id	sid	tid	token	lemma	pos
easat-1781	1	1	edelweiss	edelweiss	PROPN
easat-1781	1	2	applied	apply	VERB
easat-1781	1	3	science	science	NOUN
easat-1781	1	4	and	and	CCONJ
easat-1781	1	5	technology	technology	NOUN
easat-1781	1	6	issn	issn	PROPN
easat-1781	1	7	:	:	PUNCT
easat-1781	1	8	2576	2576	NUM
easat-1781	1	9	-	-	SYM
easat-1781	1	10	8484	8484	NUM
easat-1781	1	11	vol	vol	NOUN
easat-1781	1	12	.	.	PROPN
easat-1781	1	13	8	8	NUM
easat-1781	1	14	,	,	PUNCT
easat-1781	1	15	no	no	INTJ
easat-1781	1	16	.	.	NOUN
easat-1781	1	17	5	5	NUM
easat-1781	1	18	,	,	PUNCT
easat-1781	1	19	864	864	NUM
easat-1781	1	20	-	-	SYM
easat-1781	1	21	872	872	NUM
easat-1781	1	22	2024	2024	NUM
easat-1781	1	23	publisher	publisher	NOUN
easat-1781	1	24	:	:	PUNCT
easat-1781	1	25	learning	learn	VERB
easat-1781	1	26	gate	gate	NOUN
easat-1781	1	27	doi	doi	PROPN
easat-1781	1	28	:	:	PUNCT
easat-1781	1	29	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	1	30	©	©	PROPN
easat-1781	1	31	2024	2024	NUM
easat-1781	1	32	by	by	ADP
easat-1781	1	33	the	the	DET
easat-1781	1	34	authors	author	NOUN
easat-1781	1	35	;	;	PUNCT
easat-1781	1	36	licensee	licensee	PROPN
easat-1781	1	37	learning	learning	NOUN
easat-1781	1	38	gate	gate	NOUN
easat-1781	1	39	©	©	PROPN
easat-1781	1	40	2024	2024	NUM
easat-1781	1	41	by	by	ADP
easat-1781	1	42	the	the	DET
easat-1781	1	43	authors	author	NOUN
easat-1781	1	44	;	;	PUNCT
easat-1781	1	45	licensee	licensee	PROPN
easat-1781	1	46	learning	learn	VERB
easat-1781	1	47	gate	gate	NOUN
easat-1781	1	48	*	*	PUNCT
easat-1781	1	49	correspondence	correspondence	NOUN
easat-1781	1	50	:	:	PUNCT
easat-1781	1	51	govindoviya@gmail.com	govindoviya@gmail.com	X
easat-1781	1	52	,	,	PUNCT
easat-1781	1	53	byeon@inje.ac.kr	byeon@inje.ac.kr	VERB
easat-1781	1	54	online	online	ADJ
easat-1781	1	55	transaction	transaction	NOUN
easat-1781	1	56	fraud	fraud	NOUN
easat-1781	1	57	detection	detection	NOUN
easat-1781	1	58	in	in	ADP
easat-1781	1	59	the	the	DET
easat-1781	1	60	banking	banking	NOUN
easat-1781	1	61	sector	sector	NOUN
easat-1781	1	62	using	use	VERB
easat-1781	1	63	machine	machine	NOUN
easat-1781	1	64	learning	learn	VERB
easat-1781	1	65	techniques	technique	NOUN
easat-1781	1	66	s.	s.	PROPN
easat-1781	1	67	vasudevan1	vasudevan1	PROPN
easat-1781	1	68	,	,	PUNCT
easat-1781	1	69	vediyappan	vediyappan	ADJ
easat-1781	1	70	govindan2	govindan2	NOUN
easat-1781	1	71	*	*	PUNCT
easat-1781	1	72	,	,	PUNCT
easat-1781	1	73	haewon	haewon	VERB
easat-1781	1	74	byeon3	byeon3	PROPN
easat-1781	1	75	*	*	PROPN
easat-1781	1	76	1,2department	1,2department	NUM
easat-1781	1	77	of	of	ADP
easat-1781	1	78	mathematics	mathematic	NOUN
easat-1781	1	79	,	,	PUNCT
easat-1781	1	80	hindustan	hindustan	PROPN
easat-1781	1	81	institute	institute	PROPN
easat-1781	1	82	of	of	ADP
easat-1781	1	83	technology	technology	PROPN
easat-1781	1	84	and	and	CCONJ
easat-1781	1	85	science	science	NOUN
easat-1781	1	86	,	,	PUNCT
easat-1781	1	87	chennai	chennai	PROPN
easat-1781	1	88	;	;	PUNCT
easat-1781	2	1	svasudevanidvrs@gmail.com	svasudevanidvrs@gmail.com	X
easat-1781	2	2	(	(	PUNCT
easat-1781	2	3	s.v	s.v	PROPN
easat-1781	2	4	)	)	PUNCT
easat-1781	2	5	govindoviya@gmail.com	govindoviya@gmail.com	PROPN
easat-1781	3	1	(	(	PUNCT
easat-1781	3	2	v.g	v.g	PROPN
easat-1781	3	3	)	)	PUNCT
easat-1781	3	4	3department	3department	NUM
easat-1781	3	5	of	of	ADP
easat-1781	3	6	ai	ai	PRON
easat-1781	3	7	big	big	ADJ
easat-1781	3	8	data	data	PROPN
easat-1781	3	9	,	,	PUNCT
easat-1781	3	10	inje	inje	PROPN
easat-1781	3	11	university	university	PROPN
easat-1781	3	12	,	,	PUNCT
easat-1781	3	13	gimhae	gimhae	NOUN
easat-1781	3	14	,	,	PUNCT
easat-1781	3	15	50834	50834	NUM
easat-1781	3	16	,	,	PUNCT
easat-1781	3	17	republic	republic	NOUN
easat-1781	3	18	of	of	ADP
easat-1781	3	19	korea	korea	PROPN
easat-1781	3	20	;	;	PUNCT
easat-1781	3	21	byeon@inje.ac.kr	byeon@inje.ac.kr	X
easat-1781	3	22	(	(	PUNCT
easat-1781	3	23	h.b	h.b	PROPN
easat-1781	3	24	)	)	PUNCT
easat-1781	3	25	.	.	PUNCT
easat-1781	4	1	abstract	abstract	ADV
easat-1781	4	2	:	:	PUNCT
easat-1781	4	3	in	in	ADP
easat-1781	4	4	this	this	DET
easat-1781	4	5	paper	paper	NOUN
easat-1781	4	6	nowadays	nowadays	ADV
easat-1781	4	7	,	,	PUNCT
easat-1781	4	8	online	online	ADJ
easat-1781	4	9	transactions	transaction	NOUN
easat-1781	4	10	are	be	AUX
easat-1781	4	11	increasing	increase	VERB
easat-1781	4	12	rapidly	rapidly	ADV
easat-1781	4	13	and	and	CCONJ
easat-1781	4	14	payment	payment	NOUN
easat-1781	4	15	scams	scam	NOUN
easat-1781	4	16	are	be	AUX
easat-1781	4	17	also	also	ADV
easat-1781	4	18	increasing	increase	VERB
easat-1781	4	19	.	.	PUNCT
easat-1781	5	1	a	a	DET
easat-1781	5	2	hacker	hacker	NOUN
easat-1781	5	3	is	be	AUX
easat-1781	5	4	a	a	DET
easat-1781	5	5	person	person	NOUN
easat-1781	5	6	who	who	PRON
easat-1781	5	7	gains	gain	VERB
easat-1781	5	8	access	access	NOUN
easat-1781	5	9	to	to	ADP
easat-1781	5	10	another	another	DET
easat-1781	5	11	person	person	NOUN
easat-1781	5	12	's	's	PART
easat-1781	5	13	financial	financial	ADJ
easat-1781	5	14	information	information	NOUN
easat-1781	5	15	.	.	PUNCT
easat-1781	6	1	improving	improve	VERB
easat-1781	6	2	feature	feature	NOUN
easat-1781	6	3	selection	selection	NOUN
easat-1781	6	4	is	be	AUX
easat-1781	6	5	important	important	ADJ
easat-1781	6	6	to	to	PART
easat-1781	6	7	detect	detect	VERB
easat-1781	6	8	transaction	transaction	NOUN
easat-1781	6	9	risk	risk	NOUN
easat-1781	6	10	in	in	ADP
easat-1781	6	11	large	large	ADJ
easat-1781	6	12	,	,	PUNCT
easat-1781	6	13	multidimensional	multidimensional	ADJ
easat-1781	6	14	data	datum	NOUN
easat-1781	6	15	.	.	PUNCT
easat-1781	7	1	fraud	fraud	NOUN
easat-1781	7	2	detection	detection	NOUN
easat-1781	7	3	and	and	CCONJ
easat-1781	7	4	classification	classification	NOUN
easat-1781	7	5	performance	performance	NOUN
easat-1781	7	6	is	be	AUX
easat-1781	7	7	divided	divide	VERB
easat-1781	7	8	into	into	ADP
easat-1781	7	9	two	two	NUM
easat-1781	7	10	parts	part	NOUN
easat-1781	7	11	:	:	PUNCT
easat-1781	7	12	training	train	VERB
easat-1781	7	13	data	datum	NOUN
easat-1781	7	14	and	and	CCONJ
easat-1781	7	15	test	test	NOUN
easat-1781	7	16	data	datum	NOUN
easat-1781	7	17	.	.	PUNCT
easat-1781	8	1	during	during	ADP
easat-1781	8	2	this	this	DET
easat-1781	8	3	process	process	NOUN
easat-1781	8	4	we	we	PRON
easat-1781	8	5	have	have	AUX
easat-1781	8	6	focused	focus	VERB
easat-1781	8	7	on	on	ADP
easat-1781	8	8	data	datum	NOUN
easat-1781	8	9	analysis	analysis	NOUN
easat-1781	8	10	and	and	CCONJ
easat-1781	8	11	pre	pre	NOUN
easat-1781	8	12	-	-	ADJ
easat-1781	8	13	processing	processing	NOUN
easat-1781	8	14	.	.	PUNCT
easat-1781	9	1	in	in	ADP
easat-1781	9	2	a	a	DET
easat-1781	9	3	transaction	transaction	NOUN
easat-1781	9	4	’s	’s	PART
easat-1781	9	5	dataset	dataset	NOUN
easat-1781	9	6	,	,	PUNCT
easat-1781	9	7	the	the	DET
easat-1781	9	8	predictive	predictive	ADJ
easat-1781	9	9	variables	variable	NOUN
easat-1781	9	10	influence	influence	VERB
easat-1781	9	11	how	how	SCONJ
easat-1781	9	12	well	well	ADV
easat-1781	9	13	a	a	DET
easat-1781	9	14	machine	machine	NOUN
easat-1781	9	15	learning	learn	VERB
easat-1781	9	16	algorithm	algorithm	NOUN
easat-1781	9	17	for	for	ADP
easat-1781	9	18	transaction	transaction	NOUN
easat-1781	9	19	risk	risk	NOUN
easat-1781	9	20	identification	identification	NOUN
easat-1781	9	21	classifies	classify	VERB
easat-1781	9	22	and	and	CCONJ
easat-1781	9	23	identifies	identify	VERB
easat-1781	9	24	fraudulent	fraudulent	ADJ
easat-1781	9	25	transactions	transaction	NOUN
easat-1781	9	26	.	.	PUNCT
easat-1781	10	1	this	this	DET
easat-1781	10	2	study	study	NOUN
easat-1781	10	3	examines	examine	VERB
easat-1781	10	4	the	the	DET
easat-1781	10	5	application	application	NOUN
easat-1781	10	6	of	of	ADP
easat-1781	10	7	machine	machine	NOUN
easat-1781	10	8	learning	learn	VERB
easat-1781	10	9	techniques	technique	NOUN
easat-1781	10	10	in	in	ADP
easat-1781	10	11	improving	improve	VERB
easat-1781	10	12	fraud	fraud	NOUN
easat-1781	10	13	detection	detection	NOUN
easat-1781	10	14	in	in	ADP
easat-1781	10	15	the	the	DET
easat-1781	10	16	banking	banking	NOUN
easat-1781	10	17	industry	industry	NOUN
easat-1781	10	18	.	.	PUNCT
easat-1781	11	1	using	use	VERB
easat-1781	11	2	advanced	advanced	ADJ
easat-1781	11	3	algorithms	algorithm	NOUN
easat-1781	11	4	and	and	CCONJ
easat-1781	11	5	historical	historical	ADJ
easat-1781	11	6	transaction	transaction	NOUN
easat-1781	11	7	data	datum	NOUN
easat-1781	11	8	,	,	PUNCT
easat-1781	11	9	the	the	DET
easat-1781	11	10	model	model	NOUN
easat-1781	11	11	aims	aim	VERB
easat-1781	11	12	to	to	PART
easat-1781	11	13	identify	identify	VERB
easat-1781	11	14	anomalous	anomalous	ADJ
easat-1781	11	15	patterns	pattern	NOUN
easat-1781	11	16	that	that	PRON
easat-1781	11	17	indicate	indicate	VERB
easat-1781	11	18	fraudulent	fraudulent	ADJ
easat-1781	11	19	activity	activity	NOUN
easat-1781	11	20	.	.	PUNCT
easat-1781	12	1	feature	feature	NOUN
easat-1781	12	2	engineering	engineering	NOUN
easat-1781	12	3	,	,	PUNCT
easat-1781	12	4	ensemble	ensemble	ADJ
easat-1781	12	5	methods	method	NOUN
easat-1781	12	6	,	,	PUNCT
easat-1781	12	7	and	and	CCONJ
easat-1781	12	8	anomaly	anomaly	NOUN
easat-1781	12	9	detection	detection	NOUN
easat-1781	12	10	algorithms	algorithm	NOUN
easat-1781	12	11	are	be	AUX
easat-1781	12	12	used	use	VERB
easat-1781	12	13	to	to	PART
easat-1781	12	14	improve	improve	VERB
easat-1781	12	15	the	the	DET
easat-1781	12	16	accuracy	accuracy	NOUN
easat-1781	12	17	and	and	CCONJ
easat-1781	12	18	performance	performance	NOUN
easat-1781	12	19	of	of	ADP
easat-1781	12	20	fraud	fraud	NOUN
easat-1781	12	21	detection	detection	NOUN
easat-1781	12	22	systems	system	NOUN
easat-1781	12	23	.	.	PUNCT
easat-1781	13	1	reducing	reduce	VERB
easat-1781	13	2	false	false	ADJ
easat-1781	13	3	positives	positive	NOUN
easat-1781	13	4	and	and	CCONJ
easat-1781	13	5	provides	provide	VERB
easat-1781	13	6	an	an	DET
easat-1781	13	7	adaptive	adaptive	ADJ
easat-1781	13	8	security	security	NOUN
easat-1781	13	9	mechanism	mechanism	NOUN
easat-1781	13	10	.	.	PUNCT
easat-1781	14	1	by	by	ADP
easat-1781	14	2	harnessing	harness	VERB
easat-1781	14	3	the	the	DET
easat-1781	14	4	power	power	NOUN
easat-1781	14	5	of	of	ADP
easat-1781	14	6	machine	machine	NOUN
easat-1781	14	7	learning	learning	NOUN
easat-1781	14	8	,	,	PUNCT
easat-1781	14	9	this	this	DET
easat-1781	14	10	approach	approach	NOUN
easat-1781	14	11	aims	aim	VERB
easat-1781	14	12	to	to	PART
easat-1781	14	13	strengthen	strengthen	VERB
easat-1781	14	14	the	the	DET
easat-1781	14	15	banking	banking	NOUN
easat-1781	14	16	sectors	sector	NOUN
easat-1781	14	17	defines	define	VERB
easat-1781	14	18	against	against	ADP
easat-1781	14	19	sophisticated	sophisticated	ADJ
easat-1781	14	20	fraud	fraud	NOUN
easat-1781	14	21	schemes	scheme	NOUN
easat-1781	14	22	.	.	PUNCT
easat-1781	15	1	this	this	DET
easat-1781	15	2	study	study	NOUN
easat-1781	15	3	not	not	PART
easat-1781	15	4	only	only	ADV
easat-1781	15	5	contributes	contribute	VERB
easat-1781	15	6	to	to	ADP
easat-1781	15	7	the	the	DET
easat-1781	15	8	academic	academic	ADJ
easat-1781	15	9	understanding	understanding	NOUN
easat-1781	15	10	of	of	ADP
easat-1781	15	11	fraud	fraud	NOUN
easat-1781	15	12	detection	detection	NOUN
easat-1781	15	13	,	,	PUNCT
easat-1781	15	14	but	but	CCONJ
easat-1781	15	15	also	also	ADV
easat-1781	15	16	provides	provide	VERB
easat-1781	15	17	industry	industry	NOUN
easat-1781	15	18	practitioners	practitioner	NOUN
easat-1781	15	19	with	with	ADP
easat-1781	15	20	a	a	DET
easat-1781	15	21	practical	practical	ADJ
easat-1781	15	22	framework	framework	NOUN
easat-1781	15	23	for	for	ADP
easat-1781	15	24	implementing	implement	VERB
easat-1781	15	25	proactive	proactive	ADJ
easat-1781	15	26	measures	measure	NOUN
easat-1781	15	27	.	.	PUNCT
easat-1781	16	1	in	in	ADP
easat-1781	16	2	navigating	navigate	VERB
easat-1781	16	3	the	the	DET
easat-1781	16	4	complex	complex	ADJ
easat-1781	16	5	landscape	landscape	NOUN
easat-1781	16	6	of	of	ADP
easat-1781	16	7	financial	financial	ADJ
easat-1781	16	8	security	security	NOUN
easat-1781	16	9	,	,	PUNCT
easat-1781	16	10	this	this	DET
easat-1781	16	11	research	research	NOUN
easat-1781	16	12	serves	serve	VERB
easat-1781	16	13	as	as	ADP
easat-1781	16	14	a	a	DET
easat-1781	16	15	guide	guide	NOUN
easat-1781	16	16	for	for	ADP
easat-1781	16	17	building	build	VERB
easat-1781	16	18	agile	agile	ADJ
easat-1781	16	19	and	and	CCONJ
easat-1781	16	20	responsive	responsive	ADJ
easat-1781	16	21	systems	system	NOUN
easat-1781	16	22	that	that	PRON
easat-1781	16	23	stay	stay	VERB
easat-1781	16	24	ahead	ahead	ADV
easat-1781	16	25	of	of	ADP
easat-1781	16	26	the	the	DET
easat-1781	16	27	threats	threat	NOUN
easat-1781	16	28	that	that	PRON
easat-1781	16	29	evolve	evolve	VERB
easat-1781	16	30	in	in	ADP
easat-1781	16	31	the	the	DET
easat-1781	16	32	ever	ever	ADV
easat-1781	16	33	-	-	PUNCT
easat-1781	16	34	changing	change	VERB
easat-1781	16	35	landscape	landscape	NOUN
easat-1781	16	36	of	of	ADP
easat-1781	16	37	the	the	DET
easat-1781	16	38	banking	banking	NOUN
easat-1781	16	39	industry	industry	NOUN
easat-1781	16	40	.	.	PUNCT
easat-1781	17	1	keywords	keyword	NOUN
easat-1781	17	2	:	:	PUNCT
easat-1781	17	3	fraud	fraud	NOUN
easat-1781	17	4	detection	detection	NOUN
easat-1781	17	5	,	,	PUNCT
easat-1781	17	6	machine	machine	NOUN
easat-1781	17	7	learning	learning	NOUN
easat-1781	17	8	algorithms	algorithms	PROPN
easat-1781	17	9	,	,	PUNCT
easat-1781	17	10	python	python	PROPN
easat-1781	17	11	.	.	PUNCT
easat-1781	18	1	1	1	NUM
easat-1781	18	2	.	.	X
easat-1781	18	3	introduction	introduction	NOUN
easat-1781	18	4	the	the	DET
easat-1781	18	5	global	global	ADJ
easat-1781	18	6	banking	banking	NOUN
easat-1781	18	7	sector	sector	NOUN
easat-1781	18	8	,	,	PUNCT
easat-1781	18	9	which	which	PRON
easat-1781	18	10	is	be	AUX
easat-1781	18	11	essential	essential	ADJ
easat-1781	18	12	to	to	ADP
easat-1781	18	13	maintaining	maintain	VERB
easat-1781	18	14	economic	economic	ADJ
easat-1781	18	15	stability	stability	NOUN
easat-1781	18	16	,	,	PUNCT
easat-1781	18	17	is	be	AUX
easat-1781	18	18	increasingly	increasingly	ADV
easat-1781	18	19	threatened	threaten	VERB
easat-1781	18	20	by	by	ADP
easat-1781	18	21	fraudulent	fraudulent	ADJ
easat-1781	18	22	operations	operation	NOUN
easat-1781	18	23	that	that	PRON
easat-1781	18	24	take	take	VERB
easat-1781	18	25	advantage	advantage	NOUN
easat-1781	18	26	of	of	ADP
easat-1781	18	27	the	the	DET
easat-1781	18	28	nuances	nuance	NOUN
easat-1781	18	29	of	of	ADP
easat-1781	18	30	online	online	ADJ
easat-1781	18	31	transactions	transaction	NOUN
easat-1781	18	32	.	.	PUNCT
easat-1781	19	1	the	the	DET
easat-1781	19	2	growing	grow	VERB
easat-1781	19	3	complexity	complexity	NOUN
easat-1781	19	4	of	of	ADP
easat-1781	19	5	transactions	transaction	NOUN
easat-1781	19	6	resulting	result	VERB
easat-1781	19	7	from	from	ADP
easat-1781	19	8	financial	financial	ADJ
easat-1781	19	9	institutions	institution	NOUN
easat-1781	19	10	'	'	PART
easat-1781	19	11	digitization	digitization	NOUN
easat-1781	19	12	creates	create	VERB
easat-1781	19	13	a	a	DET
easat-1781	19	14	favable	favable	ADJ
easat-1781	19	15	environment	environment	NOUN
easat-1781	19	16	for	for	ADP
easat-1781	19	17	hostile	hostile	ADJ
easat-1781	19	18	actors	actor	NOUN
easat-1781	19	19	aiming	aim	VERB
easat-1781	19	20	to	to	PART
easat-1781	19	21	obtain	obtain	VERB
easat-1781	19	22	illegal	illegal	ADJ
easat-1781	19	23	access	access	NOUN
easat-1781	19	24	and	and	CCONJ
easat-1781	19	25	profit	profit	NOUN
easat-1781	19	26	.	.	PUNCT
easat-1781	20	1	the	the	DET
easat-1781	20	2	conventional	conventional	ADJ
easat-1781	20	3	approaches	approach	NOUN
easat-1781	20	4	to	to	PART
easat-1781	20	5	fraud	fraud	NOUN
easat-1781	20	6	detection	detection	NOUN
easat-1781	20	7	,	,	PUNCT
easat-1781	20	8	which	which	PRON
easat-1781	20	9	mostly	mostly	ADV
easat-1781	20	10	rely	rely	VERB
easat-1781	20	11	on	on	ADP
easat-1781	20	12	rule	rule	NOUN
easat-1781	20	13	-	-	PUNCT
easat-1781	20	14	based	base	VERB
easat-1781	20	15	algorithms	algorithm	NOUN
easat-1781	20	16	,	,	PUNCT
easat-1781	20	17	have	have	AUX
easat-1781	20	18	demonstrated	demonstrate	VERB
easat-1781	20	19	their	their	PRON
easat-1781	20	20	inability	inability	NOUN
easat-1781	20	21	to	to	PART
easat-1781	20	22	adjust	adjust	VERB
easat-1781	20	23	to	to	ADP
easat-1781	20	24	the	the	DET
easat-1781	20	25	ever	ever	ADV
easat-1781	20	26	-	-	PUNCT
easat-1781	20	27	changing	change	VERB
easat-1781	20	28	nature	nature	NOUN
easat-1781	20	29	of	of	ADP
easat-1781	20	30	fraudulent	fraudulent	ADJ
easat-1781	20	31	schemes	scheme	NOUN
easat-1781	20	32	.	.	PUNCT
easat-1781	21	1	a	a	DET
easat-1781	21	2	growing	grow	VERB
easat-1781	21	3	number	number	NOUN
easat-1781	21	4	of	of	ADP
easat-1781	21	5	people	people	NOUN
easat-1781	21	6	are	be	AUX
easat-1781	21	7	interested	interested	ADJ
easat-1781	21	8	in	in	ADP
easat-1781	21	9	applying	apply	VERB
easat-1781	21	10	machine	machine	NOUN
easat-1781	21	11	learning	learn	VERB
easat-1781	21	12	techniques	technique	NOUN
easat-1781	21	13	to	to	PART
easat-1781	21	14	improve	improve	VERB
easat-1781	21	15	the	the	DET
easat-1781	21	16	security	security	NOUN
easat-1781	21	17	of	of	ADP
easat-1781	21	18	financial	financial	ADJ
easat-1781	21	19	systems	system	NOUN
easat-1781	21	20	against	against	ADP
easat-1781	21	21	fraudulent	fraudulent	ADJ
easat-1781	21	22	activity	activity	NOUN
easat-1781	21	23	as	as	ADP
easat-1781	21	24	a	a	DET
easat-1781	21	25	solution	solution	NOUN
easat-1781	21	26	to	to	ADP
easat-1781	21	27	this	this	DET
easat-1781	21	28	challenge	challenge	NOUN
easat-1781	21	29	.	.	PUNCT
easat-1781	22	1	by	by	ADP
easat-1781	22	2	allowing	allow	VERB
easat-1781	22	3	computers	computer	NOUN
easat-1781	22	4	to	to	PART
easat-1781	22	5	recognize	recognize	VERB
easat-1781	22	6	and	and	CCONJ
easat-1781	22	7	adjust	adjust	VERB
easat-1781	22	8	based	base	VERB
easat-1781	22	9	on	on	ADP
easat-1781	22	10	patterns	pattern	NOUN
easat-1781	22	11	in	in	ADP
easat-1781	22	12	data	datum	NOUN
easat-1781	22	13	,	,	PUNCT
easat-1781	22	14	machine	machine	NOUN
easat-1781	22	15	learning	learn	VERB
easat-1781	22	16	techniques	technique	NOUN
easat-1781	22	17	provide	provide	VERB
easat-1781	22	18	a	a	DET
easat-1781	22	19	paradigm	paradigm	NOUN
easat-1781	22	20	leap	leap	NOUN
easat-1781	22	21	in	in	ADP
easat-1781	22	22	fraud	fraud	NOUN
easat-1781	22	23	detection	detection	NOUN
easat-1781	22	24	.	.	PUNCT
easat-1781	23	1	real	real	ADJ
easat-1781	23	2	-	-	PUNCT
easat-1781	23	3	time	time	NOUN
easat-1781	23	4	detection	detection	NOUN
easat-1781	23	5	of	of	ADP
easat-1781	23	6	fraudulent	fraudulent	ADJ
easat-1781	23	7	activity	activity	NOUN
easat-1781	23	8	and	and	CCONJ
easat-1781	23	9	subtle	subtle	ADJ
easat-1781	23	10	anomalies	anomaly	NOUN
easat-1781	23	11	can	can	AUX
easat-1781	23	12	be	be	AUX
easat-1781	23	13	achieved	achieve	VERB
easat-1781	23	14	through	through	ADP
easat-1781	23	15	the	the	DET
easat-1781	23	16	use	use	NOUN
easat-1781	23	17	of	of	ADP
easat-1781	23	18	unsupervised	unsupervised	ADJ
easat-1781	23	19	techniques	technique	NOUN
easat-1781	23	20	like	like	ADP
easat-1781	23	21	clustering	cluster	VERB
easat-1781	23	22	and	and	CCONJ
easat-1781	23	23	supervised	supervise	VERB
easat-1781	23	24	learning	learn	VERB
easat-1781	23	25	algorithms	algorithm	NOUN
easat-1781	23	26	like	like	ADP
easat-1781	23	27	support	support	NOUN
easat-1781	23	28	vector	vector	NOUN
easat-1781	23	29	machines	machine	NOUN
easat-1781	23	30	and	and	CCONJ
easat-1781	23	31	random	random	ADJ
easat-1781	23	32	forests	forest	NOUN
easat-1781	23	33	.	.	PUNCT
easat-1781	24	1	for	for	ADP
easat-1781	24	2	deciphering	decipher	VERB
easat-1781	24	3	intricate	intricate	ADJ
easat-1781	24	4	patterns	pattern	NOUN
easat-1781	24	5	and	and	CCONJ
easat-1781	24	6	big	big	ADJ
easat-1781	24	7	information	information	NOUN
easat-1781	24	8	.	.	PUNCT
easat-1781	25	1	machine	machine	NOUN
easat-1781	25	2	learning	learning	PROPN
easat-1781	25	3	's	's	PART
easat-1781	25	4	capacity	capacity	NOUN
easat-1781	25	5	to	to	PART
easat-1781	25	6	recognize	recognize	VERB
easat-1781	25	7	and	and	CCONJ
easat-1781	25	8	market	market	VERB
easat-1781	25	9	itself	itself	PRON
easat-1781	25	10	as	as	ADP
easat-1781	25	11	a	a	DET
easat-1781	25	12	potent	potent	ADJ
easat-1781	25	13	instrument	instrument	NOUN
easat-1781	25	14	for	for	ADP
easat-1781	25	15	raising	raise	VERB
easat-1781	25	16	the	the	DET
easat-1781	25	17	precision	precision	NOUN
easat-1781	25	18	and	and	CCONJ
easat-1781	25	19	effectiveness	effectiveness	NOUN
easat-1781	25	20	of	of	ADP
easat-1781	25	21	fraud	fraud	NOUN
easat-1781	25	22	detection	detection	NOUN
easat-1781	25	23	algorithms	algorithm	NOUN
easat-1781	25	24	.	.	PUNCT
easat-1781	26	1	865	865	NUM
easat-1781	26	2	edelweiss	edelweiss	PROPN
easat-1781	26	3	applied	apply	VERB
easat-1781	26	4	science	science	NOUN
easat-1781	26	5	and	and	CCONJ
easat-1781	26	6	technology	technology	NOUN
easat-1781	26	7	issn	issn	PROPN
easat-1781	26	8	:	:	PUNCT
easat-1781	26	9	2576	2576	NUM
easat-1781	26	10	-	-	SYM
easat-1781	26	11	8484	8484	NUM
easat-1781	26	12	vol	vol	NOUN
easat-1781	26	13	.	.	PROPN
easat-1781	27	1	8	8	NUM
easat-1781	27	2	,	,	PUNCT
easat-1781	27	3	no	no	INTJ
easat-1781	27	4	.	.	NOUN
easat-1781	27	5	5	5	NUM
easat-1781	27	6	:	:	PUNCT
easat-1781	27	7	864	864	NUM
easat-1781	27	8	-	-	SYM
easat-1781	27	9	872	872	NUM
easat-1781	27	10	,	,	PUNCT
easat-1781	27	11	2024	2024	NUM
easat-1781	27	12	doi	doi	NOUN
easat-1781	27	13	:	:	PUNCT
easat-1781	27	14	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	27	15	©	©	PROPN
easat-1781	27	16	2024	2024	NUM
easat-1781	27	17	by	by	ADP
easat-1781	27	18	the	the	DET
easat-1781	27	19	author	author	NOUN
easat-1781	27	20	;	;	PUNCT
easat-1781	28	1	licensee	licensee	PROPN
easat-1781	28	2	learning	learn	VERB
easat-1781	28	3	gate	gate	NOUN
easat-1781	28	4	concerns	concern	NOUN
easat-1781	28	5	about	about	ADP
easat-1781	28	6	security	security	NOUN
easat-1781	28	7	and	and	CCONJ
easat-1781	28	8	privacy	privacy	NOUN
easat-1781	28	9	are	be	AUX
easat-1781	28	10	crucial	crucial	ADJ
easat-1781	28	11	when	when	SCONJ
easat-1781	28	12	using	use	VERB
easat-1781	28	13	these	these	DET
easat-1781	28	14	ml	ml	NOUN
easat-1781	28	15	approaches	approach	NOUN
easat-1781	28	16	.	.	PUNCT
easat-1781	29	1	important	important	ADJ
easat-1781	29	2	financial	financial	ADJ
easat-1781	29	3	data	datum	NOUN
easat-1781	29	4	must	must	AUX
easat-1781	29	5	be	be	AUX
easat-1781	29	6	used	use	VERB
easat-1781	29	7	with	with	ADP
easat-1781	29	8	strict	strict	ADJ
easat-1781	29	9	adherence	adherence	NOUN
easat-1781	29	10	to	to	ADP
easat-1781	29	11	ethical	ethical	ADJ
easat-1781	29	12	standards	standard	NOUN
easat-1781	29	13	and	and	CCONJ
easat-1781	29	14	data	datum	NOUN
easat-1781	29	15	security	security	NOUN
easat-1781	29	16	rules	rule	NOUN
easat-1781	29	17	.	.	PUNCT
easat-1781	30	1	verify	verify	VERB
easat-1781	30	2	the	the	DET
easat-1781	30	3	integrity	integrity	NOUN
easat-1781	30	4	and	and	CCONJ
easat-1781	30	5	confidentiality	confidentiality	NOUN
easat-1781	30	6	of	of	ADP
easat-1781	30	7	consumer	consumer	NOUN
easat-1781	30	8	data	datum	NOUN
easat-1781	30	9	.	.	PUNCT
easat-1781	31	1	to	to	PART
easat-1781	31	2	stop	stop	VERB
easat-1781	31	3	fraud	fraud	NOUN
easat-1781	31	4	,	,	PUNCT
easat-1781	31	5	you	you	PRON
easat-1781	31	6	must	must	AUX
easat-1781	31	7	keep	keep	VERB
easat-1781	31	8	a	a	DET
easat-1781	31	9	delicate	delicate	ADJ
easat-1781	31	10	balance	balance	NOUN
easat-1781	31	11	.	.	PUNCT
easat-1781	32	1	cooperation	cooperation	NOUN
easat-1781	32	2	between	between	ADP
easat-1781	32	3	financial	financial	ADJ
easat-1781	32	4	institutions	institution	NOUN
easat-1781	32	5	will	will	AUX
easat-1781	32	6	increase	increase	VERB
easat-1781	32	7	the	the	DET
easat-1781	32	8	performance	performance	NOUN
easat-1781	32	9	of	of	ADP
easat-1781	32	10	these	these	DET
easat-1781	32	11	machine	machine	NOUN
easat-1781	32	12	learning	learn	VERB
easat-1781	32	13	techniques	technique	NOUN
easat-1781	32	14	.	.	PUNCT
easat-1781	33	1	share	share	VERB
easat-1781	33	2	intelligent	intelligent	ADJ
easat-1781	33	3	,	,	PUNCT
easat-1781	33	4	trends	trend	NOUN
easat-1781	33	5	and	and	CCONJ
easat-1781	33	6	sample	sample	NOUN
easat-1781	33	7	developments	development	NOUN
easat-1781	33	8	,	,	PUNCT
easat-1781	33	9	helps	help	VERB
easat-1781	33	10	to	to	PART
easat-1781	33	11	create	create	VERB
easat-1781	33	12	a	a	DET
easat-1781	33	13	more	more	ADV
easat-1781	33	14	comprehensive	comprehensive	ADJ
easat-1781	33	15	and	and	CCONJ
easat-1781	33	16	integrated	integrated	ADJ
easat-1781	33	17	protection	protection	NOUN
easat-1781	33	18	against	against	ADP
easat-1781	33	19	the	the	DET
easat-1781	33	20	online	online	ADJ
easat-1781	33	21	transaction	transaction	NOUN
easat-1781	33	22	fraud	fraud	NOUN
easat-1781	33	23	.	.	PUNCT
easat-1781	34	1	this	this	DET
easat-1781	34	2	joint	joint	ADJ
easat-1781	34	3	approach	approach	NOUN
easat-1781	34	4	can	can	AUX
easat-1781	34	5	lead	lead	VERB
easat-1781	34	6	to	to	ADP
easat-1781	34	7	the	the	DET
easat-1781	34	8	most	most	ADV
easat-1781	34	9	subtle	subtle	ADJ
easat-1781	34	10	and	and	CCONJ
easat-1781	34	11	accurate	accurate	ADJ
easat-1781	34	12	models	model	NOUN
easat-1781	34	13	,	,	PUNCT
easat-1781	34	14	which	which	PRON
easat-1781	34	15	also	also	ADV
easat-1781	34	16	benefit	benefit	VERB
easat-1781	34	17	from	from	ADP
easat-1781	34	18	the	the	DET
easat-1781	34	19	entire	entire	ADJ
easat-1781	34	20	bank	bank	NOUN
easat-1781	34	21	department	department	NOUN
easat-1781	34	22	.	.	PUNCT
easat-1781	35	1	2	2	X
easat-1781	35	2	.	.	X
easat-1781	35	3	literature	literature	PROPN
easat-1781	35	4	review	review	PROPN
easat-1781	35	5	pradeepan	pradeepan	PROPN
easat-1781	35	6	raghavan	raghavan	PROPN
easat-1781	35	7	et	et	PROPN
easat-1781	35	8	al	al	PROPN
easat-1781	35	9	.	.	PUNCT
easat-1781	36	1	[	[	X
easat-1781	36	2	1	1	X
easat-1781	36	3	]	]	PUNCT
easat-1781	36	4	provide	provide	VERB
easat-1781	36	5	a	a	DET
easat-1781	36	6	comprehensive	comprehensive	ADJ
easat-1781	36	7	assessment	assessment	NOUN
easat-1781	36	8	of	of	ADP
easat-1781	36	9	various	various	ADJ
easat-1781	36	10	machine	machine	NOUN
easat-1781	36	11	learning	learning	NOUN
easat-1781	36	12	and	and	CCONJ
easat-1781	36	13	deep	deep	ADJ
easat-1781	36	14	learning	learning	NOUN
easat-1781	36	15	models	model	NOUN
easat-1781	36	16	including	include	VERB
easat-1781	36	17	restricted	restrict	VERB
easat-1781	36	18	boltzmann	boltzmann	PROPN
easat-1781	36	19	machines	machine	NOUN
easat-1781	36	20	(	(	PUNCT
easat-1781	36	21	rbm	rbm	PROPN
easat-1781	36	22	)	)	PUNCT
easat-1781	36	23	,	,	PUNCT
easat-1781	36	24	autoencoders	autoencoder	NOUN
easat-1781	36	25	,	,	PUNCT
easat-1781	36	26	random	random	ADJ
easat-1781	36	27	forest	forest	NOUN
easat-1781	36	28	,	,	PUNCT
easat-1781	36	29	convolutional	convolutional	ADJ
easat-1781	36	30	neural	neural	ADJ
easat-1781	36	31	networks	network	NOUN
easat-1781	36	32	(	(	PUNCT
easat-1781	36	33	cnn	cnn	PROPN
easat-1781	36	34	)	)	PUNCT
easat-1781	36	35	,	,	PUNCT
easat-1781	36	36	support	support	VERB
easat-1781	36	37	vector	vector	NOUN
easat-1781	36	38	machines	machine	NOUN
easat-1781	36	39	(	(	PUNCT
easat-1781	36	40	svm	svm	PROPN
easat-1781	36	41	)	)	PUNCT
easat-1781	36	42	,	,	PUNCT
easat-1781	36	43	k	k	X
easat-1781	36	44	-	-	PUNCT
easat-1781	36	45	nearest	near	ADJ
easat-1781	36	46	neighbors	neighbor	NOUN
easat-1781	36	47	(	(	PUNCT
easat-1781	36	48	knmbl	knmbl	PROPN
easat-1781	36	49	)	)	PUNCT
easat-1781	36	50	.	.	PUNCT
easat-1781	37	1	a	a	DET
easat-1781	37	2	method	method	NOUN
easat-1781	37	3	combining	combine	VERB
easat-1781	37	4	knn	knn	PROPN
easat-1781	37	5	,	,	PUNCT
easat-1781	37	6	svm	svm	PROPN
easat-1781	37	7	and	and	CCONJ
easat-1781	37	8	cnn	cnn	PROPN
easat-1781	37	9	demonstrates	demonstrate	VERB
easat-1781	37	10	different	different	ADJ
easat-1781	37	11	approaches	approach	NOUN
easat-1781	37	12	to	to	PART
easat-1781	37	13	tackle	tackle	VERB
easat-1781	37	14	complex	complex	ADJ
easat-1781	37	15	data	datum	NOUN
easat-1781	37	16	analysis	analysis	NOUN
easat-1781	37	17	challenges	challenge	NOUN
easat-1781	37	18	.	.	PUNCT
easat-1781	38	1	includes	include	VERB
easat-1781	38	2	the	the	DET
easat-1781	38	3	collection	collection	NOUN
easat-1781	38	4	of	of	ADP
easat-1781	38	5	three	three	NUM
easat-1781	38	6	different	different	ADJ
easat-1781	38	7	datasets	dataset	NOUN
easat-1781	38	8	:	:	PUNCT
easat-1781	38	9	an	an	DET
easat-1781	38	10	australian	australian	ADJ
easat-1781	38	11	dataset	dataset	NOUN
easat-1781	38	12	,	,	PUNCT
easat-1781	38	13	a	a	DET
easat-1781	38	14	german	german	ADJ
easat-1781	38	15	dataset	dataset	NOUN
easat-1781	38	16	and	and	CCONJ
easat-1781	38	17	a	a	DET
easat-1781	38	18	european	european	ADJ
easat-1781	38	19	dataset	dataset	NOUN
easat-1781	38	20	,	,	PUNCT
easat-1781	38	21	each	each	PRON
easat-1781	38	22	providing	provide	VERB
easat-1781	38	23	valuable	valuable	ADJ
easat-1781	38	24	insights	insight	NOUN
easat-1781	38	25	for	for	ADP
easat-1781	38	26	research	research	NOUN
easat-1781	38	27	inquiry	inquiry	NOUN
easat-1781	38	28	.	.	PUNCT
easat-1781	39	1	the	the	DET
easat-1781	39	2	development	development	NOUN
easat-1781	39	3	of	of	ADP
easat-1781	39	4	hybrid	hybrid	NOUN
easat-1781	39	5	,	,	PUNCT
easat-1781	39	6	dynamic	dynamic	ADJ
easat-1781	39	7	and	and	CCONJ
easat-1781	39	8	adaptive	adaptive	ADJ
easat-1781	39	9	systems	system	NOUN
easat-1781	39	10	will	will	AUX
easat-1781	39	11	create	create	VERB
easat-1781	39	12	many	many	ADJ
easat-1781	39	13	open	open	ADJ
easat-1781	39	14	areas	area	NOUN
easat-1781	39	15	of	of	ADP
easat-1781	39	16	future	future	ADJ
easat-1781	39	17	research	research	NOUN
easat-1781	39	18	.	.	PUNCT
easat-1781	40	1	seyedeh	seyedeh	PROPN
easat-1781	40	2	khasemi	khasemi	VERB
easat-1781	40	3	et	et	PROPN
easat-1781	40	4	al	al	PROPN
easat-1781	40	5	.	.	PUNCT
easat-1781	41	1	[	[	X
easat-1781	41	2	2	2	X
easat-1781	41	3	]	]	PUNCT
easat-1781	41	4	proposed	propose	VERB
easat-1781	41	5	weight	weight	NOUN
easat-1781	41	6	adjustment	adjustment	NOUN
easat-1781	41	7	as	as	ADP
easat-1781	41	8	a	a	DET
easat-1781	41	9	pre	pre	ADJ
easat-1781	41	10	-	-	ADJ
easat-1781	41	11	processing	processing	ADJ
easat-1781	41	12	technique	technique	NOUN
easat-1781	41	13	for	for	ADP
easat-1781	41	14	handling	handle	VERB
easat-1781	41	15	unbalanced	unbalanced	ADJ
easat-1781	41	16	data	datum	NOUN
easat-1781	41	17	.	.	PUNCT
easat-1781	42	1	they	they	PRON
easat-1781	42	2	demonstrated	demonstrate	VERB
easat-1781	42	3	that	that	SCONJ
easat-1781	42	4	by	by	ADP
easat-1781	42	5	employing	employ	VERB
easat-1781	42	6	catboost	catboost	NOUN
easat-1781	42	7	and	and	CCONJ
easat-1781	42	8	xgboost	xgboost	ADV
easat-1781	42	9	and	and	CCONJ
easat-1781	42	10	incorporating	incorporate	VERB
easat-1781	42	11	a	a	DET
easat-1781	42	12	voting	voting	NOUN
easat-1781	42	13	mechanism	mechanism	NOUN
easat-1781	42	14	,	,	PUNCT
easat-1781	42	15	improvements	improvement	NOUN
easat-1781	42	16	in	in	ADP
easat-1781	42	17	lightgbm	lightgbm	ADJ
easat-1781	42	18	's	's	PART
easat-1781	42	19	performance	performance	NOUN
easat-1781	42	20	were	be	AUX
easat-1781	42	21	achieved	achieve	VERB
easat-1781	42	22	.	.	PUNCT
easat-1781	43	1	furthermore	furthermore	ADV
easat-1781	43	2	,	,	PUNCT
easat-1781	43	3	the	the	DET
easat-1781	43	4	study	study	NOUN
easat-1781	43	5	acknowledged	acknowledge	VERB
easat-1781	43	6	that	that	SCONJ
easat-1781	43	7	due	due	ADP
easat-1781	43	8	to	to	ADP
easat-1781	43	9	hardware	hardware	NOUN
easat-1781	43	10	limitations	limitation	NOUN
easat-1781	43	11	,	,	PUNCT
easat-1781	43	12	utilizing	utilize	VERB
easat-1781	43	13	more	more	ADV
easat-1781	43	14	robust	robust	ADJ
easat-1781	43	15	hardware	hardware	NOUN
easat-1781	43	16	may	may	AUX
easat-1781	43	17	yield	yield	VERB
easat-1781	43	18	even	even	ADV
easat-1781	43	19	more	more	ADV
easat-1781	43	20	favorable	favorable	ADJ
easat-1781	43	21	results	result	NOUN
easat-1781	43	22	.	.	PUNCT
easat-1781	44	1	d.	d.	PROPN
easat-1781	44	2	kalbande	kalbande	PROPN
easat-1781	44	3	.	.	PUNCT
easat-1781	45	1	[	[	X
easat-1781	45	2	3	3	X
easat-1781	45	3	]	]	PUNCT
easat-1781	45	4	to	to	PART
easat-1781	45	5	address	address	VERB
easat-1781	45	6	the	the	DET
easat-1781	45	7	critical	critical	ADJ
easat-1781	45	8	issue	issue	NOUN
easat-1781	45	9	of	of	ADP
easat-1781	45	10	fraudulent	fraudulent	ADJ
easat-1781	45	11	transactions	transaction	NOUN
easat-1781	45	12	in	in	ADP
easat-1781	45	13	online	online	ADJ
easat-1781	45	14	payment	payment	NOUN
easat-1781	45	15	systems	system	NOUN
easat-1781	45	16	,	,	PUNCT
easat-1781	45	17	a	a	DET
easat-1781	45	18	study	study	NOUN
easat-1781	45	19	titled	title	VERB
easat-1781	45	20	"	"	PUNCT
easat-1781	45	21	detection	detection	NOUN
easat-1781	45	22	of	of	ADP
easat-1781	45	23	online	online	ADJ
easat-1781	45	24	payment	payment	NOUN
easat-1781	45	25	fraud	fraud	NOUN
easat-1781	45	26	"	"	PUNCT
easat-1781	45	27	was	be	AUX
easat-1781	45	28	conducted	conduct	VERB
easat-1781	45	29	.	.	PUNCT
easat-1781	46	1	by	by	ADP
easat-1781	46	2	applying	apply	VERB
easat-1781	46	3	various	various	ADJ
easat-1781	46	4	investigative	investigative	ADJ
easat-1781	46	5	[	[	X
easat-1781	46	6	8	8	NUM
easat-1781	46	7	]	]	X
easat-1781	46	8	machine	machine	NOUN
easat-1781	46	9	learning	learn	VERB
easat-1781	46	10	techniques	technique	NOUN
easat-1781	46	11	,	,	PUNCT
easat-1781	46	12	including	include	VERB
easat-1781	46	13	big	big	ADJ
easat-1781	46	14	data	datum	NOUN
easat-1781	46	15	analysis	analysis	NOUN
easat-1781	46	16	and	and	CCONJ
easat-1781	46	17	various	various	ADJ
easat-1781	46	18	machine	machine	NOUN
easat-1781	46	19	learning	learn	VERB
easat-1781	46	20	algorithms	algorithm	NOUN
easat-1781	46	21	,	,	PUNCT
easat-1781	46	22	the	the	DET
easat-1781	46	23	researchers	researcher	NOUN
easat-1781	46	24	delved	delve	VERB
easat-1781	46	25	into	into	ADP
easat-1781	46	26	the	the	DET
easat-1781	46	27	realm	realm	NOUN
easat-1781	46	28	of	of	ADP
easat-1781	46	29	online	online	ADJ
easat-1781	46	30	payment	payment	NOUN
easat-1781	46	31	security	security	NOUN
easat-1781	46	32	.	.	PUNCT
easat-1781	47	1	fraud	fraud	NOUN
easat-1781	47	2	to	to	PART
easat-1781	47	3	protect	protect	VERB
easat-1781	47	4	businesses	business	NOUN
easat-1781	47	5	and	and	CCONJ
easat-1781	47	6	their	their	PRON
easat-1781	47	7	customers	customer	NOUN
easat-1781	47	8	from	from	ADP
easat-1781	47	9	financial	financial	ADJ
easat-1781	47	10	losses	loss	NOUN
easat-1781	47	11	.	.	PUNCT
easat-1781	48	1	s.	s.	PROPN
easat-1781	48	2	venkatachalam	venkatachalam	VERB
easat-1781	49	1	[	[	X
easat-1781	49	2	4	4	NUM
easat-1781	49	3	]	]	PUNCT
easat-1781	49	4	contributed	contribute	VERB
easat-1781	49	5	to	to	ADP
easat-1781	49	6	the	the	DET
easat-1781	49	7	field	field	NOUN
easat-1781	49	8	of	of	ADP
easat-1781	49	9	fraud	fraud	NOUN
easat-1781	49	10	detection	detection	NOUN
easat-1781	49	11	by	by	ADP
easat-1781	49	12	using	use	VERB
easat-1781	49	13	domain	domain	NOUN
easat-1781	49	14	knowledge	knowledge	NOUN
easat-1781	49	15	to	to	PART
easat-1781	49	16	derive	derive	VERB
easat-1781	49	17	intelligent	intelligent	ADJ
easat-1781	49	18	features	feature	NOUN
easat-1781	49	19	to	to	PART
easat-1781	49	20	improve	improve	VERB
easat-1781	49	21	the	the	DET
easat-1781	49	22	performance	performance	NOUN
easat-1781	49	23	of	of	ADP
easat-1781	49	24	ensemble	ensemble	ADJ
easat-1781	49	25	methods	method	NOUN
easat-1781	49	26	such	such	ADJ
easat-1781	49	27	as	as	ADP
easat-1781	49	28	random	random	ADJ
easat-1781	49	29	forest	forest	NOUN
easat-1781	49	30	and	and	CCONJ
easat-1781	49	31	gradient	gradient	NOUN
easat-1781	49	32	boosting	boosting	NOUN
easat-1781	49	33	.	.	PUNCT
easat-1781	50	1	by	by	ADP
easat-1781	50	2	integrating	integrate	VERB
easat-1781	50	3	domain	domain	NOUN
easat-1781	50	4	-	-	PUNCT
easat-1781	50	5	specific	specific	ADJ
easat-1781	50	6	knowledge	knowledge	NOUN
easat-1781	50	7	into	into	ADP
easat-1781	50	8	the	the	DET
easat-1781	50	9	feature	feature	NOUN
easat-1781	50	10	engineering	engineering	NOUN
easat-1781	50	11	process	process	NOUN
easat-1781	50	12	,	,	PUNCT
easat-1781	50	13	the	the	DET
easat-1781	50	14	researchers	researcher	NOUN
easat-1781	50	15	aimed	aim	VERB
easat-1781	50	16	to	to	PART
easat-1781	50	17	improve	improve	VERB
easat-1781	50	18	the	the	DET
easat-1781	50	19	accuracy	accuracy	NOUN
easat-1781	50	20	and	and	CCONJ
easat-1781	50	21	robustness	robustness	NOUN
easat-1781	50	22	of	of	ADP
easat-1781	50	23	fraud	fraud	NOUN
easat-1781	50	24	detection	detection	NOUN
easat-1781	50	25	models	model	NOUN
easat-1781	50	26	.	.	PUNCT
easat-1781	51	1	furthermore	furthermore	ADV
easat-1781	51	2	[	[	X
easat-1781	51	3	9	9	NUM
easat-1781	51	4	]	]	PUNCT
easat-1781	51	5	,	,	PUNCT
easat-1781	51	6	they	they	PRON
easat-1781	51	7	emphasized	emphasize	VERB
easat-1781	51	8	the	the	DET
easat-1781	51	9	importance	importance	NOUN
easat-1781	51	10	of	of	ADP
easat-1781	51	11	continuous	continuous	ADJ
easat-1781	51	12	evaluation	evaluation	NOUN
easat-1781	51	13	and	and	CCONJ
easat-1781	51	14	refinement	refinement	NOUN
easat-1781	51	15	through	through	ADP
easat-1781	51	16	techniques	technique	NOUN
easat-1781	51	17	such	such	ADJ
easat-1781	51	18	as	as	ADP
easat-1781	51	19	cross	cross	NOUN
easat-1781	51	20	-	-	NOUN
easat-1781	51	21	validation	validation	NOUN
easat-1781	51	22	and	and	CCONJ
easat-1781	51	23	a	a	DET
easat-1781	51	24	/	/	SYM
easat-1781	51	25	b	b	NOUN
easat-1781	51	26	testing	testing	NOUN
easat-1781	51	27	,	,	PUNCT
easat-1781	51	28	highlighting	highlight	VERB
easat-1781	51	29	the	the	DET
easat-1781	51	30	dynamic	dynamic	ADJ
easat-1781	51	31	nature	nature	NOUN
easat-1781	51	32	of	of	ADP
easat-1781	51	33	fraud	fraud	NOUN
easat-1781	51	34	detection	detection	NOUN
easat-1781	51	35	systems	system	NOUN
easat-1781	51	36	.	.	PUNCT
easat-1781	52	1	their	their	PRON
easat-1781	52	2	work	work	NOUN
easat-1781	52	3	[	[	X
easat-1781	52	4	10	10	NUM
easat-1781	52	5	]	]	PUNCT
easat-1781	52	6	underscores	underscore	VERB
easat-1781	52	7	the	the	DET
easat-1781	52	8	need	need	NOUN
easat-1781	52	9	for	for	ADP
easat-1781	52	10	iterative	iterative	ADJ
easat-1781	52	11	approaches	approach	NOUN
easat-1781	52	12	in	in	ADP
easat-1781	52	13	updating	update	VERB
easat-1781	52	14	and	and	CCONJ
easat-1781	52	15	improving	improve	VERB
easat-1781	52	16	fraud	fraud	NOUN
easat-1781	52	17	detection	detection	NOUN
easat-1781	52	18	systems	system	NOUN
easat-1781	52	19	to	to	PART
easat-1781	52	20	effectively	effectively	ADV
easat-1781	52	21	combat	combat	VERB
easat-1781	52	22	emerging	emerge	VERB
easat-1781	52	23	fraud	fraud	NOUN
easat-1781	52	24	activities	activity	NOUN
easat-1781	52	25	.	.	PUNCT
easat-1781	53	1	d.	d.	PROPN
easat-1781	53	2	singh	singh	PROPN
easat-1781	54	1	[	[	X
easat-1781	54	2	5	5	X
easat-1781	54	3	]	]	PUNCT
easat-1781	54	4	highlight	highlight	VERB
easat-1781	54	5	the	the	DET
easat-1781	54	6	importance	importance	NOUN
easat-1781	54	7	of	of	ADP
easat-1781	54	8	svms	svms	NOUN
easat-1781	54	9	in	in	ADP
easat-1781	54	10	classification	classification	NOUN
easat-1781	54	11	tasks	task	NOUN
easat-1781	54	12	,	,	PUNCT
easat-1781	54	13	emphasizing	emphasize	VERB
easat-1781	54	14	their	their	PRON
easat-1781	54	15	ability	ability	NOUN
easat-1781	54	16	to	to	PART
easat-1781	54	17	improve	improve	VERB
easat-1781	54	18	accuracy	accuracy	NOUN
easat-1781	54	19	while	while	SCONJ
easat-1781	54	20	being	be	AUX
easat-1781	54	21	scalable	scalable	ADJ
easat-1781	54	22	to	to	PART
easat-1781	54	23	manage	manage	VERB
easat-1781	54	24	large	large	ADJ
easat-1781	54	25	-	-	PUNCT
easat-1781	54	26	scale	scale	NOUN
easat-1781	54	27	transactions	transaction	NOUN
easat-1781	54	28	.	.	PUNCT
easat-1781	55	1	future	future	ADJ
easat-1781	55	2	research	research	NOUN
easat-1781	55	3	may	may	AUX
easat-1781	55	4	focus	focus	VERB
easat-1781	55	5	on	on	ADP
easat-1781	55	6	exploring	explore	VERB
easat-1781	55	7	advanced	advanced	ADJ
easat-1781	55	8	optimization	optimization	NOUN
easat-1781	55	9	techniques	technique	NOUN
easat-1781	55	10	and	and	CCONJ
easat-1781	55	11	hybrid	hybrid	NOUN
easat-1781	55	12	approaches	approach	NOUN
easat-1781	55	13	to	to	PART
easat-1781	55	14	further	far	ADV
easat-1781	55	15	improve	improve	VERB
easat-1781	55	16	the	the	DET
easat-1781	55	17	performance	performance	NOUN
easat-1781	55	18	of	of	ADP
easat-1781	55	19	svms	svms	NOUN
easat-1781	55	20	in	in	ADP
easat-1781	55	21	classification	classification	NOUN
easat-1781	55	22	tasks	task	NOUN
easat-1781	55	23	in	in	ADP
easat-1781	55	24	various	various	ADJ
easat-1781	55	25	domains	domain	NOUN
easat-1781	55	26	.	.	PUNCT
easat-1781	56	1	k.	k.	PROPN
easat-1781	56	2	g.	g.	PROPN
easat-1781	56	3	krishna	krishna	PROPN
easat-1781	57	1	[	[	X
easat-1781	57	2	6	6	NUM
easat-1781	57	3	]	]	PUNCT
easat-1781	57	4	where	where	SCONJ
easat-1781	57	5	fraud	fraud	NOUN
easat-1781	57	6	arises	arise	VERB
easat-1781	57	7	in	in	ADP
easat-1781	57	8	the	the	DET
easat-1781	57	9	financial	financial	ADJ
easat-1781	57	10	sector	sector	NOUN
easat-1781	57	11	through	through	ADP
easat-1781	57	12	multiple	multiple	ADJ
easat-1781	57	13	channels	channel	NOUN
easat-1781	57	14	such	such	ADJ
easat-1781	57	15	as	as	ADP
easat-1781	57	16	credit	credit	NOUN
easat-1781	57	17	cards	card	NOUN
easat-1781	57	18	,	,	PUNCT
easat-1781	57	19	e	e	NOUN
easat-1781	57	20	-	-	NOUN
easat-1781	57	21	commerce	commerce	NOUN
easat-1781	57	22	,	,	PUNCT
easat-1781	57	23	telephone	telephone	NOUN
easat-1781	57	24	banking	banking	NOUN
easat-1781	57	25	,	,	PUNCT
easat-1781	57	26	checks	check	NOUN
easat-1781	57	27	and	and	CCONJ
easat-1781	57	28	online	online	ADJ
easat-1781	57	29	banking	banking	NOUN
easat-1781	57	30	,	,	PUNCT
easat-1781	57	31	used	use	VERB
easat-1781	57	32	a	a	DET
easat-1781	57	33	real	real	ADJ
easat-1781	57	34	dataset	dataset	NOUN
easat-1781	57	35	from	from	ADP
easat-1781	57	36	a	a	DET
easat-1781	57	37	private	private	ADJ
easat-1781	57	38	bank	bank	NOUN
easat-1781	57	39	to	to	PART
easat-1781	57	40	evaluate	evaluate	VERB
easat-1781	57	41	our	our	PRON
easat-1781	57	42	methods	method	NOUN
easat-1781	57	43	.	.	PUNCT
easat-1781	58	1	developing	develop	VERB
easat-1781	58	2	an	an	DET
easat-1781	58	3	effective	effective	ADJ
easat-1781	58	4	fraud	fraud	NOUN
easat-1781	58	5	detection	detection	NOUN
easat-1781	58	6	system	system	NOUN
easat-1781	58	7	.	.	PUNCT
easat-1781	59	1	each	each	DET
easat-1781	59	2	banking	banking	NOUN
easat-1781	59	3	session	session	NOUN
easat-1781	59	4	aims	aim	VERB
easat-1781	59	5	to	to	PART
easat-1781	59	6	encode	encode	VERB
easat-1781	59	7	deviations	deviation	NOUN
easat-1781	59	8	from	from	ADP
easat-1781	59	9	typical	typical	ADJ
easat-1781	59	10	customer	customer	NOUN
easat-1781	59	11	behavior	behavior	NOUN
easat-1781	59	12	.	.	PUNCT
easat-1781	60	1	r.	r.	PROPN
easat-1781	60	2	tiwari	tiwari	PROPN
easat-1781	61	1	[	[	X
easat-1781	61	2	7	7	X
easat-1781	61	3	]	]	PUNCT
easat-1781	61	4	have	have	VERB
easat-1781	61	5	some	some	DET
easat-1781	61	6	techniques	technique	NOUN
easat-1781	61	7	like	like	ADP
easat-1781	61	8	machine	machine	NOUN
easat-1781	61	9	learning	learn	VERB
easat-1781	61	10	logistic	logistic	ADJ
easat-1781	61	11	regression	regression	NOUN
easat-1781	61	12	,	,	PUNCT
easat-1781	61	13	random	random	ADJ
easat-1781	61	14	forest	forest	NOUN
easat-1781	61	15	,	,	PUNCT
easat-1781	61	16	support	support	NOUN
easat-1781	61	17	vector	vector	NOUN
easat-1781	61	18	machine	machine	NOUN
easat-1781	61	19	algorithm	algorithm	NOUN
easat-1781	61	20	etc	etc	X
easat-1781	61	21	.	.	X
easat-1781	61	22	on	on	ADP
easat-1781	61	23	the	the	DET
easat-1781	61	24	dataset	dataset	NOUN
easat-1781	61	25	and	and	CCONJ
easat-1781	61	26	compared	compare	VERB
easat-1781	61	27	their	their	PRON
easat-1781	61	28	performance	performance	NOUN
easat-1781	61	29	to	to	PART
easat-1781	61	30	know	know	VERB
easat-1781	61	31	which	which	DET
easat-1781	61	32	one	one	NOUN
easat-1781	61	33	is	be	AUX
easat-1781	61	34	better	well	ADJ
easat-1781	61	35	among	among	ADP
easat-1781	61	36	these	these	DET
easat-1781	61	37	three	three	NUM
easat-1781	61	38	.	.	PUNCT
easat-1781	62	1	comparing	compare	VERB
easat-1781	62	2	the	the	DET
easat-1781	62	3	results	result	NOUN
easat-1781	62	4	of	of	ADP
easat-1781	62	5	these	these	DET
easat-1781	62	6	three	three	NUM
easat-1781	62	7	algorithms	algorithm	NOUN
easat-1781	62	8	,	,	PUNCT
easat-1781	62	9	the	the	DET
easat-1781	62	10	forest	forest	NOUN
easat-1781	62	11	algorithm	algorithm	NOUN
easat-1781	62	12	gives	give	VERB
easat-1781	62	13	the	the	DET
easat-1781	62	14	best	good	ADJ
easat-1781	62	15	result	result	NOUN
easat-1781	62	16	.	.	PUNCT
easat-1781	63	1	866	866	NUM
easat-1781	63	2	edelweiss	edelweiss	PROPN
easat-1781	63	3	applied	apply	VERB
easat-1781	63	4	science	science	NOUN
easat-1781	63	5	and	and	CCONJ
easat-1781	63	6	technology	technology	NOUN
easat-1781	63	7	issn	issn	PROPN
easat-1781	63	8	:	:	PUNCT
easat-1781	63	9	2576	2576	NUM
easat-1781	63	10	-	-	SYM
easat-1781	63	11	8484	8484	NUM
easat-1781	63	12	vol	vol	NOUN
easat-1781	63	13	.	.	PROPN
easat-1781	63	14	8	8	NUM
easat-1781	63	15	,	,	PUNCT
easat-1781	63	16	no	no	INTJ
easat-1781	63	17	.	.	NOUN
easat-1781	63	18	5	5	NUM
easat-1781	63	19	:	:	PUNCT
easat-1781	63	20	864	864	NUM
easat-1781	63	21	-	-	SYM
easat-1781	63	22	872	872	NUM
easat-1781	63	23	,	,	PUNCT
easat-1781	63	24	2024	2024	NUM
easat-1781	63	25	doi	doi	NOUN
easat-1781	63	26	:	:	PUNCT
easat-1781	63	27	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	63	28	©	©	PROPN
easat-1781	63	29	2024	2024	NUM
easat-1781	63	30	by	by	ADP
easat-1781	63	31	the	the	DET
easat-1781	63	32	author	author	NOUN
easat-1781	63	33	;	;	PUNCT
easat-1781	63	34	licensee	licensee	PROPN
easat-1781	63	35	learning	learning	NOUN
easat-1781	63	36	gate	gate	NOUN
easat-1781	63	37	2.1	2.1	NUM
easat-1781	63	38	.	.	PUNCT
easat-1781	64	1	about	about	ADP
easat-1781	64	2	the	the	DET
easat-1781	64	3	data	data	NOUN
easat-1781	64	4	type	type	NOUN
easat-1781	64	5	:	:	PUNCT
easat-1781	64	6	transactions	transaction	NOUN
easat-1781	64	7	can	can	AUX
easat-1781	64	8	be	be	AUX
easat-1781	64	9	categorized	categorize	VERB
easat-1781	64	10	into	into	ADP
easat-1781	64	11	several	several	ADJ
easat-1781	64	12	types	type	NOUN
easat-1781	64	13	,	,	PUNCT
easat-1781	64	14	such	such	ADJ
easat-1781	64	15	as	as	ADP
easat-1781	64	16	debit	debit	NOUN
easat-1781	64	17	,	,	PUNCT
easat-1781	64	18	credit	credit	NOUN
easat-1781	64	19	,	,	PUNCT
easat-1781	64	20	transfer	transfer	NOUN
easat-1781	64	21	,	,	PUNCT
easat-1781	64	22	or	or	CCONJ
easat-1781	64	23	other	other	ADJ
easat-1781	64	24	categories	category	NOUN
easat-1781	64	25	,	,	PUNCT
easat-1781	64	26	using	use	VERB
easat-1781	64	27	the	the	DET
easat-1781	64	28	"	"	PUNCT
easat-1781	64	29	type	type	NOUN
easat-1781	64	30	"	"	PUNCT
easat-1781	64	31	column	column	NOUN
easat-1781	64	32	.	.	PUNCT
easat-1781	65	1	analyzing	analyze	VERB
easat-1781	65	2	financial	financial	ADJ
easat-1781	65	3	activity	activity	NOUN
easat-1781	65	4	requires	require	VERB
easat-1781	65	5	a	a	DET
easat-1781	65	6	fundamental	fundamental	ADJ
easat-1781	65	7	understanding	understanding	NOUN
easat-1781	65	8	of	of	ADP
easat-1781	65	9	transaction	transaction	NOUN
easat-1781	65	10	kinds	kind	NOUN
easat-1781	65	11	.	.	PUNCT
easat-1781	66	1	for	for	ADP
easat-1781	66	2	example	example	NOUN
easat-1781	66	3	,	,	PUNCT
easat-1781	66	4	among	among	ADP
easat-1781	66	5	particular	particular	ADJ
easat-1781	66	6	transaction	transaction	NOUN
easat-1781	66	7	categories	category	NOUN
easat-1781	66	8	,	,	PUNCT
easat-1781	66	9	fraudulent	fraudulent	ADJ
easat-1781	66	10	actions	action	NOUN
easat-1781	66	11	may	may	AUX
easat-1781	66	12	display	display	VERB
easat-1781	66	13	particular	particular	ADJ
easat-1781	66	14	patterns	pattern	NOUN
easat-1781	66	15	.	.	PUNCT
easat-1781	67	1	money	money	NOUN
easat-1781	67	2	are	be	AUX
easat-1781	67	3	taken	take	VERB
easat-1781	67	4	out	out	ADP
easat-1781	67	5	of	of	ADP
easat-1781	67	6	an	an	DET
easat-1781	67	7	account	account	NOUN
easat-1781	67	8	during	during	ADP
easat-1781	67	9	a	a	DET
easat-1781	67	10	debit	debit	NOUN
easat-1781	67	11	transaction	transaction	NOUN
easat-1781	67	12	,	,	PUNCT
easat-1781	67	13	whereas	whereas	SCONJ
easat-1781	67	14	money	money	NOUN
easat-1781	67	15	are	be	AUX
easat-1781	67	16	added	add	VERB
easat-1781	67	17	during	during	ADP
easat-1781	67	18	a	a	DET
easat-1781	67	19	credit	credit	NOUN
easat-1781	67	20	transaction	transaction	NOUN
easat-1781	67	21	.	.	PUNCT
easat-1781	68	1	transfer	transfer	NOUN
easat-1781	68	2	transactions	transaction	NOUN
easat-1781	68	3	entail	entail	NOUN
easat-1781	68	4	transferring	transfer	VERB
easat-1781	68	5	money	money	NOUN
easat-1781	68	6	between	between	ADP
easat-1781	68	7	accounts	account	NOUN
easat-1781	68	8	,	,	PUNCT
easat-1781	68	9	and	and	CCONJ
easat-1781	68	10	since	since	SCONJ
easat-1781	68	11	they	they	PRON
easat-1781	68	12	might	might	AUX
easat-1781	68	13	involve	involve	VERB
easat-1781	68	14	substantial	substantial	ADJ
easat-1781	68	15	quantities	quantity	NOUN
easat-1781	68	16	of	of	ADP
easat-1781	68	17	money	money	NOUN
easat-1781	68	18	,	,	PUNCT
easat-1781	68	19	they	they	PRON
easat-1781	68	20	are	be	AUX
easat-1781	68	21	frequently	frequently	ADV
easat-1781	68	22	the	the	DET
easat-1781	68	23	focus	focus	NOUN
easat-1781	68	24	of	of	ADP
easat-1781	68	25	fraudsters	fraudster	NOUN
easat-1781	68	26	.	.	PUNCT
easat-1781	69	1	financial	financial	ADJ
easat-1781	69	2	institutions	institution	NOUN
easat-1781	69	3	can	can	AUX
easat-1781	69	4	recognize	recognize	VERB
easat-1781	69	5	patterns	pattern	NOUN
easat-1781	69	6	and	and	CCONJ
easat-1781	69	7	abnormalities	abnormality	NOUN
easat-1781	69	8	in	in	ADP
easat-1781	69	9	transactional	transactional	ADJ
easat-1781	69	10	data	datum	NOUN
easat-1781	69	11	,	,	PUNCT
easat-1781	69	12	which	which	PRON
easat-1781	69	13	can	can	AUX
easat-1781	69	14	support	support	VERB
easat-1781	69	15	fraud	fraud	NOUN
easat-1781	69	16	detection	detection	NOUN
easat-1781	69	17	initiatives	initiative	NOUN
easat-1781	69	18	.	.	PUNCT
easat-1781	70	1	amount	amount	NOUN
easat-1781	70	2	:	:	PUNCT
easat-1781	70	3	each	each	DET
easat-1781	70	4	transaction	transaction	NOUN
easat-1781	70	5	's	's	PART
easat-1781	70	6	corresponding	correspond	VERB
easat-1781	70	7	monetary	monetary	ADJ
easat-1781	70	8	value	value	NOUN
easat-1781	70	9	is	be	AUX
easat-1781	70	10	shown	show	VERB
easat-1781	70	11	in	in	ADP
easat-1781	70	12	the	the	DET
easat-1781	70	13	"	"	PUNCT
easat-1781	70	14	amount	amount	NOUN
easat-1781	70	15	"	"	PUNCT
easat-1781	70	16	column	column	NOUN
easat-1781	70	17	.	.	PUNCT
easat-1781	71	1	it	it	PRON
easat-1781	71	2	indicates	indicate	VERB
easat-1781	71	3	how	how	SCONJ
easat-1781	71	4	much	much	ADJ
easat-1781	71	5	money	money	NOUN
easat-1781	71	6	was	be	AUX
easat-1781	71	7	moved	move	VERB
easat-1781	71	8	or	or	CCONJ
easat-1781	71	9	how	how	SCONJ
easat-1781	71	10	much	much	ADJ
easat-1781	71	11	the	the	DET
easat-1781	71	12	transaction	transaction	NOUN
easat-1781	71	13	effected	effect	VERB
easat-1781	71	14	.	.	PUNCT
easat-1781	72	1	it	it	PRON
easat-1781	72	2	is	be	AUX
easat-1781	72	3	essential	essential	ADJ
easat-1781	72	4	to	to	PART
easat-1781	72	5	keep	keep	VERB
easat-1781	72	6	an	an	DET
easat-1781	72	7	eye	eye	NOUN
easat-1781	72	8	on	on	ADP
easat-1781	72	9	transaction	transaction	NOUN
easat-1781	72	10	amounts	amount	VERB
easat-1781	72	11	in	in	ADP
easat-1781	72	12	order	order	NOUN
easat-1781	72	13	to	to	PART
easat-1781	72	14	spot	spot	VERB
easat-1781	72	15	odd	odd	ADJ
easat-1781	72	16	financial	financial	ADJ
easat-1781	72	17	activity	activity	NOUN
easat-1781	72	18	.	.	PUNCT
easat-1781	73	1	unauthorized	unauthorized	ADJ
easat-1781	73	2	financial	financial	ADJ
easat-1781	73	3	transfers	transfer	NOUN
easat-1781	73	4	or	or	CCONJ
easat-1781	73	5	money	money	NOUN
easat-1781	73	6	laundering	laundering	NOUN
easat-1781	73	7	are	be	AUX
easat-1781	73	8	two	two	NUM
easat-1781	73	9	examples	example	NOUN
easat-1781	73	10	of	of	ADP
easat-1781	73	11	fraudulent	fraudulent	ADJ
easat-1781	73	12	activity	activity	NOUN
easat-1781	73	13	that	that	PRON
easat-1781	73	14	might	might	AUX
easat-1781	73	15	be	be	AUX
easat-1781	73	16	indicated	indicate	VERB
easat-1781	73	17	by	by	ADP
easat-1781	73	18	large	large	ADJ
easat-1781	73	19	or	or	CCONJ
easat-1781	73	20	irregular	irregular	ADJ
easat-1781	73	21	transaction	transaction	NOUN
easat-1781	73	22	quantities	quantity	NOUN
easat-1781	73	23	.	.	PUNCT
easat-1781	74	1	financial	financial	ADJ
easat-1781	74	2	institutions	institution	NOUN
easat-1781	74	3	can	can	AUX
easat-1781	74	4	detect	detect	VERB
easat-1781	74	5	unusual	unusual	ADJ
easat-1781	74	6	trends	trend	NOUN
easat-1781	74	7	and	and	CCONJ
easat-1781	74	8	reduce	reduce	VERB
easat-1781	74	9	the	the	DET
easat-1781	74	10	risks	risk	NOUN
easat-1781	74	11	connected	connect	VERB
easat-1781	74	12	with	with	ADP
easat-1781	74	13	fraudulent	fraudulent	ADJ
easat-1781	74	14	transactions	transaction	NOUN
easat-1781	74	15	by	by	ADP
easat-1781	74	16	examining	examine	VERB
easat-1781	74	17	transaction	transaction	NOUN
easat-1781	74	18	quantities	quantity	NOUN
easat-1781	74	19	in	in	ADP
easat-1781	74	20	conjunction	conjunction	NOUN
easat-1781	74	21	with	with	ADP
easat-1781	74	22	other	other	ADJ
easat-1781	74	23	characteristics	characteristic	NOUN
easat-1781	74	24	.	.	PUNCT
easat-1781	75	1	name	name	NOUN
easat-1781	75	2	orig	orig	PROPN
easat-1781	75	3	:	:	PUNCT
easat-1781	75	4	the	the	DET
easat-1781	75	5	sender	sender	NOUN
easat-1781	75	6	or	or	CCONJ
easat-1781	75	7	originator	originator	NOUN
easat-1781	75	8	of	of	ADP
easat-1781	75	9	the	the	DET
easat-1781	75	10	transaction	transaction	NOUN
easat-1781	75	11	is	be	AUX
easat-1781	75	12	most	most	ADV
easat-1781	75	13	usually	usually	ADV
easat-1781	75	14	identified	identify	VERB
easat-1781	75	15	by	by	ADP
easat-1781	75	16	the	the	DET
easat-1781	75	17	"	"	PUNCT
easat-1781	75	18	nameorig	nameorig	NOUN
easat-1781	75	19	"	"	PUNCT
easat-1781	75	20	field	field	NOUN
easat-1781	75	21	.	.	PUNCT
easat-1781	76	1	it	it	PRON
easat-1781	76	2	facilitates	facilitate	VERB
easat-1781	76	3	the	the	DET
easat-1781	76	4	differentiation	differentiation	NOUN
easat-1781	76	5	of	of	ADP
easat-1781	76	6	several	several	ADJ
easat-1781	76	7	account	account	NOUN
easat-1781	76	8	holders	holder	NOUN
easat-1781	76	9	or	or	CCONJ
easat-1781	76	10	companies	company	NOUN
easat-1781	76	11	who	who	PRON
easat-1781	76	12	are	be	AUX
easat-1781	76	13	starting	start	VERB
easat-1781	76	14	transactions	transaction	NOUN
easat-1781	76	15	.	.	PUNCT
easat-1781	77	1	comprehending	comprehend	VERB
easat-1781	77	2	the	the	DET
easat-1781	77	3	origin	origin	NOUN
easat-1781	77	4	of	of	ADP
easat-1781	77	5	transactions	transaction	NOUN
easat-1781	77	6	is	be	AUX
easat-1781	77	7	crucial	crucial	ADJ
easat-1781	77	8	for	for	ADP
easat-1781	77	9	monitoring	monitor	VERB
easat-1781	77	10	financial	financial	ADJ
easat-1781	77	11	movements	movement	NOUN
easat-1781	77	12	and	and	CCONJ
easat-1781	77	13	detecting	detect	VERB
easat-1781	77	14	possible	possible	ADJ
easat-1781	77	15	deceivers	deceiver	NOUN
easat-1781	77	16	.	.	PUNCT
easat-1781	78	1	financial	financial	ADJ
easat-1781	78	2	institutions	institution	NOUN
easat-1781	78	3	can	can	AUX
easat-1781	78	4	evaluate	evaluate	VERB
easat-1781	78	5	the	the	DET
easat-1781	78	6	validity	validity	NOUN
easat-1781	78	7	of	of	ADP
easat-1781	78	8	transactions	transaction	NOUN
easat-1781	78	9	and	and	CCONJ
easat-1781	78	10	identify	identify	VERB
easat-1781	78	11	unlawful	unlawful	ADJ
easat-1781	78	12	activity	activity	NOUN
easat-1781	78	13	coming	come	VERB
easat-1781	78	14	from	from	ADP
easat-1781	78	15	hacked	hack	VERB
easat-1781	78	16	accounts	account	NOUN
easat-1781	78	17	or	or	CCONJ
easat-1781	78	18	fraudulent	fraudulent	ADJ
easat-1781	78	19	sources	source	NOUN
easat-1781	78	20	by	by	ADP
easat-1781	78	21	examining	examine	VERB
easat-1781	78	22	the	the	DET
easat-1781	78	23	transaction	transaction	NOUN
easat-1781	78	24	origins	origin	NOUN
easat-1781	78	25	.	.	PUNCT
easat-1781	79	1	oldbalance	oldbalance	NOUN
easat-1781	79	2	org	org	NOUN
easat-1781	79	3	:	:	PUNCT
easat-1781	79	4	the	the	DET
easat-1781	79	5	account	account	NOUN
easat-1781	79	6	balance	balance	NOUN
easat-1781	79	7	of	of	ADP
easat-1781	79	8	the	the	DET
easat-1781	79	9	originator	originator	NOUN
easat-1781	79	10	prior	prior	ADV
easat-1781	79	11	to	to	ADP
easat-1781	79	12	the	the	DET
easat-1781	79	13	transaction	transaction	NOUN
easat-1781	79	14	is	be	AUX
easat-1781	79	15	shown	show	VERB
easat-1781	79	16	in	in	ADP
easat-1781	79	17	the	the	DET
easat-1781	79	18	"	"	PUNCT
easat-1781	79	19	oldbalanceorig	oldbalanceorig	NOUN
easat-1781	79	20	"	"	PUNCT
easat-1781	79	21	column	column	NOUN
easat-1781	79	22	.	.	PUNCT
easat-1781	80	1	it	it	PRON
easat-1781	80	2	shows	show	VERB
easat-1781	80	3	the	the	DET
easat-1781	80	4	amount	amount	NOUN
easat-1781	80	5	of	of	ADP
easat-1781	80	6	money	money	NOUN
easat-1781	80	7	available	available	ADJ
easat-1781	80	8	for	for	ADP
easat-1781	80	9	transactions	transaction	NOUN
easat-1781	80	10	as	as	ADV
easat-1781	80	11	well	well	ADV
easat-1781	80	12	as	as	ADP
easat-1781	80	13	the	the	DET
easat-1781	80	14	originator	originator	NOUN
easat-1781	80	15	's	's	PART
easat-1781	80	16	account	account	NOUN
easat-1781	80	17	's	's	PART
easat-1781	80	18	starting	start	VERB
easat-1781	80	19	balance	balance	NOUN
easat-1781	80	20	.	.	PUNCT
easat-1781	81	1	keeping	keep	VERB
easat-1781	81	2	an	an	DET
easat-1781	81	3	eye	eye	NOUN
easat-1781	81	4	on	on	ADP
easat-1781	81	5	account	account	NOUN
easat-1781	81	6	balances	balance	NOUN
easat-1781	81	7	aids	aid	NOUN
easat-1781	81	8	in	in	ADP
easat-1781	81	9	the	the	DET
easat-1781	81	10	identification	identification	NOUN
easat-1781	81	11	of	of	ADP
easat-1781	81	12	irregularities	irregularity	NOUN
easat-1781	81	13	and	and	CCONJ
easat-1781	81	14	unlawful	unlawful	ADJ
easat-1781	81	15	activity	activity	NOUN
easat-1781	81	16	.	.	PUNCT
easat-1781	82	1	unauthorized	unauthorized	ADJ
easat-1781	82	2	fund	fund	NOUN
easat-1781	82	3	withdrawals	withdrawal	NOUN
easat-1781	82	4	or	or	CCONJ
easat-1781	82	5	account	account	NOUN
easat-1781	82	6	takeover	takeover	NOUN
easat-1781	82	7	are	be	AUX
easat-1781	82	8	examples	example	NOUN
easat-1781	82	9	of	of	ADP
easat-1781	82	10	fraudulent	fraudulent	ADJ
easat-1781	82	11	activity	activity	NOUN
easat-1781	82	12	that	that	PRON
easat-1781	82	13	might	might	AUX
easat-1781	82	14	be	be	AUX
easat-1781	82	15	indicated	indicate	VERB
easat-1781	82	16	by	by	ADP
easat-1781	82	17	notable	notable	ADJ
easat-1781	82	18	variations	variation	NOUN
easat-1781	82	19	in	in	ADP
easat-1781	82	20	account	account	NOUN
easat-1781	82	21	balances	balance	NOUN
easat-1781	82	22	,	,	PUNCT
easat-1781	82	23	particularly	particularly	ADV
easat-1781	82	24	before	before	ADP
easat-1781	82	25	and	and	CCONJ
easat-1781	82	26	after	after	ADP
easat-1781	82	27	transactions	transaction	NOUN
easat-1781	82	28	.	.	PUNCT
easat-1781	83	1	new	new	ADJ
easat-1781	83	2	balance	balance	NOUN
easat-1781	83	3	org	org	NOUN
easat-1781	83	4	:	:	PUNCT
easat-1781	83	5	following	follow	VERB
easat-1781	83	6	the	the	DET
easat-1781	83	7	completion	completion	NOUN
easat-1781	83	8	of	of	ADP
easat-1781	83	9	the	the	DET
easat-1781	83	10	transaction	transaction	NOUN
easat-1781	83	11	,	,	PUNCT
easat-1781	83	12	the	the	DET
easat-1781	83	13	originator	originator	NOUN
easat-1781	83	14	's	's	PART
easat-1781	83	15	revised	revise	VERB
easat-1781	83	16	account	account	NOUN
easat-1781	83	17	balance	balance	NOUN
easat-1781	83	18	is	be	AUX
easat-1781	83	19	shown	show	VERB
easat-1781	83	20	in	in	ADP
easat-1781	83	21	the	the	DET
easat-1781	83	22	"	"	PUNCT
easat-1781	83	23	newbalanceorig	newbalanceorig	NOUN
easat-1781	83	24	"	"	PUNCT
easat-1781	83	25	column	column	NOUN
easat-1781	83	26	.	.	PUNCT
easat-1781	84	1	after	after	ADP
easat-1781	84	2	deducting	deduct	VERB
easat-1781	84	3	the	the	DET
easat-1781	84	4	transaction	transaction	NOUN
easat-1781	84	5	money	money	NOUN
easat-1781	84	6	,	,	PUNCT
easat-1781	84	7	it	it	PRON
easat-1781	84	8	shows	show	VERB
easat-1781	84	9	the	the	DET
easat-1781	84	10	original	original	ADJ
easat-1781	84	11	user	user	NOUN
easat-1781	84	12	's	's	PART
easat-1781	84	13	account	account	NOUN
easat-1781	84	14	balance	balance	NOUN
easat-1781	84	15	.	.	PUNCT
easat-1781	85	1	overdrafts	overdraft	NOUN
easat-1781	85	2	,	,	PUNCT
easat-1781	85	3	inadequate	inadequate	ADJ
easat-1781	85	4	money	money	NOUN
easat-1781	85	5	,	,	PUNCT
easat-1781	85	6	and	and	CCONJ
easat-1781	85	7	illegal	illegal	ADJ
easat-1781	85	8	account	account	NOUN
easat-1781	85	9	modifications	modification	NOUN
easat-1781	85	10	are	be	AUX
easat-1781	85	11	examples	example	NOUN
easat-1781	85	12	of	of	ADP
easat-1781	85	13	possible	possible	ADJ
easat-1781	85	14	fraud	fraud	NOUN
easat-1781	85	15	that	that	PRON
easat-1781	85	16	may	may	AUX
easat-1781	85	17	be	be	AUX
easat-1781	85	18	found	find	VERB
easat-1781	85	19	by	by	ADP
easat-1781	85	20	analyzing	analyze	VERB
easat-1781	85	21	changes	change	NOUN
easat-1781	85	22	in	in	ADP
easat-1781	85	23	account	account	NOUN
easat-1781	85	24	balances	balance	NOUN
easat-1781	85	25	.	.	PUNCT
easat-1781	86	1	inconsistencies	inconsistency	NOUN
easat-1781	86	2	between	between	ADP
easat-1781	86	3	the	the	DET
easat-1781	86	4	previous	previous	ADJ
easat-1781	86	5	and	and	CCONJ
easat-1781	86	6	current	current	ADJ
easat-1781	86	7	balances	balance	NOUN
easat-1781	86	8	may	may	AUX
easat-1781	86	9	indicate	indicate	VERB
easat-1781	86	10	fraudulent	fraudulent	ADJ
easat-1781	86	11	activity	activity	NOUN
easat-1781	86	12	,	,	PUNCT
easat-1781	86	13	prompting	prompt	VERB
easat-1781	86	14	financial	financial	ADJ
easat-1781	86	15	institutions	institution	NOUN
easat-1781	86	16	to	to	PART
easat-1781	86	17	look	look	VERB
easat-1781	86	18	into	into	ADP
easat-1781	86	19	the	the	DET
easat-1781	86	20	matter	matter	NOUN
easat-1781	86	21	further	far	ADV
easat-1781	86	22	.	.	PUNCT
easat-1781	87	1	name	name	VERB
easat-1781	87	2	dest	dest	ADV
easat-1781	87	3	:	:	PUNCT
easat-1781	87	4	the	the	DET
easat-1781	87	5	receiver	receiver	NOUN
easat-1781	87	6	or	or	CCONJ
easat-1781	87	7	destination	destination	NOUN
easat-1781	87	8	of	of	ADP
easat-1781	87	9	the	the	DET
easat-1781	87	10	transaction	transaction	NOUN
easat-1781	87	11	is	be	AUX
easat-1781	87	12	most	most	ADV
easat-1781	87	13	usually	usually	ADV
easat-1781	87	14	identified	identify	VERB
easat-1781	87	15	by	by	ADP
easat-1781	87	16	the	the	DET
easat-1781	87	17	"	"	PUNCT
easat-1781	87	18	namedest	named	ADJ
easat-1781	87	19	"	"	PUNCT
easat-1781	87	20	field	field	NOUN
easat-1781	87	21	.	.	PUNCT
easat-1781	88	1	it	it	PRON
easat-1781	88	2	facilitates	facilitate	VERB
easat-1781	88	3	the	the	DET
easat-1781	88	4	distinction	distinction	NOUN
easat-1781	88	5	between	between	ADP
easat-1781	88	6	several	several	ADJ
easat-1781	88	7	account	account	NOUN
easat-1781	88	8	holders	holder	NOUN
easat-1781	88	9	or	or	CCONJ
easat-1781	88	10	recipients	recipient	NOUN
easat-1781	88	11	of	of	ADP
easat-1781	88	12	funding	funding	NOUN
easat-1781	88	13	.	.	PUNCT
easat-1781	89	1	tracking	track	VERB
easat-1781	89	2	money	money	NOUN
easat-1781	89	3	movements	movement	NOUN
easat-1781	89	4	and	and	CCONJ
easat-1781	89	5	spotting	spot	VERB
easat-1781	89	6	possible	possible	ADJ
easat-1781	89	7	fraud	fraud	NOUN
easat-1781	89	8	requires	require	VERB
easat-1781	89	9	an	an	DET
easat-1781	89	10	understanding	understanding	NOUN
easat-1781	89	11	of	of	ADP
easat-1781	89	12	transaction	transaction	NOUN
easat-1781	89	13	destinations	destination	NOUN
easat-1781	89	14	.	.	PUNCT
easat-1781	90	1	financial	financial	ADJ
easat-1781	90	2	institutions	institution	NOUN
easat-1781	90	3	can	can	AUX
easat-1781	90	4	determine	determine	VERB
easat-1781	90	5	if	if	SCONJ
easat-1781	90	6	a	a	DET
easat-1781	90	7	transaction	transaction	NOUN
easat-1781	90	8	is	be	AUX
easat-1781	90	9	legitimate	legitimate	ADJ
easat-1781	90	10	and	and	CCONJ
easat-1781	90	11	identify	identify	VERB
easat-1781	90	12	any	any	DET
easat-1781	90	13	suspect	suspect	ADJ
easat-1781	90	14	activity	activity	NOUN
easat-1781	90	15	involving	involve	VERB
easat-1781	90	16	fake	fake	ADJ
easat-1781	90	17	accounts	account	NOUN
easat-1781	90	18	or	or	CCONJ
easat-1781	90	19	unapproved	unapproved	ADJ
easat-1781	90	20	beneficiaries	beneficiary	NOUN
easat-1781	90	21	by	by	ADP
easat-1781	90	22	examining	examine	VERB
easat-1781	90	23	the	the	DET
easat-1781	90	24	transaction	transaction	NOUN
easat-1781	90	25	destinations	destination	NOUN
easat-1781	90	26	.	.	PUNCT
easat-1781	91	1	old	old	ADJ
easat-1781	91	2	balance	balance	NOUN
easat-1781	91	3	dest	dest	ADJ
easat-1781	91	4	:	:	PUNCT
easat-1781	91	5	"	"	PUNCT
easat-1781	91	6	old	old	ADJ
easat-1781	91	7	balance	balance	NOUN
easat-1781	91	8	dest	dest	ADJ
easat-1781	91	9	"	"	PUNCT
easat-1781	91	10	is	be	AUX
easat-1781	91	11	the	the	DET
easat-1781	91	12	column	column	NOUN
easat-1781	91	13	that	that	PRON
easat-1781	91	14	displays	display	VERB
easat-1781	91	15	the	the	DET
easat-1781	91	16	destination	destination	NOUN
easat-1781	91	17	's	's	PART
easat-1781	91	18	account	account	NOUN
easat-1781	91	19	balance	balance	NOUN
easat-1781	91	20	before	before	SCONJ
easat-1781	91	21	the	the	DET
easat-1781	91	22	transaction	transaction	NOUN
easat-1781	91	23	was	be	AUX
easat-1781	91	24	made	make	VERB
easat-1781	91	25	.	.	PUNCT
easat-1781	92	1	the	the	DET
easat-1781	92	2	initial	initial	ADJ
easat-1781	92	3	balance	balance	NOUN
easat-1781	92	4	of	of	ADP
easat-1781	92	5	the	the	DET
easat-1781	92	6	recipient	recipient	NOUN
easat-1781	92	7	's	's	PART
easat-1781	92	8	account	account	NOUN
easat-1781	92	9	is	be	AUX
easat-1781	92	10	displayed	display	VERB
easat-1781	92	11	,	,	PUNCT
easat-1781	92	12	along	along	ADP
easat-1781	92	13	with	with	ADP
easat-1781	92	14	the	the	DET
easat-1781	92	15	amount	amount	NOUN
easat-1781	92	16	of	of	ADP
easat-1781	92	17	money	money	NOUN
easat-1781	92	18	that	that	PRON
easat-1781	92	19	was	be	AUX
easat-1781	92	20	accessible	accessible	ADJ
easat-1781	92	21	before	before	SCONJ
easat-1781	92	22	the	the	DET
easat-1781	92	23	transaction	transaction	NOUN
easat-1781	92	24	was	be	AUX
easat-1781	92	25	received	receive	VERB
easat-1781	92	26	.	.	PUNCT
easat-1781	93	1	monitoring	monitor	VERB
easat-1781	93	2	destination	destination	NOUN
easat-1781	93	3	account	account	NOUN
easat-1781	93	4	balances	balance	NOUN
easat-1781	93	5	facilitates	facilitate	VERB
easat-1781	93	6	the	the	DET
easat-1781	93	7	identification	identification	NOUN
easat-1781	93	8	of	of	ADP
easat-1781	93	9	anomalies	anomaly	NOUN
easat-1781	93	10	and	and	CCONJ
easat-1781	93	11	illicit	illicit	ADJ
easat-1781	93	12	money	money	NOUN
easat-1781	93	13	transfers	transfer	NOUN
easat-1781	93	14	.	.	PUNCT
easat-1781	94	1	significant	significant	ADJ
easat-1781	94	2	variations	variation	NOUN
easat-1781	94	3	in	in	ADP
easat-1781	94	4	the	the	DET
easat-1781	94	5	balances	balance	NOUN
easat-1781	94	6	of	of	ADP
easat-1781	94	7	destination	destination	NOUN
easat-1781	94	8	accounts	account	NOUN
easat-1781	94	9	may	may	AUX
easat-1781	94	10	indicate	indicate	VERB
easat-1781	94	11	dishonest	dishonest	ADJ
easat-1781	94	12	activities	activity	NOUN
easat-1781	94	13	,	,	PUNCT
easat-1781	94	14	such	such	ADJ
easat-1781	94	15	as	as	ADP
easat-1781	94	16	account	account	NOUN
easat-1781	94	17	manipulation	manipulation	NOUN
easat-1781	94	18	or	or	CCONJ
easat-1781	94	19	money	money	NOUN
easat-1781	94	20	laundering	laundering	NOUN
easat-1781	94	21	.	.	PUNCT
easat-1781	95	1	new	new	ADJ
easat-1781	95	2	balance	balance	NOUN
easat-1781	95	3	dest	dest	ADV
easat-1781	95	4	:	:	PUNCT
easat-1781	95	5	following	follow	VERB
easat-1781	95	6	the	the	DET
easat-1781	95	7	completion	completion	NOUN
easat-1781	95	8	of	of	ADP
easat-1781	95	9	the	the	DET
easat-1781	95	10	transaction	transaction	NOUN
easat-1781	95	11	,	,	PUNCT
easat-1781	95	12	the	the	DET
easat-1781	95	13	destination	destination	NOUN
easat-1781	95	14	's	's	PART
easat-1781	95	15	revised	revise	VERB
easat-1781	95	16	account	account	NOUN
easat-1781	95	17	balance	balance	NOUN
easat-1781	95	18	is	be	AUX
easat-1781	95	19	shown	show	VERB
easat-1781	95	20	in	in	ADP
easat-1781	95	21	the	the	DET
easat-1781	95	22	"	"	PUNCT
easat-1781	95	23	new	new	ADJ
easat-1781	95	24	balance	balance	NOUN
easat-1781	95	25	dest	dest	ADJ
easat-1781	95	26	"	"	PUNCT
easat-1781	95	27	column	column	NOUN
easat-1781	95	28	.	.	PUNCT
easat-1781	96	1	after	after	ADP
easat-1781	96	2	deducting	deduct	VERB
easat-1781	96	3	the	the	DET
easat-1781	96	4	transaction	transaction	NOUN
easat-1781	96	5	amount	amount	NOUN
easat-1781	96	6	,	,	PUNCT
easat-1781	96	7	it	it	PRON
easat-1781	96	8	displays	display	VERB
easat-1781	96	9	the	the	DET
easat-1781	96	10	recipient	recipient	NOUN
easat-1781	96	11	's	's	PART
easat-1781	96	12	account	account	NOUN
easat-1781	96	13	's	's	PART
easat-1781	96	14	current	current	ADJ
easat-1781	96	15	balance	balance	NOUN
easat-1781	96	16	.	.	PUNCT
easat-1781	97	1	potential	potential	ADJ
easat-1781	97	2	fraud	fraud	NOUN
easat-1781	97	3	,	,	PUNCT
easat-1781	97	4	such	such	ADJ
easat-1781	97	5	as	as	ADP
easat-1781	97	6	illegal	illegal	ADJ
easat-1781	97	7	fund	fund	NOUN
easat-1781	97	8	injections	injection	NOUN
easat-1781	97	9	,	,	PUNCT
easat-1781	97	10	account	account	NOUN
easat-1781	97	11	modifications	modification	NOUN
easat-1781	97	12	,	,	PUNCT
easat-1781	97	13	or	or	CCONJ
easat-1781	97	14	unusual	unusual	ADJ
easat-1781	97	15	activities	activity	NOUN
easat-1781	97	16	,	,	PUNCT
easat-1781	97	17	might	might	AUX
easat-1781	97	18	be	be	AUX
easat-1781	97	19	found	find	VERB
easat-1781	97	20	by	by	ADP
easat-1781	97	21	analyzing	analyze	VERB
easat-1781	97	22	changes	change	NOUN
easat-1781	97	23	in	in	ADP
easat-1781	97	24	destination	destination	NOUN
easat-1781	97	25	account	account	NOUN
easat-1781	97	26	867	867	NUM
easat-1781	97	27	edelweiss	edelweiss	PROPN
easat-1781	97	28	applied	apply	VERB
easat-1781	97	29	science	science	NOUN
easat-1781	97	30	and	and	CCONJ
easat-1781	97	31	technology	technology	NOUN
easat-1781	97	32	issn	issn	PROPN
easat-1781	97	33	:	:	PUNCT
easat-1781	97	34	2576	2576	NUM
easat-1781	97	35	-	-	SYM
easat-1781	97	36	8484	8484	NUM
easat-1781	97	37	vol	vol	NOUN
easat-1781	97	38	.	.	PROPN
easat-1781	98	1	8	8	NUM
easat-1781	98	2	,	,	PUNCT
easat-1781	98	3	no	no	INTJ
easat-1781	98	4	.	.	NOUN
easat-1781	98	5	5	5	NUM
easat-1781	98	6	:	:	PUNCT
easat-1781	98	7	864	864	NUM
easat-1781	98	8	-	-	SYM
easat-1781	98	9	872	872	NUM
easat-1781	98	10	,	,	PUNCT
easat-1781	98	11	2024	2024	NUM
easat-1781	98	12	doi	doi	NOUN
easat-1781	98	13	:	:	PUNCT
easat-1781	98	14	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	98	15	©	©	PROPN
easat-1781	98	16	2024	2024	NUM
easat-1781	98	17	by	by	ADP
easat-1781	98	18	the	the	DET
easat-1781	98	19	author	author	NOUN
easat-1781	98	20	;	;	PUNCT
easat-1781	99	1	licensee	licensee	PROPN
easat-1781	99	2	learning	learn	VERB
easat-1781	99	3	gate	gate	NOUN
easat-1781	99	4	balances	balance	NOUN
easat-1781	99	5	.	.	PUNCT
easat-1781	99	6	differences	difference	NOUN
easat-1781	99	7	between	between	ADP
easat-1781	99	8	the	the	DET
easat-1781	99	9	old	old	ADJ
easat-1781	99	10	and	and	CCONJ
easat-1781	99	11	new	new	ADJ
easat-1781	99	12	balances	balance	NOUN
easat-1781	99	13	may	may	AUX
easat-1781	99	14	indicate	indicate	VERB
easat-1781	99	15	fraud	fraud	NOUN
easat-1781	99	16	,	,	PUNCT
easat-1781	99	17	which	which	PRON
easat-1781	99	18	will	will	AUX
easat-1781	99	19	compel	compel	VERB
easat-1781	99	20	financial	financial	ADJ
easat-1781	99	21	institutions	institution	NOUN
easat-1781	99	22	to	to	PART
easat-1781	99	23	look	look	VERB
easat-1781	99	24	into	into	ADP
easat-1781	99	25	the	the	DET
easat-1781	99	26	matter	matter	NOUN
easat-1781	99	27	further	far	ADV
easat-1781	99	28	and	and	CCONJ
easat-1781	99	29	take	take	VERB
easat-1781	99	30	the	the	DET
easat-1781	99	31	necessary	necessary	ADJ
easat-1781	99	32	measures	measure	NOUN
easat-1781	99	33	.	.	PUNCT
easat-1781	100	1	is	be	AUX
easat-1781	100	2	fraud	fraud	NOUN
easat-1781	100	3	:	:	PUNCT
easat-1781	100	4	the	the	DET
easat-1781	100	5	binary	binary	ADJ
easat-1781	100	6	indication	indication	NOUN
easat-1781	100	7	in	in	ADP
easat-1781	100	8	the	the	DET
easat-1781	100	9	"	"	PUNCT
easat-1781	100	10	is	be	AUX
easat-1781	100	11	fraud	fraud	NOUN
easat-1781	100	12	"	"	PUNCT
easat-1781	100	13	column	column	NOUN
easat-1781	100	14	indicates	indicate	VERB
easat-1781	100	15	whether	whether	SCONJ
easat-1781	100	16	or	or	CCONJ
easat-1781	100	17	not	not	PART
easat-1781	100	18	the	the	DET
easat-1781	100	19	transaction	transaction	NOUN
easat-1781	100	20	is	be	AUX
easat-1781	100	21	fraudulent	fraudulent	ADJ
easat-1781	100	22	(	(	PUNCT
easat-1781	100	23	1	1	NUM
easat-1781	100	24	)	)	PUNCT
easat-1781	100	25	or	or	CCONJ
easat-1781	100	26	not	not	PART
easat-1781	100	27	(	(	PUNCT
easat-1781	100	28	0	0	NUM
easat-1781	100	29	)	)	PUNCT
easat-1781	100	30	.	.	PUNCT
easat-1781	101	1	it	it	PRON
easat-1781	101	2	helps	help	VERB
easat-1781	101	3	distinguish	distinguish	VERB
easat-1781	101	4	between	between	ADP
easat-1781	101	5	transactions	transaction	NOUN
easat-1781	101	6	that	that	PRON
easat-1781	101	7	are	be	AUX
easat-1781	101	8	suspicious	suspicious	ADJ
easat-1781	101	9	and	and	CCONJ
easat-1781	101	10	those	those	PRON
easat-1781	101	11	that	that	PRON
easat-1781	101	12	are	be	AUX
easat-1781	101	13	lawful	lawful	ADJ
easat-1781	101	14	by	by	ADP
easat-1781	101	15	acting	act	VERB
easat-1781	101	16	as	as	ADP
easat-1781	101	17	the	the	DET
easat-1781	101	18	target	target	NOUN
easat-1781	101	19	variable	variable	NOUN
easat-1781	101	20	for	for	ADP
easat-1781	101	21	fraud	fraud	NOUN
easat-1781	101	22	detection	detection	NOUN
easat-1781	101	23	algorithms	algorithm	NOUN
easat-1781	101	24	.	.	PUNCT
easat-1781	102	1	financial	financial	ADJ
easat-1781	102	2	institutions	institution	NOUN
easat-1781	102	3	must	must	AUX
easat-1781	102	4	identify	identify	VERB
easat-1781	102	5	fraudulent	fraudulent	ADJ
easat-1781	102	6	activity	activity	NOUN
easat-1781	102	7	immediately	immediately	ADV
easat-1781	102	8	in	in	ADP
easat-1781	102	9	order	order	NOUN
easat-1781	102	10	to	to	PART
easat-1781	102	11	safeguard	safeguard	VERB
easat-1781	102	12	their	their	PRON
easat-1781	102	13	clients	client	NOUN
easat-1781	102	14	and	and	CCONJ
easat-1781	102	15	minimize	minimize	VERB
easat-1781	102	16	damages	damage	NOUN
easat-1781	102	17	.	.	PUNCT
easat-1781	103	1	machine	machine	NOUN
easat-1781	103	2	learning	learning	NOUN
easat-1781	103	3	models	model	NOUN
easat-1781	103	4	may	may	AUX
easat-1781	103	5	aid	aid	VERB
easat-1781	103	6	in	in	ADP
easat-1781	103	7	automating	automate	VERB
easat-1781	103	8	fraud	fraud	NOUN
easat-1781	103	9	detection	detection	NOUN
easat-1781	103	10	procedures	procedure	NOUN
easat-1781	103	11	and	and	CCONJ
easat-1781	103	12	improving	improve	VERB
easat-1781	103	13	the	the	DET
easat-1781	103	14	general	general	ADJ
easat-1781	103	15	security	security	NOUN
easat-1781	103	16	of	of	ADP
easat-1781	103	17	financial	financial	ADJ
easat-1781	103	18	systems	system	NOUN
easat-1781	103	19	by	by	ADP
easat-1781	103	20	evaluating	evaluate	VERB
easat-1781	103	21	transaction	transaction	NOUN
easat-1781	103	22	data	datum	NOUN
easat-1781	103	23	and	and	CCONJ
easat-1781	103	24	spotting	spot	VERB
easat-1781	103	25	fraudulent	fraudulent	ADJ
easat-1781	103	26	trends	trend	NOUN
easat-1781	103	27	.	.	PUNCT
easat-1781	104	1	3	3	X
easat-1781	104	2	.	.	X
easat-1781	104	3	methodology	methodology	NOUN
easat-1781	104	4	the	the	DET
easat-1781	104	5	methodical	methodical	ADJ
easat-1781	104	6	process	process	NOUN
easat-1781	104	7	or	or	CCONJ
easat-1781	104	8	series	series	NOUN
easat-1781	104	9	of	of	ADP
easat-1781	104	10	steps	step	NOUN
easat-1781	104	11	used	use	VERB
easat-1781	104	12	in	in	ADP
easat-1781	104	13	the	the	DET
easat-1781	104	14	creation	creation	NOUN
easat-1781	104	15	,	,	PUNCT
easat-1781	104	16	testing	testing	NOUN
easat-1781	104	17	,	,	PUNCT
easat-1781	104	18	and	and	CCONJ
easat-1781	104	19	deployment	deployment	NOUN
easat-1781	104	20	of	of	ADP
easat-1781	104	21	machine	machine	NOUN
easat-1781	104	22	learning	learning	NOUN
easat-1781	104	23	models	model	NOUN
easat-1781	104	24	in	in	ADP
easat-1781	104	25	figure	figure	NOUN
easat-1781	104	26	1	1	NUM
easat-1781	104	27	.	.	PUNCT
easat-1781	104	28	figure	figure	NOUN
easat-1781	104	29	1	1	NUM
easat-1781	104	30	.	.	PUNCT
easat-1781	105	1	flow	flow	VERB
easat-1781	105	2	chart	chart	NOUN
easat-1781	105	3	of	of	ADP
easat-1781	105	4	methodology	methodology	NOUN
easat-1781	105	5	.	.	PUNCT
easat-1781	106	1	3.1	3.1	NUM
easat-1781	106	2	.	.	PUNCT
easat-1781	106	3	data	datum	NOUN
easat-1781	106	4	preprocessing	preprocesse	VERB
easat-1781	106	5	this	this	DET
easat-1781	106	6	study	study	NOUN
easat-1781	106	7	could	could	AUX
easat-1781	106	8	provide	provide	VERB
easat-1781	106	9	light	light	NOUN
easat-1781	106	10	on	on	ADP
easat-1781	106	11	consumer	consumer	NOUN
easat-1781	106	12	behavior	behavior	NOUN
easat-1781	106	13	and	and	CCONJ
easat-1781	106	14	transaction	transaction	NOUN
easat-1781	106	15	patterns	pattern	NOUN
easat-1781	106	16	.	.	PUNCT
easat-1781	107	1	it	it	PRON
easat-1781	107	2	might	might	AUX
easat-1781	107	3	also	also	ADV
easat-1781	107	4	point	point	VERB
easat-1781	107	5	out	out	ADP
easat-1781	107	6	areas	area	NOUN
easat-1781	107	7	that	that	PRON
easat-1781	107	8	need	need	VERB
easat-1781	107	9	more	more	ADJ
easat-1781	107	10	research	research	NOUN
easat-1781	107	11	,	,	PUNCT
easat-1781	107	12	including	include	VERB
easat-1781	107	13	figuring	figure	VERB
easat-1781	107	14	out	out	ADP
easat-1781	107	15	what	what	PRON
easat-1781	107	16	constitutes	constitute	VERB
easat-1781	107	17	fraud	fraud	NOUN
easat-1781	107	18	or	or	CCONJ
easat-1781	107	19	figuring	figure	VERB
easat-1781	107	20	out	out	ADP
easat-1781	107	21	what	what	PRON
easat-1781	107	22	the	the	DET
easat-1781	107	23	preferences	preference	NOUN
easat-1781	107	24	of	of	ADP
easat-1781	107	25	the	the	DET
easat-1781	107	26	consumer	consumer	NOUN
easat-1781	107	27	are	be	AUX
easat-1781	107	28	.	.	PUNCT
easat-1781	108	1	868	868	NUM
easat-1781	108	2	edelweiss	edelweiss	PROPN
easat-1781	108	3	applied	apply	VERB
easat-1781	108	4	science	science	NOUN
easat-1781	108	5	and	and	CCONJ
easat-1781	108	6	technology	technology	NOUN
easat-1781	108	7	issn	issn	PROPN
easat-1781	108	8	:	:	PUNCT
easat-1781	108	9	2576	2576	NUM
easat-1781	108	10	-	-	SYM
easat-1781	108	11	8484	8484	NUM
easat-1781	108	12	vol	vol	NOUN
easat-1781	108	13	.	.	PROPN
easat-1781	108	14	8	8	NUM
easat-1781	108	15	,	,	PUNCT
easat-1781	108	16	no	no	INTJ
easat-1781	108	17	.	.	NOUN
easat-1781	108	18	5	5	NUM
easat-1781	108	19	:	:	PUNCT
easat-1781	108	20	864	864	NUM
easat-1781	108	21	-	-	SYM
easat-1781	108	22	872	872	NUM
easat-1781	108	23	,	,	PUNCT
easat-1781	108	24	2024	2024	NUM
easat-1781	108	25	doi	doi	NOUN
easat-1781	108	26	:	:	PUNCT
easat-1781	108	27	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	108	28	©	©	PROPN
easat-1781	108	29	2024	2024	NUM
easat-1781	108	30	by	by	ADP
easat-1781	108	31	the	the	DET
easat-1781	108	32	author	author	NOUN
easat-1781	108	33	;	;	PUNCT
easat-1781	108	34	licensee	licensee	PROPN
easat-1781	108	35	learning	learn	VERB
easat-1781	108	36	gate	gate	NOUN
easat-1781	108	37	figure	figure	NOUN
easat-1781	108	38	2	2	NUM
easat-1781	108	39	.	.	PUNCT
easat-1781	108	40	distributions	distribution	NOUN
easat-1781	108	41	of	of	ADP
easat-1781	108	42	transactions	transaction	NOUN
easat-1781	108	43	.	.	PUNCT
easat-1781	109	1	the	the	DET
easat-1781	109	2	most	most	ADV
easat-1781	109	3	common	common	ADJ
easat-1781	109	4	transaction	transaction	NOUN
easat-1781	109	5	type	type	NOUN
easat-1781	109	6	,	,	PUNCT
easat-1781	109	7	cash_out	cash_out	ADP
easat-1781	109	8	(	(	PUNCT
easat-1781	109	9	373,641	373,641	NUM
easat-1781	109	10	)	)	PUNCT
easat-1781	109	11	,	,	PUNCT
easat-1781	109	12	shows	show	VERB
easat-1781	109	13	a	a	DET
easat-1781	109	14	high	high	ADJ
easat-1781	109	15	amount	amount	NOUN
easat-1781	109	16	of	of	ADP
easat-1781	109	17	cash	cash	NOUN
easat-1781	109	18	withdrawals	withdrawal	NOUN
easat-1781	109	19	.	.	PUNCT
easat-1781	110	1	remittance	remittance	NOUN
easat-1781	110	2	(	(	PUNCT
easat-1781	110	3	353,873	353,873	NUM
easat-1781	110	4	)	)	PUNCT
easat-1781	110	5	the	the	DET
easat-1781	110	6	high	high	ADJ
easat-1781	110	7	level	level	NOUN
easat-1781	110	8	of	of	ADP
easat-1781	110	9	payments	payment	NOUN
easat-1781	110	10	also	also	ADV
easat-1781	110	11	suggests	suggest	VERB
easat-1781	110	12	that	that	SCONJ
easat-1781	110	13	a	a	DET
easat-1781	110	14	significant	significant	ADJ
easat-1781	110	15	sum	sum	NOUN
easat-1781	110	16	of	of	ADP
easat-1781	110	17	money	money	NOUN
easat-1781	110	18	is	be	AUX
easat-1781	110	19	being	be	AUX
easat-1781	110	20	transferred	transfer	VERB
easat-1781	110	21	or	or	CCONJ
easat-1781	110	22	spent	spend	VERB
easat-1781	110	23	for	for	ADP
easat-1781	110	24	a	a	DET
easat-1781	110	25	variety	variety	NOUN
easat-1781	110	26	of	of	ADP
easat-1781	110	27	reasons	reason	NOUN
easat-1781	110	28	shown	show	VERB
easat-1781	110	29	in	in	ADP
easat-1781	110	30	figure	figure	NOUN
easat-1781	110	31	2	2	NUM
easat-1781	111	1	.	.	PUNCT
easat-1781	111	2	cash_in	cash_in	NOUN
easat-1781	111	3	(	(	PUNCT
easat-1781	111	4	227,130	227,130	NUM
easat-1781	111	5	)	)	PUNCT
easat-1781	111	6	the	the	DET
easat-1781	111	7	frequency	frequency	NOUN
easat-1781	111	8	of	of	ADP
easat-1781	111	9	cash	cash	NOUN
easat-1781	111	10	deposits	deposit	NOUN
easat-1781	111	11	is	be	AUX
easat-1781	111	12	lower	low	ADJ
easat-1781	111	13	than	than	ADP
easat-1781	111	14	the	the	DET
easat-1781	111	15	frequency	frequency	NOUN
easat-1781	111	16	of	of	ADP
easat-1781	111	17	cash	cash	NOUN
easat-1781	111	18	withdrawals	withdrawal	NOUN
easat-1781	111	19	and	and	CCONJ
easat-1781	111	20	payments	payment	NOUN
easat-1781	111	21	,	,	PUNCT
easat-1781	111	22	indicating	indicate	VERB
easat-1781	111	23	that	that	SCONJ
easat-1781	111	24	more	more	ADJ
easat-1781	111	25	money	money	NOUN
easat-1781	111	26	is	be	AUX
easat-1781	111	27	leaving	leave	VERB
easat-1781	111	28	accounts	account	NOUN
easat-1781	111	29	than	than	ADP
easat-1781	111	30	entering	enter	VERB
easat-1781	111	31	them	they	PRON
easat-1781	111	32	.	.	PUNCT
easat-1781	112	1	transfer	transfer	NOUN
easat-1781	112	2	(	(	PUNCT
easat-1781	112	3	86,753	86,753	NUM
easat-1781	112	4	)	)	PUNCT
easat-1781	112	5	the	the	DET
easat-1781	112	6	fact	fact	NOUN
easat-1781	112	7	that	that	SCONJ
easat-1781	112	8	transfers	transfer	NOUN
easat-1781	112	9	make	make	VERB
easat-1781	112	10	up	up	ADP
easat-1781	112	11	a	a	DET
easat-1781	112	12	lesser	less	ADJ
easat-1781	112	13	percentage	percentage	NOUN
easat-1781	112	14	of	of	ADP
easat-1781	112	15	all	all	DET
easat-1781	112	16	transactions	transaction	NOUN
easat-1781	112	17	suggests	suggest	VERB
easat-1781	112	18	that	that	SCONJ
easat-1781	112	19	,	,	PUNCT
easat-1781	112	20	in	in	ADP
easat-1781	112	21	comparison	comparison	NOUN
easat-1781	112	22	to	to	ADP
easat-1781	112	23	other	other	ADJ
easat-1781	112	24	transaction	transaction	NOUN
easat-1781	112	25	kinds	kind	NOUN
easat-1781	112	26	,	,	PUNCT
easat-1781	112	27	direct	direct	ADJ
easat-1781	112	28	money	money	NOUN
easat-1781	112	29	transfers	transfer	NOUN
easat-1781	112	30	between	between	ADP
easat-1781	112	31	accounts	account	NOUN
easat-1781	112	32	happen	happen	VERB
easat-1781	112	33	less	less	ADV
easat-1781	112	34	frequently	frequently	ADV
easat-1781	112	35	.	.	PUNCT
easat-1781	113	1	debt	debt	NOUN
easat-1781	113	2	(	(	PUNCT
easat-1781	113	3	7,178	7,178	NUM
easat-1781	113	4	)	)	PUNCT
easat-1781	113	5	the	the	DET
easat-1781	113	6	fact	fact	NOUN
easat-1781	113	7	that	that	SCONJ
easat-1781	113	8	debit	debit	NOUN
easat-1781	113	9	transactions	transaction	NOUN
easat-1781	113	10	are	be	AUX
easat-1781	113	11	the	the	DET
easat-1781	113	12	least	least	ADV
easat-1781	113	13	common	common	ADJ
easat-1781	113	14	suggests	suggest	VERB
easat-1781	113	15	that	that	SCONJ
easat-1781	113	16	,	,	PUNCT
easat-1781	113	17	in	in	ADP
easat-1781	113	18	comparison	comparison	NOUN
easat-1781	113	19	to	to	ADP
easat-1781	113	20	other	other	ADJ
easat-1781	113	21	transaction	transaction	NOUN
easat-1781	113	22	kinds	kind	NOUN
easat-1781	113	23	,	,	PUNCT
easat-1781	113	24	withdrawals	withdrawal	NOUN
easat-1781	113	25	from	from	ADP
easat-1781	113	26	accounts	account	NOUN
easat-1781	113	27	are	be	AUX
easat-1781	113	28	not	not	PART
easat-1781	113	29	common	common	ADJ
easat-1781	113	30	.	.	PUNCT
easat-1781	114	1	figure	figure	NOUN
easat-1781	114	2	3	3	NUM
easat-1781	114	3	.	.	PUNCT
easat-1781	115	1	counts	count	NOUN
easat-1781	115	2	of	of	ADP
easat-1781	115	3	fraud	fraud	NOUN
easat-1781	115	4	and	and	CCONJ
easat-1781	115	5	non	non	ADJ
easat-1781	115	6	-	-	ADJ
easat-1781	115	7	fraud	fraud	ADJ
easat-1781	115	8	transactions	transaction	NOUN
easat-1781	115	9	.	.	PUNCT
easat-1781	116	1	when	when	SCONJ
easat-1781	116	2	the	the	DET
easat-1781	116	3	model	model	NOUN
easat-1781	116	4	predicts	predict	VERB
easat-1781	116	5	that	that	SCONJ
easat-1781	116	6	a	a	DET
easat-1781	116	7	transaction	transaction	NOUN
easat-1781	116	8	is	be	AUX
easat-1781	116	9	not	not	PART
easat-1781	116	10	fraudulent	fraudulent	ADJ
easat-1781	116	11	,	,	PUNCT
easat-1781	116	12	it	it	PRON
easat-1781	116	13	is	be	AUX
easat-1781	116	14	represented	represent	VERB
easat-1781	116	15	by	by	ADP
easat-1781	116	16	non	non	ADJ
easat-1781	116	17	-	-	NOUN
easat-1781	116	18	fraud	fraud	ADJ
easat-1781	116	19	(	(	PUNCT
easat-1781	116	20	0	0	NUM
easat-1781	116	21	)	)	PUNCT
easat-1781	116	22	shown	show	VERB
easat-1781	116	23	in	in	ADP
easat-1781	116	24	figure	figure	NOUN
easat-1781	116	25	3	3	NUM
easat-1781	116	26	.	.	PUNCT
easat-1781	117	1	there	there	PRON
easat-1781	117	2	are	be	VERB
easat-1781	117	3	a	a	DET
easat-1781	117	4	lot	lot	NOUN
easat-1781	117	5	of	of	ADP
easat-1781	117	6	transactions	transaction	NOUN
easat-1781	117	7	that	that	PRON
easat-1781	117	8	are	be	AUX
easat-1781	117	9	categorized	categorize	VERB
easat-1781	117	10	as	as	ADP
easat-1781	117	11	not	not	PART
easat-1781	117	12	fraudulent	fraudulent	ADJ
easat-1781	117	13	,	,	PUNCT
easat-1781	117	14	as	as	SCONJ
easat-1781	117	15	seen	see	VERB
easat-1781	117	16	by	by	ADP
easat-1781	117	17	the	the	DET
easat-1781	117	18	total	total	NOUN
easat-1781	117	19	of	of	ADP
easat-1781	117	20	1,047,433	1,047,433	NUM
easat-1781	117	21	that	that	PRON
easat-1781	117	22	is	be	AUX
easat-1781	117	23	linked	link	VERB
easat-1781	117	24	to	to	ADP
easat-1781	117	25	this	this	DET
easat-1781	117	26	category	category	NOUN
easat-1781	117	27	.	.	PUNCT
easat-1781	118	1	instances	instance	NOUN
easat-1781	118	2	where	where	SCONJ
easat-1781	118	3	the	the	DET
easat-1781	118	4	model	model	NOUN
easat-1781	118	5	expects	expect	VERB
easat-1781	118	6	a	a	DET
easat-1781	118	7	transaction	transaction	NOUN
easat-1781	118	8	to	to	PART
easat-1781	118	9	be	be	AUX
easat-1781	118	10	fraudulent	fraudulent	ADJ
easat-1781	118	11	are	be	AUX
easat-1781	118	12	represented	represent	VERB
easat-1781	118	13	by	by	ADP
easat-1781	118	14	fraud	fraud	NOUN
easat-1781	118	15	(	(	PUNCT
easat-1781	118	16	1	1	NUM
easat-1781	118	17	)	)	PUNCT
easat-1781	118	18	.	.	PUNCT
easat-1781	119	1	1,142	1,142	NUM
easat-1781	119	2	is	be	AUX
easat-1781	119	3	the	the	DET
easat-1781	119	4	total	total	NOUN
easat-1781	119	5	for	for	ADP
easat-1781	119	6	this	this	DET
easat-1781	119	7	category	category	NOUN
easat-1781	119	8	,	,	PUNCT
easat-1781	119	9	meaning	mean	VERB
easat-1781	119	10	that	that	SCONJ
easat-1781	119	11	there	there	PRON
easat-1781	119	12	were	be	VERB
easat-1781	119	13	a	a	DET
easat-1781	119	14	lot	lot	NOUN
easat-1781	119	15	less	less	ADJ
easat-1781	119	16	transactions	transaction	NOUN
easat-1781	119	17	flagged	flag	VERB
easat-1781	119	18	as	as	ADV
easat-1781	119	19	fraudulent	fraudulent	ADJ
easat-1781	119	20	.	.	PUNCT
easat-1781	120	1	examining	examine	VERB
easat-1781	120	2	how	how	SCONJ
easat-1781	120	3	average	average	ADJ
easat-1781	120	4	account	account	NOUN
easat-1781	120	5	balances	balance	NOUN
easat-1781	120	6	for	for	ADP
easat-1781	120	7	both	both	CCONJ
easat-1781	120	8	fraudulent	fraudulent	ADJ
easat-1781	120	9	and	and	CCONJ
easat-1781	120	10	non	non	ADJ
easat-1781	120	11	-	-	ADJ
easat-1781	120	12	fraudulent	fraudulent	ADJ
easat-1781	120	13	transactions	transaction	NOUN
easat-1781	120	14	fluctuate	fluctuate	NOUN
easat-1781	120	15	over	over	ADP
easat-1781	120	16	time	time	NOUN
easat-1781	120	17	is	be	AUX
easat-1781	120	18	part	part	NOUN
easat-1781	120	19	of	of	ADP
easat-1781	120	20	the	the	DET
easat-1781	120	21	process	process	NOUN
easat-1781	120	22	of	of	ADP
easat-1781	120	23	analysing	analyse	VERB
easat-1781	120	24	average	average	ADJ
easat-1781	120	25	balance	balance	NOUN
easat-1781	120	26	by	by	ADP
easat-1781	120	27	fraud	fraud	NOUN
easat-1781	120	28	type	type	NOUN
easat-1781	120	29	over	over	ADP
easat-1781	120	30	time	time	NOUN
easat-1781	120	31	shown	show	VERB
easat-1781	120	32	in	in	ADP
easat-1781	120	33	figure	figure	NOUN
easat-1781	120	34	4	4	NUM
easat-1781	120	35	&	&	CCONJ
easat-1781	120	36	5	5	NUM
easat-1781	120	37	.	.	PROPN
easat-1781	120	38	869	869	NUM
easat-1781	120	39	edelweiss	edelweiss	PROPN
easat-1781	120	40	applied	apply	VERB
easat-1781	120	41	science	science	NOUN
easat-1781	120	42	and	and	CCONJ
easat-1781	120	43	technology	technology	NOUN
easat-1781	120	44	issn	issn	PROPN
easat-1781	120	45	:	:	PUNCT
easat-1781	120	46	2576	2576	NUM
easat-1781	120	47	-	-	SYM
easat-1781	120	48	8484	8484	NUM
easat-1781	120	49	vol	vol	NOUN
easat-1781	120	50	.	.	PROPN
easat-1781	121	1	8	8	NUM
easat-1781	121	2	,	,	PUNCT
easat-1781	121	3	no	no	INTJ
easat-1781	121	4	.	.	NOUN
easat-1781	121	5	5	5	NUM
easat-1781	121	6	:	:	PUNCT
easat-1781	121	7	864	864	NUM
easat-1781	121	8	-	-	SYM
easat-1781	121	9	872	872	NUM
easat-1781	121	10	,	,	PUNCT
easat-1781	121	11	2024	2024	NUM
easat-1781	121	12	doi	doi	NOUN
easat-1781	121	13	:	:	PUNCT
easat-1781	121	14	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	121	15	©	©	PROPN
easat-1781	121	16	2024	2024	NUM
easat-1781	121	17	by	by	ADP
easat-1781	121	18	the	the	DET
easat-1781	121	19	author	author	NOUN
easat-1781	121	20	;	;	PUNCT
easat-1781	121	21	licensee	licensee	PROPN
easat-1781	121	22	learning	learn	VERB
easat-1781	121	23	gate	gate	NOUN
easat-1781	121	24	figure	figure	NOUN
easat-1781	121	25	4	4	NUM
easat-1781	121	26	.	.	PUNCT
easat-1781	121	27	average	average	ADJ
easat-1781	121	28	account	account	NOUN
easat-1781	121	29	balances	balance	NOUN
easat-1781	121	30	for	for	ADP
easat-1781	121	31	fraudulent	fraudulent	ADJ
easat-1781	121	32	.	.	PUNCT
easat-1781	122	1	figure	figure	NOUN
easat-1781	122	2	:	:	PUNCT
easat-1781	122	3	5	5	X
easat-1781	122	4	.	.	X
easat-1781	122	5	average	average	ADJ
easat-1781	122	6	account	account	NOUN
easat-1781	122	7	balances	balance	NOUN
easat-1781	122	8	for	for	ADP
easat-1781	122	9	non	non	ADJ
easat-1781	122	10	-	-	ADJ
easat-1781	122	11	fraudulent	fraudulent	ADJ
easat-1781	122	12	.	.	PUNCT
easat-1781	123	1	3.2	3.2	NUM
easat-1781	123	2	.	.	PUNCT
easat-1781	124	1	data	datum	NOUN
easat-1781	124	2	extraction	extraction	VERB
easat-1781	124	3	the	the	DET
easat-1781	124	4	discrepancy	discrepancy	NOUN
easat-1781	124	5	between	between	ADP
easat-1781	124	6	the	the	DET
easat-1781	124	7	actual	actual	ADJ
easat-1781	124	8	balance	balance	NOUN
easat-1781	124	9	determined	determine	VERB
easat-1781	124	10	by	by	ADP
easat-1781	124	11	utilizing	utilize	VERB
easat-1781	124	12	the	the	DET
easat-1781	124	13	transaction	transaction	NOUN
easat-1781	124	14	amount	amount	NOUN
easat-1781	124	15	(	(	PUNCT
easat-1781	124	16	amount	amount	NOUN
easat-1781	124	17	)	)	PUNCT
easat-1781	124	18	and	and	CCONJ
easat-1781	124	19	the	the	DET
easat-1781	124	20	starting	start	VERB
easat-1781	124	21	balance	balance	NOUN
easat-1781	124	22	in	in	ADP
easat-1781	124	23	the	the	DET
easat-1781	124	24	origin	origin	NOUN
easat-1781	124	25	account	account	NOUN
easat-1781	124	26	(	(	PUNCT
easat-1781	124	27	oldbalanceorig	oldbalanceorig	NOUN
easat-1781	124	28	)	)	PUNCT
easat-1781	124	29	and	and	CCONJ
easat-1781	124	30	the	the	DET
easat-1781	124	31	predicted	predict	VERB
easat-1781	124	32	balance	balance	NOUN
easat-1781	124	33	in	in	ADP
easat-1781	124	34	the	the	DET
easat-1781	124	35	origin	origin	NOUN
easat-1781	124	36	account	account	NOUN
easat-1781	124	37	(	(	PUNCT
easat-1781	124	38	newbalanceorig	newbalanceorig	PROPN
easat-1781	124	39	)	)	PUNCT
easat-1781	124	40	following	follow	VERB
easat-1781	124	41	the	the	DET
easat-1781	124	42	transaction	transaction	NOUN
easat-1781	124	43	is	be	AUX
easat-1781	124	44	known	know	VERB
easat-1781	124	45	as	as	ADP
easat-1781	124	46	errorbalanceorig	errorbalanceorig	NOUN
easat-1781	124	47	.	.	PUNCT
easat-1781	125	1	it	it	PRON
easat-1781	125	2	aids	aid	VERB
easat-1781	125	3	in	in	ADP
easat-1781	125	4	locating	locate	VERB
easat-1781	125	5	any	any	DET
easat-1781	125	6	mistakes	mistake	NOUN
easat-1781	125	7	or	or	CCONJ
easat-1781	125	8	disparities	disparity	NOUN
easat-1781	125	9	in	in	ADP
easat-1781	125	10	the	the	DET
easat-1781	125	11	balance	balance	NOUN
easat-1781	125	12	of	of	ADP
easat-1781	125	13	the	the	DET
easat-1781	125	14	origin	origin	NOUN
easat-1781	125	15	account	account	NOUN
easat-1781	125	16	following	follow	VERB
easat-1781	125	17	the	the	DET
easat-1781	125	18	transaction	transaction	NOUN
easat-1781	125	19	.	.	PUNCT
easat-1781	126	1	the	the	DET
easat-1781	126	2	difference	difference	NOUN
easat-1781	126	3	between	between	ADP
easat-1781	126	4	the	the	DET
easat-1781	126	5	predicted	predict	VERB
easat-1781	126	6	balance	balance	NOUN
easat-1781	126	7	in	in	ADP
easat-1781	126	8	the	the	DET
easat-1781	126	9	destination	destination	NOUN
easat-1781	126	10	account	account	NOUN
easat-1781	126	11	(	(	PUNCT
easat-1781	126	12	oldbalancedest	oldbalanced	ADJ
easat-1781	126	13	)	)	PUNCT
easat-1781	126	14	prior	prior	ADV
easat-1781	126	15	to	to	ADP
easat-1781	126	16	the	the	DET
easat-1781	126	17	transaction	transaction	NOUN
easat-1781	126	18	and	and	CCONJ
easat-1781	126	19	the	the	DET
easat-1781	126	20	actual	actual	ADJ
easat-1781	126	21	balance	balance	NOUN
easat-1781	126	22	(	(	PUNCT
easat-1781	126	23	newbalancedest	newbalancedest	ADV
easat-1781	126	24	modified	modify	VERB
easat-1781	126	25	by	by	ADP
easat-1781	126	26	the	the	DET
easat-1781	126	27	transaction	transaction	NOUN
easat-1781	126	28	amount	amount	NOUN
easat-1781	126	29	)	)	PUNCT
easat-1781	126	30	after	after	SCONJ
easat-1781	126	31	the	the	DET
easat-1781	126	32	transaction	transaction	NOUN
easat-1781	126	33	is	be	AUX
easat-1781	126	34	computed	compute	VERB
easat-1781	126	35	by	by	ADP
easat-1781	126	36	errorbalancedest	errorbalanced	ADJ
easat-1781	126	37	.	.	PUNCT
easat-1781	127	1	it	it	PRON
easat-1781	127	2	aids	aid	VERB
easat-1781	127	3	in	in	ADP
easat-1781	127	4	locating	locate	VERB
easat-1781	127	5	any	any	DET
easat-1781	127	6	mistakes	mistake	NOUN
easat-1781	127	7	or	or	CCONJ
easat-1781	127	8	disparities	disparity	NOUN
easat-1781	127	9	in	in	ADP
easat-1781	127	10	the	the	DET
easat-1781	127	11	balance	balance	NOUN
easat-1781	127	12	of	of	ADP
easat-1781	127	13	the	the	DET
easat-1781	127	14	destination	destination	NOUN
easat-1781	127	15	account	account	NOUN
easat-1781	127	16	following	follow	VERB
easat-1781	127	17	the	the	DET
easat-1781	127	18	transaction	transaction	NOUN
easat-1781	127	19	.	.	PUNCT
easat-1781	128	1	4	4	X
easat-1781	128	2	.	.	X
easat-1781	128	3	model	model	NOUN
easat-1781	128	4	evaluation	evaluation	NOUN
easat-1781	128	5	logistic	logistic	ADJ
easat-1781	128	6	regression	regression	NOUN
easat-1781	128	7	:	:	PUNCT
easat-1781	128	8	a	a	DET
easat-1781	128	9	binary	binary	ADJ
easat-1781	128	10	classification	classification	NOUN
easat-1781	128	11	statistical	statistical	ADJ
easat-1781	128	12	approach	approach	NOUN
easat-1781	128	13	where	where	SCONJ
easat-1781	128	14	the	the	DET
easat-1781	128	15	outcome	outcome	NOUN
easat-1781	128	16	variable	variable	NOUN
easat-1781	128	17	(	(	PUNCT
easat-1781	128	18	dependent	dependent	ADJ
easat-1781	128	19	variable	variable	NOUN
easat-1781	128	20	)	)	PUNCT
easat-1781	128	21	is	be	AUX
easat-1781	128	22	categorical	categorical	ADJ
easat-1781	128	23	and	and	CCONJ
easat-1781	128	24	has	have	VERB
easat-1781	128	25	only	only	ADV
easat-1781	128	26	two	two	NUM
easat-1781	128	27	possible	possible	ADJ
easat-1781	128	28	values	value	NOUN
easat-1781	128	29	,	,	PUNCT
easat-1781	128	30	often	often	ADV
easat-1781	128	31	represented	represent	VERB
easat-1781	128	32	by	by	ADP
easat-1781	128	33	the	the	DET
easat-1781	128	34	numbers	number	NOUN
easat-1781	128	35	0	0	NUM
easat-1781	128	36	and	and	CCONJ
easat-1781	128	37	1	1	NUM
easat-1781	128	38	shown	show	VERB
easat-1781	128	39	in	in	ADP
easat-1781	128	40	figure	figure	NOUN
easat-1781	128	41	6	6	NUM
easat-1781	128	42	.	.	PUNCT
easat-1781	129	1	it	it	PRON
easat-1781	129	2	is	be	AUX
easat-1781	129	3	known	know	VERB
easat-1781	129	4	as	as	ADP
easat-1781	129	5	"	"	PUNCT
easat-1781	129	6	logistic	logistic	ADJ
easat-1781	129	7	"	"	PUNCT
easat-1781	129	8	regression	regression	NOUN
easat-1781	129	9	as	as	SCONJ
easat-1781	129	10	it	it	PRON
easat-1781	129	11	is	be	AUX
easat-1781	129	12	predicated	predicate	VERB
easat-1781	129	13	on	on	ADP
easat-1781	129	14	the	the	DET
easat-1781	129	15	logistic	logistic	ADJ
easat-1781	129	16	function	function	NOUN
easat-1781	129	17	,	,	PUNCT
easat-1781	129	18	also	also	ADV
easat-1781	129	19	sometimes	sometimes	ADV
easat-1781	129	20	termed	term	VERB
easat-1781	129	21	the	the	DET
easat-1781	129	22	sigmoid	sigmoid	NOUN
easat-1781	129	23	function	function	NOUN
easat-1781	129	24	.	.	PUNCT
easat-1781	130	1	870	870	NUM
easat-1781	130	2	edelweiss	edelweiss	PROPN
easat-1781	130	3	applied	apply	VERB
easat-1781	130	4	science	science	NOUN
easat-1781	130	5	and	and	CCONJ
easat-1781	130	6	technology	technology	NOUN
easat-1781	130	7	issn	issn	PROPN
easat-1781	130	8	:	:	PUNCT
easat-1781	130	9	2576	2576	NUM
easat-1781	130	10	-	-	SYM
easat-1781	130	11	8484	8484	NUM
easat-1781	130	12	vol	vol	NOUN
easat-1781	130	13	.	.	PROPN
easat-1781	131	1	8	8	NUM
easat-1781	131	2	,	,	PUNCT
easat-1781	131	3	no	no	INTJ
easat-1781	131	4	.	.	NOUN
easat-1781	131	5	5	5	NUM
easat-1781	131	6	:	:	PUNCT
easat-1781	131	7	864	864	NUM
easat-1781	131	8	-	-	SYM
easat-1781	131	9	872	872	NUM
easat-1781	131	10	,	,	PUNCT
easat-1781	131	11	2024	2024	NUM
easat-1781	131	12	doi	doi	NOUN
easat-1781	131	13	:	:	PUNCT
easat-1781	131	14	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	131	15	©	©	PROPN
easat-1781	131	16	2024	2024	NUM
easat-1781	131	17	by	by	ADP
easat-1781	131	18	the	the	DET
easat-1781	131	19	author	author	NOUN
easat-1781	131	20	;	;	PUNCT
easat-1781	131	21	licensee	licensee	PROPN
easat-1781	131	22	learning	learn	VERB
easat-1781	131	23	gate	gate	PROPN
easat-1781	131	24	figure	figure	NOUN
easat-1781	131	25	6	6	NUM
easat-1781	131	26	.	.	PUNCT
easat-1781	131	27	logistic	logistic	ADJ
easat-1781	131	28	regression	regression	NOUN
easat-1781	131	29	.	.	PUNCT
easat-1781	132	1	decision	decision	NOUN
easat-1781	132	2	tree	tree	NOUN
easat-1781	132	3	regressor	regressor	NOUN
easat-1781	132	4	:	:	PUNCT
easat-1781	132	5	one	one	NUM
easat-1781	132	6	kind	kind	NOUN
easat-1781	132	7	of	of	ADP
easat-1781	132	8	hierarchical	hierarchical	ADJ
easat-1781	132	9	tree	tree	NOUN
easat-1781	132	10	structure	structure	NOUN
easat-1781	132	11	used	use	VERB
easat-1781	132	12	in	in	ADP
easat-1781	132	13	regression	regression	NOUN
easat-1781	132	14	and	and	CCONJ
easat-1781	132	15	classification	classification	NOUN
easat-1781	132	16	issues	issue	NOUN
easat-1781	132	17	is	be	AUX
easat-1781	132	18	the	the	DET
easat-1781	132	19	decision	decision	NOUN
easat-1781	132	20	tree	tree	NOUN
easat-1781	132	21	.	.	PUNCT
easat-1781	133	1	every	every	DET
easat-1781	133	2	internal	internal	ADJ
easat-1781	133	3	node	node	NOUN
easat-1781	133	4	represents	represent	VERB
easat-1781	133	5	a	a	DET
easat-1781	133	6	feature	feature	NOUN
easat-1781	133	7	,	,	PUNCT
easat-1781	133	8	and	and	CCONJ
easat-1781	133	9	every	every	DET
easat-1781	133	10	leaf	leaf	NOUN
easat-1781	133	11	node	node	NOUN
easat-1781	133	12	represents	represent	VERB
easat-1781	133	13	a	a	DET
easat-1781	133	14	class	class	NOUN
easat-1781	133	15	label	label	NOUN
easat-1781	133	16	or	or	CCONJ
easat-1781	133	17	continuous	continuous	ADJ
easat-1781	133	18	value	value	NOUN
easat-1781	133	19	.	.	PUNCT
easat-1781	134	1	optimizing	optimize	VERB
easat-1781	134	2	homogeneity	homogeneity	NOUN
easat-1781	134	3	within	within	ADP
easat-1781	134	4	each	each	DET
easat-1781	134	5	subgroup	subgroup	NOUN
easat-1781	134	6	is	be	AUX
easat-1781	134	7	the	the	DET
easat-1781	134	8	aim	aim	NOUN
easat-1781	134	9	of	of	ADP
easat-1781	134	10	the	the	DET
easat-1781	134	11	feature	feature	NOUN
easat-1781	134	12	-	-	PUNCT
easat-1781	134	13	value	value	NOUN
easat-1781	134	14	-	-	PUNCT
easat-1781	134	15	based	base	VERB
easat-1781	134	16	data	data	NOUN
easat-1781	134	17	splitting	splitting	NOUN
easat-1781	134	18	technique	technique	NOUN
easat-1781	134	19	used	use	VERB
easat-1781	134	20	in	in	ADP
easat-1781	134	21	the	the	DET
easat-1781	134	22	tree	tree	NOUN
easat-1781	134	23	.	.	PUNCT
easat-1781	135	1	recursively	recursively	ADV
easat-1781	135	2	,	,	PUNCT
easat-1781	135	3	the	the	DET
easat-1781	135	4	dataset	dataset	NOUN
easat-1781	135	5	is	be	AUX
easat-1781	135	6	split	split	VERB
easat-1781	135	7	up	up	ADP
easat-1781	135	8	into	into	ADP
easat-1781	135	9	smaller	small	ADJ
easat-1781	135	10	subsets	subset	NOUN
easat-1781	135	11	until	until	SCONJ
easat-1781	135	12	a	a	DET
easat-1781	135	13	halting	halting	ADJ
easat-1781	135	14	condition	condition	NOUN
easat-1781	135	15	is	be	AUX
easat-1781	135	16	met	meet	VERB
easat-1781	135	17	.	.	PUNCT
easat-1781	136	1	interpretable	interpretable	ADJ
easat-1781	136	2	decision	decision	NOUN
easat-1781	136	3	trees	tree	NOUN
easat-1781	136	4	are	be	AUX
easat-1781	136	5	capable	capable	ADJ
easat-1781	136	6	of	of	ADP
easat-1781	136	7	illustrating	illustrate	VERB
easat-1781	136	8	non	non	ADJ
easat-1781	136	9	-	-	ADJ
easat-1781	136	10	linear	linear	ADJ
easat-1781	136	11	relationships	relationship	NOUN
easat-1781	136	12	in	in	ADP
easat-1781	136	13	the	the	DET
easat-1781	136	14	data	datum	NOUN
easat-1781	136	15	.	.	PUNCT
easat-1781	137	1	overfitting	overfitte	VERB
easat-1781	137	2	is	be	AUX
easat-1781	137	3	a	a	DET
easat-1781	137	4	common	common	ADJ
easat-1781	137	5	problem	problem	NOUN
easat-1781	137	6	with	with	ADP
easat-1781	137	7	complex	complex	ADJ
easat-1781	137	8	structures	structure	NOUN
easat-1781	137	9	,	,	PUNCT
easat-1781	137	10	but	but	CCONJ
easat-1781	137	11	it	it	PRON
easat-1781	137	12	may	may	AUX
easat-1781	137	13	be	be	AUX
easat-1781	137	14	prevented	prevent	VERB
easat-1781	137	15	by	by	ADP
easat-1781	137	16	regularizing	regularize	VERB
easat-1781	137	17	them	they	PRON
easat-1781	137	18	using	use	VERB
easat-1781	137	19	techniques	technique	NOUN
easat-1781	137	20	like	like	ADP
easat-1781	137	21	pruning	prune	VERB
easat-1781	137	22	.	.	PUNCT
easat-1781	138	1	ensemble	ensemble	ADJ
easat-1781	138	2	techniques	technique	NOUN
easat-1781	138	3	,	,	PUNCT
easat-1781	138	4	like	like	ADP
easat-1781	138	5	random	random	ADJ
easat-1781	138	6	forests	forest	NOUN
easat-1781	138	7	in	in	ADP
easat-1781	138	8	figure	figure	NOUN
easat-1781	138	9	7	7	NUM
easat-1781	138	10	,	,	PUNCT
easat-1781	138	11	mix	mix	VERB
easat-1781	138	12	several	several	ADJ
easat-1781	138	13	decision	decision	NOUN
easat-1781	138	14	trees	tree	NOUN
easat-1781	138	15	to	to	PART
easat-1781	138	16	improve	improve	VERB
easat-1781	138	17	prediction	prediction	NOUN
easat-1781	138	18	performance	performance	NOUN
easat-1781	138	19	.	.	PUNCT
easat-1781	139	1	figure	figure	NOUN
easat-1781	139	2	7	7	NUM
easat-1781	139	3	.	.	PUNCT
easat-1781	140	1	decision	decision	NOUN
easat-1781	140	2	tree	tree	NOUN
easat-1781	140	3	classifier	classifier	PROPN
easat-1781	140	4	model	model	PROPN
easat-1781	140	5	.	.	PUNCT
easat-1781	141	1	decision	decision	NOUN
easat-1781	141	2	tree	tree	NOUN
easat-1781	141	3	-	-	PUNCT
easat-1781	141	4	based	base	VERB
easat-1781	141	5	random	random	ADJ
easat-1781	141	6	forest	forest	NOUN
easat-1781	141	7	:	:	PUNCT
easat-1781	141	8	is	be	AUX
easat-1781	141	9	an	an	DET
easat-1781	141	10	ensemble	ensemble	ADJ
easat-1781	141	11	learning	learning	NOUN
easat-1781	141	12	technique	technique	NOUN
easat-1781	141	13	for	for	ADP
easat-1781	141	14	classification	classification	NOUN
easat-1781	141	15	and	and	CCONJ
easat-1781	141	16	regression	regression	NOUN
easat-1781	141	17	applications	application	NOUN
easat-1781	141	18	.	.	PUNCT
easat-1781	142	1	several	several	ADJ
easat-1781	142	2	decision	decision	NOUN
easat-1781	142	3	trees	tree	NOUN
easat-1781	142	4	are	be	AUX
easat-1781	142	5	generated	generate	VERB
easat-1781	142	6	during	during	ADP
easat-1781	142	7	training	training	NOUN
easat-1781	142	8	,	,	PUNCT
easat-1781	142	9	and	and	CCONJ
easat-1781	142	10	the	the	DET
easat-1781	142	11	predictions	prediction	NOUN
easat-1781	142	12	of	of	ADP
easat-1781	142	13	each	each	DET
easat-1781	142	14	tree	tree	NOUN
easat-1781	142	15	are	be	AUX
easat-1781	142	16	subsequently	subsequently	ADV
easat-1781	142	17	integrated	integrate	VERB
easat-1781	142	18	using	use	VERB
easat-1781	142	19	averages	average	NOUN
easat-1781	142	20	(	(	PUNCT
easat-1781	142	21	for	for	ADP
easat-1781	142	22	regression	regression	NOUN
easat-1781	142	23	)	)	PUNCT
easat-1781	142	24	or	or	CCONJ
easat-1781	142	25	votes	vote	NOUN
easat-1781	142	26	(	(	PUNCT
easat-1781	142	27	for	for	ADP
easat-1781	142	28	classification	classification	NOUN
easat-1781	142	29	)	)	PUNCT
easat-1781	142	30	.	.	PUNCT
easat-1781	143	1	every	every	DET
easat-1781	143	2	tree	tree	NOUN
easat-1781	143	3	in	in	ADP
easat-1781	143	4	the	the	DET
easat-1781	143	5	forest	forest	NOUN
easat-1781	143	6	is	be	AUX
easat-1781	143	7	trained	train	VERB
easat-1781	143	8	using	use	VERB
easat-1781	143	9	a	a	DET
easat-1781	143	10	random	random	ADJ
easat-1781	143	11	selection	selection	NOUN
easat-1781	143	12	of	of	ADP
easat-1781	143	13	features	feature	NOUN
easat-1781	143	14	and	and	CCONJ
easat-1781	143	15	training	training	NOUN
easat-1781	143	16	data	datum	NOUN
easat-1781	143	17	in	in	ADP
easat-1781	143	18	order	order	NOUN
easat-1781	143	19	to	to	PART
easat-1781	143	20	reduce	reduce	VERB
easat-1781	143	21	overfitting	overfitte	VERB
easat-1781	143	22	and	and	CCONJ
easat-1781	143	23	improve	improve	VERB
easat-1781	143	24	generalization	generalization	NOUN
easat-1781	143	25	.	.	PUNCT
easat-1781	144	1	the	the	DET
easat-1781	144	2	final	final	ADJ
easat-1781	144	3	prediction	prediction	NOUN
easat-1781	144	4	made	make	VERB
easat-1781	144	5	by	by	ADP
easat-1781	144	6	the	the	DET
easat-1781	144	7	random	random	ADJ
easat-1781	144	8	forest	forest	NOUN
easat-1781	144	9	in	in	ADP
easat-1781	144	10	figure	figure	NOUN
easat-1781	144	11	8	8	NUM
easat-1781	144	12	is	be	AUX
easat-1781	144	13	based	base	VERB
easat-1781	144	14	on	on	ADP
easat-1781	144	15	the	the	DET
easat-1781	144	16	sum	sum	NOUN
easat-1781	144	17	of	of	ADP
easat-1781	144	18	the	the	DET
easat-1781	144	19	forecasts	forecast	NOUN
easat-1781	144	20	from	from	ADP
easat-1781	144	21	each	each	DET
easat-1781	144	22	individual	individual	ADJ
easat-1781	144	23	tree	tree	NOUN
easat-1781	144	24	.	.	PUNCT
easat-1781	145	1	figure	figure	VERB
easat-1781	145	2	8	8	NUM
easat-1781	145	3	.	.	PUNCT
easat-1781	146	1	random	random	ADJ
easat-1781	146	2	forest	forest	NOUN
easat-1781	146	3	classifier	classifier	NOUN
easat-1781	146	4	model	model	PROPN
easat-1781	146	5	4.1	4.1	NUM
easat-1781	146	6	.	.	PUNCT
easat-1781	147	1	hyper	hyper	NOUN
easat-1781	147	2	-	-	NOUN
easat-1781	147	3	parameter	parameter	NOUN
easat-1781	147	4	the	the	DET
easat-1781	147	5	process	process	NOUN
easat-1781	147	6	of	of	ADP
easat-1781	147	7	choosing	choose	VERB
easat-1781	147	8	the	the	DET
easat-1781	147	9	ideal	ideal	ADJ
easat-1781	147	10	collection	collection	NOUN
easat-1781	147	11	of	of	ADP
easat-1781	147	12	hyperparameters	hyperparameter	NOUN
easat-1781	147	13	for	for	ADP
easat-1781	147	14	a	a	DET
easat-1781	147	15	machine	machine	NOUN
easat-1781	147	16	learning	learn	VERB
easat-1781	147	17	algorithm	algorithm	NOUN
easat-1781	147	18	to	to	PART
easat-1781	147	19	maximize	maximize	VERB
easat-1781	147	20	performance	performance	NOUN
easat-1781	147	21	is	be	AUX
easat-1781	147	22	known	know	VERB
easat-1781	147	23	as	as	ADP
easat-1781	147	24	hyperparameter	hyperparameter	NOUN
easat-1781	147	25	tuning	tuning	NOUN
easat-1781	147	26	.	.	PUNCT
easat-1781	148	1	hyperparameters	hyperparameter	NOUN
easat-1781	148	2	are	be	AUX
easat-1781	148	3	pre	pre	ADJ
easat-1781	148	4	-	-	ADJ
easat-1781	148	5	learning	learning	ADJ
easat-1781	148	6	parameters	parameter	NOUN
easat-1781	148	7	,	,	PUNCT
easat-1781	148	8	such	such	DET
easat-1781	148	9	the	the	DET
easat-1781	148	10	size	size	NOUN
easat-1781	148	11	of	of	ADP
easat-1781	148	12	a	a	DET
easat-1781	148	13	random	random	ADJ
easat-1781	148	14	forest	forest	NOUN
easat-1781	148	15	tree	tree	NOUN
easat-1781	148	16	or	or	CCONJ
easat-1781	148	17	the	the	DET
easat-1781	148	18	intensity	intensity	NOUN
easat-1781	148	19	of	of	ADP
easat-1781	148	20	the	the	DET
easat-1781	148	21	regularization	regularization	NOUN
easat-1781	148	22	in	in	ADP
easat-1781	148	23	a	a	DET
easat-1781	148	24	logistic	logistic	ADJ
easat-1781	148	25	regression	regression	NOUN
easat-1781	148	26	,	,	PUNCT
easat-1781	148	27	that	that	PRON
easat-1781	148	28	are	be	AUX
easat-1781	148	29	determined	determine	VERB
easat-1781	148	30	before	before	SCONJ
easat-1781	148	31	the	the	DET
easat-1781	148	32	learning	learning	NOUN
easat-1781	148	33	process	process	NOUN
easat-1781	148	34	starts	start	VERB
easat-1781	148	35	.	.	PUNCT
easat-1781	149	1	•	•	NUM
easat-1781	149	2	to	to	PART
easat-1781	149	3	investigate	investigate	VERB
easat-1781	149	4	a	a	DET
easat-1781	149	5	variety	variety	NOUN
easat-1781	149	6	of	of	ADP
easat-1781	149	7	regularization	regularization	NOUN
easat-1781	149	8	strength	strength	NOUN
easat-1781	149	9	values	value	NOUN
easat-1781	149	10	,	,	PUNCT
easat-1781	149	11	employ	employ	VERB
easat-1781	149	12	strategies	strategy	NOUN
easat-1781	149	13	such	such	ADJ
easat-1781	149	14	as	as	ADP
easat-1781	149	15	grid	grid	NOUN
easat-1781	149	16	search	search	NOUN
easat-1781	149	17	or	or	CCONJ
easat-1781	149	18	randomized	randomized	ADJ
easat-1781	149	19	search	search	NOUN
easat-1781	149	20	.	.	PUNCT
easat-1781	150	1	each	each	DET
easat-1781	150	2	set	set	NOUN
easat-1781	150	3	of	of	ADP
easat-1781	150	4	hyperparameters	hyperparameter	NOUN
easat-1781	150	5	is	be	AUX
easat-1781	150	6	usually	usually	ADV
easat-1781	150	7	tested	test	VERB
easat-1781	150	8	using	use	VERB
easat-1781	150	9	cross	cross	NOUN
easat-1781	150	10	-	-	NOUN
easat-1781	150	11	validation	validation	NOUN
easat-1781	150	12	,	,	PUNCT
easat-1781	150	13	and	and	CCONJ
easat-1781	150	14	the	the	DET
easat-1781	150	15	set	set	NOUN
easat-1781	150	16	that	that	PRON
easat-1781	150	17	performs	perform	VERB
easat-1781	150	18	the	the	DET
easat-1781	150	19	best	good	ADJ
easat-1781	150	20	is	be	AUX
easat-1781	150	21	chosen	choose	VERB
easat-1781	150	22	.	.	PUNCT
easat-1781	151	1	•	•	NUM
easat-1781	151	2	use	use	VERB
easat-1781	151	3	techniques	technique	NOUN
easat-1781	151	4	like	like	ADP
easat-1781	151	5	randomized	randomized	ADJ
easat-1781	151	6	or	or	CCONJ
easat-1781	151	7	grid	grid	NOUN
easat-1781	151	8	search	search	NOUN
easat-1781	151	9	to	to	PART
easat-1781	151	10	look	look	VERB
easat-1781	151	11	at	at	ADP
easat-1781	151	12	different	different	ADJ
easat-1781	151	13	combinations	combination	NOUN
easat-1781	151	14	of	of	ADP
easat-1781	151	15	hyperparameters	hyperparameter	NOUN
easat-1781	151	16	.	.	PUNCT
easat-1781	152	1	cross	cross	NOUN
easat-1781	152	2	-	-	ADJ
easat-1781	152	3	validation	validation	NOUN
easat-1781	152	4	is	be	AUX
easat-1781	152	5	used	use	VERB
easat-1781	152	6	to	to	PART
easat-1781	152	7	evaluate	evaluate	VERB
easat-1781	152	8	the	the	DET
easat-1781	152	9	performance	performance	NOUN
easat-1781	152	10	of	of	ADP
easat-1781	152	11	each	each	DET
easat-1781	152	12	combination	combination	NOUN
easat-1781	152	13	,	,	PUNCT
easat-1781	152	14	and	and	CCONJ
easat-1781	152	15	a	a	DET
easat-1781	152	16	measurement	measurement	NOUN
easat-1781	152	17	of	of	ADP
easat-1781	152	18	the	the	DET
easat-1781	152	19	assessment	assessment	NOUN
easat-1781	152	20	is	be	AUX
easat-1781	152	21	used	use	VERB
easat-1781	152	22	to	to	PART
easat-1781	152	23	determine	determine	VERB
easat-1781	152	24	which	which	DET
easat-1781	152	25	combination	combination	NOUN
easat-1781	152	26	is	be	AUX
easat-1781	152	27	best	good	ADJ
easat-1781	152	28	.	.	PUNCT
easat-1781	153	1	based	base	VERB
easat-1781	153	2	on	on	ADP
easat-1781	153	3	your	your	PRON
easat-1781	153	4	evaluation	evaluation	NOUN
easat-1781	153	5	metric	metric	NOUN
easat-1781	153	6	and	and	CCONJ
easat-1781	153	7	the	the	DET
easat-1781	153	8	findings	finding	NOUN
easat-1781	153	9	of	of	ADP
easat-1781	153	10	your	your	PRON
easat-1781	153	11	study	study	NOUN
easat-1781	153	12	,	,	PUNCT
easat-1781	153	13	it	it	PRON
easat-1781	153	14	looks	look	VERB
easat-1781	153	15	that	that	SCONJ
easat-1781	153	16	this	this	DET
easat-1781	153	17	set	set	NOUN
easat-1781	153	18	of	of	ADP
easat-1781	153	19	hyperparameters	hyperparameter	NOUN
easat-1781	153	20	(	(	PUNCT
easat-1781	153	21	c=10	c=10	NOUN
easat-1781	153	22	,	,	PUNCT
easat-1781	153	23	penalty='l2	penalty='l2	NOUN
easat-1781	153	24	'	'	PUNCT
easat-1781	153	25	)	)	PUNCT
easat-1781	153	26	worked	work	VERB
easat-1781	153	27	nicely	nicely	ADV
easat-1781	153	28	.	.	PUNCT
easat-1781	154	1	871	871	NUM
easat-1781	154	2	edelweiss	edelweiss	PROPN
easat-1781	154	3	applied	apply	VERB
easat-1781	154	4	science	science	NOUN
easat-1781	154	5	and	and	CCONJ
easat-1781	154	6	technology	technology	NOUN
easat-1781	154	7	issn	issn	PROPN
easat-1781	154	8	:	:	PUNCT
easat-1781	154	9	2576	2576	NUM
easat-1781	154	10	-	-	SYM
easat-1781	154	11	8484	8484	NUM
easat-1781	154	12	vol	vol	NOUN
easat-1781	154	13	.	.	PROPN
easat-1781	154	14	8	8	NUM
easat-1781	154	15	,	,	PUNCT
easat-1781	154	16	no	no	INTJ
easat-1781	154	17	.	.	NOUN
easat-1781	154	18	5	5	NUM
easat-1781	154	19	:	:	PUNCT
easat-1781	154	20	864	864	NUM
easat-1781	154	21	-	-	SYM
easat-1781	154	22	872	872	NUM
easat-1781	154	23	,	,	PUNCT
easat-1781	154	24	2024	2024	NUM
easat-1781	154	25	doi	doi	NOUN
easat-1781	154	26	:	:	PUNCT
easat-1781	154	27	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	154	28	©	©	PROPN
easat-1781	154	29	2024	2024	NUM
easat-1781	154	30	by	by	ADP
easat-1781	154	31	the	the	DET
easat-1781	154	32	author	author	NOUN
easat-1781	154	33	;	;	PUNCT
easat-1781	154	34	licensee	licensee	PROPN
easat-1781	154	35	learning	learn	VERB
easat-1781	154	36	gate	gate	NOUN
easat-1781	154	37	hyperparameters	hyperparameter	NOUN
easat-1781	154	38	are	be	AUX
easat-1781	154	39	set	set	VERB
easat-1781	154	40	up	up	ADP
easat-1781	154	41	in	in	ADP
easat-1781	154	42	the	the	DET
easat-1781	154	43	decision	decision	NOUN
easat-1781	154	44	tree	tree	NOUN
easat-1781	154	45	classifier	classifier	NOUN
easat-1781	154	46	to	to	PART
easat-1781	154	47	maximize	maximize	VERB
easat-1781	154	48	its	its	PRON
easat-1781	154	49	performance	performance	NOUN
easat-1781	154	50	.	.	PUNCT
easat-1781	155	1	it	it	PRON
easat-1781	155	2	guides	guide	VERB
easat-1781	155	3	the	the	DET
easat-1781	155	4	tree	tree	NOUN
easat-1781	155	5	's	's	PART
easat-1781	155	6	splitting	splitting	NOUN
easat-1781	155	7	process	process	NOUN
easat-1781	155	8	by	by	ADP
easat-1781	155	9	assessing	assess	VERB
easat-1781	155	10	node	node	ADJ
easat-1781	155	11	purity	purity	NOUN
easat-1781	155	12	using	use	VERB
easat-1781	155	13	gini	gini	NOUN
easat-1781	155	14	impurity	impurity	NOUN
easat-1781	155	15	.	.	PUNCT
easat-1781	156	1	the	the	DET
easat-1781	156	2	tree	tree	NOUN
easat-1781	156	3	's	's	PART
easat-1781	156	4	complexity	complexity	NOUN
easat-1781	156	5	is	be	AUX
easat-1781	156	6	limited	limit	VERB
easat-1781	156	7	to	to	ADP
easat-1781	156	8	15	15	NUM
easat-1781	156	9	in	in	ADP
easat-1781	156	10	order	order	NOUN
easat-1781	156	11	to	to	PART
easat-1781	156	12	avoid	avoid	VERB
easat-1781	156	13	the	the	DET
easat-1781	156	14	tree	tree	NOUN
easat-1781	156	15	overfitting	overfitte	VERB
easat-1781	156	16	to	to	ADP
easat-1781	156	17	the	the	DET
easat-1781	156	18	training	training	NOUN
easat-1781	156	19	set	set	NOUN
easat-1781	156	20	.	.	PUNCT
easat-1781	157	1	furthermore	furthermore	ADV
easat-1781	157	2	,	,	PUNCT
easat-1781	157	3	the	the	DET
easat-1781	157	4	minimum	minimum	ADJ
easat-1781	157	5	number	number	NOUN
easat-1781	157	6	of	of	ADP
easat-1781	157	7	samples	sample	NOUN
easat-1781	157	8	that	that	PRON
easat-1781	157	9	must	must	AUX
easat-1781	157	10	exist	exist	VERB
easat-1781	157	11	at	at	ADP
easat-1781	157	12	a	a	DET
easat-1781	157	13	leaf	leaf	NOUN
easat-1781	157	14	node	node	NOUN
easat-1781	157	15	is	be	AUX
easat-1781	157	16	fixed	fix	VERB
easat-1781	157	17	at	at	ADP
easat-1781	157	18	two	two	NUM
easat-1781	157	19	,	,	PUNCT
easat-1781	157	20	guaranteeing	guarantee	VERB
easat-1781	157	21	that	that	SCONJ
easat-1781	157	22	each	each	DET
easat-1781	157	23	leaf	leaf	NOUN
easat-1781	157	24	has	have	VERB
easat-1781	157	25	enough	enough	ADJ
easat-1781	157	26	information	information	NOUN
easat-1781	157	27	to	to	PART
easat-1781	157	28	provide	provide	VERB
easat-1781	157	29	trustworthy	trustworthy	ADJ
easat-1781	157	30	predictions	prediction	NOUN
easat-1781	157	31	.	.	PUNCT
easat-1781	158	1	together	together	ADV
easat-1781	158	2	,	,	PUNCT
easat-1781	158	3	these	these	DET
easat-1781	158	4	hyperparameters	hyperparameter	NOUN
easat-1781	158	5	provide	provide	VERB
easat-1781	158	6	a	a	DET
easat-1781	158	7	decent	decent	ADJ
easat-1781	158	8	compromise	compromise	NOUN
easat-1781	158	9	between	between	ADP
easat-1781	158	10	generalization	generalization	NOUN
easat-1781	158	11	and	and	CCONJ
easat-1781	158	12	model	model	NOUN
easat-1781	158	13	complexity	complexity	NOUN
easat-1781	158	14	,	,	PUNCT
easat-1781	158	15	leading	lead	VERB
easat-1781	158	16	to	to	ADP
easat-1781	158	17	decision	decision	NOUN
easat-1781	158	18	tree	tree	NOUN
easat-1781	158	19	classification	classification	NOUN
easat-1781	158	20	that	that	PRON
easat-1781	158	21	performs	perform	VERB
easat-1781	158	22	well	well	ADV
easat-1781	158	23	on	on	ADP
easat-1781	158	24	the	the	DET
easat-1781	158	25	provided	provide	VERB
easat-1781	158	26	dataset	dataset	NOUN
easat-1781	158	27	.	.	PUNCT
easat-1781	159	1	enhance	enhance	VERB
easat-1781	159	2	the	the	DET
easat-1781	159	3	model	model	NOUN
easat-1781	159	4	's	's	PART
easat-1781	159	5	performance	performance	NOUN
easat-1781	159	6	using	use	VERB
easat-1781	159	7	untested	untested	ADJ
easat-1781	159	8	data	datum	NOUN
easat-1781	159	9	.	.	PUNCT
easat-1781	160	1	in	in	ADP
easat-1781	160	2	order	order	NOUN
easat-1781	160	3	to	to	PART
easat-1781	160	4	guarantee	guarantee	VERB
easat-1781	160	5	that	that	SCONJ
easat-1781	160	6	the	the	DET
easat-1781	160	7	model	model	NOUN
easat-1781	160	8	fits	fit	VERB
easat-1781	160	9	effectively	effectively	ADV
easat-1781	160	10	to	to	ADP
easat-1781	160	11	fresh	fresh	ADJ
easat-1781	160	12	,	,	PUNCT
easat-1781	160	13	untested	untested	ADJ
easat-1781	160	14	data	datum	NOUN
easat-1781	160	15	and	and	CCONJ
easat-1781	160	16	to	to	PART
easat-1781	160	17	avoid	avoid	VERB
easat-1781	160	18	overfitting	overfitte	VERB
easat-1781	160	19	,	,	PUNCT
easat-1781	160	20	hyperparameter	hyperparameter	NOUN
easat-1781	160	21	adjustment	adjustment	NOUN
easat-1781	160	22	is	be	AUX
easat-1781	160	23	used	use	VERB
easat-1781	160	24	.	.	PUNCT
easat-1781	161	1	however	however	ADV
easat-1781	161	2	,	,	PUNCT
easat-1781	161	3	since	since	SCONJ
easat-1781	161	4	hyperparameter	hyperparameter	NOUN
easat-1781	161	5	tweaking	tweaking	NOUN
easat-1781	161	6	may	may	AUX
easat-1781	161	7	be	be	AUX
easat-1781	161	8	computationally	computationally	ADV
easat-1781	161	9	expensive	expensive	ADJ
easat-1781	161	10	,	,	PUNCT
easat-1781	161	11	particularly	particularly	ADV
easat-1781	161	12	for	for	ADP
easat-1781	161	13	big	big	ADJ
easat-1781	161	14	datasets	dataset	NOUN
easat-1781	161	15	and	and	CCONJ
easat-1781	161	16	sophisticated	sophisticated	ADJ
easat-1781	161	17	models	model	NOUN
easat-1781	161	18	,	,	PUNCT
easat-1781	161	19	it	it	PRON
easat-1781	161	20	's	be	AUX
easat-1781	161	21	crucial	crucial	ADJ
easat-1781	161	22	to	to	PART
easat-1781	161	23	balance	balance	VERB
easat-1781	161	24	time	time	NOUN
easat-1781	161	25	limitations	limitation	NOUN
easat-1781	161	26	and	and	CCONJ
easat-1781	161	27	computing	compute	VERB
easat-1781	161	28	resources	resource	NOUN
easat-1781	161	29	shown	show	VERB
easat-1781	161	30	in	in	ADP
easat-1781	161	31	table	table	NOUN
easat-1781	161	32	1	1	NUM
easat-1781	161	33	.	.	PUNCT
easat-1781	161	34	table	table	NOUN
easat-1781	161	35	1	1	NUM
easat-1781	161	36	.	.	PUNCT
easat-1781	161	37	findings	finding	NOUN
easat-1781	161	38	of	of	ADP
easat-1781	161	39	accuracy	accuracy	NOUN
easat-1781	161	40	without	without	ADP
easat-1781	161	41	and	and	CCONJ
easat-1781	161	42	with	with	ADP
easat-1781	161	43	hyperparameter	hyperparameter	NOUN
easat-1781	161	44	.	.	PUNCT
easat-1781	162	1	without	without	ADP
easat-1781	162	2	hyperparameter	hyperparameter	NOUN
easat-1781	162	3	with	with	ADP
easat-1781	162	4	hyperparameter	hyperparameter	NOUN
easat-1781	162	5	scores	score	NOUN
easat-1781	162	6	models	model	NOUN
easat-1781	162	7	training	train	VERB
easat-1781	162	8	score	score	NOUN
easat-1781	162	9	testing	testing	NOUN
easat-1781	162	10	score	score	NOUN
easat-1781	162	11	training	training	NOUN
easat-1781	162	12	score	score	NOUN
easat-1781	162	13	testing	testing	NOUN
easat-1781	162	14	score	score	NOUN
easat-1781	162	15	precision	precision	NOUN
easat-1781	162	16	recall	recall	VERB
easat-1781	162	17	logistic	logistic	ADJ
easat-1781	162	18	refression	refression	NOUN
easat-1781	162	19	0.96313	0.96313	NUM
easat-1781	162	20	0.96	0.96	NUM
easat-1781	162	21	0.99929	0.99929	NUM
easat-1781	162	22	0.99928	0.99928	NUM
easat-1781	162	23	0.9097	0.9097	NUM
easat-1781	162	24	0.3954	0.3954	NUM
easat-1781	162	25	decision	decision	NOUN
easat-1781	162	26	tree	tree	NOUN
easat-1781	162	27	0.99993	0.99993	NUM
easat-1781	162	28	0.99	0.99	NUM
easat-1781	162	29	0.999971	0.999971	NUM
easat-1781	162	30	0.999939	0.999939	NUM
easat-1781	162	31	0.9714	0.9714	NUM
easat-1781	162	32	0.9741	0.9741	NUM
easat-1781	162	33	random	random	ADJ
easat-1781	162	34	forest	forest	NOUN
easat-1781	162	35	0.99997	0.99997	NUM
easat-1781	162	36	0.98	0.98	NUM
easat-1781	162	37	0.999991	0.999991	NUM
easat-1781	162	38	0.999942	0.999942	NUM
easat-1781	162	39	0.9832	0.9832	NUM
easat-1781	162	40	0.9769	0.9769	NUM
easat-1781	162	41	svm	svm	NOUN
easat-1781	162	42	0.98976	0.98976	NUM
easat-1781	162	43	0.95	0.95	NUM
easat-1781	162	44	0.987812	0.987812	NUM
easat-1781	162	45	0.979912	0.979912	NUM
easat-1781	162	46	0.9912	0.9912	NUM
easat-1781	162	47	0.9836	0.9836	NUM
easat-1781	162	48	figure	figure	NOUN
easat-1781	162	49	9	9	NUM
easat-1781	162	50	.	.	PUNCT
easat-1781	162	51	flow	flow	VERB
easat-1781	162	52	chart	chart	NOUN
easat-1781	162	53	of	of	ADP
easat-1781	162	54	accuracies	accuracy	NOUN
easat-1781	162	55	with	with	ADP
easat-1781	162	56	and	and	CCONJ
easat-1781	162	57	without	without	ADP
easat-1781	162	58	hyperparameters	hyperparameter	NOUN
easat-1781	162	59	.	.	PUNCT
easat-1781	163	1	5	5	NUM
easat-1781	163	2	.	.	X
easat-1781	163	3	conclusions	conclusion	NOUN
easat-1781	163	4	in	in	ADP
easat-1781	163	5	summary	summary	NOUN
easat-1781	163	6	,	,	PUNCT
easat-1781	163	7	this	this	DET
easat-1781	163	8	study	study	NOUN
easat-1781	163	9	looked	look	VERB
easat-1781	163	10	at	at	ADP
easat-1781	163	11	the	the	DET
easat-1781	163	12	performance	performance	NOUN
easat-1781	163	13	of	of	ADP
easat-1781	163	14	four	four	NUM
easat-1781	163	15	machine	machine	NOUN
easat-1781	163	16	learning	learning	NOUN
easat-1781	163	17	models	model	NOUN
easat-1781	163	18	:	:	PUNCT
easat-1781	163	19	support	support	NOUN
easat-1781	163	20	vector	vector	NOUN
easat-1781	163	21	machines	machine	NOUN
easat-1781	163	22	(	(	PUNCT
easat-1781	163	23	svms	svms	NOUN
easat-1781	163	24	)	)	PUNCT
easat-1781	163	25	,	,	PUNCT
easat-1781	163	26	logistic	logistic	ADJ
easat-1781	163	27	regression	regression	NOUN
easat-1781	163	28	,	,	PUNCT
easat-1781	163	29	random	random	ADJ
easat-1781	163	30	forests	forest	NOUN
easat-1781	163	31	,	,	PUNCT
easat-1781	163	32	and	and	CCONJ
easat-1781	163	33	decision	decision	NOUN
easat-1781	163	34	trees	tree	NOUN
easat-1781	163	35	.	.	PUNCT
easat-1781	164	1	each	each	DET
easat-1781	164	2	model	model	NOUN
easat-1781	164	3	was	be	AUX
easat-1781	164	4	trained	train	VERB
easat-1781	164	5	and	and	CCONJ
easat-1781	164	6	evaluated	evaluate	VERB
easat-1781	164	7	using	use	VERB
easat-1781	164	8	a	a	DET
easat-1781	164	9	dataset	dataset	NOUN
easat-1781	164	10	tailored	tailor	VERB
easat-1781	164	11	to	to	ADP
easat-1781	164	12	our	our	PRON
easat-1781	164	13	specific	specific	ADJ
easat-1781	164	14	research	research	NOUN
easat-1781	164	15	objectives	objective	NOUN
easat-1781	164	16	.	.	PUNCT
easat-1781	165	1	following	follow	VERB
easat-1781	165	2	a	a	DET
easat-1781	165	3	comprehensive	comprehensive	ADJ
easat-1781	165	4	analysis	analysis	NOUN
easat-1781	165	5	,	,	PUNCT
easat-1781	165	6	it	it	PRON
easat-1781	165	7	was	be	AUX
easat-1781	165	8	evident	evident	ADJ
easat-1781	165	9	that	that	SCONJ
easat-1781	165	10	random	random	ADJ
easat-1781	165	11	forest	forest	NOUN
easat-1781	165	12	outperformed	outperform	VERB
easat-1781	165	13	the	the	DET
easat-1781	165	14	other	other	ADJ
easat-1781	165	15	models	model	NOUN
easat-1781	165	16	in	in	ADP
easat-1781	165	17	terms	term	NOUN
easat-1781	165	18	of	of	ADP
easat-1781	165	19	accuracy	accuracy	NOUN
easat-1781	165	20	during	during	ADP
easat-1781	165	21	872	872	NUM
easat-1781	165	22	edelweiss	edelweiss	PROPN
easat-1781	165	23	applied	apply	VERB
easat-1781	165	24	science	science	NOUN
easat-1781	165	25	and	and	CCONJ
easat-1781	165	26	technology	technology	NOUN
easat-1781	165	27	issn	issn	PROPN
easat-1781	165	28	:	:	PUNCT
easat-1781	165	29	2576	2576	NUM
easat-1781	165	30	-	-	SYM
easat-1781	165	31	8484	8484	NUM
easat-1781	165	32	vol	vol	NOUN
easat-1781	165	33	.	.	PROPN
easat-1781	165	34	8	8	NUM
easat-1781	165	35	,	,	PUNCT
easat-1781	165	36	no	no	INTJ
easat-1781	165	37	.	.	NOUN
easat-1781	165	38	5	5	NUM
easat-1781	165	39	:	:	PUNCT
easat-1781	165	40	864	864	NUM
easat-1781	165	41	-	-	SYM
easat-1781	165	42	872	872	NUM
easat-1781	165	43	,	,	PUNCT
easat-1781	165	44	2024	2024	NUM
easat-1781	165	45	doi	doi	NOUN
easat-1781	165	46	:	:	PUNCT
easat-1781	165	47	10.55214/25768484.v8i5.1781	10.55214/25768484.v8i5.1781	NUM
easat-1781	165	48	©	©	PROPN
easat-1781	165	49	2024	2024	NUM
easat-1781	165	50	by	by	ADP
easat-1781	165	51	the	the	DET
easat-1781	165	52	author	author	NOUN
easat-1781	165	53	;	;	PUNCT
easat-1781	165	54	licensee	licensee	PROPN
easat-1781	165	55	learning	learning	NOUN
easat-1781	165	56	gate	gate	VERB
easat-1781	165	57	the	the	DET
easat-1781	165	58	training	training	NOUN
easat-1781	165	59	and	and	CCONJ
easat-1781	165	60	testing	testing	NOUN
easat-1781	165	61	phases	phase	NOUN
easat-1781	165	62	.	.	PUNCT
easat-1781	166	1	notably	notably	ADV
easat-1781	166	2	,	,	PUNCT
easat-1781	166	3	the	the	DET
easat-1781	166	4	predictions	prediction	NOUN
easat-1781	166	5	made	make	VERB
easat-1781	166	6	by	by	ADP
easat-1781	166	7	the	the	DET
easat-1781	166	8	random	random	ADJ
easat-1781	166	9	forest	forest	NOUN
easat-1781	166	10	model	model	NOUN
easat-1781	166	11	consistently	consistently	ADV
easat-1781	166	12	demonstrated	demonstrate	VERB
easat-1781	166	13	excellent	excellent	ADJ
easat-1781	166	14	levels	level	NOUN
easat-1781	166	15	of	of	ADP
easat-1781	166	16	reliability	reliability	NOUN
easat-1781	166	17	and	and	CCONJ
easat-1781	166	18	accuracy	accuracy	NOUN
easat-1781	166	19	.	.	PUNCT
easat-1781	167	1	while	while	SCONJ
easat-1781	167	2	svm	svm	ADJ
easat-1781	167	3	,	,	PUNCT
easat-1781	167	4	logistic	logistic	ADJ
easat-1781	167	5	regression	regression	NOUN
easat-1781	167	6	,	,	PUNCT
easat-1781	167	7	and	and	CCONJ
easat-1781	167	8	decision	decision	NOUN
easat-1781	167	9	tree	tree	NOUN
easat-1781	167	10	models	model	NOUN
easat-1781	167	11	performed	perform	VERB
easat-1781	167	12	wonderfully	wonderfully	ADV
easat-1781	167	13	overall	overall	ADJ
easat-1781	167	14	,	,	PUNCT
easat-1781	167	15	random	random	ADJ
easat-1781	167	16	forest	forest	NOUN
easat-1781	167	17	surpassed	surpass	VERB
easat-1781	167	18	them	they	PRON
easat-1781	167	19	in	in	ADP
easat-1781	167	20	terms	term	NOUN
easat-1781	167	21	of	of	ADP
easat-1781	167	22	accuracy	accuracy	NOUN
easat-1781	167	23	shown	show	VERB
easat-1781	167	24	in	in	ADP
easat-1781	167	25	figure	figure	NOUN
easat-1781	167	26	9	9	NUM
easat-1781	167	27	.	.	PUNCT
easat-1781	168	1	despite	despite	SCONJ
easat-1781	168	2	these	these	DET
easat-1781	168	3	drawbacks	drawback	NOUN
easat-1781	168	4	,	,	PUNCT
easat-1781	168	5	the	the	DET
easat-1781	168	6	models	model	NOUN
easat-1781	168	7	contributed	contribute	VERB
easat-1781	168	8	to	to	ADP
easat-1781	168	9	a	a	DET
easat-1781	168	10	comprehensive	comprehensive	ADJ
easat-1781	168	11	understanding	understanding	NOUN
easat-1781	168	12	of	of	ADP
easat-1781	168	13	the	the	DET
easat-1781	168	14	problem	problem	NOUN
easat-1781	168	15	domain	domain	NOUN
easat-1781	168	16	and	and	CCONJ
easat-1781	168	17	provided	provide	VERB
easat-1781	168	18	valuable	valuable	ADJ
easat-1781	168	19	insights	insight	NOUN
easat-1781	168	20	into	into	ADP
easat-1781	168	21	the	the	DET
easat-1781	168	22	underlying	underlie	VERB
easat-1781	168	23	data	data	NOUN
easat-1781	168	24	patterns	pattern	NOUN
easat-1781	168	25	.	.	PUNCT
easat-1781	169	1	ultimately	ultimately	ADV
easat-1781	169	2	,	,	PUNCT
easat-1781	169	3	the	the	DET
easat-1781	169	4	superior	superior	ADJ
easat-1781	169	5	performance	performance	NOUN
easat-1781	169	6	of	of	ADP
easat-1781	169	7	the	the	DET
easat-1781	169	8	random	random	ADJ
easat-1781	169	9	forest	forest	NOUN
easat-1781	169	10	model	model	NOUN
easat-1781	169	11	demonstrates	demonstrate	VERB
easat-1781	169	12	how	how	SCONJ
easat-1781	169	13	well	well	ADV
easat-1781	169	14	it	it	PRON
easat-1781	169	15	processes	process	VERB
easat-1781	169	16	complex	complex	ADJ
easat-1781	169	17	data	datum	NOUN
easat-1781	169	18	and	and	CCONJ
easat-1781	169	19	produces	produce	VERB
easat-1781	169	20	accurate	accurate	ADJ
easat-1781	169	21	predictions	prediction	NOUN
easat-1781	169	22	.	.	PUNCT
easat-1781	170	1	further	further	ADJ
easat-1781	170	2	investigation	investigation	NOUN
easat-1781	170	3	into	into	ADP
easat-1781	170	4	ensemble	ensemble	ADJ
easat-1781	170	5	techniques	technique	NOUN
easat-1781	170	6	and	and	CCONJ
easat-1781	170	7	optimization	optimization	NOUN
easat-1781	170	8	tactics	tactic	NOUN
easat-1781	170	9	may	may	AUX
easat-1781	170	10	enhance	enhance	VERB
easat-1781	170	11	the	the	DET
easat-1781	170	12	predictive	predictive	ADJ
easat-1781	170	13	potential	potential	NOUN
easat-1781	170	14	of	of	ADP
easat-1781	170	15	our	our	PRON
easat-1781	170	16	models	model	NOUN
easat-1781	170	17	and	and	CCONJ
easat-1781	170	18	provide	provide	VERB
easat-1781	170	19	even	even	ADV
easat-1781	170	20	deeper	deep	ADJ
easat-1781	170	21	insights	insight	NOUN
easat-1781	170	22	into	into	ADP
easat-1781	170	23	the	the	DET
easat-1781	170	24	problem	problem	NOUN
easat-1781	170	25	at	at	ADP
easat-1781	170	26	hand	hand	NOUN
easat-1781	170	27	in	in	ADP
easat-1781	170	28	the	the	DET
easat-1781	170	29	future	future	NOUN
easat-1781	170	30	.	.	PUNCT
easat-1781	171	1	funding	funding	NOUN
easat-1781	171	2	:	:	PUNCT
easat-1781	171	3	this	this	DET
easat-1781	171	4	research	research	NOUN
easat-1781	171	5	supported	support	VERB
easat-1781	171	6	by	by	ADP
easat-1781	171	7	basic	basic	ADJ
easat-1781	171	8	science	science	NOUN
easat-1781	171	9	research	research	NOUN
easat-1781	171	10	program	program	NOUN
easat-1781	171	11	through	through	ADP
easat-1781	171	12	the	the	DET
easat-1781	171	13	national	national	PROPN
easat-1781	171	14	research	research	PROPN
easat-1781	171	15	foundation	foundation	PROPN
easat-1781	171	16	of	of	ADP
easat-1781	171	17	korea	korea	PROPN
easat-1781	171	18	(	(	PUNCT
easat-1781	171	19	nrf	nrf	NOUN
easat-1781	171	20	)	)	PUNCT
easat-1781	171	21	funded	fund	VERB
easat-1781	171	22	by	by	ADP
easat-1781	171	23	the	the	DET
easat-1781	171	24	ministry	ministry	PROPN
easat-1781	171	25	of	of	ADP
easat-1781	171	26	education	education	PROPN
easat-1781	171	27	(	(	PUNCT
easat-1781	171	28	nrfrs-2023	nrfrs-2023	NOUN
easat-1781	171	29	-	-	PUNCT
easat-1781	171	30	00237287	00237287	NUM
easat-1781	171	31	,	,	PUNCT
easat-1781	171	32	nrf2021s1a5a8062526	nrf2021s1a5a8062526	NOUN
easat-1781	171	33	)	)	PUNCT
easat-1781	171	34	and	and	CCONJ
easat-1781	171	35	local	local	ADJ
easat-1781	171	36	government	government	NOUN
easat-1781	171	37	-	-	PUNCT
easat-1781	171	38	university	university	NOUN
easat-1781	171	39	cooperation	cooperation	NOUN
easat-1781	171	40	-	-	PUNCT
easat-1781	171	41	based	base	VERB
easat-1781	171	42	regional	regional	ADJ
easat-1781	171	43	innovation	innovation	NOUN
easat-1781	171	44	projects	project	NOUN
easat-1781	171	45	(	(	PUNCT
easat-1781	171	46	2021ris-003	2021ris-003	NOUN
easat-1781	171	47	)	)	PUNCT
easat-1781	171	48	.	.	PUNCT
easat-1781	172	1	copyright	copyright	NOUN
easat-1781	172	2	:	:	PUNCT
easat-1781	172	3	©	©	PROPN
easat-1781	172	4	2024	2024	NUM
easat-1781	172	5	by	by	ADP
easat-1781	172	6	the	the	DET
easat-1781	172	7	authors	author	NOUN
easat-1781	172	8	.	.	PUNCT
easat-1781	173	1	this	this	DET
easat-1781	173	2	article	article	NOUN
easat-1781	173	3	is	be	AUX
easat-1781	173	4	an	an	DET
easat-1781	173	5	open	open	ADJ
easat-1781	173	6	access	access	NOUN
easat-1781	173	7	article	article	NOUN
easat-1781	173	8	distributed	distribute	VERB
easat-1781	173	9	under	under	ADP
easat-1781	173	10	the	the	DET
easat-1781	173	11	terms	term	NOUN
easat-1781	173	12	and	and	CCONJ
easat-1781	173	13	conditions	condition	NOUN
easat-1781	173	14	of	of	ADP
easat-1781	173	15	the	the	DET
easat-1781	173	16	creative	creative	ADJ
easat-1781	173	17	commons	common	NOUN
easat-1781	173	18	attribution	attribution	NOUN
easat-1781	173	19	(	(	PUNCT
easat-1781	173	20	cc	cc	NOUN
easat-1781	173	21	by	by	ADP
easat-1781	173	22	)	)	PUNCT
easat-1781	173	23	license	license	NOUN
easat-1781	173	24	(	(	PUNCT
easat-1781	173	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1781	173	26	)	)	PUNCT
easat-1781	173	27	.	.	PUNCT
easat-1781	174	1	references	reference	NOUN
easat-1781	175	1	[	[	X
easat-1781	175	2	1	1	NUM
easat-1781	175	3	]	]	PUNCT
easat-1781	175	4	.	.	PUNCT
easat-1781	176	1	raghavan	raghavan	PROPN
easat-1781	176	2	,	,	PUNCT
easat-1781	176	3	pradheepan	pradheepan	PROPN
easat-1781	176	4	&	&	CCONJ
easat-1781	176	5	gayar	gayar	PROPN
easat-1781	176	6	,	,	PUNCT
easat-1781	176	7	neamat	neamat	NOUN
easat-1781	176	8	.	.	PUNCT
easat-1781	177	1	(	(	PUNCT
easat-1781	177	2	2019	2019	NUM
easat-1781	177	3	)	)	PUNCT
easat-1781	177	4	.	.	PUNCT
easat-1781	178	1	fraud	fraud	NOUN
easat-1781	178	2	detection	detection	NOUN
easat-1781	178	3	using	use	VERB
easat-1781	178	4	machine	machine	NOUN
easat-1781	178	5	learning	learning	NOUN
easat-1781	178	6	and	and	CCONJ
easat-1781	178	7	deep	deep	ADJ
easat-1781	178	8	learning	learning	NOUN
easat-1781	178	9	.	.	PUNCT
easat-1781	179	1	334	334	NUM
easat-1781	179	2	-	-	SYM
easat-1781	179	3	339	339	NUM
easat-1781	179	4	.	.	PUNCT
easat-1781	180	1	10.1109	10.1109	NUM
easat-1781	180	2	/	/	SYM
easat-1781	180	3	iccike47802.2019.9004231	iccike47802.2019.9004231	NOUN
easat-1781	180	4	.	.	PUNCT
easat-1781	181	1	[	[	X
easat-1781	181	2	2	2	NUM
easat-1781	181	3	]	]	PUNCT
easat-1781	181	4	.	.	PUNCT
easat-1781	181	5	seyedeh	seyedeh	PROPN
easat-1781	181	6	khasemi	khasemi	VERB
easat-1781	181	7	et	et	PROPN
easat-1781	181	8	al	al	PROPN
easat-1781	181	9	.	.	PROPN
easat-1781	181	10	,	,	PUNCT
easat-1781	181	11	singh	singh	PROPN
easat-1781	181	12	,	,	PUNCT
easat-1781	181	13	jashandeep	jashandeep	PROPN
easat-1781	181	14	&	&	CCONJ
easat-1781	181	15	kaur	kaur	PROPN
easat-1781	181	16	,	,	PUNCT
easat-1781	181	17	prabhjot	prabhjot	NOUN
easat-1781	181	18	.	.	PUNCT
easat-1781	182	1	(	(	PUNCT
easat-1781	182	2	2023	2023	NUM
easat-1781	182	3	)	)	PUNCT
easat-1781	182	4	.	.	PUNCT
easat-1781	183	1	fraud	fraud	NOUN
easat-1781	183	2	detection	detection	NOUN
easat-1781	183	3	in	in	ADP
easat-1781	183	4	online	online	ADJ
easat-1781	183	5	transactions	transaction	NOUN
easat-1781	183	6	using	use	VERB
easat-1781	183	7	machine	machine	NOUN
easat-1781	183	8	learning	learning	NOUN
easat-1781	183	9	.	.	PUNCT
easat-1781	184	1	10.13140	10.13140	NUM
easat-1781	184	2	/	/	SYM
easat-1781	184	3	rg.2.2.29971.66088	rg.2.2.29971.66088	NOUN
easat-1781	184	4	.	.	PUNCT
easat-1781	185	1	[	[	X
easat-1781	185	2	3	3	NUM
easat-1781	185	3	]	]	PUNCT
easat-1781	185	4	.	.	PUNCT
easat-1781	186	1	d.	d.	PROPN
easat-1781	186	2	kalbande	kalbande	PROPN
easat-1781	186	3	,	,	PUNCT
easat-1781	186	4	p.	p.	NOUN
easat-1781	186	5	prabhu	prabhu	NOUN
easat-1781	186	6	,	,	PUNCT
easat-1781	186	7	a.	a.	NOUN
easat-1781	186	8	gharat	gharat	NOUN
easat-1781	186	9	and	and	CCONJ
easat-1781	186	10	t.	t.	PROPN
easat-1781	186	11	rajabally	rajabally	ADV
easat-1781	186	12	,	,	PUNCT
easat-1781	186	13	"	"	PUNCT
easat-1781	186	14	a	a	DET
easat-1781	186	15	fraud	fraud	NOUN
easat-1781	186	16	detection	detection	NOUN
easat-1781	186	17	system	system	NOUN
easat-1781	186	18	using	use	VERB
easat-1781	186	19	machine	machine	NOUN
easat-1781	186	20	learning	learning	NOUN
easat-1781	186	21	,	,	PUNCT
easat-1781	186	22	"	"	PUNCT
easat-1781	186	23	2021	2021	NUM
easat-1781	186	24	12th	12th	ADJ
easat-1781	186	25	international	international	ADJ
easat-1781	186	26	conference	conference	NOUN
easat-1781	186	27	on	on	ADP
easat-1781	186	28	computing	compute	VERB
easat-1781	186	29	communication	communication	NOUN
easat-1781	186	30	and	and	CCONJ
easat-1781	186	31	networking	networking	NOUN
easat-1781	186	32	technologies	technology	NOUN
easat-1781	186	33	(	(	PUNCT
easat-1781	186	34	icccnt	icccnt	ADJ
easat-1781	186	35	)	)	PUNCT
easat-1781	186	36	,	,	PUNCT
easat-1781	186	37	kharagpur	kharagpur	PROPN
easat-1781	186	38	,	,	PUNCT
easat-1781	186	39	india	india	PROPN
easat-1781	186	40	,	,	PUNCT
easat-1781	186	41	2021	2021	NUM
easat-1781	186	42	.	.	PUNCT
easat-1781	187	1	[	[	X
easat-1781	187	2	4	4	NUM
easat-1781	187	3	]	]	PUNCT
easat-1781	187	4	.	.	PUNCT
easat-1781	188	1	s.	s.	PROPN
easat-1781	188	2	venkatachalam	venkatachalam	PROPN
easat-1781	188	3	,	,	PUNCT
easat-1781	188	4	p.	p.	PROPN
easat-1781	188	5	priyadarsini	priyadarsini	PROPN
easat-1781	188	6	,	,	PUNCT
easat-1781	188	7	k.	k.	PROPN
easat-1781	188	8	jayasree	jayasree	PROPN
easat-1781	188	9	,	,	PUNCT
easat-1781	188	10	v.	v.	PROPN
easat-1781	188	11	b.	b.	PROPN
easat-1781	188	12	pawar	pawar	PROPN
easat-1781	188	13	,	,	PUNCT
easat-1781	188	14	r.	r.	PROPN
easat-1781	188	15	sasikala	sasikala	PROPN
easat-1781	188	16	and	and	CCONJ
easat-1781	188	17	s.	s.	PROPN
easat-1781	188	18	loganathan	loganathan	PROPN
easat-1781	188	19	,	,	PUNCT
easat-1781	188	20	"	"	PUNCT
easat-1781	188	21	analysis	analysis	NOUN
easat-1781	188	22	of	of	ADP
easat-1781	188	23	machine	machine	NOUN
easat-1781	188	24	learning	learning	NOUN
easat-1781	188	25	based	base	VERB
easat-1781	188	26	credit	credit	NOUN
easat-1781	188	27	card	card	NOUN
easat-1781	188	28	transaction	transaction	NOUN
easat-1781	188	29	and	and	CCONJ
easat-1781	188	30	its	its	PRON
easat-1781	188	31	applications	application	NOUN
easat-1781	188	32	,	,	PUNCT
easat-1781	188	33	"	"	PUNCT
easat-1781	188	34	2024	2024	NUM
easat-1781	188	35	fourth	fourth	ADJ
easat-1781	188	36	international	international	ADJ
easat-1781	188	37	conference	conference	NOUN
easat-1781	188	38	on	on	ADP
easat-1781	188	39	advances	advance	NOUN
easat-1781	188	40	in	in	ADP
easat-1781	188	41	electrical	electrical	ADJ
easat-1781	188	42	,	,	PUNCT
easat-1781	188	43	computing	computing	NOUN
easat-1781	188	44	,	,	PUNCT
easat-1781	188	45	communication	communication	NOUN
easat-1781	188	46	and	and	CCONJ
easat-1781	188	47	sustainable	sustainable	ADJ
easat-1781	188	48	technologies	technology	NOUN
easat-1781	188	49	(	(	PUNCT
easat-1781	188	50	icaect	icaect	NOUN
easat-1781	188	51	)	)	PUNCT
easat-1781	188	52	,	,	PUNCT
easat-1781	188	53	bhilai	bhilai	PROPN
easat-1781	188	54	,	,	PUNCT
easat-1781	188	55	india	india	PROPN
easat-1781	188	56	,	,	PUNCT
easat-1781	188	57	2024	2024	NUM
easat-1781	188	58	.	.	PUNCT
easat-1781	189	1	[	[	X
easat-1781	189	2	5	5	NUM
easat-1781	189	3	]	]	PUNCT
easat-1781	189	4	.	.	PUNCT
easat-1781	190	1	d.	d.	PROPN
easat-1781	190	2	singh	singh	PROPN
easat-1781	190	3	,	,	PUNCT
easat-1781	190	4	"	"	PUNCT
easat-1781	190	5	protecting	protect	VERB
easat-1781	190	6	contactless	contactless	ADJ
easat-1781	190	7	credit	credit	NOUN
easat-1781	190	8	card	card	NOUN
easat-1781	190	9	payments	payment	NOUN
easat-1781	190	10	from	from	ADP
easat-1781	190	11	fraud	fraud	NOUN
easat-1781	190	12	through	through	ADP
easat-1781	190	13	ambient	ambient	ADJ
easat-1781	190	14	authentication	authentication	NOUN
easat-1781	190	15	and	and	CCONJ
easat-1781	190	16	machine	machine	NOUN
easat-1781	190	17	learning	learning	NOUN
easat-1781	190	18	,	,	PUNCT
easat-1781	190	19	"	"	PUNCT
easat-1781	190	20	2023	2023	NUM
easat-1781	190	21	3rd	3rd	ADJ
easat-1781	190	22	international	international	ADJ
easat-1781	190	23	conference	conference	NOUN
easat-1781	190	24	on	on	ADP
easat-1781	190	25	advances	advance	NOUN
easat-1781	190	26	in	in	ADP
easat-1781	190	27	computing	computing	NOUN
easat-1781	190	28	,	,	PUNCT
easat-1781	190	29	communication	communication	NOUN
easat-1781	190	30	,	,	PUNCT
easat-1781	190	31	embedded	embed	VERB
easat-1781	190	32	and	and	CCONJ
easat-1781	190	33	secure	secure	ADJ
easat-1781	190	34	systems	system	NOUN
easat-1781	190	35	(	(	PUNCT
easat-1781	190	36	access	access	NOUN
easat-1781	190	37	)	)	PUNCT
easat-1781	190	38	,	,	PUNCT
easat-1781	190	39	kalady	kalady	PROPN
easat-1781	190	40	,	,	PUNCT
easat-1781	190	41	ernakulam	ernakulam	PROPN
easat-1781	190	42	,	,	PUNCT
easat-1781	190	43	india	india	PROPN
easat-1781	190	44	,	,	PUNCT
easat-1781	190	45	2023	2023	NUM
easat-1781	190	46	.	.	PUNCT
easat-1781	191	1	[	[	X
easat-1781	191	2	6	6	NUM
easat-1781	191	3	]	]	PUNCT
easat-1781	191	4	.	.	PUNCT
easat-1781	192	1	k.	k.	PROPN
easat-1781	192	2	g.	g.	PROPN
easat-1781	192	3	krishna	krishna	PROPN
easat-1781	192	4	,	,	PUNCT
easat-1781	192	5	p.	p.	PROPN
easat-1781	192	6	kulkarni	kulkarni	PROPN
easat-1781	192	7	and	and	CCONJ
easat-1781	192	8	n.	n.	PROPN
easat-1781	192	9	a.	a.	NOUN
easat-1781	192	10	natraj	natraj	NOUN
easat-1781	192	11	,	,	PUNCT
easat-1781	192	12	"	"	PUNCT
easat-1781	192	13	use	use	NOUN
easat-1781	192	14	of	of	ADP
easat-1781	192	15	big	big	ADJ
easat-1781	192	16	data	datum	NOUN
easat-1781	192	17	technologies	technology	NOUN
easat-1781	192	18	for	for	ADP
easat-1781	192	19	credit	credit	NOUN
easat-1781	192	20	card	card	NOUN
easat-1781	192	21	fraud	fraud	NOUN
easat-1781	192	22	prediction	prediction	NOUN
easat-1781	192	23	,	,	PUNCT
easat-1781	192	24	"	"	PUNCT
easat-1781	192	25	2023	2023	NUM
easat-1781	192	26	international	international	ADJ
easat-1781	192	27	conference	conference	NOUN
easat-1781	192	28	on	on	ADP
easat-1781	192	29	sustainable	sustainable	ADJ
easat-1781	192	30	computing	computing	NOUN
easat-1781	192	31	and	and	CCONJ
easat-1781	192	32	data	datum	NOUN
easat-1781	192	33	communication	communication	NOUN
easat-1781	192	34	systems	system	NOUN
easat-1781	192	35	(	(	PUNCT
easat-1781	192	36	icscds	icscds	PROPN
easat-1781	192	37	)	)	PUNCT
easat-1781	192	38	,	,	PUNCT
easat-1781	192	39	erode	erode	VERB
easat-1781	192	40	,	,	PUNCT
easat-1781	192	41	india	india	PROPN
easat-1781	192	42	,	,	PUNCT
easat-1781	192	43	2023	2023	NUM
easat-1781	192	44	.	.	PUNCT
easat-1781	193	1	[	[	X
easat-1781	193	2	7	7	NUM
easat-1781	193	3	]	]	PUNCT
easat-1781	193	4	.	.	PUNCT
easat-1781	194	1	s.	s.	PROPN
easat-1781	194	2	ghosh	ghosh	PROPN
easat-1781	194	3	,	,	PUNCT
easat-1781	194	4	j.	j.	PROPN
easat-1781	194	5	kumar	kumar	PROPN
easat-1781	194	6	and	and	CCONJ
easat-1781	194	7	t.	t.	PROPN
easat-1781	194	8	pangotra	pangotra	PROPN
easat-1781	194	9	,	,	PUNCT
easat-1781	194	10	"	"	PUNCT
easat-1781	194	11	fraud	fraud	NOUN
easat-1781	194	12	detection	detection	NOUN
easat-1781	194	13	system	system	NOUN
easat-1781	194	14	analysis	analysis	NOUN
easat-1781	194	15	,	,	PUNCT
easat-1781	194	16	"	"	PUNCT
easat-1781	194	17	2023	2023	NUM
easat-1781	194	18	14th	14th	ADJ
easat-1781	194	19	international	international	ADJ
easat-1781	194	20	conference	conference	NOUN
easat-1781	194	21	on	on	ADP
easat-1781	194	22	computing	compute	VERB
easat-1781	194	23	communication	communication	NOUN
easat-1781	194	24	and	and	CCONJ
easat-1781	194	25	networking	networking	NOUN
easat-1781	194	26	technologies	technology	NOUN
easat-1781	194	27	(	(	PUNCT
easat-1781	194	28	icccnt	icccnt	ADJ
easat-1781	194	29	)	)	PUNCT
easat-1781	194	30	,	,	PUNCT
easat-1781	194	31	delhi	delhi	PROPN
easat-1781	194	32	,	,	PUNCT
easat-1781	194	33	india	india	PROPN
easat-1781	194	34	,	,	PUNCT
easat-1781	194	35	2023	2023	NUM
easat-1781	194	36	.	.	PUNCT
easat-1781	195	1	[	[	X
easat-1781	195	2	8	8	NUM
easat-1781	195	3	]	]	PUNCT
easat-1781	195	4	.	.	PUNCT
easat-1781	195	5	r.	r.	PROPN
easat-1781	195	6	tiwari	tiwari	PROPN
easat-1781	195	7	,	,	PUNCT
easat-1781	195	8	s.	s.	PROPN
easat-1781	195	9	rautela	rautela	PROPN
easat-1781	195	10	,	,	PUNCT
easat-1781	195	11	s.	s.	PROPN
easat-1781	195	12	sharma	sharma	PROPN
easat-1781	195	13	,	,	PUNCT
easat-1781	195	14	b.	b.	PROPN
easat-1781	195	15	pratap	pratap	PROPN
easat-1781	195	16	choudhary	choudhary	PROPN
easat-1781	195	17	,	,	PUNCT
easat-1781	195	18	r.	r.	PROPN
easat-1781	195	19	tripathi	tripathi	PROPN
easat-1781	195	20	and	and	CCONJ
easat-1781	195	21	p.	p.	PROPN
easat-1781	195	22	singh	singh	PROPN
easat-1781	195	23	,	,	PUNCT
easat-1781	195	24	"	"	PUNCT
easat-1781	195	25	role	role	NOUN
easat-1781	195	26	of	of	ADP
easat-1781	195	27	ai	ai	VERB
easat-1781	195	28	for	for	ADP
easat-1781	195	29	fraud	fraud	NOUN
easat-1781	195	30	detection	detection	NOUN
easat-1781	195	31	in	in	ADP
easat-1781	195	32	banks	bank	NOUN
easat-1781	195	33	:	:	PUNCT
easat-1781	195	34	a	a	DET
easat-1781	195	35	bibliometric	bibliometric	ADJ
easat-1781	195	36	analysis	analysis	NOUN
easat-1781	195	37	,	,	PUNCT
easat-1781	195	38	"	"	PUNCT
easat-1781	195	39	2023	2023	NUM
easat-1781	195	40	international	international	ADJ
easat-1781	195	41	conference	conference	NOUN
easat-1781	195	42	on	on	ADP
easat-1781	195	43	advanced	advanced	ADJ
easat-1781	195	44	computing	computing	NOUN
easat-1781	195	45	&	&	CCONJ
easat-1781	195	46	communication	communication	NOUN
easat-1781	195	47	technologies	technology	NOUN
easat-1781	195	48	(	(	PUNCT
easat-1781	195	49	icacctech	icacctech	NOUN
easat-1781	195	50	)	)	PUNCT
easat-1781	195	51	,	,	PUNCT
easat-1781	195	52	banur	banur	PROPN
easat-1781	195	53	,	,	PUNCT
easat-1781	195	54	india	india	PROPN
easat-1781	195	55	[	[	X
easat-1781	195	56	9	9	NUM
easat-1781	195	57	]	]	PUNCT
easat-1781	195	58	.	.	PUNCT
easat-1781	196	1	n.	n.	PROPN
easat-1781	196	2	boutaher	boutaher	NOUN
easat-1781	196	3	,	,	PUNCT
easat-1781	196	4	a.	a.	NOUN
easat-1781	196	5	elomri	elomri	PROPN
easat-1781	196	6	,	,	PUNCT
easat-1781	196	7	n.	n.	PROPN
easat-1781	196	8	abghour	abghour	PROPN
easat-1781	196	9	,	,	PUNCT
easat-1781	196	10	k.	k.	PROPN
easat-1781	196	11	moussaid	moussaid	PROPN
easat-1781	196	12	and	and	CCONJ
easat-1781	196	13	m.	m.	PROPN
easat-1781	196	14	rida	rida	PROPN
easat-1781	196	15	,	,	PUNCT
easat-1781	196	16	"	"	PUNCT
easat-1781	196	17	a	a	DET
easat-1781	196	18	review	review	NOUN
easat-1781	196	19	of	of	ADP
easat-1781	196	20	credit	credit	NOUN
easat-1781	196	21	card	card	NOUN
easat-1781	196	22	fraud	fraud	NOUN
easat-1781	196	23	detection	detection	NOUN
easat-1781	196	24	using	use	VERB
easat-1781	196	25	machine	machine	NOUN
easat-1781	196	26	learning	learning	NOUN
easat-1781	196	27	techniques	technique	NOUN
easat-1781	196	28	,	,	PUNCT
easat-1781	196	29	"	"	PUNCT
easat-1781	196	30	2020	2020	NUM
easat-1781	196	31	5th	5th	ADJ
easat-1781	196	32	international	international	ADJ
easat-1781	196	33	conference	conference	NOUN
easat-1781	196	34	on	on	ADP
easat-1781	196	35	cloud	cloud	NOUN
easat-1781	196	36	computing	computing	NOUN
easat-1781	196	37	and	and	CCONJ
easat-1781	196	38	artificial	artificial	ADJ
easat-1781	196	39	intelligence	intelligence	NOUN
easat-1781	196	40	:	:	PUNCT
easat-1781	196	41	technologies	technology	NOUN
easat-1781	196	42	and	and	CCONJ
easat-1781	196	43	applications	application	NOUN
easat-1781	196	44	(	(	PUNCT
easat-1781	196	45	cloudtech	cloudtech	PROPN
easat-1781	196	46	)	)	PUNCT
easat-1781	196	47	,	,	PUNCT
easat-1781	196	48	marrakesh	marrakesh	PROPN
easat-1781	196	49	,	,	PUNCT
easat-1781	196	50	morocco	morocco	PROPN
easat-1781	196	51	,	,	PUNCT
easat-1781	196	52	2020	2020	NUM
easat-1781	197	1	[	[	X
easat-1781	197	2	10	10	NUM
easat-1781	197	3	]	]	PUNCT
easat-1781	197	4	.	.	PUNCT
easat-1781	198	1	b.	b.	PROPN
easat-1781	198	2	can	can	AUX
easat-1781	198	3	,	,	PUNCT
easat-1781	198	4	a.	a.	PROPN
easat-1781	198	5	g.	g.	PROPN
easat-1781	198	6	yavuz	yavuz	PROPN
easat-1781	198	7	,	,	PUNCT
easat-1781	198	8	e.	e.	PROPN
easat-1781	198	9	m.	m.	PROPN
easat-1781	198	10	karsligil	karsligil	PROPN
easat-1781	198	11	and	and	CCONJ
easat-1781	198	12	m.	m.	PROPN
easat-1781	198	13	a.	a.	PROPN
easat-1781	198	14	guvensan	guvensan	PROPN
easat-1781	198	15	,	,	PUNCT
easat-1781	198	16	"	"	PUNCT
easat-1781	198	17	a	a	DET
easat-1781	198	18	closer	close	ADJ
easat-1781	198	19	look	look	NOUN
easat-1781	198	20	into	into	ADP
easat-1781	198	21	the	the	DET
easat-1781	198	22	characteristics	characteristic	NOUN
easat-1781	198	23	of	of	ADP
easat-1781	198	24	fraudulent	fraudulent	ADJ
easat-1781	198	25	card	card	NOUN
easat-1781	198	26	transactions	transaction	NOUN
easat-1781	198	27	,	,	PUNCT
easat-1781	198	28	"	"	PUNCT
easat-1781	198	29	in	in	ADP
easat-1781	198	30	ieee	ieee	NOUN
easat-1781	198	31	access	access	NOUN
easat-1781	198	32	,	,	PUNCT
easat-1781	198	33	vol	vol	NOUN
easat-1781	198	34	.	.	PROPN
easat-1781	198	35	8	8	NUM
easat-1781	198	36	,	,	PUNCT
easat-1781	198	37	pp	pp	ADJ
easat-1781	198	38	.	.	PUNCT
easat-1781	198	39	166095	166095	NUM
easat-1781	198	40	-	-	SYM
easat-1781	198	41	166109	166109	NUM
easat-1781	198	42	,	,	PUNCT
easat-1781	198	43	2020	2020	NUM
easat-1781	198	44	,	,	PUNCT
easat-1781	198	45	doi	doi	NOUN
easat-1781	198	46	:	:	PUNCT
easat-1781	198	47	10.1109	10.1109	NUM
easat-1781	198	48	/	/	SYM
easat-1781	198	49	access.2020.3022315	access.2020.3022315	PROPN
easat-1781	198	50	.	.	PUNCT
easat-1781	199	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN