id	sid	tid	token	lemma	pos
cana-5757	1	1	communications	communication	NOUN
cana-5757	1	2	on	on	ADP
cana-5757	1	3	applied	apply	VERB
cana-5757	1	4	nonlinear	nonlinear	ADJ
cana-5757	1	5	analysis	analysis	NOUN
cana-5757	1	6	issn	issn	NOUN
cana-5757	1	7	:	:	PUNCT
cana-5757	1	8	1074	1074	NUM
cana-5757	1	9	-	-	PUNCT
cana-5757	1	10	133x	133x	NUM
cana-5757	1	11	vol	vol	NOUN
cana-5757	1	12	32	32	NUM
cana-5757	1	13	no	no	NOUN
cana-5757	1	14	.	.	PUNCT
cana-5757	2	1	3s	3s	NUM
cana-5757	2	2	(	(	PUNCT
cana-5757	2	3	2025	2025	NUM
cana-5757	2	4	)	)	PUNCT
cana-5757	2	5	808	808	NUM
cana-5757	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5757	2	7	intelligent	intelligent	ADJ
cana-5757	2	8	anomaly	anomaly	NOUN
cana-5757	2	9	detection	detection	NOUN
cana-5757	2	10	in	in	ADP
cana-5757	2	11	financial	financial	ADJ
cana-5757	2	12	transactions	transaction	NOUN
cana-5757	2	13	using	use	VERB
cana-5757	2	14	machine	machine	NOUN
cana-5757	2	15	learning	learning	NOUN
cana-5757	2	16	paradigms	paradigm	VERB
cana-5757	2	17	amer	amer	PROPN
cana-5757	2	18	khan1	khan1	PROPN
cana-5757	3	1	dr	dr	PROPN
cana-5757	3	2	.	.	PROPN
cana-5757	3	3	t.k	t.k	PROPN
cana-5757	3	4	.	.	PROPN
cana-5757	3	5	shaik	shaik	PROPN
cana-5757	3	6	shavali2	shavali2	PROPN
cana-5757	3	7	dr	dr	PROPN
cana-5757	3	8	.	.	PROPN
cana-5757	3	9	syed	syed	PROPN
cana-5757	3	10	raziuddin3	raziuddin3	PROPN
cana-5757	3	11	1	1	NUM
cana-5757	3	12	research	research	NOUN
cana-5757	3	13	scholar	scholar	NOUN
cana-5757	3	14	,	,	PUNCT
cana-5757	3	15	dept	dept	NOUN
cana-5757	3	16	.	.	PROPN
cana-5757	3	17	of	of	ADP
cana-5757	3	18	computer	computer	NOUN
cana-5757	3	19	science	science	NOUN
cana-5757	3	20	and	and	CCONJ
cana-5757	3	21	engineering	engineering	NOUN
cana-5757	3	22	,	,	PUNCT
cana-5757	3	23	lords	lords	PROPN
cana-5757	3	24	institute	institute	PROPN
cana-5757	3	25	of	of	ADP
cana-5757	3	26	engineering	engineering	NOUN
cana-5757	3	27	and	and	CCONJ
cana-5757	3	28	technology	technology	NOUN
cana-5757	3	29	,	,	PUNCT
cana-5757	3	30	hyderabad	hyderabad	PROPN
cana-5757	3	31	,	,	PUNCT
cana-5757	3	32	telangana	telangana	PROPN
cana-5757	3	33	2professor	2professor	NUM
cana-5757	3	34	,	,	PUNCT
cana-5757	3	35	dept	dept	NOUN
cana-5757	3	36	.	.	PROPN
cana-5757	3	37	of	of	ADP
cana-5757	3	38	computer	computer	NOUN
cana-5757	3	39	science	science	NOUN
cana-5757	3	40	and	and	CCONJ
cana-5757	3	41	engineering	engineering	NOUN
cana-5757	3	42	,	,	PUNCT
cana-5757	3	43	lords	lords	PROPN
cana-5757	3	44	institute	institute	PROPN
cana-5757	3	45	of	of	ADP
cana-5757	3	46	engineering	engineering	NOUN
cana-5757	3	47	and	and	CCONJ
cana-5757	3	48	technology	technology	NOUN
cana-5757	3	49	,	,	PUNCT
cana-5757	3	50	hyderabad	hyderabad	PROPN
cana-5757	3	51	,	,	PUNCT
cana-5757	3	52	telangana	telangana	PROPN
cana-5757	3	53	3professor	3professor	NUM
cana-5757	3	54	,	,	PUNCT
cana-5757	3	55	dept	dept	NOUN
cana-5757	3	56	.	.	PROPN
cana-5757	3	57	of	of	ADP
cana-5757	3	58	computer	computer	NOUN
cana-5757	3	59	science	science	NOUN
cana-5757	3	60	and	and	CCONJ
cana-5757	3	61	engineering	engineering	NOUN
cana-5757	3	62	,	,	PUNCT
cana-5757	3	63	lords	lords	PROPN
cana-5757	3	64	institute	institute	PROPN
cana-5757	3	65	of	of	ADP
cana-5757	3	66	engineering	engineering	NOUN
cana-5757	3	67	and	and	CCONJ
cana-5757	3	68	technology	technology	NOUN
cana-5757	3	69	,	,	PUNCT
cana-5757	3	70	hyderabad	hyderabad	PROPN
cana-5757	3	71	,	,	PUNCT
cana-5757	3	72	telangana	telangana	PROPN
cana-5757	3	73	article	article	PROPN
cana-5757	3	74	history	history	NOUN
cana-5757	3	75	:	:	PUNCT
cana-5757	3	76	received	receive	VERB
cana-5757	3	77	:	:	PUNCT
cana-5757	3	78	12	12	NUM
cana-5757	3	79	-	-	SYM
cana-5757	3	80	01	01	NUM
cana-5757	3	81	-	-	PUNCT
cana-5757	3	82	2025	2025	NUM
cana-5757	3	83	revised	revise	VERB
cana-5757	3	84	:	:	PUNCT
cana-5757	3	85	15	15	NUM
cana-5757	3	86	-	-	NUM
cana-5757	3	87	02	02	NUM
cana-5757	3	88	-	-	PUNCT
cana-5757	3	89	2025	2025	NUM
cana-5757	3	90	accepted	accept	VERB
cana-5757	3	91	:	:	PUNCT
cana-5757	3	92	01	01	NUM
cana-5757	3	93	-	-	SYM
cana-5757	3	94	03	03	NUM
cana-5757	3	95	-	-	PUNCT
cana-5757	3	96	2025	2025	NUM
cana-5757	3	97	abstract	abstract	NOUN
cana-5757	3	98	the	the	DET
cana-5757	3	99	main	main	ADJ
cana-5757	3	100	objective	objective	NOUN
cana-5757	3	101	of	of	ADP
cana-5757	3	102	the	the	DET
cana-5757	3	103	project	project	NOUN
cana-5757	3	104	is	be	AUX
cana-5757	3	105	to	to	PART
cana-5757	3	106	detect	detect	VERB
cana-5757	3	107	fraudulent	fraudulent	ADJ
cana-5757	3	108	activity	activity	NOUN
cana-5757	3	109	in	in	ADP
cana-5757	3	110	financial	financial	ADJ
cana-5757	3	111	data	datum	NOUN
cana-5757	3	112	using	use	VERB
cana-5757	3	113	machine	machine	NOUN
cana-5757	3	114	learning	learning	NOUN
cana-5757	3	115	techniques	technique	NOUN
cana-5757	3	116	.	.	PUNCT
cana-5757	4	1	in	in	ADP
cana-5757	4	2	the	the	DET
cana-5757	4	3	banking	banking	NOUN
cana-5757	4	4	industry	industry	NOUN
cana-5757	4	5	,	,	PUNCT
cana-5757	4	6	where	where	SCONJ
cana-5757	4	7	identifying	identify	VERB
cana-5757	4	8	and	and	CCONJ
cana-5757	4	9	stopping	stop	VERB
cana-5757	4	10	fraudulent	fraudulent	ADJ
cana-5757	4	11	transactions	transaction	NOUN
cana-5757	4	12	is	be	AUX
cana-5757	4	13	crucial	crucial	ADJ
cana-5757	4	14	,	,	PUNCT
cana-5757	4	15	this	this	PRON
cana-5757	4	16	is	be	AUX
cana-5757	4	17	a	a	DET
cana-5757	4	18	serious	serious	ADJ
cana-5757	4	19	issue	issue	NOUN
cana-5757	4	20	.	.	PUNCT
cana-5757	5	1	the	the	DET
cana-5757	5	2	research	research	NOUN
cana-5757	5	3	presents	present	VERB
cana-5757	5	4	class	class	NOUN
cana-5757	5	5	weight	weight	NOUN
cana-5757	5	6	-	-	PUNCT
cana-5757	5	7	tuning	tune	VERB
cana-5757	5	8	hyperparameters	hyperparameter	NOUN
cana-5757	5	9	to	to	PART
cana-5757	5	10	enhance	enhance	VERB
cana-5757	5	11	fraud	fraud	NOUN
cana-5757	5	12	detection	detection	NOUN
cana-5757	5	13	.	.	PUNCT
cana-5757	6	1	by	by	ADP
cana-5757	6	2	improving	improve	VERB
cana-5757	6	3	the	the	DET
cana-5757	6	4	model	model	NOUN
cana-5757	6	5	's	's	PART
cana-5757	6	6	ability	ability	NOUN
cana-5757	6	7	to	to	PART
cana-5757	6	8	distinguish	distinguish	VERB
cana-5757	6	9	between	between	ADP
cana-5757	6	10	authentic	authentic	ADJ
cana-5757	6	11	and	and	CCONJ
cana-5757	6	12	fraudulent	fraudulent	ADJ
cana-5757	6	13	transactions	transaction	NOUN
cana-5757	6	14	,	,	PUNCT
cana-5757	6	15	these	these	DET
cana-5757	6	16	parameters	parameter	NOUN
cana-5757	6	17	raise	raise	VERB
cana-5757	6	18	the	the	DET
cana-5757	6	19	fraud	fraud	NOUN
cana-5757	6	20	detection	detection	NOUN
cana-5757	6	21	system	system	NOUN
cana-5757	6	22	's	's	PART
cana-5757	6	23	accuracy	accuracy	NOUN
cana-5757	6	24	.	.	PUNCT
cana-5757	7	1	three	three	NUM
cana-5757	7	2	well	well	ADV
cana-5757	7	3	-	-	PUNCT
cana-5757	7	4	known	know	VERB
cana-5757	7	5	machine	machine	NOUN
cana-5757	7	6	learning	learning	NOUN
cana-5757	7	7	algorithms	algorithm	NOUN
cana-5757	7	8	—	—	PUNCT
cana-5757	7	9	xgboost	xgboost	ADV
cana-5757	7	10	,	,	PUNCT
cana-5757	7	11	lightgbm	lightgbm	ADJ
cana-5757	7	12	,	,	PUNCT
cana-5757	7	13	and	and	CCONJ
cana-5757	7	14	catboost	catboost	NOUN
cana-5757	7	15	—	—	PUNCT
cana-5757	7	16	are	be	AUX
cana-5757	7	17	explicitly	explicitly	ADV
cana-5757	7	18	used	use	VERB
cana-5757	7	19	in	in	ADP
cana-5757	7	20	the	the	DET
cana-5757	7	21	study	study	NOUN
cana-5757	7	22	.	.	PUNCT
cana-5757	8	1	the	the	DET
cana-5757	8	2	goal	goal	NOUN
cana-5757	8	3	of	of	ADP
cana-5757	8	4	combining	combine	VERB
cana-5757	8	5	the	the	DET
cana-5757	8	6	benefits	benefit	NOUN
cana-5757	8	7	of	of	ADP
cana-5757	8	8	each	each	DET
cana-5757	8	9	algorithm	algorithm	NOUN
cana-5757	8	10	is	be	AUX
cana-5757	8	11	to	to	PART
cana-5757	8	12	improve	improve	VERB
cana-5757	8	13	the	the	DET
cana-5757	8	14	overall	overall	ADJ
cana-5757	8	15	efficacy	efficacy	NOUN
cana-5757	8	16	of	of	ADP
cana-5757	8	17	the	the	DET
cana-5757	8	18	fraud	fraud	NOUN
cana-5757	8	19	detection	detection	NOUN
cana-5757	8	20	technique.hyperparameters	technique.hyperparameter	NOUN
cana-5757	8	21	are	be	AUX
cana-5757	8	22	optimized	optimize	VERB
cana-5757	8	23	in	in	ADP
cana-5757	8	24	the	the	DET
cana-5757	8	25	study	study	NOUN
cana-5757	8	26	using	use	VERB
cana-5757	8	27	deep	deep	ADJ
cana-5757	8	28	learning	learning	NOUN
cana-5757	8	29	techniques	technique	NOUN
cana-5757	8	30	.	.	PUNCT
cana-5757	9	1	this	this	DET
cana-5757	9	2	link	link	NOUN
cana-5757	9	3	improves	improve	VERB
cana-5757	9	4	the	the	DET
cana-5757	9	5	fraud	fraud	NOUN
cana-5757	9	6	detection	detection	NOUN
cana-5757	9	7	system	system	NOUN
cana-5757	9	8	's	's	PART
cana-5757	9	9	efficacy	efficacy	NOUN
cana-5757	9	10	and	and	CCONJ
cana-5757	9	11	flexibility	flexibility	NOUN
cana-5757	9	12	,	,	PUNCT
cana-5757	9	13	increasing	increase	VERB
cana-5757	9	14	its	its	PRON
cana-5757	9	15	capacity	capacity	NOUN
cana-5757	9	16	to	to	PART
cana-5757	9	17	recognize	recognize	VERB
cana-5757	9	18	changing	change	VERB
cana-5757	9	19	fraud	fraud	NOUN
cana-5757	9	20	strategies	strategy	NOUN
cana-5757	9	21	.	.	PUNCT
cana-5757	10	1	the	the	DET
cana-5757	10	2	initiative	initiative	NOUN
cana-5757	10	3	uses	use	VERB
cana-5757	10	4	real	real	ADJ
cana-5757	10	5	-	-	PUNCT
cana-5757	10	6	world	world	NOUN
cana-5757	10	7	data	datum	NOUN
cana-5757	10	8	to	to	PART
cana-5757	10	9	do	do	VERB
cana-5757	10	10	comprehensive	comprehensive	ADJ
cana-5757	10	11	assessments	assessment	NOUN
cana-5757	10	12	.	.	PUNCT
cana-5757	11	1	these	these	DET
cana-5757	11	2	studies	study	NOUN
cana-5757	11	3	demonstrate	demonstrate	VERB
cana-5757	11	4	that	that	SCONJ
cana-5757	11	5	the	the	DET
cana-5757	11	6	combination	combination	NOUN
cana-5757	11	7	of	of	ADP
cana-5757	11	8	lightgbm	lightgbm	ADJ
cana-5757	11	9	and	and	CCONJ
cana-5757	11	10	xgboost	xgboost	NOUN
cana-5757	11	11	works	work	VERB
cana-5757	11	12	better	well	ADV
cana-5757	11	13	than	than	ADP
cana-5757	11	14	current	current	ADJ
cana-5757	11	15	techniques	technique	NOUN
cana-5757	11	16	across	across	ADP
cana-5757	11	17	a	a	DET
cana-5757	11	18	range	range	NOUN
cana-5757	11	19	of	of	ADP
cana-5757	11	20	parameters	parameter	NOUN
cana-5757	11	21	.	.	PUNCT
cana-5757	12	1	this	this	PRON
cana-5757	12	2	suggests	suggest	VERB
cana-5757	12	3	that	that	SCONJ
cana-5757	12	4	the	the	DET
cana-5757	12	5	suggested	suggest	VERB
cana-5757	12	6	method	method	NOUN
cana-5757	12	7	outperforms	outperform	VERB
cana-5757	12	8	alternative	alternative	ADJ
cana-5757	12	9	methods	method	NOUN
cana-5757	12	10	in	in	ADP
cana-5757	12	11	terms	term	NOUN
cana-5757	12	12	of	of	ADP
cana-5757	12	13	identifying	identify	VERB
cana-5757	12	14	fraudulent	fraudulent	ADJ
cana-5757	12	15	activity	activity	NOUN
cana-5757	12	16	.	.	PUNCT
cana-5757	13	1	a	a	DET
cana-5757	13	2	stacking	stacking	NOUN
cana-5757	13	3	classifier	classifier	NOUN
cana-5757	13	4	is	be	AUX
cana-5757	13	5	one	one	NUM
cana-5757	13	6	feature	feature	NOUN
cana-5757	13	7	that	that	PRON
cana-5757	13	8	combines	combine	VERB
cana-5757	13	9	the	the	DET
cana-5757	13	10	predictions	prediction	NOUN
cana-5757	13	11	of	of	ADP
cana-5757	13	12	the	the	DET
cana-5757	13	13	randomforest	randomforest	NOUN
cana-5757	13	14	and	and	CCONJ
cana-5757	13	15	lightgbm	lightgbm	ADJ
cana-5757	13	16	classifiers	classifier	NOUN
cana-5757	13	17	with	with	ADP
cana-5757	13	18	certain	certain	ADJ
cana-5757	13	19	settings	setting	NOUN
cana-5757	13	20	.	.	PUNCT
cana-5757	14	1	by	by	ADP
cana-5757	14	2	combining	combine	VERB
cana-5757	14	3	the	the	DET
cana-5757	14	4	advantages	advantage	NOUN
cana-5757	14	5	of	of	ADP
cana-5757	14	6	many	many	ADJ
cana-5757	14	7	models	model	NOUN
cana-5757	14	8	,	,	PUNCT
cana-5757	14	9	this	this	DET
cana-5757	14	10	ensemble	ensemble	ADJ
cana-5757	14	11	method	method	NOUN
cana-5757	14	12	improves	improve	VERB
cana-5757	14	13	prediction	prediction	NOUN
cana-5757	14	14	accuracy	accuracy	NOUN
cana-5757	14	15	by	by	ADP
cana-5757	14	16	using	use	VERB
cana-5757	14	17	a	a	DET
cana-5757	14	18	gradientboostingclassifier	gradientboostingclassifier	NOUN
cana-5757	14	19	as	as	ADP
cana-5757	14	20	the	the	DET
cana-5757	14	21	final	final	ADJ
cana-5757	14	22	estimator	estimator	NOUN
cana-5757	14	23	.	.	PUNCT
cana-5757	15	1	keywords	keyword	NOUN
cana-5757	15	2	:	:	PUNCT
cana-5757	15	3	data	datum	NOUN
cana-5757	15	4	mining	mining	NOUN
cana-5757	15	5	,	,	PUNCT
cana-5757	15	6	hyperparameter	hyperparameter	PROPN
cana-5757	15	7	,	,	PUNCT
cana-5757	15	8	ensemble	ensemble	ADJ
cana-5757	15	9	learning	learning	NOUN
cana-5757	15	10	,	,	PUNCT
cana-5757	15	11	deep	deep	ADJ
cana-5757	15	12	learning	learning	NOUN
cana-5757	15	13	,	,	PUNCT
cana-5757	15	14	bayesian	bayesian	NOUN
cana-5757	15	15	optimization	optimization	NOUN
cana-5757	15	16	,	,	PUNCT
cana-5757	15	17	machine	machine	NOUN
cana-5757	15	18	learning	learning	NOUN
cana-5757	15	19	,	,	PUNCT
cana-5757	15	20	and	and	CCONJ
cana-5757	15	21	unbalanced	unbalanced	ADJ
cana-5757	15	22	data	datum	NOUN
cana-5757	15	23	are	be	AUX
cana-5757	15	24	index	index	NOUN
cana-5757	15	25	terms	term	NOUN
cana-5757	15	26	.	.	PUNCT
cana-5757	16	1	communications	communication	NOUN
cana-5757	16	2	on	on	ADP
cana-5757	16	3	applied	apply	VERB
cana-5757	16	4	nonlinear	nonlinear	ADJ
cana-5757	16	5	analysis	analysis	NOUN
cana-5757	16	6	issn	issn	NOUN
cana-5757	16	7	:	:	PUNCT
cana-5757	16	8	1074	1074	NUM
cana-5757	16	9	-	-	PUNCT
cana-5757	16	10	133x	133x	NUM
cana-5757	16	11	vol	vol	NOUN
cana-5757	16	12	32	32	NUM
cana-5757	16	13	no	no	NOUN
cana-5757	16	14	.	.	PUNCT
cana-5757	17	1	3s	3s	NUM
cana-5757	17	2	(	(	PUNCT
cana-5757	17	3	2025	2025	NUM
cana-5757	17	4	)	)	PUNCT
cana-5757	17	5	809	809	NUM
cana-5757	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5757	17	7	1	1	X
cana-5757	17	8	.	.	PUNCT
cana-5757	17	9	introduction	introduction	NOUN
cana-5757	17	10	due	due	ADP
cana-5757	17	11	to	to	ADP
cana-5757	17	12	the	the	DET
cana-5757	17	13	growth	growth	NOUN
cana-5757	17	14	of	of	ADP
cana-5757	17	15	financial	financial	ADJ
cana-5757	17	16	institutions	institution	NOUN
cana-5757	17	17	and	and	CCONJ
cana-5757	17	18	the	the	DET
cana-5757	17	19	increasing	increase	VERB
cana-5757	17	20	use	use	NOUN
cana-5757	17	21	of	of	ADP
cana-5757	17	22	web	web	NOUN
cana-5757	17	23	-	-	PUNCT
cana-5757	17	24	based	base	VERB
cana-5757	17	25	e	e	NOUN
cana-5757	17	26	-	-	NOUN
cana-5757	17	27	commerce	commerce	NOUN
cana-5757	17	28	,	,	PUNCT
cana-5757	17	29	the	the	DET
cana-5757	17	30	volume	volume	NOUN
cana-5757	17	31	of	of	ADP
cana-5757	17	32	financial	financial	ADJ
cana-5757	17	33	transactions	transaction	NOUN
cana-5757	17	34	has	have	AUX
cana-5757	17	35	increased	increase	VERB
cana-5757	17	36	significantly	significantly	ADV
cana-5757	17	37	in	in	ADP
cana-5757	17	38	recent	recent	ADJ
cana-5757	17	39	years	year	NOUN
cana-5757	17	40	.	.	PUNCT
cana-5757	18	1	fraudulent	fraudulent	ADJ
cana-5757	18	2	transactions	transaction	NOUN
cana-5757	18	3	in	in	ADP
cana-5757	18	4	internet	internet	NOUN
cana-5757	18	5	banking	banking	NOUN
cana-5757	18	6	are	be	AUX
cana-5757	18	7	increasing	increase	VERB
cana-5757	18	8	,	,	PUNCT
cana-5757	18	9	and	and	CCONJ
cana-5757	18	10	fraud	fraud	NOUN
cana-5757	18	11	detection	detection	NOUN
cana-5757	18	12	has	have	AUX
cana-5757	18	13	never	never	ADV
cana-5757	18	14	been	be	AUX
cana-5757	18	15	easy	easy	ADJ
cana-5757	18	16	[	[	X
cana-5757	18	17	1	1	NUM
cana-5757	18	18	]	]	PUNCT
cana-5757	18	19	,	,	PUNCT
cana-5757	19	1	[	[	X
cana-5757	19	2	2	2	NUM
cana-5757	19	3	]	]	PUNCT
cana-5757	19	4	.	.	PUNCT
cana-5757	20	1	the	the	DET
cana-5757	20	2	pattern	pattern	NOUN
cana-5757	20	3	of	of	ADP
cana-5757	20	4	credit	credit	NOUN
cana-5757	20	5	card	card	NOUN
cana-5757	20	6	fraud	fraud	NOUN
cana-5757	20	7	has	have	AUX
cana-5757	20	8	changed	change	VERB
cana-5757	20	9	throughout	throughout	ADP
cana-5757	20	10	time	time	NOUN
cana-5757	20	11	in	in	ADP
cana-5757	20	12	tandem	tandem	NOUN
cana-5757	20	13	with	with	ADP
cana-5757	20	14	the	the	DET
cana-5757	20	15	evolution	evolution	NOUN
cana-5757	20	16	of	of	ADP
cana-5757	20	17	credit	credit	NOUN
cana-5757	20	18	cards	card	NOUN
cana-5757	20	19	.	.	PUNCT
cana-5757	21	1	credit	credit	NOUN
cana-5757	21	2	card	card	NOUN
cana-5757	21	3	fraud	fraud	NOUN
cana-5757	21	4	has	have	AUX
cana-5757	21	5	always	always	ADV
cana-5757	21	6	been	be	AUX
cana-5757	21	7	updated	update	VERB
cana-5757	21	8	,	,	PUNCT
cana-5757	21	9	and	and	CCONJ
cana-5757	21	10	scammers	scammer	NOUN
cana-5757	21	11	do	do	VERB
cana-5757	21	12	everything	everything	PRON
cana-5757	21	13	they	they	PRON
cana-5757	21	14	can	can	AUX
cana-5757	21	15	to	to	PART
cana-5757	21	16	make	make	VERB
cana-5757	21	17	it	it	PRON
cana-5757	21	18	appear	appear	VERB
cana-5757	21	19	real	real	ADJ
cana-5757	21	20	.	.	PUNCT
cana-5757	22	1	scammers	scammer	NOUN
cana-5757	22	2	aim	aim	VERB
cana-5757	22	3	to	to	PART
cana-5757	22	4	make	make	VERB
cana-5757	22	5	it	it	PRON
cana-5757	22	6	appear	appear	VERB
cana-5757	22	7	authentic	authentic	ADJ
cana-5757	22	8	.	.	PUNCT
cana-5757	23	1	they	they	PRON
cana-5757	23	2	are	be	AUX
cana-5757	23	3	constantly	constantly	ADV
cana-5757	23	4	stimulating	stimulate	VERB
cana-5757	23	5	these	these	DET
cana-5757	23	6	systems	system	NOUN
cana-5757	23	7	and	and	CCONJ
cana-5757	23	8	trying	try	VERB
cana-5757	23	9	to	to	PART
cana-5757	23	10	understand	understand	VERB
cana-5757	23	11	how	how	SCONJ
cana-5757	23	12	they	they	PRON
cana-5757	23	13	function	function	VERB
cana-5757	23	14	,	,	PUNCT
cana-5757	23	15	which	which	PRON
cana-5757	23	16	makes	make	VERB
cana-5757	23	17	fraud	fraud	NOUN
cana-5757	23	18	detection	detection	NOUN
cana-5757	23	19	more	more	ADV
cana-5757	23	20	challenging	challenging	ADJ
cana-5757	23	21	.	.	PUNCT
cana-5757	24	1	for	for	ADP
cana-5757	24	2	this	this	DET
cana-5757	24	3	reason	reason	NOUN
cana-5757	24	4	,	,	PUNCT
cana-5757	24	5	researchers	researcher	NOUN
cana-5757	24	6	are	be	AUX
cana-5757	24	7	always	always	ADV
cana-5757	24	8	looking	look	VERB
cana-5757	24	9	for	for	ADP
cana-5757	24	10	new	new	ADJ
cana-5757	24	11	approaches	approach	NOUN
cana-5757	24	12	or	or	CCONJ
cana-5757	24	13	ways	way	NOUN
cana-5757	24	14	to	to	PART
cana-5757	24	15	make	make	VERB
cana-5757	24	16	existing	exist	VERB
cana-5757	24	17	ones	one	NOUN
cana-5757	24	18	more	more	ADV
cana-5757	24	19	effective	effective	ADJ
cana-5757	24	20	[	[	X
cana-5757	24	21	3	3	NUM
cana-5757	24	22	]	]	PUNCT
cana-5757	24	23	.	.	PUNCT
cana-5757	25	1	fraudsters	fraudster	NOUN
cana-5757	25	2	typically	typically	ADV
cana-5757	25	3	use	use	VERB
cana-5757	25	4	flaws	flaw	NOUN
cana-5757	25	5	in	in	ADP
cana-5757	25	6	the	the	DET
cana-5757	25	7	security	security	NOUN
cana-5757	25	8	,	,	PUNCT
cana-5757	25	9	control	control	NOUN
cana-5757	25	10	,	,	PUNCT
cana-5757	25	11	and	and	CCONJ
cana-5757	25	12	monitoring	monitoring	NOUN
cana-5757	25	13	of	of	ADP
cana-5757	25	14	commercial	commercial	ADJ
cana-5757	25	15	systems	system	NOUN
cana-5757	25	16	to	to	PART
cana-5757	25	17	accomplish	accomplish	VERB
cana-5757	25	18	their	their	PRON
cana-5757	25	19	objectives	objective	NOUN
cana-5757	25	20	.	.	PUNCT
cana-5757	26	1	but	but	CCONJ
cana-5757	26	2	technology	technology	NOUN
cana-5757	26	3	can	can	AUX
cana-5757	26	4	be	be	AUX
cana-5757	26	5	used	use	VERB
cana-5757	26	6	to	to	PART
cana-5757	26	7	fight	fight	VERB
cana-5757	26	8	fraud	fraud	NOUN
cana-5757	26	9	as	as	ADV
cana-5757	26	10	well	well	ADV
cana-5757	26	11	[	[	X
cana-5757	26	12	4	4	NUM
cana-5757	26	13	]	]	PUNCT
cana-5757	26	14	.	.	PUNCT
cana-5757	27	1	it	it	PRON
cana-5757	27	2	is	be	AUX
cana-5757	27	3	crucial	crucial	ADJ
cana-5757	27	4	to	to	PART
cana-5757	27	5	identify	identify	VERB
cana-5757	27	6	the	the	DET
cana-5757	27	7	fraud	fraud	NOUN
cana-5757	27	8	as	as	ADV
cana-5757	27	9	soon	soon	ADV
cana-5757	27	10	as	as	SCONJ
cana-5757	27	11	it	it	PRON
cana-5757	27	12	occurs	occur	VERB
cana-5757	27	13	in	in	ADP
cana-5757	27	14	order	order	NOUN
cana-5757	27	15	to	to	PART
cana-5757	27	16	stop	stop	VERB
cana-5757	27	17	additional	additional	ADJ
cana-5757	27	18	fraud	fraud	NOUN
cana-5757	27	19	[	[	X
cana-5757	27	20	5	5	NUM
cana-5757	27	21	]	]	PUNCT
cana-5757	27	22	.	.	PUNCT
cana-5757	28	1	fraud	fraud	NOUN
cana-5757	28	2	is	be	AUX
cana-5757	28	3	defined	define	VERB
cana-5757	28	4	as	as	ADP
cana-5757	28	5	unlawful	unlawful	ADJ
cana-5757	28	6	or	or	CCONJ
cana-5757	28	7	criminal	criminal	ADJ
cana-5757	28	8	deception	deception	NOUN
cana-5757	28	9	with	with	ADP
cana-5757	28	10	the	the	DET
cana-5757	28	11	goal	goal	NOUN
cana-5757	28	12	of	of	ADP
cana-5757	28	13	obtaining	obtain	VERB
cana-5757	28	14	personal	personal	ADJ
cana-5757	28	15	benefit	benefit	NOUN
cana-5757	28	16	or	or	CCONJ
cana-5757	28	17	financial	financial	ADJ
cana-5757	28	18	gain	gain	NOUN
cana-5757	28	19	.	.	PUNCT
cana-5757	29	1	the	the	DET
cana-5757	29	2	unauthorized	unauthorized	ADJ
cana-5757	29	3	use	use	NOUN
cana-5757	29	4	of	of	ADP
cana-5757	29	5	credit	credit	NOUN
cana-5757	29	6	card	card	NOUN
cana-5757	29	7	information	information	NOUN
cana-5757	29	8	for	for	ADP
cana-5757	29	9	either	either	CCONJ
cana-5757	29	10	online	online	ADJ
cana-5757	29	11	or	or	CCONJ
cana-5757	29	12	offline	offline	ADJ
cana-5757	29	13	purchases	purchase	NOUN
cana-5757	29	14	is	be	AUX
cana-5757	29	15	known	know	VERB
cana-5757	29	16	as	as	ADP
cana-5757	29	17	credit	credit	NOUN
cana-5757	29	18	card	card	NOUN
cana-5757	29	19	fraud	fraud	NOUN
cana-5757	29	20	.	.	PUNCT
cana-5757	30	1	because	because	SCONJ
cana-5757	30	2	cardholders	cardholder	NOUN
cana-5757	30	3	typically	typically	ADV
cana-5757	30	4	provide	provide	VERB
cana-5757	30	5	the	the	DET
cana-5757	30	6	card	card	NOUN
cana-5757	30	7	number	number	NOUN
cana-5757	30	8	,	,	PUNCT
cana-5757	30	9	expiration	expiration	NOUN
cana-5757	30	10	date	date	NOUN
cana-5757	30	11	,	,	PUNCT
cana-5757	30	12	and	and	CCONJ
cana-5757	30	13	card	card	NOUN
cana-5757	30	14	verification	verification	NOUN
cana-5757	30	15	number	number	NOUN
cana-5757	30	16	over	over	ADP
cana-5757	30	17	the	the	DET
cana-5757	30	18	phone	phone	NOUN
cana-5757	30	19	or	or	CCONJ
cana-5757	30	20	online	online	NOUN
cana-5757	30	21	,	,	PUNCT
cana-5757	30	22	fraud	fraud	NOUN
cana-5757	30	23	can	can	AUX
cana-5757	30	24	occur	occur	VERB
cana-5757	30	25	during	during	ADP
cana-5757	30	26	digital	digital	ADJ
cana-5757	30	27	transactions	transaction	NOUN
cana-5757	30	28	[	[	X
cana-5757	30	29	6	6	NUM
cana-5757	30	30	]	]	PUNCT
cana-5757	30	31	.	.	PUNCT
cana-5757	31	1	fraud	fraud	NOUN
cana-5757	31	2	prevention	prevention	PROPN
cana-5757	31	3	and	and	CCONJ
cana-5757	31	4	fraud	fraud	NOUN
cana-5757	31	5	detection	detection	NOUN
cana-5757	31	6	are	be	AUX
cana-5757	31	7	the	the	DET
cana-5757	31	8	two	two	NUM
cana-5757	31	9	mechanisms	mechanism	NOUN
cana-5757	31	10	.	.	PUNCT
cana-5757	32	1	detecting	detect	VERB
cana-5757	32	2	and	and	CCONJ
cana-5757	32	3	preventing	prevent	VERB
cana-5757	32	4	fraud	fraud	NOUN
cana-5757	32	5	is	be	AUX
cana-5757	32	6	vital	vital	ADJ
cana-5757	32	7	to	to	PART
cana-5757	32	8	reduce	reduce	VERB
cana-5757	32	9	financial	financial	ADJ
cana-5757	32	10	losses	loss	NOUN
cana-5757	32	11	.	.	PUNCT
cana-5757	33	1	fraud	fraud	NOUN
cana-5757	33	2	prevention	prevention	PROPN
cana-5757	33	3	stops	stop	VERB
cana-5757	33	4	illicit	illicit	ADJ
cana-5757	33	5	activities	activity	NOUN
cana-5757	33	6	before	before	SCONJ
cana-5757	33	7	they	they	PRON
cana-5757	33	8	start	start	VERB
cana-5757	33	9	,	,	PUNCT
cana-5757	33	10	while	while	SCONJ
cana-5757	33	11	fraud	fraud	NOUN
cana-5757	33	12	detection	detection	NOUN
cana-5757	33	13	identifies	identify	VERB
cana-5757	33	14	suspicious	suspicious	ADJ
cana-5757	33	15	transactions	transaction	NOUN
cana-5757	33	16	in	in	ADP
cana-5757	33	17	real	real	ADJ
cana-5757	33	18	time	time	NOUN
cana-5757	33	19	upon	upon	SCONJ
cana-5757	33	20	occurrence	occurrence	NOUN
cana-5757	33	21	.	.	PUNCT
cana-5757	34	1	given	give	VERB
cana-5757	34	2	the	the	DET
cana-5757	34	3	sheer	sheer	ADJ
cana-5757	34	4	volume	volume	NOUN
cana-5757	34	5	of	of	ADP
cana-5757	34	6	banking	banking	NOUN
cana-5757	34	7	transactions	transaction	NOUN
cana-5757	34	8	,	,	PUNCT
cana-5757	34	9	manual	manual	ADJ
cana-5757	34	10	review	review	NOUN
cana-5757	34	11	is	be	AUX
cana-5757	34	12	impractical	impractical	ADJ
cana-5757	34	13	,	,	PUNCT
cana-5757	34	14	making	make	VERB
cana-5757	34	15	machine	machine	NOUN
cana-5757	34	16	learning	learn	VERB
cana-5757	34	17	essential	essential	ADJ
cana-5757	34	18	for	for	ADP
cana-5757	34	19	effective	effective	ADJ
cana-5757	34	20	fraud	fraud	NOUN
cana-5757	34	21	detection	detection	NOUN
cana-5757	34	22	.leveraging	.leveraging	AUX
cana-5757	34	23	machine	machine	NOUN
cana-5757	34	24	learning	learn	VERB
cana-5757	34	25	alongside	alongside	ADP
cana-5757	34	26	high	high	ADJ
cana-5757	34	27	-	-	PUNCT
cana-5757	34	28	performance	performance	NOUN
cana-5757	34	29	computing	computing	NOUN
cana-5757	34	30	enables	enable	VERB
cana-5757	34	31	rapid	rapid	ADJ
cana-5757	34	32	processing	processing	NOUN
cana-5757	34	33	of	of	ADP
cana-5757	34	34	massive	massive	ADJ
cana-5757	34	35	datasets	dataset	NOUN
cana-5757	34	36	,	,	PUNCT
cana-5757	34	37	identifying	identify	VERB
cana-5757	34	38	fraudulent	fraudulent	ADJ
cana-5757	34	39	behavior	behavior	NOUN
cana-5757	34	40	with	with	ADP
cana-5757	34	41	high	high	ADJ
cana-5757	34	42	accuracy	accuracy	NOUN
cana-5757	34	43	.	.	PUNCT
cana-5757	35	1	both	both	DET
cana-5757	35	2	conventional	conventional	ADJ
cana-5757	35	3	methods	method	NOUN
cana-5757	35	4	and	and	CCONJ
cana-5757	35	5	deep	deep	ADJ
cana-5757	35	6	learning	learning	NOUN
cana-5757	35	7	models	model	NOUN
cana-5757	35	8	support	support	VERB
cana-5757	35	9	real	real	ADJ
cana-5757	35	10	-	-	PUNCT
cana-5757	35	11	time	time	NOUN
cana-5757	35	12	detection	detection	NOUN
cana-5757	35	13	systems	system	NOUN
cana-5757	35	14	.in	.in	PUNCT
cana-5757	35	15	this	this	DET
cana-5757	35	16	study	study	NOUN
cana-5757	35	17	,	,	PUNCT
cana-5757	35	18	we	we	PRON
cana-5757	35	19	present	present	VERB
cana-5757	35	20	a	a	DET
cana-5757	35	21	robust	robust	ADJ
cana-5757	35	22	credit	credit	NOUN
cana-5757	35	23	card	card	NOUN
cana-5757	35	24	fraud	fraud	NOUN
cana-5757	35	25	detection	detection	NOUN
cana-5757	35	26	system	system	NOUN
cana-5757	35	27	by	by	ADP
cana-5757	35	28	combining	combine	VERB
cana-5757	35	29	optimized	optimize	VERB
cana-5757	35	30	algorithms	algorithm	NOUN
cana-5757	35	31	—	—	PUNCT
cana-5757	35	32	lightgbm	lightgbm	ADJ
cana-5757	35	33	,	,	PUNCT
cana-5757	35	34	xgboost	xgboost	ADV
cana-5757	35	35	,	,	PUNCT
cana-5757	35	36	catboost	catboost	ADJ
cana-5757	35	37	,	,	PUNCT
cana-5757	35	38	and	and	CCONJ
cana-5757	35	39	logistic	logistic	ADJ
cana-5757	35	40	regression	regression	NOUN
cana-5757	35	41	—	—	PUNCT
cana-5757	35	42	with	with	ADP
cana-5757	35	43	enhanced	enhanced	ADJ
cana-5757	35	44	hyperparameter	hyperparameter	NOUN
cana-5757	35	45	tuning	tuning	NOUN
cana-5757	35	46	and	and	CCONJ
cana-5757	35	47	an	an	DET
cana-5757	35	48	ensemble	ensemble	ADJ
cana-5757	35	49	approach	approach	NOUN
cana-5757	35	50	(	(	PUNCT
cana-5757	35	51	majority	majority	NOUN
cana-5757	35	52	voting	voting	NOUN
cana-5757	35	53	)	)	PUNCT
cana-5757	35	54	.	.	PUNCT
cana-5757	36	1	2	2	X
cana-5757	36	2	.	.	X
cana-5757	36	3	literature	literature	NOUN
cana-5757	36	4	survey	survey	VERB
cana-5757	36	5	the	the	DET
cana-5757	36	6	dynamic	dynamic	ADJ
cana-5757	36	7	and	and	CCONJ
cana-5757	36	8	diverse	diverse	ADJ
cana-5757	36	9	nature	nature	NOUN
cana-5757	36	10	of	of	ADP
cana-5757	36	11	fraud	fraud	NOUN
cana-5757	36	12	trends	trend	NOUN
cana-5757	36	13	is	be	AUX
cana-5757	36	14	the	the	DET
cana-5757	36	15	main	main	ADJ
cana-5757	36	16	barrier	barrier	NOUN
cana-5757	36	17	to	to	ADP
cana-5757	36	18	preventing	prevent	VERB
cana-5757	36	19	fraud	fraud	NOUN
cana-5757	36	20	in	in	ADP
cana-5757	36	21	ecommerce	ecommerce	NOUN
cana-5757	36	22	transactions	transaction	NOUN
cana-5757	36	23	.	.	PUNCT
cana-5757	37	1	[	[	X
cana-5757	37	2	1	1	X
cana-5757	37	3	]	]	PUNCT
cana-5757	37	4	the	the	DET
cana-5757	37	5	multi	multi	ADJ
cana-5757	37	6	-	-	ADJ
cana-5757	37	7	layer	layer	ADJ
cana-5757	37	8	machine	machine	NOUN
cana-5757	37	9	learning	learning	NOUN
cana-5757	37	10	model	model	NOUN
cana-5757	37	11	and	and	CCONJ
cana-5757	37	12	fraud	fraud	NOUN
cana-5757	37	13	islands	island	NOUN
cana-5757	37	14	(	(	PUNCT
cana-5757	37	15	link	link	VERB
cana-5757	37	16	analysis	analysis	NOUN
cana-5757	37	17	)	)	PUNCT
cana-5757	37	18	,	,	PUNCT
cana-5757	37	19	two	two	NUM
cana-5757	37	20	innovative	innovative	ADJ
cana-5757	37	21	techniques	technique	NOUN
cana-5757	37	22	that	that	PRON
cana-5757	37	23	may	may	AUX
cana-5757	37	24	effectively	effectively	ADV
cana-5757	37	25	tackle	tackle	VERB
cana-5757	37	26	the	the	DET
cana-5757	37	27	issue	issue	NOUN
cana-5757	37	28	of	of	ADP
cana-5757	37	29	identifying	identify	VERB
cana-5757	37	30	different	different	ADJ
cana-5757	37	31	fraud	fraud	NOUN
cana-5757	37	32	patterns	pattern	NOUN
cana-5757	37	33	,	,	PUNCT
cana-5757	37	34	are	be	AUX
cana-5757	37	35	presented	present	VERB
cana-5757	37	36	in	in	ADP
cana-5757	37	37	this	this	DET
cana-5757	37	38	study	study	NOUN
cana-5757	37	39	[	[	X
cana-5757	37	40	10	10	NUM
cana-5757	37	41	,	,	PUNCT
cana-5757	37	42	15	15	NUM
cana-5757	37	43	,	,	PUNCT
cana-5757	37	44	20	20	NUM
cana-5757	37	45	]	]	PUNCT
cana-5757	37	46	.	.	PUNCT
cana-5757	38	1	in	in	ADP
cana-5757	38	2	order	order	NOUN
cana-5757	38	3	to	to	PART
cana-5757	38	4	investigate	investigate	VERB
cana-5757	38	5	the	the	DET
cana-5757	38	6	relationships	relationship	NOUN
cana-5757	38	7	between	between	ADP
cana-5757	38	8	different	different	ADJ
cana-5757	38	9	fraudulent	fraudulent	ADJ
cana-5757	38	10	entities	entity	NOUN
cana-5757	38	11	and	and	CCONJ
cana-5757	38	12	uncover	uncover	VERB
cana-5757	38	13	complex	complex	ADJ
cana-5757	38	14	fraud	fraud	NOUN
cana-5757	38	15	patterns	pattern	NOUN
cana-5757	38	16	that	that	PRON
cana-5757	38	17	are	be	AUX
cana-5757	38	18	hidden	hide	VERB
cana-5757	38	19	within	within	ADP
cana-5757	38	20	the	the	DET
cana-5757	38	21	network	network	NOUN
cana-5757	38	22	,	,	PUNCT
cana-5757	38	23	link	link	VERB
cana-5757	38	24	analysis	analysis	NOUN
cana-5757	38	25	is	be	AUX
cana-5757	38	26	utilized	utilize	VERB
cana-5757	38	27	to	to	PART
cana-5757	38	28	establish	establish	VERB
cana-5757	38	29	fraud	fraud	NOUN
cana-5757	38	30	islands	island	NOUN
cana-5757	38	31	.	.	PUNCT
cana-5757	39	1	a	a	DET
cana-5757	39	2	multi	multi	ADJ
cana-5757	39	3	-	-	ADJ
cana-5757	39	4	layer	layer	ADJ
cana-5757	39	5	model	model	NOUN
cana-5757	39	6	is	be	AUX
cana-5757	39	7	used	use	VERB
cana-5757	39	8	to	to	PART
cana-5757	39	9	handle	handle	VERB
cana-5757	39	10	the	the	DET
cana-5757	39	11	highly	highly	ADV
cana-5757	39	12	diverse	diverse	ADJ
cana-5757	39	13	nature	nature	NOUN
cana-5757	39	14	of	of	ADP
cana-5757	39	15	fraud	fraud	NOUN
cana-5757	39	16	schemes	scheme	NOUN
cana-5757	39	17	.	.	PUNCT
cana-5757	40	1	fraud	fraud	NOUN
cana-5757	40	2	labels	label	NOUN
cana-5757	40	3	are	be	AUX
cana-5757	40	4	currently	currently	ADV
cana-5757	40	5	determined	determine	VERB
cana-5757	40	6	by	by	ADP
cana-5757	40	7	a	a	DET
cana-5757	40	8	communications	communication	NOUN
cana-5757	40	9	on	on	ADP
cana-5757	40	10	applied	apply	VERB
cana-5757	40	11	nonlinear	nonlinear	ADJ
cana-5757	40	12	analysis	analysis	NOUN
cana-5757	40	13	issn	issn	NOUN
cana-5757	40	14	:	:	PUNCT
cana-5757	40	15	1074	1074	NUM
cana-5757	40	16	-	-	PUNCT
cana-5757	40	17	133x	133x	NUM
cana-5757	40	18	vol	vol	NOUN
cana-5757	40	19	32	32	NUM
cana-5757	40	20	no	no	NOUN
cana-5757	40	21	.	.	PUNCT
cana-5757	41	1	3s	3s	NUM
cana-5757	41	2	(	(	PUNCT
cana-5757	41	3	2025	2025	NUM
cana-5757	41	4	)	)	PUNCT
cana-5757	41	5	810	810	NUM
cana-5757	41	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5757	41	7	variety	variety	NOUN
cana-5757	41	8	of	of	ADP
cana-5757	41	9	channels	channel	NOUN
cana-5757	41	10	,	,	PUNCT
cana-5757	41	11	including	include	VERB
cana-5757	41	12	chargeback	chargeback	NOUN
cana-5757	41	13	requests	request	NOUN
cana-5757	41	14	from	from	ADP
cana-5757	41	15	customers	customer	NOUN
cana-5757	41	16	,	,	PUNCT
cana-5757	41	17	fraud	fraud	NOUN
cana-5757	41	18	alerts	alert	NOUN
cana-5757	41	19	from	from	ADP
cana-5757	41	20	banks	bank	NOUN
cana-5757	41	21	,	,	PUNCT
cana-5757	41	22	manual	manual	ADJ
cana-5757	41	23	review	review	NOUN
cana-5757	41	24	agents	agent	NOUN
cana-5757	41	25	'	'	PART
cana-5757	41	26	rejection	rejection	NOUN
cana-5757	41	27	choices	choice	NOUN
cana-5757	41	28	,	,	PUNCT
cana-5757	41	29	and	and	CCONJ
cana-5757	41	30	declination	declination	NOUN
cana-5757	41	31	judgments	judgment	NOUN
cana-5757	41	32	from	from	ADP
cana-5757	41	33	banks	bank	NOUN
cana-5757	41	34	.	.	PUNCT
cana-5757	42	1	it	it	PRON
cana-5757	42	2	makes	make	VERB
cana-5757	42	3	sense	sense	NOUN
cana-5757	42	4	to	to	PART
cana-5757	42	5	assume	assume	VERB
cana-5757	42	6	that	that	SCONJ
cana-5757	42	7	different	different	ADJ
cana-5757	42	8	fraud	fraud	NOUN
cana-5757	42	9	risk	risk	NOUN
cana-5757	42	10	prevention	prevention	NOUN
cana-5757	42	11	forces	force	NOUN
cana-5757	42	12	(	(	PUNCT
cana-5757	42	13	such	such	DET
cana-5757	42	14	the	the	DET
cana-5757	42	15	bank	bank	NOUN
cana-5757	42	16	,	,	PUNCT
cana-5757	42	17	the	the	DET
cana-5757	42	18	manual	manual	ADJ
cana-5757	42	19	review	review	NOUN
cana-5757	42	20	team	team	NOUN
cana-5757	42	21	,	,	PUNCT
cana-5757	42	22	and	and	CCONJ
cana-5757	42	23	the	the	DET
cana-5757	42	24	fraud	fraud	NOUN
cana-5757	42	25	machine	machine	NOUN
cana-5757	42	26	learning	learning	PROPN
cana-5757	42	27	model	model	NOUN
cana-5757	42	28	)	)	PUNCT
cana-5757	42	29	could	could	AUX
cana-5757	42	30	identify	identify	VERB
cana-5757	42	31	different	different	ADJ
cana-5757	42	32	types	type	NOUN
cana-5757	42	33	of	of	ADP
cana-5757	42	34	fraud	fraud	NOUN
cana-5757	42	35	.	.	PUNCT
cana-5757	43	1	tests	test	NOUN
cana-5757	43	2	have	have	AUX
cana-5757	43	3	demonstrated	demonstrate	VERB
cana-5757	43	4	that	that	SCONJ
cana-5757	43	5	integrating	integrate	VERB
cana-5757	43	6	a	a	DET
cana-5757	43	7	limited	limited	ADJ
cana-5757	43	8	number	number	NOUN
cana-5757	43	9	of	of	ADP
cana-5757	43	10	machine	machine	NOUN
cana-5757	43	11	learning	learning	NOUN
cana-5757	43	12	models	model	NOUN
cana-5757	43	13	trained	train	VERB
cana-5757	43	14	with	with	ADP
cana-5757	43	15	different	different	ADJ
cana-5757	43	16	fraud	fraud	NOUN
cana-5757	43	17	labels	label	NOUN
cana-5757	43	18	can	can	AUX
cana-5757	43	19	significantly	significantly	ADV
cana-5757	43	20	improve	improve	VERB
cana-5757	43	21	the	the	DET
cana-5757	43	22	accuracy	accuracy	NOUN
cana-5757	43	23	of	of	ADP
cana-5757	43	24	fraud	fraud	NOUN
cana-5757	43	25	choices	choice	NOUN
cana-5757	43	26	[	[	X
cana-5757	43	27	10	10	NUM
cana-5757	43	28	]	]	PUNCT
cana-5757	43	29	.	.	PUNCT
cana-5757	44	1	the	the	DET
cana-5757	44	2	exponential	exponential	ADJ
cana-5757	44	3	growth	growth	NOUN
cana-5757	44	4	in	in	ADP
cana-5757	44	5	both	both	CCONJ
cana-5757	44	6	commercial	commercial	ADJ
cana-5757	44	7	and	and	CCONJ
cana-5757	44	8	public	public	ADJ
cana-5757	44	9	health	health	NOUN
cana-5757	44	10	-	-	PUNCT
cana-5757	44	11	supported	support	VERB
cana-5757	44	12	programs	program	NOUN
cana-5757	44	13	is	be	AUX
cana-5757	44	14	being	be	AUX
cana-5757	44	15	matched	match	VERB
cana-5757	44	16	by	by	ADP
cana-5757	44	17	an	an	DET
cana-5757	44	18	increase	increase	NOUN
cana-5757	44	19	in	in	ADP
cana-5757	44	20	fraudulent	fraudulent	ADJ
cana-5757	44	21	billing	billing	NOUN
cana-5757	44	22	cases	case	NOUN
cana-5757	44	23	.	.	PUNCT
cana-5757	45	1	[	[	X
cana-5757	45	2	9	9	NUM
cana-5757	45	3	]	]	PUNCT
cana-5757	45	4	it	it	PRON
cana-5757	45	5	is	be	AUX
cana-5757	45	6	challenging	challenge	VERB
cana-5757	45	7	to	to	PART
cana-5757	45	8	identify	identify	VERB
cana-5757	45	9	fraudulent	fraudulent	ADJ
cana-5757	45	10	transactions	transaction	NOUN
cana-5757	45	11	in	in	ADP
cana-5757	45	12	healthcare	healthcare	NOUN
cana-5757	45	13	systems	system	NOUN
cana-5757	45	14	because	because	SCONJ
cana-5757	45	15	of	of	ADP
cana-5757	45	16	the	the	DET
cana-5757	45	17	intricate	intricate	ADJ
cana-5757	45	18	interactions	interaction	NOUN
cana-5757	45	19	that	that	PRON
cana-5757	45	20	exist	exist	VERB
cana-5757	45	21	between	between	ADP
cana-5757	45	22	dynamic	dynamic	ADJ
cana-5757	45	23	variables	variable	NOUN
cana-5757	45	24	like	like	ADP
cana-5757	45	25	physicians	physician	NOUN
cana-5757	45	26	,	,	PUNCT
cana-5757	45	27	patients	patient	NOUN
cana-5757	45	28	,	,	PUNCT
cana-5757	45	29	and	and	CCONJ
cana-5757	45	30	services	service	NOUN
cana-5757	45	31	.	.	PUNCT
cana-5757	46	1	therefore	therefore	ADV
cana-5757	46	2	,	,	PUNCT
cana-5757	46	3	in	in	ADP
cana-5757	46	4	order	order	NOUN
cana-5757	46	5	to	to	PART
cana-5757	46	6	introduce	introduce	VERB
cana-5757	46	7	transparency	transparency	NOUN
cana-5757	46	8	to	to	ADP
cana-5757	46	9	health	health	NOUN
cana-5757	46	10	assistance	assistance	NOUN
cana-5757	46	11	programs	program	NOUN
cana-5757	46	12	,	,	PUNCT
cana-5757	46	13	intelligent	intelligent	ADJ
cana-5757	46	14	fraud	fraud	NOUN
cana-5757	46	15	detection	detection	NOUN
cana-5757	46	16	algorithms	algorithm	NOUN
cana-5757	46	17	must	must	AUX
cana-5757	46	18	be	be	AUX
cana-5757	46	19	developed	develop	VERB
cana-5757	46	20	to	to	PART
cana-5757	46	21	pinpoint	pinpoint	VERB
cana-5757	46	22	fraudulent	fraudulent	ADJ
cana-5757	46	23	medical	medical	ADJ
cana-5757	46	24	billing	billing	NOUN
cana-5757	46	25	scenarios	scenario	NOUN
cana-5757	46	26	and	and	CCONJ
cana-5757	46	27	track	track	VERB
cana-5757	46	28	the	the	DET
cana-5757	46	29	shortcomings	shortcoming	NOUN
cana-5757	46	30	in	in	ADP
cana-5757	46	31	current	current	ADJ
cana-5757	46	32	systems	system	NOUN
cana-5757	46	33	.	.	PUNCT
cana-5757	47	1	credit	credit	NOUN
cana-5757	47	2	card	card	NOUN
cana-5757	47	3	fraud	fraud	NOUN
cana-5757	47	4	is	be	AUX
cana-5757	47	5	one	one	NUM
cana-5757	47	6	of	of	ADP
cana-5757	47	7	the	the	DET
cana-5757	47	8	most	most	ADV
cana-5757	47	9	significant	significant	ADJ
cana-5757	47	10	challenges	challenge	NOUN
cana-5757	47	11	in	in	ADP
cana-5757	47	12	financial	financial	ADJ
cana-5757	47	13	services	service	NOUN
cana-5757	47	14	,	,	PUNCT
cana-5757	47	15	costing	cost	VERB
cana-5757	47	16	billions	billion	NOUN
cana-5757	47	17	of	of	ADP
cana-5757	47	18	dollars	dollar	NOUN
cana-5757	47	19	annually	annually	ADV
cana-5757	47	20	and	and	CCONJ
cana-5757	47	21	often	often	ADV
cana-5757	47	22	going	go	VERB
cana-5757	47	23	under	under	ADV
cana-5757	47	24	-	-	PUNCT
cana-5757	47	25	explored	explore	VERB
cana-5757	47	26	due	due	ADJ
cana-5757	47	27	to	to	ADP
cana-5757	47	28	data	datum	NOUN
cana-5757	47	29	confidentiality	confidentiality	NOUN
cana-5757	47	30	 	 	SPACE
cana-5757	47	31	this	this	DET
cana-5757	47	32	study	study	NOUN
cana-5757	47	33	employs	employ	VERB
cana-5757	47	34	machine	machine	NOUN
cana-5757	47	35	learning	learning	NOUN
cana-5757	47	36	methods	method	NOUN
cana-5757	47	37	—	—	PUNCT
cana-5757	47	38	beginning	begin	VERB
cana-5757	47	39	with	with	ADP
cana-5757	47	40	standard	standard	ADJ
cana-5757	47	41	classifiers	classifier	NOUN
cana-5757	47	42	and	and	CCONJ
cana-5757	47	43	advancing	advance	VERB
cana-5757	47	44	to	to	ADP
cana-5757	47	45	hybrid	hybrid	ADJ
cana-5757	47	46	models	model	NOUN
cana-5757	47	47	that	that	PRON
cana-5757	47	48	combine	combine	VERB
cana-5757	47	49	adaboost	adaboost	ADV
cana-5757	47	50	with	with	ADP
cana-5757	47	51	majority	majority	NOUN
cana-5757	47	52	voting	voting	NOUN
cana-5757	47	53	.	.	PUNCT
cana-5757	48	1	these	these	DET
cana-5757	48	2	algorithms	algorithm	NOUN
cana-5757	48	3	are	be	AUX
cana-5757	48	4	first	first	ADV
cana-5757	48	5	tested	test	VERB
cana-5757	48	6	on	on	ADP
cana-5757	48	7	a	a	DET
cana-5757	48	8	publicly	publicly	ADV
cana-5757	48	9	available	available	ADJ
cana-5757	48	10	credit	credit	NOUN
cana-5757	48	11	card	card	NOUN
cana-5757	48	12	dataset	dataset	NOUN
cana-5757	48	13	and	and	CCONJ
cana-5757	48	14	then	then	ADV
cana-5757	48	15	on	on	ADP
cana-5757	48	16	proprietary	proprietary	ADJ
cana-5757	48	17	data	datum	NOUN
cana-5757	48	18	from	from	ADP
cana-5757	48	19	a	a	DET
cana-5757	48	20	financial	financial	ADJ
cana-5757	48	21	institution	institution	NOUN
cana-5757	48	22	,	,	PUNCT
cana-5757	48	23	with	with	ADP
cana-5757	48	24	added	add	VERB
cana-5757	48	25	noise	noise	NOUN
cana-5757	48	26	to	to	PART
cana-5757	48	27	evaluate	evaluate	VERB
cana-5757	48	28	their	their	PRON
cana-5757	48	29	robustness	robustness	NOUN
cana-5757	48	30	.	.	PUNCT
cana-5757	49	1	results	result	NOUN
cana-5757	49	2	from	from	ADP
cana-5757	49	3	both	both	CCONJ
cana-5757	49	4	academic	academic	ADJ
cana-5757	49	5	and	and	CCONJ
cana-5757	49	6	practical	practical	ADJ
cana-5757	49	7	experiments	experiment	NOUN
cana-5757	49	8	demonstrate	demonstrate	VERB
cana-5757	49	9	that	that	SCONJ
cana-5757	49	10	the	the	DET
cana-5757	49	11	majority	majority	NOUN
cana-5757	49	12	voting	voting	NOUN
cana-5757	49	13	technique	technique	NOUN
cana-5757	49	14	delivers	deliver	VERB
cana-5757	49	15	high	high	ADJ
cana-5757	49	16	accuracy	accuracy	NOUN
cana-5757	49	17	in	in	ADP
cana-5757	49	18	fraud	fraud	NOUN
cana-5757	49	19	detection	detection	NOUN
cana-5757	49	20	,	,	PUNCT
cana-5757	49	21	maintaining	maintain	VERB
cana-5757	49	22	resilience	resilience	NOUN
cana-5757	49	23	even	even	ADV
cana-5757	49	24	under	under	ADP
cana-5757	49	25	noisy	noisy	ADJ
cana-5757	49	26	conditions	condition	NOUN
cana-5757	49	27	 	 	SPACE
cana-5757	49	28	healthcare	healthcare	PROPN
cana-5757	49	29	fraud	fraud	NOUN
cana-5757	49	30	—	—	PUNCT
cana-5757	49	31	a	a	DET
cana-5757	49	32	pricey	pricey	ADJ
cana-5757	49	33	form	form	NOUN
cana-5757	49	34	of	of	ADP
cana-5757	49	35	white	white	ADJ
cana-5757	49	36	-	-	PUNCT
cana-5757	49	37	collar	collar	NOUN
cana-5757	49	38	crime	crime	NOUN
cana-5757	49	39	—	—	PUNCT
cana-5757	49	40	is	be	AUX
cana-5757	49	41	burdening	burden	VERB
cana-5757	49	42	the	the	DET
cana-5757	49	43	public	public	NOUN
cana-5757	49	44	through	through	ADP
cana-5757	49	45	increased	increase	VERB
cana-5757	49	46	premiums	premium	NOUN
cana-5757	49	47	and	and	CCONJ
cana-5757	49	48	service	service	NOUN
cana-5757	49	49	disruptions	disruption	NOUN
cana-5757	49	50	 	 	SPACE
cana-5757	49	51	.	.	PUNCT
cana-5757	50	1	this	this	PRON
cana-5757	50	2	highlights	highlight	VERB
cana-5757	50	3	the	the	DET
cana-5757	50	4	urgency	urgency	NOUN
cana-5757	50	5	for	for	ADP
cana-5757	50	6	digital	digital	ADJ
cana-5757	50	7	fraud	fraud	NOUN
cana-5757	50	8	detection	detection	NOUN
cana-5757	50	9	systems	system	NOUN
cana-5757	50	10	in	in	ADP
cana-5757	50	11	healthcare	healthcare	PROPN
cana-5757	50	12	.	.	PUNCT
cana-5757	51	1	however	however	ADV
cana-5757	51	2	,	,	PUNCT
cana-5757	51	3	deployment	deployment	NOUN
cana-5757	51	4	is	be	AUX
cana-5757	51	5	complicated	complicate	VERB
cana-5757	51	6	by	by	ADP
cana-5757	51	7	fragmented	fragmented	ADJ
cana-5757	51	8	health	health	NOUN
cana-5757	51	9	systems	system	NOUN
cana-5757	51	10	and	and	CCONJ
cana-5757	51	11	heterogeneous	heterogeneous	ADJ
cana-5757	51	12	data	datum	NOUN
cana-5757	51	13	environments	environment	NOUN
cana-5757	51	14	.	.	PUNCT
cana-5757	52	1	the	the	DET
cana-5757	52	2	primary	primary	ADJ
cana-5757	52	3	objective	objective	NOUN
cana-5757	52	4	of	of	ADP
cana-5757	52	5	healthcare	healthcare	PROPN
cana-5757	52	6	fraud	fraud	NOUN
cana-5757	52	7	detection	detection	NOUN
cana-5757	52	8	tools	tool	NOUN
cana-5757	52	9	is	be	AUX
cana-5757	52	10	to	to	PART
cana-5757	52	11	guide	guide	VERB
cana-5757	52	12	investigators	investigator	NOUN
cana-5757	52	13	toward	toward	ADP
cana-5757	52	14	potential	potential	ADJ
cana-5757	52	15	cases	case	NOUN
cana-5757	52	16	,	,	PUNCT
cana-5757	52	17	enabling	enable	VERB
cana-5757	52	18	reimbursements	reimbursement	NOUN
cana-5757	52	19	,	,	PUNCT
cana-5757	52	20	cost	cost	NOUN
cana-5757	52	21	recovery	recovery	NOUN
cana-5757	52	22	,	,	PUNCT
cana-5757	52	23	or	or	CCONJ
cana-5757	52	24	referrals	referral	NOUN
cana-5757	52	25	to	to	ADP
cana-5757	52	26	authorities	authority	NOUN
cana-5757	52	27	.	.	PUNCT
cana-5757	53	1	3	3	X
cana-5757	53	2	.	.	X
cana-5757	53	3	methodology	methodology	NOUN
cana-5757	53	4	i	i	NOUN
cana-5757	53	5	)	)	PUNCT
cana-5757	53	6	proposed	propose	VERB
cana-5757	53	7	work	work	NOUN
cana-5757	53	8	:	:	PUNCT
cana-5757	53	9	this	this	DET
cana-5757	53	10	project	project	NOUN
cana-5757	53	11	introduces	introduce	VERB
cana-5757	53	12	an	an	DET
cana-5757	53	13	advanced	advanced	ADJ
cana-5757	53	14	fraud	fraud	NOUN
cana-5757	53	15	detection	detection	NOUN
cana-5757	53	16	system	system	NOUN
cana-5757	53	17	for	for	ADP
cana-5757	53	18	banking	banking	NOUN
cana-5757	53	19	transactions	transaction	NOUN
cana-5757	53	20	,	,	PUNCT
cana-5757	53	21	combining	combine	VERB
cana-5757	53	22	class	class	NOUN
cana-5757	53	23	-	-	PUNCT
cana-5757	53	24	weight	weight	NOUN
cana-5757	53	25	tuning	tuning	NOUN
cana-5757	53	26	and	and	CCONJ
cana-5757	53	27	bayesian	bayesian	NOUN
cana-5757	53	28	optimization	optimization	NOUN
cana-5757	53	29	to	to	PART
cana-5757	53	30	handle	handle	VERB
cana-5757	53	31	imbalanced	imbalanced	ADJ
cana-5757	53	32	fraud	fraud	NOUN
cana-5757	53	33	data	datum	NOUN
cana-5757	53	34	by	by	ADP
cana-5757	53	35	fine	fine	ADJ
cana-5757	53	36	-	-	PUNCT
cana-5757	53	37	tuning	tune	VERB
cana-5757	53	38	models	model	NOUN
cana-5757	53	39	like	like	ADP
cana-5757	53	40	catboost	catboost	NOUN
cana-5757	53	41	,	,	PUNCT
cana-5757	53	42	lightgbm	lightgbm	ADJ
cana-5757	53	43	,	,	PUNCT
cana-5757	53	44	and	and	CCONJ
cana-5757	53	45	xgboost	xgboost	X
cana-5757	53	46	.	.	PUNCT
cana-5757	54	1	to	to	PART
cana-5757	54	2	increase	increase	VERB
cana-5757	54	3	robustness	robustness	NOUN
cana-5757	54	4	,	,	PUNCT
cana-5757	54	5	it	it	PRON
cana-5757	54	6	employs	employ	VERB
cana-5757	54	7	a	a	DET
cana-5757	54	8	stacking	stacking	NOUN
cana-5757	54	9	ensemble	ensemble	ADJ
cana-5757	54	10	that	that	PRON
cana-5757	54	11	merges	merge	NOUN
cana-5757	54	12	tuned	tune	VERB
cana-5757	54	13	randomforest	randomfor	ADJ
cana-5757	54	14	and	and	CCONJ
cana-5757	54	15	lightgbm	lightgbm	ADJ
cana-5757	54	16	classifiers	classifier	NOUN
cana-5757	54	17	,	,	PUNCT
cana-5757	54	18	with	with	ADP
cana-5757	54	19	a	a	DET
cana-5757	54	20	gradientboostingclassifier	gradientboostingclassifier	NOUN
cana-5757	54	21	serving	serve	VERB
cana-5757	54	22	as	as	ADP
cana-5757	54	23	the	the	DET
cana-5757	54	24	meta	meta	ADJ
cana-5757	54	25	-	-	PUNCT
cana-5757	54	26	learner	learner	NOUN
cana-5757	54	27	,	,	PUNCT
cana-5757	54	28	capturing	capture	VERB
cana-5757	54	29	complementary	complementary	ADJ
cana-5757	54	30	strengths	strength	NOUN
cana-5757	54	31	to	to	PART
cana-5757	54	32	elevate	elevate	VERB
cana-5757	54	33	overall	overall	ADJ
cana-5757	54	34	prediction	prediction	NOUN
cana-5757	54	35	accuracy	accuracy	NOUN
cana-5757	54	36	.	.	PUNCT
cana-5757	55	1	the	the	DET
cana-5757	55	2	system	system	NOUN
cana-5757	55	3	also	also	ADV
cana-5757	55	4	incorporates	incorporate	VERB
cana-5757	55	5	deep	deep	ADJ
cana-5757	55	6	learning	learning	NOUN
cana-5757	55	7	methods	method	NOUN
cana-5757	55	8	to	to	PART
cana-5757	55	9	further	far	ADV
cana-5757	55	10	refine	refine	VERB
cana-5757	55	11	hyperparameters	hyperparameter	NOUN
cana-5757	55	12	,	,	PUNCT
cana-5757	55	13	enhancing	enhance	VERB
cana-5757	55	14	its	its	PRON
cana-5757	55	15	adaptability	adaptability	NOUN
cana-5757	55	16	to	to	ADP
cana-5757	55	17	evolving	evolve	VERB
cana-5757	55	18	fraud	fraud	NOUN
cana-5757	55	19	patterns	pattern	NOUN
cana-5757	55	20	.	.	PUNCT
cana-5757	56	1	comprehensive	comprehensive	ADJ
cana-5757	56	2	evaluations	evaluation	NOUN
cana-5757	56	3	on	on	ADP
cana-5757	56	4	both	both	CCONJ
cana-5757	56	5	public	public	ADJ
cana-5757	56	6	and	and	CCONJ
cana-5757	56	7	private	private	ADJ
cana-5757	56	8	datasets	dataset	NOUN
cana-5757	56	9	—	—	PUNCT
cana-5757	56	10	using	use	VERB
cana-5757	56	11	metrics	metric	NOUN
cana-5757	56	12	like	like	ADP
cana-5757	56	13	roc	roc	NOUN
cana-5757	56	14	-	-	PUNCT
cana-5757	56	15	auc	auc	NOUN
cana-5757	56	16	,	,	PUNCT
cana-5757	56	17	precision	precision	NOUN
cana-5757	56	18	,	,	PUNCT
cana-5757	56	19	recall	recall	NOUN
cana-5757	56	20	,	,	PUNCT
cana-5757	56	21	and	and	CCONJ
cana-5757	56	22	f1	f1	NOUN
cana-5757	56	23	—	—	PUNCT
cana-5757	56	24	confirm	confirm	VERB
cana-5757	56	25	its	its	PRON
cana-5757	56	26	superior	superior	ADJ
cana-5757	56	27	performance	performance	NOUN
cana-5757	56	28	one	one	NUM
cana-5757	56	29	of	of	ADP
cana-5757	56	30	the	the	DET
cana-5757	56	31	foremost	foremost	ADJ
cana-5757	56	32	noteworthy	noteworthy	ADJ
cana-5757	56	33	issues	issue	NOUN
cana-5757	56	34	interior	interior	ADJ
cana-5757	56	35	the	the	DET
cana-5757	56	36	money	money	NOUN
cana-5757	56	37	related	relate	VERB
cana-5757	56	38	organizations	organization	NOUN
cana-5757	56	39	part	part	NOUN
cana-5757	56	40	is	be	AUX
cana-5757	56	41	credit	credit	NOUN
cana-5757	56	42	card	card	NOUN
cana-5757	56	43	shakedown	shakedown	NOUN
cana-5757	56	44	.	.	PUNCT
cana-5757	57	1	each	each	DET
cana-5757	57	2	year	year	NOUN
cana-5757	57	3	,	,	PUNCT
cana-5757	57	4	misplaced	misplace	VERB
cana-5757	57	5	pay	pay	NOUN
cana-5757	57	6	from	from	ADP
cana-5757	57	7	credit	credit	NOUN
cana-5757	57	8	card	card	NOUN
cana-5757	57	9	burglary	burglary	NOUN
cana-5757	57	10	entireties	entirety	NOUN
cana-5757	57	11	to	to	ADP
cana-5757	57	12	billions	billion	NOUN
cana-5757	57	13	of	of	ADP
cana-5757	57	14	dollars	dollar	NOUN
cana-5757	57	15	.	.	PUNCT
cana-5757	58	1	there	there	PRON
cana-5757	58	2	are	be	VERB
cana-5757	58	3	not	not	PART
cana-5757	58	4	different	different	ADJ
cana-5757	58	5	investigate	investigate	NOUN
cana-5757	58	6	on	on	ADP
cana-5757	58	7	the	the	DET
cana-5757	58	8	communications	communication	NOUN
cana-5757	58	9	on	on	ADP
cana-5757	58	10	applied	apply	VERB
cana-5757	58	11	nonlinear	nonlinear	ADJ
cana-5757	58	12	analysis	analysis	NOUN
cana-5757	58	13	issn	issn	NOUN
cana-5757	58	14	:	:	PUNCT
cana-5757	58	15	1074	1074	NUM
cana-5757	58	16	-	-	PUNCT
cana-5757	58	17	133x	133x	NUM
cana-5757	58	18	vol	vol	NOUN
cana-5757	58	19	32	32	NUM
cana-5757	58	20	no	no	NOUN
cana-5757	58	21	.	.	PUNCT
cana-5757	59	1	3s	3s	NUM
cana-5757	59	2	(	(	PUNCT
cana-5757	59	3	2025	2025	NUM
cana-5757	59	4	)	)	PUNCT
cana-5757	59	5	811	811	NUM
cana-5757	59	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5757	59	7	examination	examination	NOUN
cana-5757	59	8	of	of	ADP
cana-5757	59	9	genuine	genuine	ADJ
cana-5757	59	10	to	to	ADP
cana-5757	59	11	goodness	goodness	NOUN
cana-5757	59	12	credit	credit	NOUN
cana-5757	59	13	card	card	NOUN
cana-5757	59	14	information	information	NOUN
cana-5757	59	15	since	since	SCONJ
cana-5757	59	16	of	of	ADP
cana-5757	59	17	security	security	NOUN
cana-5757	59	18	issues	issue	NOUN
cana-5757	59	19	.	.	PUNCT
cana-5757	60	1	machine	machine	NOUN
cana-5757	60	2	learning	learn	VERB
cana-5757	60	3	approaches	approach	NOUN
cana-5757	60	4	are	be	AUX
cana-5757	60	5	utilized	utilize	VERB
cana-5757	60	6	in	in	ADP
cana-5757	60	7	this	this	DET
cana-5757	60	8	consider	consider	VERB
cana-5757	60	9	to	to	PART
cana-5757	60	10	recognize	recognize	VERB
cana-5757	60	11	credit	credit	NOUN
cana-5757	60	12	card	card	NOUN
cana-5757	60	13	burglary	burglary	NOUN
cana-5757	60	14	[	[	X
cana-5757	60	15	10	10	NUM
cana-5757	60	16	,	,	PUNCT
cana-5757	60	17	15	15	NUM
cana-5757	60	18	,	,	PUNCT
cana-5757	60	19	20	20	NUM
cana-5757	60	20	]	]	PUNCT
cana-5757	60	21	.	.	PUNCT
cana-5757	61	1	standard	standard	ADJ
cana-5757	61	2	models	model	NOUN
cana-5757	61	3	are	be	AUX
cana-5757	61	4	utilized	utilize	VERB
cana-5757	61	5	to	to	PART
cana-5757	61	6	begin	begin	VERB
cana-5757	61	7	with	with	ADP
cana-5757	61	8	.	.	PUNCT
cana-5757	62	1	adaboost	adaboost	ADJ
cana-5757	62	2	and	and	CCONJ
cana-5757	62	3	lion	lion	NOUN
cana-5757	62	4	's	's	PART
cana-5757	62	5	share	share	NOUN
cana-5757	62	6	voting	voting	NOUN
cana-5757	62	7	are	be	AUX
cana-5757	62	8	at	at	ADP
cana-5757	62	9	that	that	DET
cana-5757	62	10	point	point	NOUN
cana-5757	62	11	combined	combine	VERB
cana-5757	62	12	in	in	ADP
cana-5757	62	13	half	half	ADJ
cana-5757	62	14	breed	breed	NOUN
cana-5757	62	15	strategies	strategy	NOUN
cana-5757	62	16	.	.	PUNCT
cana-5757	63	1	the	the	DET
cana-5757	63	2	model	model	NOUN
cana-5757	63	3	's	's	PART
cana-5757	63	4	ampleness	ampleness	NOUN
cana-5757	63	5	is	be	AUX
cana-5757	63	6	overviewed	overviewe	VERB
cana-5757	63	7	on	on	ADP
cana-5757	63	8	a	a	DET
cana-5757	63	9	straightforwardly	straightforwardly	ADV
cana-5757	63	10	open	open	ADJ
cana-5757	63	11	credit	credit	NOUN
cana-5757	63	12	card	card	NOUN
cana-5757	63	13	information	information	NOUN
cana-5757	63	14	set	set	VERB
cana-5757	63	15	.	.	PUNCT
cana-5757	64	1	[	[	X
cana-5757	64	2	6]the	6]the	PRON
cana-5757	64	3	legitimate	legitimate	ADJ
cana-5757	64	4	to	to	ADP
cana-5757	64	5	goodness	goodness	NOUN
cana-5757	64	6	credit	credit	NOUN
cana-5757	64	7	card	card	NOUN
cana-5757	64	8	information	information	NOUN
cana-5757	64	9	set	set	VERB
cana-5757	64	10	from	from	ADP
cana-5757	64	11	a	a	DET
cana-5757	64	12	cash	cash	NOUN
cana-5757	64	13	related	relate	VERB
cana-5757	64	14	institution	institution	NOUN
cana-5757	64	15	is	be	AUX
cana-5757	64	16	at	at	ADP
cana-5757	64	17	that	that	DET
cana-5757	64	18	point	point	NOUN
cana-5757	64	19	analyzed	analyze	VERB
cana-5757	64	20	.	.	PUNCT
cana-5757	65	1	clamor	clamor	NOUN
cana-5757	65	2	in	in	ADP
cana-5757	65	3	expansion	expansion	NOUN
cana-5757	65	4	included	include	VERB
cana-5757	65	5	to	to	ADP
cana-5757	65	6	the	the	DET
cana-5757	65	7	information	information	NOUN
cana-5757	65	8	tests	test	VERB
cana-5757	65	9	in	in	ADP
cana-5757	65	10	coordinate	coordinate	NOUN
cana-5757	65	11	to	to	PART
cana-5757	65	12	evaluate	evaluate	VERB
cana-5757	65	13	the	the	DET
cana-5757	65	14	algorithms	algorithm	NOUN
cana-5757	65	15	'	'	PART
cana-5757	65	16	quality	quality	NOUN
cana-5757	65	17	without	without	ADP
cana-5757	65	18	a	a	DET
cana-5757	65	19	doubt	doubt	NOUN
cana-5757	65	20	more	more	ADJ
cana-5757	65	21	.	.	PUNCT
cana-5757	66	1	the	the	DET
cana-5757	66	2	trial	trial	NOUN
cana-5757	66	3	information	information	NOUN
cana-5757	66	4	shows	show	VERB
cana-5757	66	5	up	up	ADP
cana-5757	66	6	that	that	SCONJ
cana-5757	66	7	the	the	DET
cana-5757	66	8	greater	great	ADJ
cana-5757	66	9	parcel	parcel	NOUN
cana-5757	66	10	vote	vote	NOUN
cana-5757	66	11	procedure	procedure	NOUN
cana-5757	66	12	has	have	VERB
cana-5757	66	13	unimaginable	unimaginable	ADJ
cana-5757	66	14	precision	precision	NOUN
cana-5757	66	15	rates	rate	NOUN
cana-5757	66	16	in	in	ADP
cana-5757	66	17	recognizing	recognize	VERB
cana-5757	66	18	occasions	occasion	NOUN
cana-5757	66	19	of	of	ADP
cana-5757	66	20	credit	credit	NOUN
cana-5757	66	21	card	card	NOUN
cana-5757	66	22	burglary	burglary	NOUN
cana-5757	66	23	.	.	PUNCT
cana-5757	67	1	healthcare	healthcare	PROPN
cana-5757	67	2	shakedown	shakedown	NOUN
cana-5757	67	3	is	be	AUX
cana-5757	67	4	an	an	DET
cana-5757	67	5	extreme	extreme	ADJ
cana-5757	67	6	white	white	ADJ
cana-5757	67	7	-	-	PUNCT
cana-5757	67	8	collar	collar	NOUN
cana-5757	67	9	wrongdoing	wrongdoing	NOUN
cana-5757	67	10	with	with	ADP
cana-5757	67	11	casualties	casualty	NOUN
cana-5757	67	12	interior	interior	PROPN
cana-5757	67	13	the	the	DET
cana-5757	67	14	joined	joined	ADJ
cana-5757	67	15	together	together	ADV
cana-5757	67	16	states	state	NOUN
cana-5757	67	17	.	.	PUNCT
cana-5757	68	1	fraud	fraud	NOUN
cana-5757	68	2	-	-	PUNCT
cana-5757	68	3	related	relate	VERB
cana-5757	68	4	costs	cost	NOUN
cana-5757	68	5	are	be	AUX
cana-5757	68	6	passed	pass	VERB
cana-5757	68	7	on	on	ADP
cana-5757	68	8	to	to	ADP
cana-5757	68	9	the	the	DET
cana-5757	68	10	open	open	NOUN
cana-5757	68	11	through	through	ADP
cana-5757	68	12	either	either	CCONJ
cana-5757	68	13	higher	high	ADJ
cana-5757	68	14	premiums	premium	NOUN
cana-5757	68	15	or	or	CCONJ
cana-5757	68	16	critical	critical	ADJ
cana-5757	68	17	hurt	hurt	NOUN
cana-5757	68	18	to	to	ADP
cana-5757	68	19	beneficiaries	beneficiary	NOUN
cana-5757	68	20	[	[	X
cana-5757	68	21	2	2	NUM
cana-5757	68	22	,	,	PUNCT
cana-5757	68	23	7	7	NUM
cana-5757	68	24	]	]	PUNCT
cana-5757	68	25	.	.	PUNCT
cana-5757	69	1	advanced	advanced	ADJ
cana-5757	69	2	healthcare	healthcare	PROPN
cana-5757	69	3	coercion	coercion	NOUN
cana-5757	69	4	region	region	NOUN
cana-5757	69	5	courses	course	NOUN
cana-5757	69	6	of	of	ADP
cana-5757	69	7	activity	activity	NOUN
cana-5757	69	8	need	need	VERB
cana-5757	69	9	to	to	PART
cana-5757	69	10	be	be	AUX
cana-5757	69	11	make	make	VERB
cana-5757	69	12	rapidly	rapidly	ADV
cana-5757	69	13	to	to	PART
cana-5757	69	14	check	check	VERB
cana-5757	69	15	this	this	DET
cana-5757	69	16	societal	societal	ADJ
cana-5757	69	17	risk	risk	NOUN
cana-5757	69	18	.	.	PUNCT
cana-5757	70	1	the	the	DET
cana-5757	70	2	different	different	ADJ
cana-5757	70	3	success	success	NOUN
cana-5757	70	4	models	model	NOUN
cana-5757	70	5	and	and	CCONJ
cana-5757	70	6	complex	complex	ADJ
cana-5757	70	7	,	,	PUNCT
cana-5757	70	8	heterogeneous	heterogeneous	ADJ
cana-5757	70	9	information	information	NOUN
cana-5757	70	10	frameworks	framework	NOUN
cana-5757	70	11	that	that	PRON
cana-5757	70	12	exist	exist	VERB
cana-5757	70	13	over	over	ADP
cana-5757	70	14	the	the	DET
cana-5757	70	15	joined	join	VERB
cana-5757	70	16	together	together	ADV
cana-5757	70	17	states	state	NOUN
cana-5757	70	18	make	make	VERB
cana-5757	70	19	it	it	PRON
cana-5757	70	20	troublesome	troublesome	ADJ
cana-5757	70	21	to	to	PART
cana-5757	70	22	execute	execute	VERB
cana-5757	70	23	advanced	advanced	ADJ
cana-5757	70	24	headways	headway	NOUN
cana-5757	70	25	in	in	ADP
cana-5757	70	26	healthcare	healthcare	PROPN
cana-5757	70	27	.	.	PUNCT
cana-5757	71	1	the	the	DET
cana-5757	71	2	uncommon	uncommon	ADJ
cana-5757	71	3	objective	objective	NOUN
cana-5757	71	4	of	of	ADP
cana-5757	71	5	healthcare	healthcare	NOUN
cana-5757	71	6	coercion	coercion	NOUN
cana-5757	71	7	disclosure	disclosure	NOUN
cana-5757	71	8	is	be	AUX
cana-5757	71	9	to	to	PART
cana-5757	71	10	supply	supply	VERB
cana-5757	71	11	leads	lead	VERB
cana-5757	71	12	to	to	ADP
cana-5757	71	13	examiners	examiner	NOUN
cana-5757	71	14	for	for	ADP
cana-5757	71	15	extra	extra	ADJ
cana-5757	71	16	examination	examination	NOUN
cana-5757	71	17	with	with	ADP
cana-5757	71	18	the	the	DET
cana-5757	71	19	validity	validity	NOUN
cana-5757	71	20	of	of	ADP
cana-5757	71	21	reimbursements	reimbursement	NOUN
cana-5757	71	22	,	,	PUNCT
cana-5757	71	23	recuperations	recuperation	NOUN
cana-5757	71	24	,	,	PUNCT
cana-5757	71	25	or	or	CCONJ
cana-5757	71	26	referrals	referral	NOUN
cana-5757	71	27	to	to	ADP
cana-5757	71	28	the	the	DET
cana-5757	71	29	fitting	fitting	ADJ
cana-5757	71	30	experts	expert	NOUN
cana-5757	71	31	.	.	PUNCT
cana-5757	72	1	4	4	X
cana-5757	72	2	.	.	X
cana-5757	72	3	system	system	NOUN
cana-5757	72	4	architecture	architecture	NOUN
cana-5757	72	5	:	:	PUNCT
cana-5757	72	6	figure	figure	VERB
cana-5757	72	7	4.1	4.1	NUM
cana-5757	72	8	system	system	NOUN
cana-5757	72	9	architecture	architecture	NOUN
cana-5757	72	10	one	one	NUM
cana-5757	72	11	of	of	ADP
cana-5757	72	12	the	the	DET
cana-5757	72	13	preeminent	preeminent	ADJ
cana-5757	72	14	vital	vital	ADJ
cana-5757	72	15	issues	issue	NOUN
cana-5757	72	16	insides	inside	VERB
cana-5757	72	17	the	the	DET
cana-5757	72	18	money	money	NOUN
cana-5757	72	19	related	relate	VERB
cana-5757	72	20	organizations	organization	NOUN
cana-5757	72	21	portion	portion	NOUN
cana-5757	72	22	is	be	AUX
cana-5757	72	23	credit	credit	NOUN
cana-5757	72	24	card	card	NOUN
cana-5757	72	25	squeeze	squeeze	NOUN
cana-5757	72	26	.	.	PUNCT
cana-5757	73	1	each	each	DET
cana-5757	73	2	year	year	NOUN
cana-5757	73	3	,	,	PUNCT
cana-5757	73	4	lost	lose	VERB
cana-5757	73	5	pay	pay	NOUN
cana-5757	73	6	from	from	ADP
cana-5757	73	7	credit	credit	NOUN
cana-5757	73	8	card	card	NOUN
cana-5757	73	9	burglary	burglary	NOUN
cana-5757	73	10	entireties	entirety	NOUN
cana-5757	73	11	to	to	ADP
cana-5757	73	12	billions	billion	NOUN
cana-5757	73	13	of	of	ADP
cana-5757	73	14	dollars	dollar	NOUN
cana-5757	73	15	.	.	PUNCT
cana-5757	74	1	fig	fig	NOUN
cana-5757	74	2	4.1	4.1	NUM
cana-5757	74	3	there	there	PRON
cana-5757	74	4	are	be	VERB
cana-5757	74	5	not	not	PART
cana-5757	74	6	distinctive	distinctive	ADJ
cana-5757	74	7	explore	explore	NOUN
cana-5757	74	8	on	on	ADP
cana-5757	74	9	the	the	DET
cana-5757	74	10	examination	examination	NOUN
cana-5757	74	11	of	of	ADP
cana-5757	74	12	veritable	veritable	ADJ
cana-5757	74	13	to	to	ADP
cana-5757	74	14	goodness	goodness	NOUN
cana-5757	74	15	credit	credit	NOUN
cana-5757	74	16	card	card	NOUN
cana-5757	74	17	data	datum	NOUN
cana-5757	74	18	since	since	SCONJ
cana-5757	74	19	of	of	ADP
cana-5757	74	20	security	security	NOUN
cana-5757	74	21	issues	issue	NOUN
cana-5757	74	22	.	.	PUNCT
cana-5757	75	1	machine	machine	NOUN
cana-5757	75	2	learning	learn	VERB
cana-5757	75	3	approaches	approach	NOUN
cana-5757	75	4	are	be	AUX
cana-5757	75	5	utilized	utilize	VERB
cana-5757	75	6	in	in	ADP
cana-5757	75	7	this	this	DET
cana-5757	75	8	consider	consider	VERB
cana-5757	75	9	to	to	PART
cana-5757	75	10	recognize	recognize	VERB
cana-5757	75	11	credit	credit	NOUN
cana-5757	75	12	card	card	NOUN
cana-5757	75	13	burglary	burglary	NOUN
cana-5757	75	14	[	[	X
cana-5757	75	15	10	10	NUM
cana-5757	75	16	,	,	PUNCT
cana-5757	75	17	15	15	NUM
cana-5757	75	18	,	,	PUNCT
cana-5757	75	19	20	20	NUM
cana-5757	75	20	]	]	PUNCT
cana-5757	75	21	.	.	PUNCT
cana-5757	76	1	standard	standard	ADJ
cana-5757	76	2	models	model	NOUN
cana-5757	76	3	are	be	AUX
cana-5757	76	4	utilized	utilize	VERB
cana-5757	76	5	to	to	PART
cana-5757	76	6	start	start	VERB
cana-5757	76	7	with	with	ADP
cana-5757	76	8	.	.	PUNCT
cana-5757	77	1	adaboost	adaboost	ADJ
cana-5757	77	2	and	and	CCONJ
cana-5757	77	3	lion	lion	NOUN
cana-5757	77	4	's	's	PART
cana-5757	77	5	share	share	NOUN
cana-5757	77	6	voting	voting	NOUN
cana-5757	77	7	are	be	AUX
cana-5757	77	8	at	at	ADP
cana-5757	77	9	that	that	DET
cana-5757	77	10	point	point	NOUN
cana-5757	77	11	combined	combine	VERB
cana-5757	77	12	in	in	ADP
cana-5757	77	13	half	half	ADJ
cana-5757	77	14	breed	breed	NOUN
cana-5757	77	15	methodologies	methodology	NOUN
cana-5757	77	16	.	.	PUNCT
cana-5757	78	1	the	the	DET
cana-5757	78	2	model	model	NOUN
cana-5757	78	3	's	's	PART
cana-5757	78	4	ampleness	ampleness	NOUN
cana-5757	78	5	is	be	AUX
cana-5757	78	6	overviewed	overviewe	VERB
cana-5757	78	7	on	on	ADP
cana-5757	78	8	a	a	DET
cana-5757	78	9	clearly	clearly	ADV
cana-5757	78	10	open	open	ADJ
cana-5757	78	11	credit	credit	NOUN
cana-5757	78	12	card	card	NOUN
cana-5757	78	13	data	datum	NOUN
cana-5757	78	14	set	set	VERB
cana-5757	78	15	.	.	PUNCT
cana-5757	79	1	[	[	X
cana-5757	79	2	6]the	6]the	PRON
cana-5757	79	3	authentic	authentic	ADJ
cana-5757	79	4	to	to	ADP
cana-5757	79	5	goodness	goodness	NOUN
cana-5757	79	6	credit	credit	NOUN
cana-5757	79	7	card	card	NOUN
cana-5757	79	8	data	datum	NOUN
cana-5757	79	9	set	set	VERB
cana-5757	79	10	from	from	ADP
cana-5757	79	11	a	a	DET
cana-5757	79	12	cash	cash	NOUN
cana-5757	79	13	communications	communication	NOUN
cana-5757	79	14	on	on	ADP
cana-5757	79	15	applied	apply	VERB
cana-5757	79	16	nonlinear	nonlinear	ADJ
cana-5757	79	17	analysis	analysis	NOUN
cana-5757	79	18	issn	issn	NOUN
cana-5757	79	19	:	:	PUNCT
cana-5757	79	20	1074	1074	NUM
cana-5757	79	21	-	-	PUNCT
cana-5757	79	22	133x	133x	NUM
cana-5757	79	23	vol	vol	NOUN
cana-5757	79	24	32	32	NUM
cana-5757	79	25	no	no	NOUN
cana-5757	79	26	.	.	PUNCT
cana-5757	80	1	3s	3s	NUM
cana-5757	80	2	(	(	PUNCT
cana-5757	80	3	2025	2025	NUM
cana-5757	80	4	)	)	PUNCT
cana-5757	80	5	812	812	NUM
cana-5757	80	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5757	80	7	related	relate	VERB
cana-5757	80	8	institution	institution	NOUN
cana-5757	80	9	is	be	AUX
cana-5757	80	10	at	at	ADP
cana-5757	80	11	that	that	DET
cana-5757	80	12	point	point	NOUN
cana-5757	80	13	analyzed	analyze	VERB
cana-5757	80	14	.	.	PUNCT
cana-5757	81	1	clamor	clamor	NOUN
cana-5757	81	2	in	in	ADP
cana-5757	81	3	extension	extension	NOUN
cana-5757	81	4	included	include	VERB
cana-5757	81	5	to	to	ADP
cana-5757	81	6	the	the	DET
cana-5757	81	7	data	data	NOUN
cana-5757	81	8	tests	test	NOUN
cana-5757	81	9	in	in	ADP
cana-5757	81	10	arrange	arrange	NOUN
cana-5757	81	11	to	to	PART
cana-5757	81	12	assess	assess	VERB
cana-5757	81	13	the	the	DET
cana-5757	81	14	algorithms	algorithm	NOUN
cana-5757	81	15	'	'	PART
cana-5757	81	16	quality	quality	NOUN
cana-5757	81	17	without	without	ADP
cana-5757	81	18	a	a	DET
cana-5757	81	19	question	question	NOUN
cana-5757	81	20	more	more	ADJ
cana-5757	81	21	.	.	PUNCT
cana-5757	82	1	the	the	DET
cana-5757	82	2	trial	trial	NOUN
cana-5757	82	3	data	datum	NOUN
cana-5757	82	4	appears	appear	VERB
cana-5757	82	5	up	up	ADP
cana-5757	82	6	that	that	SCONJ
cana-5757	82	7	the	the	DET
cana-5757	82	8	more	more	ADV
cana-5757	82	9	prominent	prominent	ADJ
cana-5757	82	10	divide	divide	NOUN
cana-5757	82	11	vote	vote	NOUN
cana-5757	82	12	method	method	NOUN
cana-5757	82	13	has	have	VERB
cana-5757	82	14	unfathomable	unfathomable	ADJ
cana-5757	82	15	exactness	exactness	ADJ
cana-5757	82	16	rates	rate	NOUN
cana-5757	82	17	in	in	ADP
cana-5757	82	18	recognizing	recognize	VERB
cana-5757	82	19	events	event	NOUN
cana-5757	82	20	of	of	ADP
cana-5757	82	21	credit	credit	NOUN
cana-5757	82	22	card	card	NOUN
cana-5757	82	23	burglary	burglary	NOUN
cana-5757	82	24	.	.	PUNCT
cana-5757	83	1	healthcare	healthcare	PROPN
cana-5757	83	2	squeeze	squeeze	NOUN
cana-5757	83	3	is	be	AUX
cana-5757	83	4	an	an	DET
cana-5757	83	5	extraordinary	extraordinary	ADJ
cana-5757	83	6	white	white	ADJ
cana-5757	83	7	-	-	PUNCT
cana-5757	83	8	collar	collar	NOUN
cana-5757	83	9	wrongdoing	wrongdoing	NOUN
cana-5757	83	10	with	with	ADP
cana-5757	83	11	casualties	casualty	NOUN
cana-5757	83	12	insides	inside	VERB
cana-5757	83	13	the	the	DET
cana-5757	83	14	joined	joined	ADJ
cana-5757	83	15	together	together	ADV
cana-5757	83	16	states	state	NOUN
cana-5757	83	17	.	.	PUNCT
cana-5757	84	1	fraud	fraud	NOUN
cana-5757	84	2	-	-	PUNCT
cana-5757	84	3	related	relate	VERB
cana-5757	84	4	costs	cost	NOUN
cana-5757	84	5	are	be	AUX
cana-5757	84	6	passed	pass	VERB
cana-5757	84	7	on	on	ADP
cana-5757	84	8	to	to	ADP
cana-5757	84	9	the	the	DET
cana-5757	84	10	open	open	NOUN
cana-5757	84	11	through	through	ADP
cana-5757	84	12	either	either	CCONJ
cana-5757	84	13	higher	high	ADJ
cana-5757	84	14	premiums	premium	NOUN
cana-5757	84	15	or	or	CCONJ
cana-5757	84	16	basic	basic	ADJ
cana-5757	84	17	harmed	harm	VERB
cana-5757	84	18	to	to	PART
cana-5757	84	19	recipients	recipient	NOUN
cana-5757	84	20	[	[	X
cana-5757	84	21	2	2	NUM
cana-5757	84	22	,	,	PUNCT
cana-5757	84	23	7	7	NUM
cana-5757	84	24	]	]	PUNCT
cana-5757	84	25	.	.	PUNCT
cana-5757	85	1	progressed	progress	VERB
cana-5757	85	2	healthcare	healthcare	NOUN
cana-5757	85	3	impelling	impel	VERB
cana-5757	85	4	locale	locale	ADJ
cana-5757	85	5	courses	course	NOUN
cana-5757	85	6	of	of	ADP
cana-5757	85	7	action	action	NOUN
cana-5757	85	8	ought	ought	AUX
cana-5757	85	9	to	to	PART
cana-5757	85	10	be	be	AUX
cana-5757	85	11	make	make	VERB
cana-5757	85	12	quickly	quickly	ADV
cana-5757	85	13	to	to	PART
cana-5757	85	14	check	check	VERB
cana-5757	85	15	this	this	DET
cana-5757	85	16	societal	societal	ADJ
cana-5757	85	17	hazard	hazard	NOUN
cana-5757	85	18	.	.	PUNCT
cana-5757	86	1	the	the	DET
cana-5757	86	2	distinctive	distinctive	ADJ
cana-5757	86	3	victory	victory	NOUN
cana-5757	86	4	models	model	NOUN
cana-5757	86	5	and	and	CCONJ
cana-5757	86	6	complex	complex	ADJ
cana-5757	86	7	,	,	PUNCT
cana-5757	86	8	heterogeneous	heterogeneous	ADJ
cana-5757	86	9	data	datum	NOUN
cana-5757	86	10	systems	system	NOUN
cana-5757	86	11	that	that	PRON
cana-5757	86	12	exist	exist	VERB
cana-5757	86	13	over	over	ADP
cana-5757	86	14	the	the	DET
cana-5757	86	15	joined	join	VERB
cana-5757	86	16	together	together	ADV
cana-5757	86	17	states	state	NOUN
cana-5757	86	18	make	make	VERB
cana-5757	86	19	it	it	PRON
cana-5757	86	20	troublesome	troublesome	ADJ
cana-5757	86	21	to	to	PART
cana-5757	86	22	execute	execute	VERB
cana-5757	86	23	progressed	progress	VERB
cana-5757	86	24	headways	headway	NOUN
cana-5757	86	25	in	in	ADP
cana-5757	86	26	healthcare	healthcare	PROPN
cana-5757	86	27	.	.	PUNCT
cana-5757	87	1	the	the	DET
cana-5757	87	2	unprecedented	unprecedented	ADJ
cana-5757	87	3	objective	objective	NOUN
cana-5757	87	4	of	of	ADP
cana-5757	87	5	healthcare	healthcare	NOUN
cana-5757	87	6	impelling	impel	VERB
cana-5757	87	7	revelation	revelation	NOUN
cana-5757	87	8	is	be	AUX
cana-5757	87	9	to	to	PART
cana-5757	87	10	supply	supply	VERB
cana-5757	87	11	leads	lead	VERB
cana-5757	87	12	to	to	ADP
cana-5757	87	13	analysts	analyst	NOUN
cana-5757	87	14	for	for	ADP
cana-5757	87	15	additional	additional	ADJ
cana-5757	87	16	examination	examination	NOUN
cana-5757	87	17	with	with	ADP
cana-5757	87	18	the	the	DET
cana-5757	87	19	legitimacy	legitimacy	NOUN
cana-5757	87	20	of	of	ADP
cana-5757	87	21	reimbursements	reimbursement	NOUN
cana-5757	87	22	,	,	PUNCT
cana-5757	87	23	recuperations	recuperation	NOUN
cana-5757	87	24	,	,	PUNCT
cana-5757	87	25	or	or	CCONJ
cana-5757	87	26	referrals	referral	NOUN
cana-5757	87	27	to	to	ADP
cana-5757	87	28	the	the	DET
cana-5757	87	29	fitting	fitting	ADJ
cana-5757	87	30	specialists	specialist	NOUN
cana-5757	87	31	.	.	PUNCT
cana-5757	88	1	5	5	X
cana-5757	88	2	.	.	NOUN
cana-5757	88	3	results	result	NOUN
cana-5757	88	4	and	and	CCONJ
cana-5757	88	5	discussion	discussion	VERB
cana-5757	88	6	the	the	DET
cana-5757	88	7	bar	bar	NOUN
cana-5757	88	8	chart	chart	NOUN
cana-5757	88	9	illustrates	illustrate	VERB
cana-5757	88	10	the	the	DET
cana-5757	88	11	performance	performance	NOUN
cana-5757	88	12	scores	score	NOUN
cana-5757	88	13	of	of	ADP
cana-5757	88	14	various	various	ADJ
cana-5757	88	15	machine	machine	NOUN
cana-5757	88	16	learning	learning	NOUN
cana-5757	88	17	models	model	NOUN
cana-5757	88	18	used	use	VERB
cana-5757	88	19	for	for	ADP
cana-5757	88	20	classification	classification	NOUN
cana-5757	88	21	tasks	task	NOUN
cana-5757	88	22	.	.	PUNCT
cana-5757	89	1	models	model	NOUN
cana-5757	89	2	include	include	VERB
cana-5757	89	3	logistic	logistic	ADJ
cana-5757	89	4	regression	regression	NOUN
cana-5757	89	5	,	,	PUNCT
cana-5757	89	6	lightgbm	lightgbm	ADJ
cana-5757	89	7	,	,	PUNCT
cana-5757	89	8	xgboost	xgboost	ADV
cana-5757	89	9	,	,	PUNCT
cana-5757	89	10	catboost	catboost	ADJ
cana-5757	89	11	,	,	PUNCT
cana-5757	89	12	and	and	CCONJ
cana-5757	89	13	advanced	advanced	ADJ
cana-5757	89	14	combinations	combination	NOUN
cana-5757	89	15	such	such	ADJ
cana-5757	89	16	as	as	ADP
cana-5757	89	17	lg+xg+ca	lg+xg+ca	NOUN
cana-5757	89	18	and	and	CCONJ
cana-5757	89	19	stacking	stack	VERB
cana-5757	89	20	classifier	classifier	NOUN
cana-5757	89	21	.	.	PUNCT
cana-5757	90	1	notably	notably	ADV
cana-5757	90	2	,	,	PUNCT
cana-5757	90	3	neural	neural	ADJ
cana-5757	90	4	networks	network	NOUN
cana-5757	90	5	and	and	CCONJ
cana-5757	90	6	ensemble	ensemble	ADJ
cana-5757	90	7	methods	method	NOUN
cana-5757	90	8	like	like	ADP
cana-5757	90	9	the	the	DET
cana-5757	90	10	stacking	stacking	NOUN
cana-5757	90	11	classifier	classifier	NOUN
cana-5757	90	12	exhibit	exhibit	VERB
cana-5757	90	13	the	the	DET
cana-5757	90	14	highest	high	ADJ
cana-5757	90	15	performance	performance	NOUN
cana-5757	90	16	,	,	PUNCT
cana-5757	90	17	nearing	near	VERB
cana-5757	90	18	a	a	DET
cana-5757	90	19	perfect	perfect	ADJ
cana-5757	90	20	score	score	NOUN
cana-5757	90	21	.	.	PUNCT
cana-5757	91	1	hybrid	hybrid	ADJ
cana-5757	91	2	models	model	NOUN
cana-5757	91	3	that	that	PRON
cana-5757	91	4	combine	combine	VERB
cana-5757	91	5	algorithms	algorithm	NOUN
cana-5757	91	6	(	(	PUNCT
cana-5757	91	7	e.g.	e.g.	ADV
cana-5757	91	8	,	,	PUNCT
cana-5757	91	9	lg+xg	lg+xg	PROPN
cana-5757	91	10	,	,	PUNCT
cana-5757	91	11	lg+ca	lg+ca	NOUN
cana-5757	91	12	)	)	PUNCT
cana-5757	91	13	also	also	ADV
cana-5757	91	14	perform	perform	VERB
cana-5757	91	15	competitively	competitively	ADV
cana-5757	91	16	.	.	PUNCT
cana-5757	92	1	this	this	DET
cana-5757	92	2	visualization	visualization	NOUN
cana-5757	92	3	highlights	highlight	NOUN
cana-5757	92	4	how	how	SCONJ
cana-5757	92	5	ensemble	ensemble	ADJ
cana-5757	92	6	and	and	CCONJ
cana-5757	92	7	neural	neural	ADJ
cana-5757	92	8	network	network	NOUN
cana-5757	92	9	-	-	PUNCT
cana-5757	92	10	based	base	VERB
cana-5757	92	11	approaches	approach	NOUN
cana-5757	92	12	often	often	ADV
cana-5757	92	13	outperform	outperform	VERB
cana-5757	92	14	individual	individual	ADJ
cana-5757	92	15	classifiers	classifier	NOUN
cana-5757	92	16	,	,	PUNCT
cana-5757	92	17	demonstrating	demonstrate	VERB
cana-5757	92	18	their	their	PRON
cana-5757	92	19	effectiveness	effectiveness	NOUN
cana-5757	92	20	in	in	ADP
cana-5757	92	21	complex	complex	ADJ
cana-5757	92	22	prediction	prediction	NOUN
cana-5757	92	23	tasks	task	NOUN
cana-5757	92	24	such	such	ADJ
cana-5757	92	25	as	as	ADP
cana-5757	92	26	fraud	fraud	NOUN
cana-5757	92	27	detection	detection	NOUN
cana-5757	92	28	or	or	CCONJ
cana-5757	92	29	sentiment	sentiment	NOUN
cana-5757	92	30	classification	classification	NOUN
cana-5757	92	31	.	.	PUNCT
cana-5757	93	1	the	the	DET
cana-5757	93	2	consistency	consistency	NOUN
cana-5757	93	3	across	across	ADP
cana-5757	93	4	models	model	NOUN
cana-5757	93	5	reflects	reflect	VERB
cana-5757	93	6	a	a	DET
cana-5757	93	7	well	well	ADV
cana-5757	93	8	-	-	PUNCT
cana-5757	93	9	preprocessed	preprocesse	VERB
cana-5757	93	10	dataset	dataset	NOUN
cana-5757	93	11	and	and	CCONJ
cana-5757	93	12	balanced	balanced	ADJ
cana-5757	93	13	evaluation	evaluation	NOUN
cana-5757	93	14	.	.	PUNCT
cana-5757	94	1	6	6	X
cana-5757	94	2	.	.	X
cana-5757	94	3	conclusion	conclusion	NOUN
cana-5757	94	4	and	and	CCONJ
cana-5757	94	5	future	future	ADJ
cana-5757	94	6	scope	scope	NOUN
cana-5757	94	7	conclusion	conclusion	NOUN
cana-5757	94	8	the	the	DET
cana-5757	94	9	stacking	stacking	NOUN
cana-5757	94	10	classifier	classifier	NOUN
cana-5757	94	11	stood	stand	VERB
cana-5757	94	12	out	out	ADP
cana-5757	94	13	by	by	ADP
cana-5757	94	14	wrapping	wrap	VERB
cana-5757	94	15	up	up	ADP
cana-5757	94	16	the	the	DET
cana-5757	94	17	preeminent	preeminent	ADJ
cana-5757	94	18	essential	essential	ADJ
cana-5757	94	19	precision	precision	NOUN
cana-5757	94	20	among	among	ADP
cana-5757	94	21	all	all	DET
cana-5757	94	22	models	model	NOUN
cana-5757	94	23	,	,	PUNCT
cana-5757	94	24	portraying	portray	VERB
cana-5757	94	25	out	out	ADP
cana-5757	94	26	its	its	PRON
cana-5757	94	27	befuddling	befuddling	ADJ
cana-5757	94	28	execution	execution	NOUN
cana-5757	94	29	in	in	ADP
cana-5757	94	30	squeeze	squeeze	NOUN
cana-5757	94	31	revelation	revelation	NOUN
cana-5757	94	32	.	.	PUNCT
cana-5757	95	1	the	the	DET
cana-5757	95	2	develop	develop	NOUN
cana-5757	95	3	showcased	showcase	VERB
cana-5757	95	4	solid	solid	ADJ
cana-5757	95	5	execution	execution	NOUN
cana-5757	95	6	over	over	ADP
cana-5757	95	7	a	a	DET
cana-5757	95	8	gathering	gathering	NOUN
cana-5757	95	9	of	of	ADP
cana-5757	95	10	machine	machine	NOUN
cana-5757	95	11	learning	learning	NOUN
cana-5757	95	12	models	model	NOUN
cana-5757	95	13	,	,	PUNCT
cana-5757	95	14	checking	check	VERB
cana-5757	95	15	lightgbm	lightgbm	ADJ
cana-5757	95	16	,	,	PUNCT
cana-5757	95	17	xgboost	xgboost	ADV
cana-5757	95	18	,	,	PUNCT
cana-5757	95	19	catboost	catboost	VERB
cana-5757	96	1	[	[	X
cana-5757	96	2	29	29	NUM
cana-5757	96	3	,	,	PUNCT
cana-5757	96	4	30	30	NUM
cana-5757	96	5	,	,	PUNCT
cana-5757	96	6	31	31	NUM
cana-5757	96	7	,	,	PUNCT
cana-5757	96	8	32	32	NUM
cana-5757	96	9	]	]	PUNCT
cana-5757	96	10	,	,	PUNCT
cana-5757	96	11	voting	voting	NOUN
cana-5757	96	12	classifiers	classifier	NOUN
cana-5757	96	13	and	and	CCONJ
cana-5757	96	14	neural	neural	ADJ
cana-5757	96	15	frameworks	framework	NOUN
cana-5757	96	16	,	,	PUNCT
cana-5757	96	17	highlighting	highlight	VERB
cana-5757	96	18	its	its	PRON
cana-5757	96	19	adaptability	adaptability	NOUN
cana-5757	96	20	.	.	PUNCT
cana-5757	97	1	the	the	DET
cana-5757	97	2	utilization	utilization	NOUN
cana-5757	97	3	of	of	ADP
cana-5757	97	4	diverse	diverse	ADJ
cana-5757	97	5	looking	looking	NOUN
cana-5757	97	6	at	at	ADP
cana-5757	97	7	and	and	CCONJ
cana-5757	97	8	scaling	scale	VERB
cana-5757	97	9	procedures	procedure	NOUN
cana-5757	97	10	through	through	ADP
cana-5757	97	11	and	and	CCONJ
cana-5757	97	12	through	through	AUX
cana-5757	97	13	contributed	contribute	VERB
cana-5757	97	14	to	to	PART
cana-5757	97	15	made	made	VERB
cana-5757	97	16	strides	stride	NOUN
cana-5757	97	17	blackmail	blackmail	VERB
cana-5757	97	18	divulgence	divulgence	NOUN
cana-5757	97	19	exactness	exactness	NOUN
cana-5757	97	20	,	,	PUNCT
cana-5757	97	21	emphasizing	emphasize	VERB
cana-5757	97	22	their	their	PRON
cana-5757	97	23	centrality	centrality	NOUN
cana-5757	97	24	.	.	PUNCT
cana-5757	98	1	applying	apply	VERB
cana-5757	98	2	the	the	DET
cana-5757	98	3	gathering	gathering	NOUN
cana-5757	98	4	methodology	methodology	NOUN
cana-5757	98	5	,	,	PUNCT
cana-5757	98	6	stacking	stack	VERB
cana-5757	98	7	classifier	classifier	NOUN
cana-5757	98	8	,	,	PUNCT
cana-5757	98	9	insides	inside	NOUN
cana-5757	98	10	and	and	CCONJ
cana-5757	98	11	out	out	ADV
cana-5757	98	12	boosted	boosted	ADJ
cana-5757	98	13	restraint	restraint	NOUN
cana-5757	98	14	divulgence	divulgence	NOUN
cana-5757	98	15	accuracy	accuracy	NOUN
cana-5757	98	16	,	,	PUNCT
cana-5757	98	17	emphasizing	emphasize	VERB
cana-5757	98	18	its	its	PRON
cana-5757	98	19	common	common	ADJ
cana-5757	98	20	sense	sense	NOUN
cana-5757	98	21	.	.	PUNCT
cana-5757	99	1	the	the	DET
cana-5757	99	2	creation	creation	NOUN
cana-5757	99	3	of	of	ADP
cana-5757	99	4	a	a	DET
cana-5757	99	5	user	user	NOUN
cana-5757	99	6	-	-	PUNCT
cana-5757	99	7	friendly	friendly	ADJ
cana-5757	99	8	carafe	carafe	NOUN
cana-5757	99	9	front	front	ADJ
cana-5757	99	10	-	-	PUNCT
cana-5757	99	11	end	end	NOUN
cana-5757	99	12	streamlines	streamlines	NOUN
cana-5757	99	13	client	client	NOUN
cana-5757	99	14	testing	testing	NOUN
cana-5757	99	15	and	and	CCONJ
cana-5757	99	16	confirmation	confirmation	NOUN
cana-5757	99	17	,	,	PUNCT
cana-5757	99	18	ensuring	ensure	VERB
cana-5757	99	19	accessibility	accessibility	NOUN
cana-5757	99	20	and	and	CCONJ
cana-5757	99	21	common	common	ADJ
cana-5757	99	22	sense	sense	NOUN
cana-5757	99	23	.	.	PUNCT
cana-5757	100	1	the	the	DET
cana-5757	100	2	system	system	NOUN
cana-5757	100	3	's	's	PART
cana-5757	100	4	testing	testing	NOUN
cana-5757	100	5	in	in	ADP
cana-5757	100	6	stun	stun	NOUN
cana-5757	100	7	,	,	PUNCT
cana-5757	100	8	where	where	SCONJ
cana-5757	100	9	input	input	NOUN
cana-5757	100	10	was	be	AUX
cana-5757	100	11	given	give	VERB
cana-5757	100	12	,	,	PUNCT
cana-5757	100	13	bolsters	bolster	VERB
cana-5757	100	14	its	its	PRON
cana-5757	100	15	regard	regard	NOUN
cana-5757	100	16	and	and	CCONJ
cana-5757	100	17	client	client	NOUN
cana-5757	100	18	association	association	NOUN
cana-5757	100	19	.	.	PUNCT
cana-5757	101	1	[	[	X
cana-5757	101	2	1	1	NUM
cana-5757	101	3	,	,	PUNCT
cana-5757	101	4	2	2	NUM
cana-5757	101	5	,	,	PUNCT
cana-5757	101	6	3	3	NUM
cana-5757	101	7	]	]	PUNCT
cana-5757	101	8	the	the	DET
cana-5757	101	9	project	project	NOUN
cana-5757	101	10	's	's	PART
cana-5757	101	11	comes	come	VERB
cana-5757	101	12	around	around	ADV
cana-5757	101	13	chart	chart	VERB
cana-5757	101	14	the	the	DET
cana-5757	101	15	potential	potential	NOUN
cana-5757	101	16	of	of	ADP
cana-5757	101	17	advanced	advanced	ADJ
cana-5757	101	18	machine	machine	NOUN
cana-5757	101	19	learning	learning	NOUN
cana-5757	101	20	procedures	procedure	NOUN
cana-5757	101	21	in	in	ADP
cana-5757	101	22	tending	tend	VERB
cana-5757	101	23	to	to	ADP
cana-5757	101	24	constraint	constraint	NOUN
cana-5757	101	25	run	run	NOUN
cana-5757	101	26	challenges	challenge	NOUN
cana-5757	101	27	internal	internal	ADJ
cana-5757	101	28	parts	part	NOUN
cana-5757	101	29	the	the	DET
cana-5757	101	30	overseeing	oversee	VERB
cana-5757	101	31	an	an	DET
cana-5757	101	32	account	account	NOUN
cana-5757	101	33	division	division	NOUN
cana-5757	101	34	,	,	PUNCT
cana-5757	101	35	clearing	clear	VERB
cana-5757	101	36	the	the	DET
cana-5757	101	37	way	way	NOUN
cana-5757	101	38	for	for	SCONJ
cana-5757	101	39	future	future	ADJ
cana-5757	101	40	communications	communication	NOUN
cana-5757	101	41	on	on	ADP
cana-5757	101	42	applied	apply	VERB
cana-5757	101	43	nonlinear	nonlinear	ADJ
cana-5757	101	44	analysis	analysis	NOUN
cana-5757	101	45	issn	issn	NOUN
cana-5757	101	46	:	:	PUNCT
cana-5757	101	47	1074	1074	NUM
cana-5757	101	48	-	-	PUNCT
cana-5757	101	49	133x	133x	NUM
cana-5757	101	50	vol	vol	NOUN
cana-5757	101	51	32	32	NUM
cana-5757	101	52	no	no	NOUN
cana-5757	101	53	.	.	PUNCT
cana-5757	102	1	3s	3s	NUM
cana-5757	102	2	(	(	PUNCT
cana-5757	102	3	2025	2025	NUM
cana-5757	102	4	)	)	PUNCT
cana-5757	102	5	813	813	NUM
cana-5757	102	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5757	102	7	applications	application	NOUN
cana-5757	102	8	.	.	PUNCT
cana-5757	103	1	the	the	DET
cana-5757	103	2	project	project	NOUN
cana-5757	103	3	's	's	PART
cana-5757	103	4	comes	come	VERB
cana-5757	103	5	nearly	nearly	ADV
cana-5757	103	6	make	make	VERB
cana-5757	103	7	openings	opening	NOUN
cana-5757	103	8	for	for	ADP
cana-5757	103	9	enthusiastic	enthusiastic	ADJ
cana-5757	103	10	alter	alter	NOUN
cana-5757	103	11	by	by	ADP
cana-5757	103	12	looking	look	VERB
cana-5757	103	13	at	at	ADP
cana-5757	103	14	additional	additional	ADJ
cana-5757	103	15	get	get	VERB
cana-5757	103	16	ready	ready	ADJ
cana-5757	103	17	procedures	procedure	NOUN
cana-5757	103	18	and	and	CCONJ
cana-5757	103	19	optimization	optimization	NOUN
cana-5757	103	20	strategies	strategy	NOUN
cana-5757	103	21	.	.	PUNCT
cana-5757	104	1	unavoidably	unavoidably	ADV
cana-5757	104	2	,	,	PUNCT
cana-5757	104	3	the	the	DET
cana-5757	104	4	project	project	NOUN
cana-5757	104	5	's	's	PART
cana-5757	104	6	comes	come	VERB
cana-5757	104	7	around	around	ADP
cana-5757	104	8	advantage	advantage	NOUN
cana-5757	104	9	the	the	DET
cana-5757	104	10	keeping	keep	VERB
cana-5757	104	11	cash	cash	NOUN
cana-5757	104	12	industry	industry	NOUN
cana-5757	104	13	by	by	ADP
cana-5757	104	14	stimulating	stimulate	VERB
cana-5757	104	15	restraint	restraint	NOUN
cana-5757	104	16	locale	locale	NOUN
cana-5757	104	17	capabilities	capability	NOUN
cana-5757	104	18	,	,	PUNCT
cana-5757	104	19	lessening	lessen	VERB
cana-5757	104	20	budgetary	budgetary	ADJ
cana-5757	104	21	events	event	NOUN
cana-5757	104	22	,	,	PUNCT
cana-5757	104	23	and	and	CCONJ
cana-5757	104	24	ensuring	ensure	VERB
cana-5757	104	25	secure	secure	ADJ
cana-5757	104	26	trades	trade	NOUN
cana-5757	104	27	,	,	PUNCT
cana-5757	104	28	making	make	VERB
cana-5757	104	29	strides	stride	NOUN
cana-5757	104	30	in	in	ADP
cana-5757	104	31	common	common	ADJ
cana-5757	104	32	security	security	NOUN
cana-5757	104	33	and	and	CCONJ
cana-5757	104	34	recognize	recognize	VERB
cana-5757	104	35	.	.	PUNCT
cana-5757	105	1	future	future	ADJ
cana-5757	105	2	scope	scope	NOUN
cana-5757	105	3	:	:	PUNCT
cana-5757	105	4	future	future	ADJ
cana-5757	105	5	research	research	NOUN
cana-5757	105	6	will	will	AUX
cana-5757	105	7	explore	explore	VERB
cana-5757	105	8	combining	combine	VERB
cana-5757	105	9	additional	additional	ADJ
cana-5757	105	10	hybrid	hybrid	ADJ
cana-5757	105	11	models	model	NOUN
cana-5757	105	12	with	with	ADP
cana-5757	105	13	catboost	catboost	NOUN
cana-5757	105	14	[	[	X
cana-5757	105	15	29	29	NUM
cana-5757	105	16	]	]	PUNCT
cana-5757	105	17	to	to	PART
cana-5757	105	18	enhance	enhance	VERB
cana-5757	105	19	fraud	fraud	NOUN
cana-5757	105	20	detection	detection	NOUN
cana-5757	105	21	accuracy	accuracy	NOUN
cana-5757	105	22	and	and	CCONJ
cana-5757	105	23	robustness	robustness	NOUN
cana-5757	105	24	.	.	PUNCT
cana-5757	106	1	future	future	ADJ
cana-5757	106	2	work	work	NOUN
cana-5757	106	3	will	will	AUX
cana-5757	106	4	fine	fine	ADJ
cana-5757	106	5	-	-	PUNCT
cana-5757	106	6	tune	tune	NOUN
cana-5757	106	7	catboost	catboost	NOUN
cana-5757	106	8	's	's	PART
cana-5757	106	9	hyperparameters	hyperparameter	NOUN
cana-5757	106	10	,	,	PUNCT
cana-5757	106	11	with	with	ADP
cana-5757	106	12	a	a	DET
cana-5757	106	13	specific	specific	ADJ
cana-5757	106	14	focus	focus	NOUN
cana-5757	106	15	on	on	ADP
cana-5757	106	16	optimizing	optimize	VERB
cana-5757	106	17	the	the	DET
cana-5757	106	18	number	number	NOUN
cana-5757	106	19	of	of	ADP
cana-5757	106	20	trees	tree	NOUN
cana-5757	106	21	to	to	PART
cana-5757	106	22	boost	boost	VERB
cana-5757	106	23	the	the	DET
cana-5757	106	24	model	model	NOUN
cana-5757	106	25	's	's	PART
cana-5757	106	26	efficiency	efficiency	NOUN
cana-5757	106	27	[	[	X
cana-5757	106	28	33	33	NUM
cana-5757	106	29	]	]	PUNCT
cana-5757	106	30	.	.	PUNCT
cana-5757	107	1	research	research	NOUN
cana-5757	107	2	will	will	AUX
cana-5757	107	3	focus	focus	VERB
cana-5757	107	4	on	on	ADP
cana-5757	107	5	strategies	strategy	NOUN
cana-5757	107	6	to	to	PART
cana-5757	107	7	adapt	adapt	VERB
cana-5757	107	8	to	to	ADP
cana-5757	107	9	ever	ever	ADV
cana-5757	107	10	-	-	PUNCT
cana-5757	107	11	changing	change	VERB
cana-5757	107	12	fraud	fraud	NOUN
cana-5757	107	13	patterns	pattern	NOUN
cana-5757	107	14	,	,	PUNCT
cana-5757	107	15	ensuring	ensure	VERB
cana-5757	107	16	the	the	DET
cana-5757	107	17	model	model	NOUN
cana-5757	107	18	remains	remain	VERB
cana-5757	107	19	effective	effective	ADJ
cana-5757	107	20	in	in	ADP
cana-5757	107	21	identifying	identify	VERB
cana-5757	107	22	emerging	emerge	VERB
cana-5757	107	23	fraudulent	fraudulent	ADJ
cana-5757	107	24	activities	activity	NOUN
cana-5757	107	25	.	.	PUNCT
cana-5757	108	1	ongoing	ongoing	ADJ
cana-5757	108	2	research	research	NOUN
cana-5757	108	3	aims	aim	VERB
cana-5757	108	4	to	to	PART
cana-5757	108	5	incorporate	incorporate	VERB
cana-5757	108	6	real	real	ADJ
cana-5757	108	7	-	-	PUNCT
cana-5757	108	8	time	time	NOUN
cana-5757	108	9	data	datum	NOUN
cana-5757	108	10	for	for	ADP
cana-5757	108	11	improved	improved	ADJ
cana-5757	108	12	system	system	NOUN
cana-5757	108	13	responsiveness	responsiveness	NOUN
cana-5757	108	14	and	and	CCONJ
cana-5757	108	15	adaptability	adaptability	NOUN
cana-5757	108	16	,	,	PUNCT
cana-5757	108	17	enabling	enable	VERB
cana-5757	108	18	quicker	quick	ADJ
cana-5757	108	19	responses	response	NOUN
cana-5757	108	20	to	to	ADP
cana-5757	108	21	emerging	emerge	VERB
cana-5757	108	22	threats	threat	NOUN
cana-5757	108	23	.	.	PUNCT
cana-5757	109	1	future	future	ADJ
cana-5757	109	2	efforts	effort	NOUN
cana-5757	109	3	will	will	AUX
cana-5757	109	4	work	work	VERB
cana-5757	109	5	on	on	ADP
cana-5757	109	6	making	make	VERB
cana-5757	109	7	the	the	DET
cana-5757	109	8	model	model	NOUN
cana-5757	109	9	's	's	PART
cana-5757	109	10	decision	decision	NOUN
cana-5757	109	11	-	-	PUNCT
cana-5757	109	12	making	make	VERB
cana-5757	109	13	process	process	NOUN
cana-5757	109	14	more	more	ADV
cana-5757	109	15	understandable	understandable	ADJ
cana-5757	109	16	,	,	PUNCT
cana-5757	109	17	providing	provide	VERB
cana-5757	109	18	deeper	deep	ADJ
cana-5757	109	19	insights	insight	NOUN
cana-5757	109	20	into	into	ADP
cana-5757	109	21	its	its	PRON
cana-5757	109	22	reasoning	reasoning	NOUN
cana-5757	109	23	for	for	ADP
cana-5757	109	24	building	build	VERB
cana-5757	109	25	trust	trust	NOUN
cana-5757	109	26	and	and	CCONJ
cana-5757	109	27	improving	improve	VERB
cana-5757	109	28	fraud	fraud	NOUN
cana-5757	109	29	detection	detection	NOUN
cana-5757	109	30	strategies	strategy	NOUN
cana-5757	109	31	references	reference	NOUN
cana-5757	109	32	[	[	X
cana-5757	109	33	1	1	NUM
cana-5757	109	34	]	]	PUNCT
cana-5757	109	35	j.	j.	PROPN
cana-5757	109	36	nanduri	nanduri	PROPN
cana-5757	109	37	,	,	PUNCT
cana-5757	109	38	y.-w	y.-w	PROPN
cana-5757	109	39	.	.	PUNCT
cana-5757	110	1	liu	liu	PROPN
cana-5757	110	2	,	,	PUNCT
cana-5757	110	3	k.	k.	PROPN
cana-5757	110	4	yang	yang	PROPN
cana-5757	110	5	,	,	PUNCT
cana-5757	110	6	and	and	CCONJ
cana-5757	110	7	y.	y.	PROPN
cana-5757	110	8	jia	jia	PROPN
cana-5757	110	9	,	,	PUNCT
cana-5757	110	10	‘	'	PUNCT
cana-5757	110	11	‘	'	PUNCT
cana-5757	110	12	ecommerce	ecommerce	NOUN
cana-5757	110	13	fraud	fraud	NOUN
cana-5757	110	14	detection	detection	NOUN
cana-5757	110	15	through	through	ADP
cana-5757	110	16	fraud	fraud	NOUN
cana-5757	110	17	islands	island	NOUN
cana-5757	110	18	and	and	CCONJ
cana-5757	110	19	multi	multi	ADJ
cana-5757	110	20	-	-	ADJ
cana-5757	110	21	layer	layer	ADJ
cana-5757	110	22	machine	machine	NOUN
cana-5757	110	23	learning	learning	NOUN
cana-5757	110	24	model	model	NOUN
cana-5757	110	25	,	,	PUNCT
cana-5757	110	26	’’	’'	PUNCT
cana-5757	110	27	in	in	ADP
cana-5757	110	28	proc	proc	NOUN
cana-5757	110	29	.	.	PUNCT
cana-5757	111	1	future	future	PROPN
cana-5757	111	2	inf	inf	PROPN
cana-5757	111	3	.	.	PUNCT
cana-5757	112	1	commun	commun	PROPN
cana-5757	112	2	.	.	PUNCT
cana-5757	112	3	conf	conf	PROPN
cana-5757	112	4	.	.	PUNCT
cana-5757	112	5	,	,	PUNCT
cana-5757	112	6	in	in	ADP
cana-5757	112	7	advances	advance	NOUN
cana-5757	112	8	in	in	ADP
cana-5757	112	9	information	information	NOUN
cana-5757	112	10	and	and	CCONJ
cana-5757	112	11	communication	communication	NOUN
cana-5757	112	12	.	.	PUNCT
cana-5757	113	1	san	san	PROPN
cana-5757	113	2	francisco	francisco	PROPN
cana-5757	113	3	,	,	PUNCT
cana-5757	113	4	ca	ca	PROPN
cana-5757	113	5	,	,	PUNCT
cana-5757	113	6	usa	usa	PROPN
cana-5757	113	7	:	:	PUNCT
cana-5757	113	8	springer	springer	NOUN
cana-5757	113	9	,	,	PUNCT
cana-5757	113	10	2020	2020	NUM
cana-5757	113	11	,	,	PUNCT
cana-5757	113	12	pp	pp	ADV
cana-5757	113	13	.	.	PUNCT
cana-5757	114	1	556–570	556–570	NUM
cana-5757	114	2	.	.	PUNCT
cana-5757	115	1	[	[	X
cana-5757	115	2	2	2	NUM
cana-5757	115	3	]	]	PUNCT
cana-5757	115	4	i.	i.	NOUN
cana-5757	115	5	matloob	matloob	PROPN
cana-5757	115	6	,	,	PUNCT
cana-5757	115	7	s.	s.	PROPN
cana-5757	115	8	a.	a.	PROPN
cana-5757	115	9	khan	khan	PROPN
cana-5757	115	10	,	,	PUNCT
cana-5757	115	11	r.	r.	PROPN
cana-5757	115	12	rukaiya	rukaiya	PROPN
cana-5757	115	13	,	,	PUNCT
cana-5757	115	14	m.	m.	NOUN
cana-5757	115	15	a.	a.	PROPN
cana-5757	115	16	k.	k.	PROPN
cana-5757	115	17	khattak	khattak	PROPN
cana-5757	115	18	,	,	PUNCT
cana-5757	115	19	and	and	CCONJ
cana-5757	115	20	a.	a.	PROPN
cana-5757	115	21	munir	munir	PROPN
cana-5757	115	22	,	,	PUNCT
cana-5757	115	23	‘	'	PUNCT
cana-5757	115	24	‘	'	PUNCT
cana-5757	115	25	a	a	DET
cana-5757	115	26	sequence	sequence	NOUN
cana-5757	115	27	miningbased	miningbase	VERB
cana-5757	115	28	novel	novel	ADJ
cana-5757	115	29	architecture	architecture	NOUN
cana-5757	115	30	for	for	ADP
cana-5757	115	31	detecting	detect	VERB
cana-5757	115	32	fraudulent	fraudulent	ADJ
cana-5757	115	33	transactions	transaction	NOUN
cana-5757	115	34	in	in	ADP
cana-5757	115	35	healthcare	healthcare	NOUN
cana-5757	115	36	systems	system	NOUN
cana-5757	115	37	,	,	PUNCT
cana-5757	115	38	’’	’'	PUNCT
cana-5757	115	39	ieee	ieee	NOUN
cana-5757	115	40	access	access	NOUN
cana-5757	115	41	,	,	PUNCT
cana-5757	115	42	vol	vol	NOUN
cana-5757	115	43	.	.	PROPN
cana-5757	116	1	10	10	NUM
cana-5757	116	2	,	,	PUNCT
cana-5757	116	3	pp	pp	ADJ
cana-5757	116	4	.	.	PUNCT
cana-5757	117	1	48447–48463	48447–48463	NUM
cana-5757	117	2	,	,	PUNCT
cana-5757	117	3	2022	2022	NUM
cana-5757	117	4	.	.	PUNCT
cana-5757	118	1	[	[	X
cana-5757	118	2	3	3	X
cana-5757	118	3	]	]	X
cana-5757	118	4	h.	h.	PROPN
cana-5757	118	5	feng	feng	PROPN
cana-5757	118	6	,	,	PUNCT
cana-5757	118	7	‘	'	PUNCT
cana-5757	118	8	‘	'	PUNCT
cana-5757	118	9	ensemble	ensemble	ADJ
cana-5757	118	10	learning	learning	NOUN
cana-5757	118	11	in	in	ADP
cana-5757	118	12	credit	credit	NOUN
cana-5757	118	13	card	card	NOUN
cana-5757	118	14	fraud	fraud	NOUN
cana-5757	118	15	detection	detection	NOUN
cana-5757	118	16	using	use	VERB
cana-5757	118	17	boosting	boost	VERB
cana-5757	118	18	methods	method	NOUN
cana-5757	118	19	,	,	PUNCT
cana-5757	118	20	’’	’'	PUNCT
cana-5757	118	21	in	in	ADP
cana-5757	118	22	proc	proc	NOUN
cana-5757	118	23	.	.	PUNCT
cana-5757	119	1	2nd	2nd	ADJ
cana-5757	119	2	int	int	PROPN
cana-5757	119	3	.	.	PUNCT
cana-5757	120	1	conf	conf	NOUN
cana-5757	120	2	.	.	PUNCT
cana-5757	121	1	comput	comput	NOUN
cana-5757	121	2	.	.	PUNCT
cana-5757	122	1	data	data	PROPN
cana-5757	122	2	sci	sci	PROPN
cana-5757	122	3	.	.	PUNCT
cana-5757	123	1	(	(	PUNCT
cana-5757	123	2	cds	cds	PROPN
cana-5757	123	3	)	)	PUNCT
cana-5757	123	4	,	,	PUNCT
cana-5757	123	5	jan	jan	PROPN
cana-5757	123	6	.	.	PROPN
cana-5757	123	7	2021	2021	NUM
cana-5757	123	8	,	,	PUNCT
cana-5757	123	9	pp	pp	ADV
cana-5757	123	10	.	.	PUNCT
cana-5757	124	1	7–11	7–11	NOUN
cana-5757	124	2	.	.	PUNCT
cana-5757	125	1	[	[	X
cana-5757	125	2	4	4	X
cana-5757	125	3	]	]	PUNCT
cana-5757	125	4	m.	m.	NOUN
cana-5757	125	5	s.	s.	PROPN
cana-5757	125	6	delgosha	delgosha	PROPN
cana-5757	125	7	,	,	PUNCT
cana-5757	125	8	n.	n.	PROPN
cana-5757	125	9	hajiheydari	hajiheydari	PROPN
cana-5757	125	10	,	,	PUNCT
cana-5757	125	11	and	and	CCONJ
cana-5757	125	12	s.	s.	PROPN
cana-5757	125	13	m.	m.	PROPN
cana-5757	125	14	fahimi	fahimi	PROPN
cana-5757	125	15	,	,	PUNCT
cana-5757	125	16	‘	'	PUNCT
cana-5757	125	17	‘	'	PUNCT
cana-5757	125	18	elucidation	elucidation	NOUN
cana-5757	125	19	of	of	ADP
cana-5757	125	20	big	big	ADJ
cana-5757	125	21	data	datum	NOUN
cana-5757	125	22	analytics	analytic	NOUN
cana-5757	125	23	in	in	ADP
cana-5757	125	24	banking	banking	NOUN
cana-5757	125	25	:	:	PUNCT
cana-5757	125	26	a	a	DET
cana-5757	125	27	four	four	NUM
cana-5757	125	28	-	-	PUNCT
cana-5757	125	29	stage	stage	NOUN
cana-5757	125	30	delphi	delphi	NOUN
cana-5757	125	31	study	study	NOUN
cana-5757	125	32	,	,	PUNCT
cana-5757	125	33	’’	’'	PUNCT
cana-5757	125	34	j.	j.	PROPN
cana-5757	125	35	enterprise	enterprise	PROPN
cana-5757	125	36	inf	inf	PROPN
cana-5757	125	37	.	.	PUNCT
cana-5757	125	38	manage	manage	VERB
cana-5757	125	39	.	.	PUNCT
cana-5757	126	1	,	,	PUNCT
cana-5757	126	2	vol	vol	NOUN
cana-5757	126	3	.	.	PROPN
cana-5757	127	1	34	34	NUM
cana-5757	127	2	,	,	PUNCT
cana-5757	127	3	no	no	INTJ
cana-5757	127	4	.	.	NOUN
cana-5757	127	5	6	6	NUM
cana-5757	127	6	,	,	PUNCT
cana-5757	127	7	pp	pp	ADJ
cana-5757	127	8	.	.	PUNCT
cana-5757	128	1	1577	1577	NUM
cana-5757	128	2	–	–	PUNCT
cana-5757	128	3	1596	1596	NUM
cana-5757	128	4	,	,	PUNCT
cana-5757	128	5	nov	nov	PROPN
cana-5757	128	6	.	.	PROPN
cana-5757	128	7	2021	2021	NUM
cana-5757	128	8	.	.	PUNCT
cana-5757	129	1	[	[	X
cana-5757	129	2	5	5	NUM
cana-5757	129	3	]	]	PUNCT
cana-5757	129	4	m.	m.	NOUN
cana-5757	129	5	puh	puh	NOUN
cana-5757	129	6	and	and	CCONJ
cana-5757	129	7	l.	l.	PROPN
cana-5757	129	8	brki¢	brki¢	PROPN
cana-5757	129	9	,	,	PUNCT
cana-5757	129	10	‘	'	PUNCT
cana-5757	129	11	‘	'	PUNCT
cana-5757	129	12	detecting	detect	VERB
cana-5757	129	13	credit	credit	NOUN
cana-5757	129	14	card	card	NOUN
cana-5757	129	15	fraud	fraud	NOUN
cana-5757	129	16	using	use	VERB
cana-5757	129	17	selected	select	VERB
cana-5757	129	18	machine	machine	NOUN
cana-5757	129	19	learning	learning	NOUN
cana-5757	129	20	algorithms	algorithm	NOUN
cana-5757	129	21	,	,	PUNCT
cana-5757	129	22	’’	’'	PUNCT
cana-5757	129	23	in	in	ADP
cana-5757	129	24	proc	proc	NOUN
cana-5757	129	25	.	.	PUNCT
cana-5757	130	1	42nd	42nd	ADJ
cana-5757	130	2	int	int	NOUN
cana-5757	130	3	.	.	PUNCT
cana-5757	131	1	conv	conv	PROPN
cana-5757	131	2	.	.	PUNCT
cana-5757	131	3	inf	inf	PROPN
cana-5757	131	4	.	.	PUNCT
cana-5757	132	1	commun	commun	PROPN
cana-5757	132	2	.	.	PUNCT
cana-5757	133	1	technol	technol	PROPN
cana-5757	133	2	.	.	PROPN
cana-5757	133	3	,	,	PUNCT
cana-5757	133	4	electron	electron	PROPN
cana-5757	133	5	.	.	PUNCT
cana-5757	134	1	microelectron	microelectron	PROPN
cana-5757	134	2	.	.	PUNCT
cana-5757	135	1	(	(	PUNCT
cana-5757	135	2	mipro	mipro	NOUN
cana-5757	135	3	)	)	PUNCT
cana-5757	135	4	,	,	PUNCT
cana-5757	135	5	may	may	AUX
cana-5757	135	6	2019	2019	NUM
cana-5757	135	7	,	,	PUNCT
cana-5757	135	8	pp	pp	ADJ
cana-5757	135	9	.	.	PUNCT
cana-5757	136	1	1250–1255	1250–1255	NUM
cana-5757	136	2	.	.	PUNCT
cana-5757	137	1	[	[	X
cana-5757	137	2	6	6	NUM
cana-5757	137	3	]	]	PUNCT
cana-5757	137	4	k.	k.	PROPN
cana-5757	137	5	randhawa	randhawa	PROPN
cana-5757	137	6	,	,	PUNCT
cana-5757	137	7	c.	c.	PROPN
cana-5757	137	8	k.	k.	PROPN
cana-5757	137	9	loo	loo	PROPN
cana-5757	137	10	,	,	PUNCT
cana-5757	137	11	m.	m.	NOUN
cana-5757	137	12	seera	seera	PROPN
cana-5757	137	13	,	,	PUNCT
cana-5757	137	14	c.	c.	PROPN
cana-5757	137	15	p.	p.	PROPN
cana-5757	137	16	lim	lim	PROPN
cana-5757	137	17	,	,	PUNCT
cana-5757	137	18	and	and	CCONJ
cana-5757	137	19	a.	a.	PROPN
cana-5757	137	20	k.	k.	PROPN
cana-5757	137	21	nandi	nandi	PROPN
cana-5757	137	22	,	,	PUNCT
cana-5757	137	23	‘	'	PUNCT
cana-5757	137	24	‘	'	PUNCT
cana-5757	137	25	credit	credit	NOUN
cana-5757	137	26	card	card	NOUN
cana-5757	137	27	fraud	fraud	NOUN
cana-5757	137	28	detection	detection	NOUN
cana-5757	137	29	using	use	VERB
cana-5757	137	30	adaboost	adaboost	ADV
cana-5757	137	31	and	and	CCONJ
cana-5757	137	32	majority	majority	NOUN
cana-5757	137	33	voting	voting	NOUN
cana-5757	137	34	,	,	PUNCT
cana-5757	137	35	’’	’'	PUNCT
cana-5757	137	36	ieee	ieee	NOUN
cana-5757	137	37	access	access	NOUN
cana-5757	137	38	,	,	PUNCT
cana-5757	137	39	vol	vol	NOUN
cana-5757	137	40	.	.	PROPN
cana-5757	138	1	6	6	NUM
cana-5757	138	2	,	,	PUNCT
cana-5757	138	3	pp	pp	ADJ
cana-5757	138	4	.	.	PUNCT
cana-5757	139	1	14277–14284	14277–14284	NUM
cana-5757	139	2	,	,	PUNCT
cana-5757	139	3	2018	2018	NUM
cana-5757	139	4	.	.	PUNCT
cana-5757	140	1	communications	communication	NOUN
cana-5757	140	2	on	on	ADP
cana-5757	140	3	applied	apply	VERB
cana-5757	140	4	nonlinear	nonlinear	ADJ
cana-5757	140	5	analysis	analysis	NOUN
cana-5757	140	6	issn	issn	NOUN
cana-5757	140	7	:	:	PUNCT
cana-5757	140	8	1074	1074	NUM
cana-5757	140	9	-	-	PUNCT
cana-5757	140	10	133x	133x	NUM
cana-5757	140	11	vol	vol	NOUN
cana-5757	140	12	32	32	NUM
cana-5757	140	13	no	no	NOUN
cana-5757	140	14	.	.	PUNCT
cana-5757	141	1	3s	3s	NUM
cana-5757	141	2	(	(	PUNCT
cana-5757	141	3	2025	2025	NUM
cana-5757	141	4	)	)	PUNCT
cana-5757	141	5	814	814	NUM
cana-5757	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5757	142	1	[	[	X
cana-5757	142	2	7	7	NUM
cana-5757	142	3	]	]	X
cana-5757	142	4	n.	n.	NOUN
cana-5757	142	5	kumaraswamy	kumaraswamy	NOUN
cana-5757	142	6	,	,	PUNCT
cana-5757	142	7	m.	m.	PROPN
cana-5757	142	8	k.	k.	PROPN
cana-5757	142	9	markey	markey	PROPN
cana-5757	142	10	,	,	PUNCT
cana-5757	142	11	t.	t.	NOUN
cana-5757	142	12	ekin	ekin	PROPN
cana-5757	142	13	,	,	PUNCT
cana-5757	142	14	j.	j.	PROPN
cana-5757	142	15	c.	c.	PROPN
cana-5757	142	16	barner	barner	PROPN
cana-5757	142	17	,	,	PUNCT
cana-5757	142	18	and	and	CCONJ
cana-5757	142	19	k.	k.	PROPN
cana-5757	142	20	rascati	rascati	PROPN
cana-5757	142	21	,	,	PUNCT
cana-5757	142	22	‘	'	PUNCT
cana-5757	142	23	‘	'	PUNCT
cana-5757	142	24	healthcare	healthcare	NOUN
cana-5757	142	25	fraud	fraud	NOUN
cana-5757	142	26	data	data	PROPN
cana-5757	142	27	mining	mining	NOUN
cana-5757	142	28	methods	method	NOUN
cana-5757	142	29	:	:	PUNCT
cana-5757	142	30	a	a	DET
cana-5757	142	31	look	look	NOUN
cana-5757	142	32	back	back	ADV
cana-5757	142	33	and	and	CCONJ
cana-5757	142	34	look	look	VERB
cana-5757	142	35	ahead	ahead	ADV
cana-5757	142	36	,	,	PUNCT
cana-5757	142	37	’’	’'	PUNCT
cana-5757	142	38	perspectives	perspective	NOUN
cana-5757	142	39	health	health	PROPN
cana-5757	142	40	inf	inf	PROPN
cana-5757	142	41	.	.	PUNCT
cana-5757	143	1	manag	manag	PROPN
cana-5757	143	2	.	.	PROPN
cana-5757	143	3	,	,	PUNCT
cana-5757	143	4	vol	vol	NOUN
cana-5757	143	5	.	.	PROPN
cana-5757	143	6	19	19	NUM
cana-5757	143	7	,	,	PUNCT
cana-5757	143	8	no	no	INTJ
cana-5757	143	9	.	.	NOUN
cana-5757	143	10	1	1	NUM
cana-5757	143	11	,	,	PUNCT
cana-5757	143	12	p.	p.	NOUN
cana-5757	143	13	1	1	NUM
cana-5757	143	14	,	,	PUNCT
cana-5757	143	15	2022	2022	NUM
cana-5757	143	16	.	.	PUNCT
cana-5757	144	1	[	[	X
cana-5757	144	2	8	8	NUM
cana-5757	144	3	]	]	X
cana-5757	144	4	e.	e.	PROPN
cana-5757	144	5	f.	f.	PROPN
cana-5757	144	6	malik	malik	PROPN
cana-5757	144	7	,	,	PUNCT
cana-5757	144	8	k.	k.	PROPN
cana-5757	144	9	w.	w.	PROPN
cana-5757	144	10	khaw	khaw	PROPN
cana-5757	144	11	,	,	PUNCT
cana-5757	144	12	b.	b.	PROPN
cana-5757	144	13	belaton	belaton	PROPN
cana-5757	144	14	,	,	PUNCT
cana-5757	144	15	w.	w.	PROPN
cana-5757	144	16	p.	p.	PROPN
cana-5757	144	17	wong	wong	PROPN
cana-5757	144	18	,	,	PUNCT
cana-5757	144	19	and	and	CCONJ
cana-5757	144	20	x.	x.	NOUN
cana-5757	144	21	chew	chew	VERB
cana-5757	144	22	,	,	PUNCT
cana-5757	144	23	‘	'	PUNCT
cana-5757	144	24	‘	'	PUNCT
cana-5757	144	25	credit	credit	NOUN
cana-5757	144	26	card	card	NOUN
cana-5757	144	27	fraud	fraud	NOUN
cana-5757	144	28	detection	detection	NOUN
cana-5757	144	29	using	use	VERB
cana-5757	144	30	a	a	DET
cana-5757	144	31	new	new	ADJ
cana-5757	144	32	hybrid	hybrid	ADJ
cana-5757	144	33	machine	machine	NOUN
cana-5757	144	34	learning	learn	VERB
cana-5757	144	35	architecture	architecture	NOUN
cana-5757	144	36	,	,	PUNCT
cana-5757	144	37	’’	’'	PUNCT
cana-5757	144	38	mathematics	mathematic	NOUN
cana-5757	144	39	,	,	PUNCT
cana-5757	144	40	vol	vol	NOUN
cana-5757	144	41	.	.	PROPN
cana-5757	144	42	10	10	NUM
cana-5757	144	43	,	,	PUNCT
cana-5757	144	44	no	no	INTJ
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cana-5757	144	46	9	9	NUM
cana-5757	144	47	,	,	PUNCT
cana-5757	144	48	p.	p.	NOUN
cana-5757	144	49	1480	1480	NUM
cana-5757	144	50	,	,	PUNCT
cana-5757	144	51	apr	apr	PROPN
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cana-5757	145	2	9	9	NUM
cana-5757	145	3	]	]	PUNCT
cana-5757	145	4	k.	k.	PROPN
cana-5757	145	5	gupta	gupta	PROPN
cana-5757	145	6	,	,	PUNCT
cana-5757	145	7	k.	k.	PROPN
cana-5757	145	8	singh	singh	PROPN
cana-5757	145	9	,	,	PUNCT
cana-5757	145	10	g.	g.	PROPN
cana-5757	145	11	v.	v.	CCONJ
cana-5757	145	12	singh	singh	PROPN
cana-5757	145	13	,	,	PUNCT
cana-5757	145	14	m.	m.	PROPN
cana-5757	145	15	hassan	hassan	PROPN
cana-5757	145	16	,	,	PUNCT
cana-5757	145	17	g.	g.	PROPN
cana-5757	145	18	himani	himani	PROPN
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cana-5757	145	20	and	and	CCONJ
cana-5757	145	21	u.	u.	PROPN
cana-5757	145	22	sharma	sharma	PROPN
cana-5757	145	23	,	,	PUNCT
cana-5757	145	24	‘	'	PUNCT
cana-5757	145	25	‘	'	PUNCT
cana-5757	145	26	machine	machine	NOUN
cana-5757	145	27	learning	learning	NOUN
cana-5757	145	28	based	base	VERB
cana-5757	145	29	credit	credit	NOUN
cana-5757	145	30	card	card	NOUN
cana-5757	145	31	fraud	fraud	NOUN
cana-5757	145	32	detection	detection	NOUN
cana-5757	145	33	—	—	PUNCT
cana-5757	145	34	a	a	DET
cana-5757	145	35	review	review	NOUN
cana-5757	145	36	,	,	PUNCT
cana-5757	145	37	’’	’'	PUNCT
cana-5757	145	38	in	in	ADP
cana-5757	145	39	proc	proc	NOUN
cana-5757	145	40	.	.	PUNCT
cana-5757	146	1	int	int	NOUN
cana-5757	146	2	.	.	PUNCT
cana-5757	146	3	conf	conf	PROPN
cana-5757	146	4	.	.	PUNCT
cana-5757	147	1	appl	appl	PROPN
cana-5757	147	2	.	.	PUNCT
cana-5757	148	1	artif	artif	PROPN
cana-5757	148	2	.	.	PUNCT
cana-5757	149	1	intell	intell	PROPN
cana-5757	149	2	.	.	PUNCT
cana-5757	150	1	comput	comput	NOUN
cana-5757	150	2	.	.	PUNCT
cana-5757	151	1	(	(	PUNCT
cana-5757	151	2	icaaic	icaaic	ADJ
cana-5757	151	3	)	)	PUNCT
cana-5757	151	4	,	,	PUNCT
cana-5757	151	5	2022	2022	NUM
cana-5757	151	6	,	,	PUNCT
cana-5757	151	7	pp	pp	ADJ
cana-5757	151	8	.	.	PUNCT
cana-5757	152	1	362–368	362–368	NUM
cana-5757	152	2	.	.	PUNCT
cana-5757	153	1	[	[	X
cana-5757	153	2	10	10	NUM
cana-5757	153	3	]	]	X
cana-5757	153	4	r.	r.	PROPN
cana-5757	153	5	almutairi	almutairi	PROPN
cana-5757	153	6	,	,	PUNCT
cana-5757	153	7	a.	a.	NOUN
cana-5757	153	8	godavarthi	godavarthi	PROPN
cana-5757	153	9	,	,	PUNCT
cana-5757	153	10	a.	a.	PROPN
cana-5757	153	11	r.	r.	PROPN
cana-5757	153	12	kotha	kotha	PROPN
cana-5757	153	13	,	,	PUNCT
cana-5757	153	14	and	and	CCONJ
cana-5757	153	15	e.	e.	PROPN
cana-5757	153	16	ceesay	ceesay	PROPN
cana-5757	153	17	,	,	PUNCT
cana-5757	153	18	‘	'	PUNCT
cana-5757	153	19	‘	'	PUNCT
cana-5757	153	20	analyzing	analyze	VERB
cana-5757	153	21	credit	credit	NOUN
cana-5757	153	22	card	card	NOUN
cana-5757	153	23	fraud	fraud	NOUN
cana-5757	153	24	detection	detection	NOUN
cana-5757	153	25	based	base	VERB
cana-5757	153	26	on	on	ADP
cana-5757	153	27	machine	machine	NOUN
cana-5757	153	28	learning	learning	NOUN
cana-5757	153	29	models	model	NOUN
cana-5757	153	30	,	,	PUNCT
cana-5757	153	31	’’	’'	PUNCT
cana-5757	153	32	in	in	ADP
cana-5757	153	33	proc	proc	NOUN
cana-5757	153	34	.	.	PUNCT
cana-5757	154	1	ieee	ieee	PROPN
cana-5757	154	2	int	int	PROPN
cana-5757	154	3	.	.	PUNCT
cana-5757	155	1	iot	iot	PROPN
cana-5757	155	2	,	,	PUNCT
cana-5757	155	3	electron	electron	NOUN
cana-5757	155	4	.	.	PUNCT
cana-5757	156	1	mechatronics	mechatronic	NOUN
cana-5757	156	2	conf	conf	NOUN
cana-5757	156	3	.	.	PUNCT
cana-5757	157	1	(	(	PUNCT
cana-5757	157	2	iemtronics	iemtronic	NOUN
cana-5757	157	3	)	)	PUNCT
cana-5757	157	4	,	,	PUNCT
cana-5757	157	5	jun	jun	PROPN
cana-5757	157	6	.	.	PROPN
cana-5757	157	7	2022	2022	NUM
cana-5757	157	8	,	,	PUNCT
cana-5757	157	9	pp	pp	ADV
cana-5757	157	10	.	.	PUNCT
cana-5757	158	1	1–8	1–8	X
cana-5757	158	2	.	.	PUNCT
cana-5757	159	1	[	[	X
cana-5757	159	2	11	11	NUM
cana-5757	159	3	]	]	X
cana-5757	159	4	n.	n.	PROPN
cana-5757	159	5	s.	s.	PROPN
cana-5757	159	6	halvaiee	halvaiee	PROPN
cana-5757	159	7	and	and	CCONJ
cana-5757	159	8	m.	m.	PROPN
cana-5757	159	9	k.	k.	PROPN
cana-5757	159	10	akbari	akbari	PROPN
cana-5757	159	11	,	,	PUNCT
cana-5757	159	12	‘	'	PUNCT
cana-5757	159	13	‘	'	PUNCT
cana-5757	159	14	a	a	DET
cana-5757	159	15	novel	novel	ADJ
cana-5757	159	16	model	model	NOUN
cana-5757	159	17	for	for	ADP
cana-5757	159	18	credit	credit	NOUN
cana-5757	159	19	card	card	NOUN
cana-5757	159	20	fraud	fraud	NOUN
cana-5757	159	21	detection	detection	NOUN
cana-5757	159	22	using	use	VERB
cana-5757	159	23	artificial	artificial	ADJ
cana-5757	159	24	immune	immune	ADJ
cana-5757	159	25	systems	system	NOUN
cana-5757	159	26	,	,	PUNCT
cana-5757	159	27	’’	’'	PUNCT
cana-5757	159	28	appl	appl	NOUN
cana-5757	159	29	.	.	PUNCT
cana-5757	159	30	soft	soft	ADJ
cana-5757	159	31	comput	comput	NOUN
cana-5757	159	32	.	.	PUNCT
cana-5757	159	33	,	,	PUNCT
cana-5757	159	34	vol	vol	NOUN
cana-5757	159	35	.	.	PROPN
cana-5757	159	36	24	24	NUM
cana-5757	159	37	,	,	PUNCT
cana-5757	159	38	pp	pp	PROPN
cana-5757	159	39	.	.	PUNCT
cana-5757	160	1	40–49	40–49	NUM
cana-5757	160	2	,	,	PUNCT
cana-5757	160	3	nov	nov	PROPN
cana-5757	160	4	.	.	PROPN
cana-5757	160	5	2014	2014	NUM
cana-5757	160	6	.	.	PUNCT
cana-5757	161	1	[	[	X
cana-5757	161	2	12	12	NUM
cana-5757	161	3	]	]	PUNCT
cana-5757	161	4	a.	a.	NOUN
cana-5757	161	5	c.	c.	PROPN
cana-5757	161	6	bahnsen	bahnsen	PROPN
cana-5757	161	7	,	,	PUNCT
cana-5757	161	8	d.	d.	PROPN
cana-5757	161	9	aouada	aouada	PROPN
cana-5757	161	10	,	,	PUNCT
cana-5757	161	11	a.	a.	PROPN
cana-5757	161	12	stojanovic	stojanovic	PROPN
cana-5757	161	13	,	,	PUNCT
cana-5757	161	14	and	and	CCONJ
cana-5757	161	15	b.	b.	PROPN
cana-5757	161	16	ottersten	ottersten	PROPN
cana-5757	161	17	,	,	PUNCT
cana-5757	161	18	‘	'	PUNCT
cana-5757	161	19	‘	'	PUNCT
cana-5757	161	20	feature	feature	NOUN
cana-5757	161	21	engineering	engineering	NOUN
cana-5757	161	22	strategies	strategy	NOUN
cana-5757	161	23	for	for	ADP
cana-5757	161	24	credit	credit	NOUN
cana-5757	161	25	card	card	NOUN
cana-5757	161	26	fraud	fraud	NOUN
cana-5757	161	27	detection	detection	NOUN
cana-5757	161	28	,	,	PUNCT
cana-5757	161	29	’’	’'	PUNCT
cana-5757	161	30	expert	expert	NOUN
cana-5757	161	31	syst	syst	NOUN
cana-5757	161	32	.	.	PUNCT
cana-5757	162	1	appl	appl	PROPN
cana-5757	162	2	.	.	PROPN
cana-5757	162	3	,	,	PUNCT
cana-5757	162	4	vol	vol	NOUN
cana-5757	162	5	.	.	PROPN
cana-5757	163	1	51	51	NUM
cana-5757	163	2	,	,	PUNCT
cana-5757	163	3	pp	pp	ADJ
cana-5757	163	4	.	.	PUNCT
cana-5757	164	1	134–142	134–142	NUM
cana-5757	164	2	,	,	PUNCT
cana-5757	164	3	jun	jun	PROPN
cana-5757	164	4	.	.	PROPN
cana-5757	164	5	2016	2016	NUM
cana-5757	164	6	.	.	PUNCT
cana-5757	165	1	[	[	X
cana-5757	165	2	13	13	NUM
cana-5757	165	3	]	]	X
cana-5757	165	4	u.	u.	NOUN
cana-5757	165	5	porwal	porwal	PROPN
cana-5757	165	6	and	and	CCONJ
cana-5757	165	7	s.	s.	PROPN
cana-5757	165	8	mukund	mukund	PROPN
cana-5757	165	9	,	,	PUNCT
cana-5757	165	10	‘	'	PUNCT
cana-5757	165	11	‘	'	PUNCT
cana-5757	165	12	credit	credit	NOUN
cana-5757	165	13	card	card	NOUN
cana-5757	165	14	fraud	fraud	NOUN
cana-5757	165	15	detection	detection	NOUN
cana-5757	165	16	in	in	ADP
cana-5757	165	17	e	e	NOUN
cana-5757	165	18	-	-	NOUN
cana-5757	165	19	commerce	commerce	NOUN
cana-5757	165	20	:	:	PUNCT
cana-5757	165	21	an	an	DET
cana-5757	165	22	outlier	outlier	ADJ
cana-5757	165	23	detection	detection	NOUN
cana-5757	165	24	approach	approach	NOUN
cana-5757	165	25	,	,	PUNCT
cana-5757	165	26	’’	’'	PUNCT
cana-5757	165	27	2018	2018	NUM
cana-5757	165	28	,	,	PUNCT
cana-5757	165	29	arxiv:1811.02196	arxiv:1811.02196	NUM
cana-5757	165	30	.	.	PUNCT
cana-5757	166	1	[	[	X
cana-5757	166	2	14	14	NUM
cana-5757	166	3	]	]	X
cana-5757	166	4	h.	h.	PROPN
cana-5757	166	5	wang	wang	PROPN
cana-5757	166	6	,	,	PUNCT
cana-5757	166	7	p.	p.	PROPN
cana-5757	166	8	zhu	zhu	PROPN
cana-5757	166	9	,	,	PUNCT
cana-5757	166	10	x.	x.	PROPN
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cana-5757	166	12	,	,	PUNCT
cana-5757	166	13	and	and	CCONJ
cana-5757	166	14	s.	s.	PROPN
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cana-5757	166	16	,	,	PUNCT
cana-5757	166	17	‘	'	PUNCT
cana-5757	166	18	‘	'	PUNCT
cana-5757	166	19	an	an	DET
cana-5757	166	20	ensemble	ensemble	ADJ
cana-5757	166	21	learning	learning	NOUN
cana-5757	166	22	framework	framework	NOUN
cana-5757	166	23	for	for	ADP
cana-5757	166	24	credit	credit	NOUN
cana-5757	166	25	card	card	NOUN
cana-5757	166	26	fraud	fraud	NOUN
cana-5757	166	27	detection	detection	NOUN
cana-5757	166	28	based	base	VERB
cana-5757	166	29	on	on	ADP
cana-5757	166	30	training	training	NOUN
cana-5757	166	31	set	set	VERB
cana-5757	166	32	partitioning	partition	VERB
cana-5757	166	33	and	and	CCONJ
cana-5757	166	34	clustering	clustering	NOUN
cana-5757	166	35	,	,	PUNCT
cana-5757	166	36	’’	’'	PUNCT
cana-5757	166	37	in	in	ADP
cana-5757	166	38	proc	proc	NOUN
cana-5757	166	39	.	.	PUNCT
cana-5757	167	1	ieee	ieee	PROPN
cana-5757	167	2	smartworld	smartworld	PROPN
cana-5757	167	3	,	,	PUNCT
cana-5757	167	4	ubiquitous	ubiquitous	ADJ
cana-5757	167	5	intell	intell	NOUN
cana-5757	167	6	.	.	PUNCT
cana-5757	168	1	comput	comput	NOUN
cana-5757	168	2	.	.	PUNCT
cana-5757	168	3	,	,	PUNCT
cana-5757	168	4	adv	adv	PROPN
cana-5757	168	5	.	.	PROPN
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cana-5757	168	8	.	.	PUNCT
cana-5757	169	1	,	,	PUNCT
cana-5757	169	2	scalable	scalable	ADJ
cana-5757	169	3	comput	comput	NOUN
cana-5757	169	4	.	.	PUNCT
cana-5757	170	1	commun	commun	PROPN
cana-5757	170	2	.	.	PROPN
cana-5757	170	3	,	,	PUNCT
cana-5757	170	4	cloud	cloud	VERB
cana-5757	170	5	big	big	ADJ
cana-5757	170	6	data	datum	NOUN
cana-5757	170	7	comput	comput	NOUN
cana-5757	170	8	.	.	PUNCT
cana-5757	170	9	,	,	PUNCT
cana-5757	170	10	internet	internet	NOUN
cana-5757	170	11	people	people	NOUN
cana-5757	170	12	smart	smart	ADJ
cana-5757	170	13	city	city	NOUN
cana-5757	170	14	innov	innov	NOUN
cana-5757	170	15	.	.	PUNCT
cana-5757	171	1	(	(	PUNCT
cana-5757	171	2	smartworld	smartworld	NOUN
cana-5757	171	3	/	/	SYM
cana-5757	171	4	scalcom	scalcom	PROPN
cana-5757	171	5	/	/	SYM
cana-5757	171	6	uic	uic	PROPN
cana-5757	171	7	/	/	SYM
cana-5757	171	8	atc	atc	PROPN
cana-5757	171	9	/	/	SYM
cana-5757	171	10	cbdcom	cbdcom	PROPN
cana-5757	171	11	/	/	SYM
cana-5757	171	12	iop	iop	PROPN
cana-5757	171	13	/	/	SYM
cana-5757	171	14	sci	sci	PROPN
cana-5757	171	15	)	)	PUNCT
cana-5757	171	16	,	,	PUNCT
cana-5757	171	17	oct	oct	PROPN
cana-5757	171	18	.	.	PROPN
cana-5757	171	19	2018	2018	NUM
cana-5757	171	20	,	,	PUNCT
cana-5757	171	21	pp	pp	ADJ
cana-5757	171	22	.	.	PUNCT
cana-5757	172	1	94–98	94–98	NUM
cana-5757	172	2	.	.	PUNCT
cana-5757	173	1	[	[	X
cana-5757	173	2	15	15	NUM
cana-5757	173	3	]	]	X
cana-5757	173	4	f.	f.	PROPN
cana-5757	173	5	itoo	itoo	PROPN
cana-5757	173	6	,	,	PUNCT
cana-5757	173	7	m.	m.	NOUN
cana-5757	173	8	meenakshi	meenakshi	PROPN
cana-5757	173	9	,	,	PUNCT
cana-5757	173	10	and	and	CCONJ
cana-5757	173	11	s.	s.	PROPN
cana-5757	173	12	singh	singh	PROPN
cana-5757	173	13	,	,	PUNCT
cana-5757	173	14	‘	'	PUNCT
cana-5757	173	15	‘	'	PUNCT
cana-5757	173	16	comparison	comparison	NOUN
cana-5757	173	17	and	and	CCONJ
cana-5757	173	18	analysis	analysis	NOUN
cana-5757	173	19	of	of	ADP
cana-5757	173	20	logistic	logistic	ADJ
cana-5757	173	21	regression	regression	NOUN
cana-5757	173	22	,	,	PUNCT
cana-5757	173	23	naïve	naïve	ADJ
cana-5757	173	24	bayes	bayes	PROPN
cana-5757	173	25	and	and	CCONJ
cana-5757	173	26	knn	knn	PROPN
cana-5757	173	27	machine	machine	NOUN
cana-5757	173	28	learning	learn	VERB
cana-5757	173	29	algorithms	algorithm	NOUN