNCT
cana-5266	287	17	and	and	CCONJ
cana-5266	287	18	machine	machine	NOUN
cana-5266	287	19	learning	learning	NOUN
cana-5266	287	20	(	(	PUNCT
cana-5266	287	21	ml	ml	NOUN
cana-5266	287	22	)	)	PUNCT
cana-5266	287	23	presents	present	VERB
cana-5266	287	24	a	a	DET
cana-5266	287	25	transformative	transformative	ADJ
cana-5266	287	26	solution	solution	NOUN
cana-5266	287	27	for	for	ADP
cana-5266	287	28	enhancing	enhance	VERB
cana-5266	287	29	financial	financial	ADJ
cana-5266	287	30	management	management	NOUN
cana-5266	287	31	and	and	CCONJ
cana-5266	287	32	decisionmaking	decisionmake	VERB
cana-5266	287	33	.	.	PUNCT
cana-5266	288	1	traditional	traditional	ADJ
cana-5266	288	2	budgeting	budget	VERB
cana-5266	288	3	methods	method	NOUN
cana-5266	288	4	often	often	ADV
cana-5266	288	5	fail	fail	VERB
cana-5266	288	6	to	to	PART
cana-5266	288	7	provide	provide	VERB
cana-5266	288	8	users	user	NOUN
cana-5266	288	9	with	with	ADP
cana-5266	288	10	the	the	DET
cana-5266	288	11	real	real	ADJ
cana-5266	288	12	-	-	PUNCT
cana-5266	288	13	time	time	NOUN
cana-5266	288	14	insights	insight	NOUN
cana-5266	288	15	and	and	CCONJ
cana-5266	288	16	personalized	personalized	ADJ
cana-5266	288	17	recommendations	recommendation	NOUN
cana-5266	288	18	needed	need	VERB
cana-5266	288	19	to	to	PART
cana-5266	288	20	optimize	optimize	VERB
cana-5266	288	21	their	their	PRON
cana-5266	288	22	financial	financial	ADJ
cana-5266	288	23	well	well	NOUN
cana-5266	288	24	-	-	PUNCT
cana-5266	288	25	being	being	NOUN
cana-5266	288	26	.	.	PUNCT
cana-5266	289	1	by	by	ADP
cana-5266	289	2	integrating	integrate	VERB
cana-5266	289	3	ai	ai	VERB
cana-5266	289	4	-	-	PUNCT
cana-5266	289	5	driven	drive	VERB
cana-5266	289	6	predictive	predictive	ADJ
cana-5266	289	7	analytics	analytic	NOUN
cana-5266	289	8	,	,	PUNCT
cana-5266	289	9	natural	natural	ADJ
cana-5266	289	10	language	language	NOUN
cana-5266	289	11	processing	processing	NOUN
cana-5266	289	12	(	(	PUNCT
cana-5266	289	13	nlp	nlp	NOUN
cana-5266	289	14	)	)	PUNCT
cana-5266	289	15	,	,	PUNCT
cana-5266	289	16	and	and	CCONJ
cana-5266	289	17	hybrid	hybrid	ADJ
cana-5266	289	18	machine	machine	NOUN
cana-5266	289	19	learning	learning	NOUN
cana-5266	289	20	(	(	PUNCT
cana-5266	289	21	hml	hml	PROPN
cana-5266	289	22	)	)	PUNCT
cana-5266	289	23	algorithms	algorithm	NOUN
cana-5266	289	24	,	,	PUNCT
cana-5266	289	25	the	the	DET
cana-5266	289	26	proposed	propose	VERB
cana-5266	289	27	system	system	NOUN
cana-5266	289	28	effectively	effectively	ADV
cana-5266	289	29	categorizes	categorize	VERB
cana-5266	289	30	expenses	expense	NOUN
cana-5266	289	31	,	,	PUNCT
cana-5266	289	32	detects	detect	NOUN
cana-5266	289	33	anomalies	anomaly	NOUN
cana-5266	289	34	,	,	PUNCT
cana-5266	289	35	and	and	CCONJ
cana-5266	289	36	provides	provide	VERB
cana-5266	289	37	users	user	NOUN
cana-5266	289	38	with	with	ADP
cana-5266	289	39	tailored	tailored	ADJ
cana-5266	289	40	financial	financial	ADJ
cana-5266	289	41	strategies	strategy	NOUN
cana-5266	289	42	.	.	PUNCT
cana-5266	290	1	the	the	DET
cana-5266	290	2	incorporation	incorporation	NOUN
cana-5266	290	3	of	of	ADP
cana-5266	290	4	supervised	supervised	ADJ
cana-5266	290	5	and	and	CCONJ
cana-5266	290	6	unsupervised	unsupervised	ADJ
cana-5266	290	7	learning	learning	NOUN
cana-5266	290	8	techniques	technique	NOUN
cana-5266	290	9	allows	allow	VERB
cana-5266	290	10	the	the	DET
cana-5266	290	11	system	system	NOUN
cana-5266	290	12	to	to	PART
cana-5266	290	13	analyze	analyze	VERB
cana-5266	290	14	historical	historical	ADJ
cana-5266	290	15	financial	financial	ADJ
cana-5266	290	16	transactions	transaction	NOUN
cana-5266	290	17	,	,	PUNCT
cana-5266	290	18	recognize	recognize	VERB
cana-5266	290	19	spending	spending	NOUN
cana-5266	290	20	patterns	pattern	NOUN
cana-5266	290	21	,	,	PUNCT
cana-5266	290	22	and	and	CCONJ
cana-5266	290	23	forecast	forecast	VERB
cana-5266	290	24	future	future	ADJ
cana-5266	290	25	trends	trend	NOUN
cana-5266	290	26	.	.	PUNCT
cana-5266	291	1	furthermore	furthermore	ADV
cana-5266	291	2	,	,	PUNCT
cana-5266	291	3	the	the	DET
cana-5266	291	4	use	use	NOUN
cana-5266	291	5	of	of	ADP
cana-5266	291	6	reinforcement	reinforcement	NOUN
cana-5266	291	7	learning	learning	NOUN
cana-5266	291	8	ensures	ensure	VERB
cana-5266	291	9	that	that	SCONJ
cana-5266	291	10	financial	financial	ADJ
cana-5266	291	11	recommendations	recommendation	NOUN
cana-5266	291	12	evolve	evolve	AUX
cana-5266	291	13	based	base	VERB
cana-5266	291	14	on	on	ADP
cana-5266	291	15	user	user	NOUN
cana-5266	291	16	behavior	behavior	NOUN
cana-5266	291	17	,	,	PUNCT
cana-5266	291	18	promoting	promote	VERB
cana-5266	291	19	adaptability	adaptability	NOUN
cana-5266	291	20	and	and	CCONJ
cana-5266	291	21	continuous	continuous	ADJ
cana-5266	291	22	improvement	improvement	NOUN
cana-5266	291	23	in	in	ADP
cana-5266	291	24	financial	financial	ADJ
cana-5266	291	25	planning	planning	NOUN
cana-5266	291	26	.	.	PUNCT
cana-5266	292	1	the	the	DET
cana-5266	292	2	introduction	introduction	NOUN
cana-5266	292	3	of	of	ADP
cana-5266	292	4	an	an	DET
cana-5266	292	5	intelligent	intelligent	ADJ
cana-5266	292	6	chatbot	chatbot	NOUN
cana-5266	292	7	interface	interface	NOUN
cana-5266	292	8	enhances	enhance	VERB
cana-5266	292	9	user	user	NOUN
cana-5266	292	10	interaction	interaction	NOUN
cana-5266	292	11	,	,	PUNCT
cana-5266	292	12	making	make	VERB
cana-5266	292	13	financial	financial	ADJ
cana-5266	292	14	guidance	guidance	NOUN
cana-5266	292	15	more	more	ADV
cana-5266	292	16	accessible	accessible	ADJ
cana-5266	292	17	and	and	CCONJ
cana-5266	292	18	intuitive	intuitive	ADJ
cana-5266	292	19	.	.	PUNCT
cana-5266	293	1	moreover	moreover	ADV
cana-5266	293	2	,	,	PUNCT
cana-5266	293	3	the	the	DET
cana-5266	293	4	implementation	implementation	NOUN
cana-5266	293	5	of	of	ADP
cana-5266	293	6	robust	robust	ADJ
cana-5266	293	7	security	security	NOUN
cana-5266	293	8	measures	measure	NOUN
cana-5266	293	9	,	,	PUNCT
cana-5266	293	10	including	include	VERB
cana-5266	293	11	data	datum	NOUN
cana-5266	293	12	encryption	encryption	NOUN
cana-5266	293	13	and	and	CCONJ
cana-5266	293	14	regulatory	regulatory	ADJ
cana-5266	293	15	compliance	compliance	NOUN
cana-5266	293	16	,	,	PUNCT
cana-5266	293	17	ensures	ensure	VERB
cana-5266	293	18	that	that	SCONJ
cana-5266	293	19	user	user	NOUN
cana-5266	293	20	information	information	NOUN
cana-5266	293	21	remains	remains	AUX
cana-5266	293	22	protected	protect	VERB
cana-5266	293	23	and	and	CCONJ
cana-5266	293	24	confidential	confidential	ADJ
cana-5266	293	25	.	.	PUNCT
cana-5266	294	1	performance	performance	NOUN
cana-5266	294	2	evaluations	evaluation	NOUN
cana-5266	294	3	using	use	VERB
cana-5266	294	4	real	real	ADJ
cana-5266	294	5	-	-	PUNCT
cana-5266	294	6	world	world	NOUN
cana-5266	294	7	financial	financial	ADJ
cana-5266	294	8	datasets	dataset	NOUN
cana-5266	294	9	demonstrate	demonstrate	VERB
cana-5266	294	10	the	the	DET
cana-5266	294	11	apfm	apfm	NOUN
cana-5266	294	12	’s	’s	PART
cana-5266	294	13	effectiveness	effectiveness	NOUN
cana-5266	294	14	in	in	ADP
cana-5266	294	15	accurately	accurately	ADV
cana-5266	294	16	classifying	classify	VERB
cana-5266	294	17	transactions	transaction	NOUN
cana-5266	294	18	,	,	PUNCT
cana-5266	294	19	forecasting	forecasting	NOUN
cana-5266	294	20	budgets	budget	NOUN
cana-5266	294	21	,	,	PUNCT
cana-5266	294	22	and	and	CCONJ
cana-5266	294	23	delivering	deliver	VERB
cana-5266	294	24	personalized	personalize	VERB
cana-5266	294	25	financial	financial	ADJ
cana-5266	294	26	advice	advice	NOUN
cana-5266	294	27	.	.	PUNCT
cana-5266	295	1	the	the	DET
cana-5266	295	2	experimental	experimental	ADJ
cana-5266	295	3	results	result	NOUN
cana-5266	295	4	highlight	highlight	VERB
cana-5266	295	5	the	the	DET
cana-5266	295	6	system	system	NOUN
cana-5266	295	7	’s	’s	PART
cana-5266	295	8	potential	potential	NOUN
cana-5266	295	9	to	to	PART
cana-5266	295	10	improve	improve	VERB
cana-5266	295	11	financial	financial	ADJ
cana-5266	295	12	awareness	awareness	NOUN
cana-5266	295	13	,	,	PUNCT
cana-5266	295	14	prevent	prevent	VERB
cana-5266	295	15	overspending	overspending	NOUN
cana-5266	295	16	,	,	PUNCT
cana-5266	295	17	and	and	CCONJ
cana-5266	295	18	encourage	encourage	VERB
cana-5266	295	19	better	well	ADJ
cana-5266	295	20	financial	financial	ADJ
cana-5266	295	21	habits	habit	NOUN
cana-5266	295	22	.	.	PUNCT
cana-5266	296	1	this	this	DET
cana-5266	296	2	research	research	NOUN
cana-5266	296	3	underscores	underscore	VERB
cana-5266	296	4	the	the	DET
cana-5266	296	5	role	role	NOUN
cana-5266	296	6	of	of	ADP
cana-5266	296	7	ai	ai	NOUN
cana-5266	296	8	and	and	CCONJ
cana-5266	296	9	ml	ml	X
cana-5266	296	10	in	in	ADP
cana-5266	296	11	revolutionizing	revolutionize	VERB
cana-5266	296	12	fintech	fintech	NOUN
cana-5266	296	13	solutions	solution	NOUN
cana-5266	296	14	,	,	PUNCT
cana-5266	296	15	offering	offer	VERB
cana-5266	296	16	a	a	DET
cana-5266	296	17	scalable	scalable	ADJ
cana-5266	296	18	,	,	PUNCT
cana-5266	296	19	adaptive	adaptive	ADJ
cana-5266	296	20	,	,	PUNCT
cana-5266	296	21	and	and	CCONJ
cana-5266	296	22	intelligent	intelligent	ADJ
cana-5266	296	23	approach	approach	NOUN
cana-5266	296	24	to	to	ADP
cana-5266	296	25	personal	personal	ADJ
cana-5266	296	26	finance	finance	NOUN
cana-5266	296	27	management	management	NOUN
cana-5266	296	28	.	.	PUNCT
cana-5266	297	1	as	as	SCONJ
cana-5266	297	2	ai	ai	NOUN
cana-5266	297	3	-	-	PUNCT
cana-5266	297	4	driven	drive	VERB
cana-5266	297	5	financial	financial	ADJ
cana-5266	297	6	technologies	technology	NOUN
cana-5266	297	7	continue	continue	VERB
cana-5266	297	8	to	to	PART
cana-5266	297	9	evolve	evolve	VERB
cana-5266	297	10	,	,	PUNCT
cana-5266	297	11	the	the	DET
cana-5266	297	12	apfm	apfm	NOUN
cana-5266	297	13	framework	framework	NOUN
cana-5266	297	14	provides	provide	VERB
cana-5266	297	15	a	a	DET
cana-5266	297	16	solid	solid	ADJ
cana-5266	297	17	foundation	foundation	NOUN
cana-5266	297	18	for	for	ADP
cana-5266	297	19	future	future	ADJ
cana-5266	297	20	advancements	advancement	NOUN
cana-5266	297	21	,	,	PUNCT
cana-5266	297	22	paving	pave	VERB
cana-5266	297	23	the	the	DET
cana-5266	297	24	way	way	NOUN
cana-5266	297	25	for	for	ADP
cana-5266	297	26	more	more	ADV
cana-5266	297	27	accessible	accessible	ADJ
cana-5266	297	28	,	,	PUNCT
cana-5266	297	29	efficient	efficient	ADJ
cana-5266	297	30	,	,	PUNCT
cana-5266	297	31	and	and	CCONJ
cana-5266	297	32	user	user	NOUN
cana-5266	297	33	-	-	PUNCT
cana-5266	297	34	centric	centric	ADJ
cana-5266	297	35	financial	financial	ADJ
cana-5266	297	36	planning	planning	NOUN
cana-5266	297	37	solutions	solution	NOUN
cana-5266	297	38	that	that	PRON
cana-5266	297	39	empower	empower	VERB
cana-5266	297	40	individuals	individual	NOUN
cana-5266	297	41	to	to	PART
cana-5266	297	42	make	make	VERB
cana-5266	297	43	more	more	ADV
cana-5266	297	44	informed	informed	ADJ
cana-5266	297	45	and	and	CCONJ
cana-5266	297	46	strategic	strategic	ADJ
cana-5266	297	47	financial	financial	ADJ
cana-5266	297	48	decisions	decision	NOUN
cana-5266	297	49	.	.	PUNCT
cana-5266	298	1	communications	communication	NOUN
cana-5266	298	2	on	on	ADP
cana-5266	298	3	applied	apply	VERB
cana-5266	298	4	nonlinear	nonlinear	ADJ
cana-5266	298	5	analysis	analysis	NOUN
cana-5266	298	6	issn	issn	NOUN
cana-5266	298	7	:	:	PUNCT
cana-5266	298	8	1074	1074	NUM
cana-5266	298	9	-	-	PUNCT
cana-5266	298	10	133x	133x	NUM
cana-5266	298	11	vol	vol	VERB
cana-5266	298	12	32	32	NUM
cana-5266	298	13	no	no	NOUN
cana-5266	298	14	.	.	PUNCT
cana-5266	299	1	10s	10	NOUN
cana-5266	299	2	(	(	PUNCT
cana-5266	299	3	2025	2025	NUM
cana-5266	299	4	)	)	PUNCT
cana-5266	299	5	1657	1657	NUM
cana-5266	300	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5266	300	2	references	reference	NOUN
cana-5266	300	3	[	[	X
cana-5266	300	4	1	1	NUM
cana-5266	300	5	.	.	PUNCT
cana-5266	300	6	]	]	PUNCT
cana-5266	301	1	al	al	PROPN
cana-5266	301	2	-	-	PUNCT
cana-5266	301	3	najjar	najjar	PROPN
cana-5266	301	4	,	,	PUNCT
cana-5266	301	5	d.	d.	PROPN
cana-5266	301	6	;	;	PUNCT
cana-5266	301	7	al	al	PROPN
cana-5266	301	8	-	-	PUNCT
cana-5266	301	9	najjar	najjar	PROPN
cana-5266	301	10	,	,	PUNCT
cana-5266	301	11	n.	n.	NOUN
cana-5266	301	12	;	;	PUNCT
cana-5266	301	13	al	al	PROPN
cana-5266	301	14	-	-	PUNCT
cana-5266	301	15	najjar	najjar	PROPN
cana-5266	301	16	,	,	PUNCT
cana-5266	301	17	h.	h.	PROPN
cana-5266	301	18	machine	machine	NOUN
cana-5266	301	19	learning	learn	VERB
cana-5266	301	20	to	to	PART
cana-5266	301	21	develop	develop	VERB
cana-5266	301	22	credit	credit	NOUN
cana-5266	301	23	card	card	NOUN
cana-5266	301	24	customer	customer	NOUN
cana-5266	301	25	churn	churn	NOUN
cana-5266	301	26	prediction	prediction	NOUN
cana-5266	301	27	.	.	PUNCT
cana-5266	302	1	j.	j.	PROPN
cana-5266	302	2	theor	theor	PROPN
cana-5266	302	3	.	.	PUNCT
cana-5266	303	1	appl	appl	PROPN
cana-5266	303	2	.	.	PROPN
cana-5266	303	3	electron	electron	PROPN
cana-5266	303	4	.	.	PUNCT
cana-5266	304	1	commer	commer	PROPN
cana-5266	304	2	.	.	PUNCT
cana-5266	304	3	res	res	PROPN
cana-5266	304	4	.	.	PROPN
cana-5266	304	5	2022	2022	NUM
cana-5266	304	6	,	,	PUNCT
cana-5266	304	7	17	17	NUM
cana-5266	304	8	,	,	PUNCT
cana-5266	304	9	1529–1542	1529–1542	NUM
cana-5266	304	10	.	.	PUNCT
cana-5266	305	1	[	[	X
cana-5266	305	2	2	2	NUM
cana-5266	305	3	.	.	PUNCT
cana-5266	305	4	]	]	X
cana-5266	306	1	liu	liu	PROPN
cana-5266	306	2	,	,	PUNCT
cana-5266	306	3	y.	y.	PROPN
cana-5266	306	4	;	;	PUNCT
cana-5266	306	5	zhao	zhao	PROPN
cana-5266	306	6	,	,	PUNCT
cana-5266	306	7	h.	h.	PROPN
cana-5266	306	8	;	;	PUNCT
cana-5266	306	9	sun	sun	PROPN
cana-5266	306	10	,	,	PUNCT
cana-5266	306	11	j.	j.	PROPN
cana-5266	306	12	;	;	PUNCT
cana-5266	306	13	tang	tang	PROPN
cana-5266	306	14	,	,	PUNCT
cana-5266	306	15	y.	y.	PROPN
cana-5266	306	16	digital	digital	PROPN
cana-5266	306	17	inclusive	inclusive	ADJ
cana-5266	306	18	finance	finance	NOUN
cana-5266	306	19	and	and	CCONJ
cana-5266	306	20	family	family	NOUN
cana-5266	306	21	wealth	wealth	NOUN
cana-5266	306	22	:	:	PUNCT
cana-5266	306	23	evidence	evidence	NOUN
cana-5266	306	24	from	from	ADP
cana-5266	306	25	lightgbm	lightgbm	ADJ
cana-5266	306	26	approach	approach	NOUN
cana-5266	306	27	.	.	PUNCT
cana-5266	307	1	sustainability	sustainability	NOUN
cana-5266	307	2	2022	2022	NUM
cana-5266	307	3	,	,	PUNCT
cana-5266	307	4	14	14	NUM
cana-5266	307	5	,	,	PUNCT
cana-5266	307	6	15363	15363	NUM
cana-5266	307	7	.	.	PUNCT
cana-5266	308	1	[	[	X
cana-5266	308	2	3	3	NUM
cana-5266	308	3	.	.	PUNCT
cana-5266	308	4	]	]	PUNCT
cana-5266	309	1	chen	chen	PROPN
cana-5266	309	2	,	,	PUNCT
cana-5266	309	3	y.	y.	PROPN
cana-5266	309	4	;	;	PUNCT
cana-5266	309	5	wu	wu	PROPN
cana-5266	309	6	,	,	PUNCT
cana-5266	309	7	z.	z.	PROPN
cana-5266	309	8	;	;	PUNCT
cana-5266	309	9	yan	yan	PROPN
cana-5266	309	10	,	,	PUNCT
cana-5266	309	11	h.	h.	PROPN
cana-5266	309	12	a	a	DET
cana-5266	309	13	full	full	ADJ
cana-5266	309	14	population	population	NOUN
cana-5266	309	15	auditing	auditing	NOUN
cana-5266	309	16	method	method	NOUN
cana-5266	309	17	based	base	VERB
cana-5266	309	18	on	on	ADP
cana-5266	309	19	machine	machine	NOUN
cana-5266	309	20	learning	learning	NOUN
cana-5266	309	21	.	.	PUNCT
cana-5266	310	1	sustainability	sustainability	NOUN
cana-5266	310	2	2022	2022	NUM
cana-5266	310	3	,	,	PUNCT
cana-5266	310	4	14	14	NUM
cana-5266	310	5	,	,	PUNCT
cana-5266	310	6	17008	17008	NUM
cana-5266	310	7	.	.	PUNCT
cana-5266	311	1	[	[	X
cana-5266	311	2	4	4	NUM
cana-5266	311	3	.	.	PUNCT
cana-5266	311	4	]	]	PUNCT
cana-5266	312	1	al	al	PROPN
cana-5266	312	2	ali	ali	PROPN
cana-5266	312	3	,	,	PUNCT
cana-5266	312	4	a.	a.	PROPN
cana-5266	312	5	;	;	PUNCT
cana-5266	312	6	khedr	khedr	PROPN
cana-5266	312	7	,	,	PUNCT
cana-5266	312	8	a.m.	a.m.	ADV
cana-5266	312	9	;	;	PUNCT
cana-5266	312	10	el	el	PROPN
cana-5266	312	11	bannany	bannany	PROPN
cana-5266	312	12	,	,	PUNCT
cana-5266	312	13	m.	m.	NOUN
cana-5266	312	14	;	;	PUNCT
cana-5266	312	15	kanakkayil	kanakkayil	PROPN
cana-5266	312	16	,	,	PUNCT
cana-5266	312	17	s.	s.	PROPN
cana-5266	312	18	galstm	galstm	PROPN
cana-5266	312	19	-	-	PUNCT
cana-5266	312	20	fdp	fdp	PROPN
cana-5266	312	21	:	:	PUNCT
cana-5266	312	22	a	a	DET
cana-5266	312	23	time	time	NOUN
cana-5266	312	24	-	-	PUNCT
cana-5266	312	25	series	series	NOUN
cana-5266	312	26	modeling	modeling	NOUN
cana-5266	312	27	approach	approach	NOUN
cana-5266	312	28	using	use	VERB
cana-5266	312	29	hybrid	hybrid	ADJ
cana-5266	312	30	ga	ga	PROPN
cana-5266	312	31	and	and	CCONJ
cana-5266	312	32	lstm	lstm	NOUN
cana-5266	312	33	for	for	ADP
cana-5266	312	34	financial	financial	ADJ
cana-5266	312	35	distress	distress	NOUN
cana-5266	312	36	prediction	prediction	NOUN
cana-5266	312	37	.	.	PUNCT
cana-5266	313	1	int	int	NOUN
cana-5266	313	2	.	.	PUNCT
cana-5266	314	1	j.	j.	PROPN
cana-5266	314	2	financ	financ	PROPN
cana-5266	314	3	.	.	PUNCT
cana-5266	314	4	stud	stud	PROPN
cana-5266	314	5	.	.	PUNCT
cana-5266	315	1	2023	2023	NUM
cana-5266	315	2	,	,	PUNCT
cana-5266	315	3	11	11	NUM
cana-5266	315	4	,	,	PUNCT
cana-5266	315	5	38	38	NUM
cana-5266	315	6	.	.	PUNCT
cana-5266	316	1	[	[	X
cana-5266	316	2	5	5	NUM
cana-5266	316	3	.	.	PUNCT
cana-5266	316	4	]	]	PUNCT
cana-5266	317	1	noh	noh	PROPN
cana-5266	317	2	,	,	PUNCT
cana-5266	317	3	s.-h	s.-h	NOUN
cana-5266	317	4	.	.	PUNCT
cana-5266	317	5	comparing	compare	VERB
cana-5266	317	6	the	the	DET
cana-5266	317	7	performance	performance	NOUN
cana-5266	317	8	of	of	ADP
cana-5266	317	9	corporate	corporate	ADJ
cana-5266	317	10	bankruptcy	bankruptcy	NOUN
cana-5266	317	11	prediction	prediction	NOUN
cana-5266	317	12	models	model	NOUN
cana-5266	317	13	based	base	VERB
cana-5266	317	14	on	on	ADP
cana-5266	317	15	imbalanced	imbalanced	ADJ
cana-5266	317	16	financial	financial	ADJ
cana-5266	317	17	data	datum	NOUN
cana-5266	317	18	.	.	PUNCT
cana-5266	318	1	sustainability	sustainability	NOUN
cana-5266	318	2	2023	2023	NUM
cana-5266	318	3	,	,	PUNCT
cana-5266	318	4	15	15	NUM
cana-5266	318	5	,	,	PUNCT
cana-5266	318	6	4794	4794	NUM
cana-5266	318	7	.	.	PUNCT
cana-5266	319	1	[	[	X
cana-5266	319	2	6	6	NUM
cana-5266	319	3	.	.	PUNCT
cana-5266	319	4	]	]	PUNCT
cana-5266	319	5	gholampoor	gholampoor	PROPN
cana-5266	319	6	,	,	PUNCT
cana-5266	319	7	h.	h.	PROPN
cana-5266	319	8	;	;	PUNCT
cana-5266	319	9	asadi	asadi	NOUN
cana-5266	319	10	,	,	PUNCT
cana-5266	319	11	m.	m.	NOUN
cana-5266	319	12	risk	risk	NOUN
cana-5266	319	13	analysis	analysis	NOUN
cana-5266	319	14	of	of	ADP
cana-5266	319	15	bankruptcy	bankruptcy	NOUN
cana-5266	319	16	in	in	ADP
cana-5266	319	17	the	the	DET
cana-5266	319	18	u.s	u.s	PROPN
cana-5266	319	19	.	.	PROPN
cana-5266	319	20	healthcare	healthcare	PROPN
cana-5266	319	21	industries	industry	NOUN
cana-5266	319	22	based	base	VERB
cana-5266	319	23	on	on	ADP
cana-5266	319	24	financial	financial	ADJ
cana-5266	319	25	ratios	ratio	NOUN
cana-5266	319	26	:	:	PUNCT
cana-5266	319	27	a	a	DET
cana-5266	319	28	machine	machine	NOUN
cana-5266	319	29	learning	learn	VERB
cana-5266	319	30	analysis	analysis	NOUN
cana-5266	319	31	.	.	PUNCT
cana-5266	320	1	j.	j.	PROPN
cana-5266	320	2	theor	theor	PROPN
cana-5266	320	3	.	.	PUNCT
cana-5266	321	1	appl	appl	PROPN
cana-5266	321	2	.	.	PROPN
cana-5266	321	3	electron	electron	PROPN
cana-5266	321	4	.	.	PUNCT
cana-5266	322	1	commer	commer	PROPN
cana-5266	322	2	.	.	PUNCT
cana-5266	322	3	res	res	PROPN
cana-5266	322	4	.	.	PUNCT
cana-5266	322	5	2024	2024	NUM
cana-5266	322	6	,	,	PUNCT
cana-5266	322	7	19	19	NUM
cana-5266	322	8	,	,	PUNCT
cana-5266	322	9	1303–1320	1303–1320	NUM
cana-5266	322	10	.	.	PUNCT
cana-5266	323	1	[	[	X
cana-5266	323	2	7	7	NUM
cana-5266	323	3	.	.	NUM
cana-5266	323	4	]	]	PUNCT
cana-5266	323	5	cao	cao	PROPN
cana-5266	323	6	,	,	PUNCT
cana-5266	323	7	t.	t.	PROPN
cana-5266	323	8	;	;	PUNCT
cana-5266	323	9	wan	wan	PROPN
cana-5266	323	10	,	,	PUNCT
cana-5266	323	11	x.	x.	PROPN
cana-5266	323	12	;	;	PUNCT
cana-5266	323	13	wang	wang	PROPN
cana-5266	323	14	,	,	PUNCT
cana-5266	323	15	h.	h.	PROPN
cana-5266	323	16	;	;	PUNCT
cana-5266	323	17	yu	yu	PROPN
cana-5266	323	18	,	,	PUNCT
cana-5266	323	19	x.	x.	PROPN
cana-5266	323	20	;	;	PUNCT
cana-5266	323	21	xu	xu	PROPN
cana-5266	323	22	,	,	PUNCT
cana-5266	323	23	l.	l.	PROPN
cana-5266	323	24	quantitative	quantitative	ADJ
cana-5266	323	25	stock	stock	PROPN
cana-5266	323	26	selection	selection	NOUN
cana-5266	323	27	model	model	NOUN
cana-5266	323	28	using	use	VERB
cana-5266	323	29	graph	graph	NOUN
cana-5266	323	30	learning	learning	NOUN
cana-5266	323	31	and	and	CCONJ
cana-5266	323	32	a	a	DET
cana-5266	323	33	spatial	spatial	ADJ
cana-5266	323	34	–	–	PUNCT
cana-5266	323	35	temporal	temporal	ADJ
cana-5266	323	36	encoder	encoder	NOUN
cana-5266	323	37	.	.	PUNCT
cana-5266	324	1	j.	j.	PROPN
cana-5266	324	2	theor	theor	PROPN
cana-5266	324	3	.	.	PUNCT
cana-5266	325	1	appl	appl	PROPN
cana-5266	325	2	.	.	PROPN
cana-5266	325	3	electron	electron	PROPN
cana-5266	325	4	.	.	PUNCT
cana-5266	326	1	commer	commer	PROPN
cana-5266	326	2	.	.	PUNCT
cana-5266	326	3	res	res	PROPN
cana-5266	326	4	.	.	PUNCT
cana-5266	326	5	2024	2024	NUM
cana-5266	326	6	,	,	PUNCT
cana-5266	326	7	19	19	NUM
cana-5266	326	8	,	,	PUNCT
cana-5266	326	9	1756–1775	1756–1775	NUM
cana-5266	326	10	.	.	PUNCT
cana-5266	327	1	[	[	X
cana-5266	327	2	8	8	NUM
cana-5266	327	3	.	.	X
cana-5266	327	4	]	]	PUNCT
cana-5266	328	1	millea	millea	ADV
cana-5266	328	2	,	,	PUNCT
cana-5266	328	3	a.	a.	NOUN
cana-5266	328	4	;	;	PUNCT
cana-5266	328	5	edalat	edalat	ADJ
cana-5266	328	6	,	,	PUNCT
cana-5266	328	7	a.	a.	NOUN
cana-5266	328	8	using	use	VERB
cana-5266	328	9	deep	deep	ADJ
cana-5266	328	10	reinforcement	reinforcement	NOUN
cana-5266	328	11	learning	learning	NOUN
cana-5266	328	12	with	with	ADP
cana-5266	328	13	hierarchical	hierarchical	ADJ
cana-5266	328	14	risk	risk	NOUN
cana-5266	328	15	parity	parity	NOUN
cana-5266	328	16	for	for	ADP
cana-5266	328	17	portfolio	portfolio	NOUN
cana-5266	328	18	optimization	optimization	NOUN
cana-5266	328	19	.	.	PUNCT
cana-5266	329	1	int	int	NOUN
cana-5266	329	2	.	.	PUNCT
cana-5266	330	1	j.	j.	PROPN
cana-5266	330	2	financ	financ	PROPN
cana-5266	330	3	.	.	PUNCT
cana-5266	330	4	stud	stud	PROPN
cana-5266	330	5	.	.	PUNCT
cana-5266	331	1	2023	2023	NUM
cana-5266	331	2	,	,	PUNCT
cana-5266	331	3	11	11	NUM
cana-5266	331	4	,	,	PUNCT
cana-5266	331	5	10	10	NUM
cana-5266	331	6	.	.	PUNCT
cana-5266	332	1	[	[	X
cana-5266	332	2	9	9	NUM
cana-5266	332	3	.	.	NUM
cana-5266	332	4	]	]	PUNCT
cana-5266	333	1	hu	hu	PROPN
cana-5266	333	2	,	,	PUNCT
cana-5266	333	3	w.	w.	PROPN
cana-5266	333	4	;	;	PUNCT
cana-5266	333	5	li	li	PROPN
cana-5266	333	6	,	,	PUNCT
cana-5266	333	7	x.	x.	PROPN
cana-5266	333	8	financial	financial	PROPN
cana-5266	333	9	technology	technology	PROPN
cana-5266	333	10	development	development	NOUN
cana-5266	333	11	and	and	CCONJ
cana-5266	333	12	green	green	ADJ
cana-5266	333	13	total	total	ADJ
cana-5266	333	14	factor	factor	NOUN
cana-5266	333	15	productivity	productivity	NOUN
cana-5266	333	16	.	.	PUNCT
cana-5266	334	1	sustainability	sustainability	NOUN
cana-5266	334	2	2023	2023	NUM
cana-5266	334	3	,	,	PUNCT
cana-5266	334	4	15	15	NUM
cana-5266	334	5	,	,	PUNCT
cana-5266	334	6	10309	10309	NUM
cana-5266	334	7	.	.	PUNCT
cana-5266	335	1	[	[	X
cana-5266	335	2	10	10	NUM
cana-5266	335	3	.	.	PUNCT
cana-5266	335	4	]	]	PUNCT
cana-5266	336	1	shiyyab	shiyyab	PROPN
cana-5266	336	2	,	,	PUNCT
cana-5266	336	3	f.s	f.s	PROPN
cana-5266	336	4	.	.	PROPN
cana-5266	336	5	;	;	PUNCT
cana-5266	336	6	alzoubi	alzoubi	PROPN
cana-5266	336	7	,	,	PUNCT
cana-5266	336	8	a.b	a.b	PROPN
cana-5266	336	9	.	.	PROPN
cana-5266	336	10	;	;	PUNCT
cana-5266	336	11	obidat	obidat	NOUN
cana-5266	336	12	,	,	PUNCT
cana-5266	336	13	q.m	q.m	PROPN
cana-5266	336	14	.	.	PROPN
cana-5266	336	15	;	;	PUNCT
cana-5266	336	16	alshurafat	alshurafat	PROPN
cana-5266	336	17	,	,	PUNCT
cana-5266	336	18	h.	h.	PROPN
cana-5266	336	19	the	the	DET
cana-5266	336	20	impact	impact	NOUN
cana-5266	336	21	of	of	ADP
cana-5266	336	22	artificial	artificial	ADJ
cana-5266	336	23	intelligence	intelligence	NOUN
cana-5266	336	24	disclosure	disclosure	NOUN
cana-5266	336	25	on	on	ADP
cana-5266	336	26	financial	financial	ADJ
cana-5266	336	27	performance	performance	NOUN
cana-5266	336	28	.	.	PUNCT
cana-5266	337	1	int	int	NOUN
cana-5266	337	2	.	.	PUNCT
cana-5266	338	1	j.	j.	PROPN
cana-5266	338	2	financ	financ	PROPN
cana-5266	338	3	.	.	PUNCT
cana-5266	338	4	stud	stud	PROPN
cana-5266	338	5	.	.	PUNCT
cana-5266	339	1	2023	2023	NUM
cana-5266	339	2	,	,	PUNCT
cana-5266	339	3	11	11	NUM
cana-5266	339	4	,	,	PUNCT
cana-5266	339	5	115	115	NUM
cana-5266	339	6	.	.	PUNCT
cana-5266	340	1	[	[	X
cana-5266	340	2	11	11	NUM
cana-5266	340	3	.	.	PUNCT
cana-5266	340	4	]	]	PUNCT
cana-5266	341	1	de	de	X
cana-5266	341	2	andrés	andrés	PROPN
cana-5266	341	3	-	-	PUNCT
cana-5266	341	4	sánchez	sánchez	NOUN
cana-5266	341	5	,	,	PUNCT
cana-5266	341	6	j.	j.	PROPN
cana-5266	341	7	;	;	PUNCT
cana-5266	341	8	gené	gené	NOUN
cana-5266	341	9	-	-	PUNCT
cana-5266	341	10	albesa	albesa	NOUN
cana-5266	341	11	,	,	PUNCT
cana-5266	341	12	j.	j.	PROPN
cana-5266	341	13	explaining	explain	VERB
cana-5266	341	14	policyholders	policyholder	NOUN
cana-5266	341	15	’	'	PUNCT
cana-5266	341	16	chatbot	chatbot	NOUN
cana-5266	341	17	acceptance	acceptance	NOUN
cana-5266	341	18	with	with	ADP
cana-5266	341	19	an	an	DET
cana-5266	341	20	unified	unified	ADJ
cana-5266	341	21	technology	technology	NOUN
cana-5266	341	22	acceptanceand	acceptanceand	NOUN
cana-5266	341	23	use	use	NOUN
cana-5266	341	24	of	of	ADP
cana-5266	341	25	technology	technology	NOUN
cana-5266	341	26	-	-	PUNCT
cana-5266	341	27	based	base	VERB
cana-5266	341	28	model	model	NOUN
cana-5266	341	29	.	.	PUNCT
cana-5266	342	1	j.	j.	PROPN
cana-5266	342	2	theor	theor	PROPN
cana-5266	342	3	.	.	PUNCT
cana-5266	343	1	appl	appl	PROPN
cana-5266	343	2	.	.	PROPN
cana-5266	343	3	electron	electron	PROPN
cana-5266	343	4	.	.	PUNCT
cana-5266	344	1	commer	commer	PROPN
cana-5266	344	2	.	.	PUNCT
cana-5266	344	3	res	res	PROPN
cana-5266	344	4	.	.	PROPN
cana-5266	345	1	2023	2023	NUM
cana-5266	345	2	,	,	PUNCT
cana-5266	345	3	18	18	NUM
cana-5266	345	4	,	,	PUNCT
cana-5266	345	5	1217–1237	1217–1237	NUM
cana-5266	345	6	.	.	PUNCT
cana-5266	346	1	[	[	X
cana-5266	346	2	12	12	NUM
cana-5266	346	3	.	.	PUNCT
cana-5266	346	4	]	]	X
cana-5266	347	1	de	de	X
cana-5266	347	2	zarzà	zarzà	PROPN
cana-5266	347	3	,	,	PUNCT
cana-5266	347	4	i.	i.	NOUN
cana-5266	347	5	;	;	PUNCT
cana-5266	347	6	de	de	X
cana-5266	347	7	curtò	curtò	PROPN
cana-5266	347	8	,	,	PUNCT
cana-5266	347	9	j.	j.	PROPN
cana-5266	347	10	;	;	PUNCT
cana-5266	347	11	roig	roig	PROPN
cana-5266	347	12	,	,	PUNCT
cana-5266	347	13	g.	g.	PROPN
cana-5266	347	14	;	;	PUNCT
cana-5266	347	15	calafate	calafate	PROPN
cana-5266	347	16	,	,	PUNCT
cana-5266	347	17	c.t	c.t	PROPN
cana-5266	347	18	.	.	PROPN
cana-5266	347	19	optimized	optimize	VERB
cana-5266	347	20	financial	financial	ADJ
cana-5266	347	21	planning	planning	NOUN
cana-5266	347	22	:	:	PUNCT
cana-5266	347	23	integrating	integrate	VERB
cana-5266	347	24	individual	individual	ADJ
cana-5266	347	25	and	and	CCONJ
cana-5266	347	26	cooperative	cooperative	ADJ
cana-5266	347	27	budgeting	budgeting	NOUN
cana-5266	347	28	models	model	NOUN
cana-5266	347	29	with	with	ADP
cana-5266	347	30	llm	llm	PROPN
cana-5266	347	31	recommendations	recommendation	NOUN
cana-5266	347	32	.	.	PUNCT
cana-5266	348	1	ai	ai	VERB
cana-5266	348	2	2024	2024	NUM
cana-5266	348	3	,	,	PUNCT
cana-5266	348	4	5	5	NUM
cana-5266	348	5	,	,	PUNCT
cana-5266	348	6	91	91	NUM
cana-5266	348	7	–	–	SYM
cana-5266	348	8	114	114	NUM
cana-5266	348	9	.	.	PUNCT
cana-5266	349	1	[	[	X
cana-5266	349	2	13	13	NUM
cana-5266	349	3	.	.	PUNCT
cana-5266	349	4	]	]	PUNCT
cana-5266	350	1	lee	lee	PROPN
cana-5266	350	2	,	,	PUNCT
cana-5266	350	3	c.-y	c.-y	NOUN
cana-5266	350	4	.	.	PUNCT
cana-5266	350	5	;	;	PUNCT
cana-5266	350	6	wen	wen	PROPN
cana-5266	350	7	,	,	PUNCT
cana-5266	350	8	c.-r	c.-r	PROPN
cana-5266	350	9	.	.	PUNCT
cana-5266	350	10	;	;	PUNCT
cana-5266	350	11	thi	thi	PROPN
cana-5266	350	12	-	-	PUNCT
cana-5266	350	13	thanh	thanh	NOUN
cana-5266	350	14	-	-	PUNCT
cana-5266	350	15	nguyen	nguyen	NOUN
cana-5266	350	16	,	,	PUNCT
cana-5266	350	17	b.	b.	PROPN
cana-5266	350	18	board	board	PROPN
cana-5266	350	19	expertise	expertise	NOUN
cana-5266	350	20	background	background	NOUN
cana-5266	350	21	and	and	CCONJ
cana-5266	350	22	firm	firm	ADJ
cana-5266	350	23	performance	performance	NOUN
cana-5266	350	24	.	.	PUNCT
cana-5266	351	1	int	int	NOUN
cana-5266	351	2	.	.	PUNCT
cana-5266	352	1	j.	j.	PROPN
cana-5266	352	2	financ	financ	PROPN
cana-5266	352	3	.	.	PUNCT
cana-5266	352	4	stud	stud	PROPN
cana-5266	352	5	.	.	PUNCT
cana-5266	353	1	2024	2024	NUM
cana-5266	353	2	,	,	PUNCT
cana-5266	353	3	12	12	NUM
cana-5266	353	4	,	,	PUNCT
cana-5266	353	5	17	17	NUM
cana-5266	353	6	.	.	PUNCT
cana-5266	354	1	[	[	X
cana-5266	354	2	14	14	NUM
cana-5266	354	3	.	.	PUNCT
cana-5266	354	4	]	]	PUNCT
cana-5266	355	1	frohmann	frohmann	PROPN
cana-5266	355	2	,	,	PUNCT
cana-5266	355	3	m.	m.	NOUN
cana-5266	355	4	;	;	PUNCT
cana-5266	355	5	karner	karner	NOUN
cana-5266	355	6	,	,	PUNCT
cana-5266	355	7	m.	m.	NOUN
cana-5266	355	8	;	;	PUNCT
cana-5266	355	9	khudoyan	khudoyan	PROPN
cana-5266	355	10	,	,	PUNCT
cana-5266	355	11	s.	s.	PROPN
cana-5266	355	12	;	;	PUNCT
cana-5266	355	13	wagner	wagner	PROPN
cana-5266	355	14	,	,	PUNCT
cana-5266	355	15	r.	r.	PROPN
cana-5266	355	16	;	;	PUNCT
cana-5266	355	17	schedl	schedl	NOUN
cana-5266	355	18	,	,	PUNCT
cana-5266	355	19	m.	m.	NOUN
cana-5266	355	20	predicting	predict	VERB
cana-5266	355	21	the	the	DET
cana-5266	355	22	price	price	NOUN
cana-5266	355	23	of	of	ADP
cana-5266	355	24	bitcoin	bitcoin	NOUN
cana-5266	355	25	using	use	VERB
cana-5266	355	26	sentiment	sentiment	NOUN
cana-5266	355	27	-	-	PUNCT
cana-5266	355	28	enriched	enrich	VERB
cana-5266	355	29	time	time	NOUN
cana-5266	355	30	series	series	PROPN
cana-5266	355	31	forecasting	forecasting	NOUN
cana-5266	355	32	.	.	PUNCT
cana-5266	356	1	big	big	ADJ
cana-5266	356	2	data	datum	NOUN
cana-5266	356	3	cogn	cogn	VERB
cana-5266	356	4	.	.	PUNCT
cana-5266	357	1	comput	comput	NOUN
cana-5266	357	2	.	.	PUNCT
cana-5266	358	1	2023	2023	NUM
cana-5266	358	2	,	,	PUNCT
cana-5266	358	3	7	7	NUM
cana-5266	358	4	,	,	PUNCT
cana-5266	358	5	137	137	NUM
cana-5266	358	6	.	.	PUNCT
cana-5266	359	1	[	[	X
cana-5266	359	2	15	15	NUM
cana-5266	359	3	.	.	PUNCT
cana-5266	359	4	]	]	PUNCT
cana-5266	360	1	bâra	bâra	PROPN
cana-5266	360	2	,	,	PUNCT
cana-5266	360	3	a.	a.	NOUN
cana-5266	360	4	;	;	PUNCT
cana-5266	360	5	oprea	oprea	PROPN
cana-5266	360	6	,	,	PUNCT
cana-5266	360	7	s.-v	s.-v	PROPN
cana-5266	360	8	.	.	PUNCT
cana-5266	361	1	the	the	DET
cana-5266	361	2	impact	impact	NOUN
cana-5266	361	3	of	of	ADP
cana-5266	361	4	academic	academic	ADJ
cana-5266	361	5	publications	publication	NOUN
cana-5266	361	6	over	over	ADP
cana-5266	361	7	the	the	DET
cana-5266	361	8	last	last	ADJ
cana-5266	361	9	decade	decade	NOUN
cana-5266	361	10	on	on	ADP
cana-5266	361	11	historical	historical	ADJ
cana-5266	361	12	bitcoin	bitcoin	NOUN
cana-5266	361	13	prices	price	NOUN
cana-5266	361	14	using	use	VERB
cana-5266	361	15	generative	generative	ADJ
cana-5266	361	16	models	model	NOUN
cana-5266	361	17	.	.	PUNCT
cana-5266	362	1	j.	j.	PROPN
cana-5266	362	2	theor	theor	PROPN
cana-5266	362	3	.	.	PUNCT
cana-5266	363	1	appl	appl	PROPN
cana-5266	363	2	.	.	PROPN
cana-5266	363	3	electron	electron	PROPN
cana-5266	363	4	.	.	PUNCT
cana-5266	364	1	commer	commer	PROPN
cana-5266	364	2	.	.	PUNCT
cana-5266	364	3	res	res	PROPN
cana-5266	364	4	.	.	PUNCT
cana-5266	364	5	2024	2024	NUM
cana-5266	364	6	,	,	PUNCT
cana-5266	364	7	19	19	NUM
cana-5266	364	8	,	,	PUNCT
cana-5266	364	9	538	538	NUM
cana-5266	364	10	–	–	PUNCT
cana-5266	364	11	560	560	NUM
cana-5266	364	12	.	.	PUNCT