id	sid	tid	token	lemma	pos
easat-10909	1	1	edelweiss	edelweiss	PROPN
easat-10909	1	2	applied	apply	VERB
easat-10909	1	3	science	science	NOUN
easat-10909	1	4	and	and	CCONJ
easat-10909	1	5	technology	technology	NOUN
easat-10909	1	6	issn	issn	PROPN
easat-10909	1	7	:	:	PUNCT
easat-10909	1	8	2576	2576	NUM
easat-10909	1	9	-	-	SYM
easat-10909	1	10	8484	8484	NUM
easat-10909	1	11	vol	vol	NOUN
easat-10909	1	12	.	.	PROPN
easat-10909	2	1	9	9	NUM
easat-10909	2	2	,	,	PUNCT
easat-10909	2	3	no	no	INTJ
easat-10909	2	4	.	.	NOUN
easat-10909	2	5	11	11	NUM
easat-10909	2	6	,	,	PUNCT
easat-10909	2	7	467	467	NUM
easat-10909	2	8	-	-	SYM
easat-10909	2	9	482	482	NUM
easat-10909	2	10	2025	2025	NUM
easat-10909	2	11	publisher	publisher	NOUN
easat-10909	2	12	:	:	PUNCT
easat-10909	2	13	learning	learn	VERB
easat-10909	2	14	gate	gate	NOUN
easat-10909	2	15	doi	doi	PROPN
easat-10909	2	16	:	:	PUNCT
easat-10909	2	17	10.55214/2576	10.55214/2576	NUM
easat-10909	2	18	-	-	SYM
easat-10909	2	19	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	3	1	©	©	ADP
easat-10909	3	2	2025	2025	NUM
easat-10909	3	3	by	by	ADP
easat-10909	3	4	the	the	DET
easat-10909	3	5	author	author	NOUN
easat-10909	3	6	;	;	PUNCT
easat-10909	3	7	licensee	licensee	PROPN
easat-10909	3	8	learning	learning	NOUN
easat-10909	3	9	gate	gate	NOUN
easat-10909	3	10	©	©	PROPN
easat-10909	3	11	2025	2025	NUM
easat-10909	3	12	by	by	ADP
easat-10909	3	13	the	the	DET
easat-10909	3	14	author	author	NOUN
easat-10909	3	15	;	;	PUNCT
easat-10909	3	16	licensee	licensee	PROPN
easat-10909	3	17	learning	learning	NOUN
easat-10909	3	18	gate	gate	NOUN
easat-10909	3	19	history	history	NOUN
easat-10909	3	20	:	:	PUNCT
easat-10909	3	21	received	receive	VERB
easat-10909	3	22	:	:	PUNCT
easat-10909	3	23	4	4	NUM
easat-10909	3	24	september	september	PROPN
easat-10909	3	25	2025	2025	NUM
easat-10909	3	26	;	;	PUNCT
easat-10909	3	27	revised	revise	VERB
easat-10909	3	28	:	:	PUNCT
easat-10909	3	29	14	14	NUM
easat-10909	3	30	october	october	NOUN
easat-10909	3	31	2025	2025	NUM
easat-10909	3	32	;	;	PUNCT
easat-10909	3	33	accepted	accept	VERB
easat-10909	3	34	:	:	PUNCT
easat-10909	3	35	17	17	NUM
easat-10909	3	36	october	october	NOUN
easat-10909	3	37	2025	2025	NUM
easat-10909	3	38	;	;	PUNCT
easat-10909	3	39	published	publish	VERB
easat-10909	3	40	:	:	PUNCT
easat-10909	3	41	7	7	NUM
easat-10909	3	42	november	november	PROPN
easat-10909	3	43	2025	2025	NUM
easat-10909	3	44	*	*	PUNCT
easat-10909	3	45	correspondence	correspondence	NOUN
easat-10909	3	46	:	:	PUNCT
easat-10909	3	47	hongyishui.nu@gmail.com	hongyishui.nu@gmail.com	PROPN
easat-10909	3	48	quantum	quantum	NOUN
easat-10909	3	49	-	-	PUNCT
easat-10909	3	50	inspired	inspire	VERB
easat-10909	3	51	reinforcement	reinforcement	NOUN
easat-10909	3	52	learning	learning	NOUN
easat-10909	3	53	for	for	ADP
easat-10909	3	54	adaptive	adaptive	ADJ
easat-10909	3	55	fraud	fraud	NOUN
easat-10909	3	56	detection	detection	NOUN
easat-10909	3	57	in	in	ADP
easat-10909	3	58	large	large	ADJ
easat-10909	3	59	-	-	PUNCT
easat-10909	3	60	scale	scale	NOUN
easat-10909	3	61	mobile	mobile	ADJ
easat-10909	3	62	ad	ad	NOUN
easat-10909	3	63	networks	network	NOUN
easat-10909	4	1	hongyi	hongyi	NOUN
easat-10909	4	2	shui1	shui1	PROPN
easat-10909	4	3	*	*	PROPN
easat-10909	4	4	1northwestern	1northwestern	NUM
easat-10909	4	5	university	university	NOUN
easat-10909	4	6	,	,	PUNCT
easat-10909	4	7	evanston	evanston	PROPN
easat-10909	4	8	il	il	PROPN
easat-10909	4	9	,	,	PUNCT
easat-10909	4	10	united	united	PROPN
easat-10909	4	11	states	states	PROPN
easat-10909	4	12	60208	60208	NUM
easat-10909	4	13	;	;	PUNCT
easat-10909	4	14	hongyishui.nu@gmail.com	hongyishui.nu@gmail.com	PROPN
easat-10909	4	15	(	(	PUNCT
easat-10909	4	16	h.s	h.s	PROPN
easat-10909	4	17	.	.	PROPN
easat-10909	4	18	)	)	PUNCT
easat-10909	4	19	.	.	PUNCT
easat-10909	5	1	abstract	abstract	ADV
easat-10909	5	2	:	:	PUNCT
easat-10909	5	3	this	this	DET
easat-10909	5	4	paper	paper	NOUN
easat-10909	5	5	introduces	introduce	VERB
easat-10909	5	6	quantum	quantum	NOUN
easat-10909	5	7	-	-	PUNCT
easat-10909	5	8	inspired	inspire	VERB
easat-10909	5	9	reinforcement	reinforcement	NOUN
easat-10909	5	10	learning	learning	NOUN
easat-10909	5	11	(	(	PUNCT
easat-10909	5	12	qirl	qirl	NOUN
easat-10909	5	13	)	)	PUNCT
easat-10909	5	14	as	as	ADP
easat-10909	5	15	a	a	DET
easat-10909	5	16	novel	novel	ADJ
easat-10909	5	17	approach	approach	NOUN
easat-10909	5	18	to	to	ADP
easat-10909	5	19	detecting	detect	VERB
easat-10909	5	20	fraudulent	fraudulent	ADJ
easat-10909	5	21	activities	activity	NOUN
easat-10909	5	22	in	in	ADP
easat-10909	5	23	large	large	ADJ
easat-10909	5	24	-	-	PUNCT
easat-10909	5	25	scale	scale	NOUN
easat-10909	5	26	mobile	mobile	ADJ
easat-10909	5	27	advertising	advertising	NOUN
easat-10909	5	28	networks	network	NOUN
easat-10909	5	29	,	,	PUNCT
easat-10909	5	30	addressing	address	VERB
easat-10909	5	31	critical	critical	ADJ
easat-10909	5	32	limitations	limitation	NOUN
easat-10909	5	33	of	of	ADP
easat-10909	5	34	current	current	ADJ
easat-10909	5	35	detection	detection	NOUN
easat-10909	5	36	methods	method	NOUN
easat-10909	5	37	.	.	PUNCT
easat-10909	6	1	the	the	DET
easat-10909	6	2	proposed	propose	VERB
easat-10909	6	3	architecture	architecture	NOUN
easat-10909	6	4	integrates	integrate	VERB
easat-10909	6	5	quantuminspired	quantuminspire	VERB
easat-10909	6	6	computing	compute	VERB
easat-10909	6	7	with	with	ADP
easat-10909	6	8	reinforcement	reinforcement	NOUN
easat-10909	6	9	learning	learning	NOUN
easat-10909	6	10	,	,	PUNCT
easat-10909	6	11	leveraging	leverage	VERB
easat-10909	6	12	quantum	quantum	NOUN
easat-10909	6	13	-	-	PUNCT
easat-10909	6	14	inspired	inspire	VERB
easat-10909	6	15	state	state	NOUN
easat-10909	6	16	representations	representation	NOUN
easat-10909	6	17	that	that	PRON
easat-10909	6	18	encode	encode	ADJ
easat-10909	6	19	advertisement	advertisement	NOUN
easat-10909	6	20	interaction	interaction	NOUN
easat-10909	6	21	data	datum	NOUN
easat-10909	6	22	into	into	ADP
easat-10909	6	23	amplitude	amplitude	NOUN
easat-10909	6	24	-	-	PUNCT
easat-10909	6	25	phase	phase	NOUN
easat-10909	6	26	pairs	pair	NOUN
easat-10909	6	27	.	.	PUNCT
easat-10909	7	1	the	the	DET
easat-10909	7	2	method	method	NOUN
easat-10909	7	3	was	be	AUX
easat-10909	7	4	evaluated	evaluate	VERB
easat-10909	7	5	on	on	ADP
easat-10909	7	6	a	a	DET
easat-10909	7	7	dataset	dataset	NOUN
easat-10909	7	8	of	of	ADP
easat-10909	7	9	7.2	7.2	NUM
easat-10909	7	10	million	million	NUM
easat-10909	7	11	advertisement	advertisement	NOUN
easat-10909	7	12	events	event	NOUN
easat-10909	7	13	with	with	ADP
easat-10909	7	14	a	a	DET
easat-10909	7	15	highly	highly	ADV
easat-10909	7	16	imbalanced	imbalanced	ADJ
easat-10909	7	17	class	class	NOUN
easat-10909	7	18	ratio	ratio	NOUN
easat-10909	7	19	of	of	ADP
easat-10909	7	20	16.26:1	16.26:1	PROPN
easat-10909	7	21	.	.	PUNCT
easat-10909	8	1	qirl	qirl	PROPN
easat-10909	8	2	achieves	achieve	VERB
easat-10909	8	3	an	an	DET
easat-10909	8	4	accuracy	accuracy	NOUN
easat-10909	8	5	rate	rate	NOUN
easat-10909	8	6	of	of	ADP
easat-10909	8	7	89.7	89.7	NUM
easat-10909	8	8	%	%	NOUN
easat-10909	8	9	,	,	PUNCT
easat-10909	8	10	precision	precision	NOUN
easat-10909	8	11	of	of	ADP
easat-10909	8	12	76.9	76.9	NUM
easat-10909	8	13	%	%	NOUN
easat-10909	8	14	,	,	PUNCT
easat-10909	8	15	and	and	CCONJ
easat-10909	8	16	recall	recall	NOUN
easat-10909	8	17	of	of	ADP
easat-10909	8	18	74.8	74.8	NUM
easat-10909	8	19	%	%	NOUN
easat-10909	8	20	,	,	PUNCT
easat-10909	8	21	substantially	substantially	ADV
easat-10909	8	22	outperforming	outperform	VERB
easat-10909	8	23	traditional	traditional	ADJ
easat-10909	8	24	methods	method	NOUN
easat-10909	8	25	.	.	PUNCT
easat-10909	9	1	the	the	DET
easat-10909	9	2	approach	approach	NOUN
easat-10909	9	3	reduces	reduce	VERB
easat-10909	9	4	false	false	ADJ
easat-10909	9	5	positive	positive	ADJ
easat-10909	9	6	rates	rate	NOUN
easat-10909	9	7	by	by	ADP
easat-10909	9	8	23.5	23.5	NUM
easat-10909	9	9	%	%	NOUN
easat-10909	9	10	compared	compare	VERB
easat-10909	9	11	to	to	PART
easat-10909	9	12	baseline	baseline	VERB
easat-10909	9	13	algorithms	algorithm	NOUN
easat-10909	9	14	and	and	CCONJ
easat-10909	9	15	demonstrates	demonstrate	VERB
easat-10909	9	16	outstanding	outstanding	ADJ
easat-10909	9	17	adaptability	adaptability	NOUN
easat-10909	9	18	to	to	ADP
easat-10909	9	19	evolving	evolve	VERB
easat-10909	9	20	fraud	fraud	NOUN
easat-10909	9	21	strategies	strategy	NOUN
easat-10909	9	22	,	,	PUNCT
easat-10909	9	23	including	include	VERB
easat-10909	9	24	click	click	VERB
easat-10909	9	25	injection	injection	NOUN
easat-10909	9	26	,	,	PUNCT
easat-10909	9	27	click	click	VERB
easat-10909	9	28	spamming	spamming	NOUN
easat-10909	9	29	,	,	PUNCT
easat-10909	9	30	install	install	NOUN
easat-10909	9	31	attribution	attribution	NOUN
easat-10909	9	32	fraud	fraud	NOUN
easat-10909	9	33	,	,	PUNCT
easat-10909	9	34	and	and	CCONJ
easat-10909	9	35	sdk	sdk	NOUN
easat-10909	9	36	spoofing	spoofing	NOUN
easat-10909	9	37	.	.	PUNCT
easat-10909	10	1	quantum	quantum	NOUN
easat-10909	10	2	-	-	PUNCT
easat-10909	10	3	inspired	inspire	VERB
easat-10909	10	4	reinforcement	reinforcement	NOUN
easat-10909	10	5	learning	learning	NOUN
easat-10909	10	6	represents	represent	VERB
easat-10909	10	7	a	a	DET
easat-10909	10	8	significant	significant	ADJ
easat-10909	10	9	advancement	advancement	NOUN
easat-10909	10	10	in	in	ADP
easat-10909	10	11	mobile	mobile	ADJ
easat-10909	10	12	advertising	advertising	NOUN
easat-10909	10	13	fraud	fraud	NOUN
easat-10909	10	14	detection	detection	NOUN
easat-10909	10	15	,	,	PUNCT
easat-10909	10	16	offering	offer	VERB
easat-10909	10	17	superior	superior	ADJ
easat-10909	10	18	detection	detection	NOUN
easat-10909	10	19	capabilities	capability	NOUN
easat-10909	10	20	and	and	CCONJ
easat-10909	10	21	dynamic	dynamic	ADJ
easat-10909	10	22	adaptation	adaptation	NOUN
easat-10909	10	23	to	to	ADP
easat-10909	10	24	emerging	emerge	VERB
easat-10909	10	25	fraud	fraud	NOUN
easat-10909	10	26	patterns	pattern	NOUN
easat-10909	10	27	.	.	PUNCT
easat-10909	11	1	this	this	DET
easat-10909	11	2	approach	approach	NOUN
easat-10909	11	3	can	can	AUX
easat-10909	11	4	help	help	VERB
easat-10909	11	5	recover	recover	VERB
easat-10909	11	6	significant	significant	ADJ
easat-10909	11	7	advertising	advertising	NOUN
easat-10909	11	8	revenue	revenue	NOUN
easat-10909	11	9	and	and	CCONJ
easat-10909	11	10	restore	restore	VERB
easat-10909	11	11	confidence	confidence	NOUN
easat-10909	11	12	in	in	ADP
easat-10909	11	13	mobile	mobile	ADJ
easat-10909	11	14	advertising	advertising	NOUN
easat-10909	11	15	infrastructure	infrastructure	NOUN
easat-10909	11	16	by	by	ADP
easat-10909	11	17	providing	provide	VERB
easat-10909	11	18	more	more	ADV
easat-10909	11	19	accurate	accurate	ADJ
easat-10909	11	20	and	and	CCONJ
easat-10909	11	21	adaptive	adaptive	ADJ
easat-10909	11	22	fraud	fraud	NOUN
easat-10909	11	23	detection	detection	NOUN
easat-10909	11	24	capabilities	capability	NOUN
easat-10909	11	25	that	that	PRON
easat-10909	11	26	minimize	minimize	VERB
easat-10909	11	27	false	false	ADJ
easat-10909	11	28	positives	positive	NOUN
easat-10909	11	29	while	while	SCONJ
easat-10909	11	30	maintaining	maintain	VERB
easat-10909	11	31	high	high	ADJ
easat-10909	11	32	detection	detection	NOUN
easat-10909	11	33	rates	rate	NOUN
easat-10909	11	34	.	.	PUNCT
easat-10909	12	1	keywords	keyword	NOUN
easat-10909	12	2	:	:	PUNCT
easat-10909	12	3	adaptive	adaptive	ADJ
easat-10909	12	4	detection	detection	NOUN
easat-10909	12	5	,	,	PUNCT
easat-10909	12	6	cybersecurity	cybersecurity	NOUN
easat-10909	12	7	,	,	PUNCT
easat-10909	12	8	mobile	mobile	ADJ
easat-10909	12	9	advertising	advertising	NOUN
easat-10909	12	10	fraud	fraud	NOUN
easat-10909	12	11	,	,	PUNCT
easat-10909	12	12	quantum	quantum	NOUN
easat-10909	12	13	-	-	PUNCT
easat-10909	12	14	inspired	inspire	VERB
easat-10909	12	15	computing	computing	NOUN
easat-10909	12	16	,	,	PUNCT
easat-10909	12	17	reinforcement	reinforcement	NOUN
easat-10909	12	18	learning	learning	NOUN
easat-10909	12	19	.	.	PUNCT
easat-10909	13	1	1	1	X
easat-10909	13	2	.	.	X
easat-10909	13	3	introduction	introduction	NOUN
easat-10909	13	4	the	the	DET
easat-10909	13	5	budget	budget	NOUN
easat-10909	13	6	allocated	allocate	VERB
easat-10909	13	7	for	for	ADP
easat-10909	13	8	advertising	advertising	NOUN
easat-10909	13	9	on	on	ADP
easat-10909	13	10	mobile	mobile	ADJ
easat-10909	13	11	phones	phone	NOUN
easat-10909	13	12	has	have	AUX
easat-10909	13	13	grown	grow	VERB
easat-10909	13	14	to	to	PART
easat-10909	13	15	become	become	VERB
easat-10909	13	16	the	the	DET
easat-10909	13	17	largest	large	ADJ
easat-10909	13	18	expenditure	expenditure	NOUN
easat-10909	13	19	for	for	ADP
easat-10909	13	20	any	any	DET
easat-10909	13	21	digital	digital	ADJ
easat-10909	13	22	marketing	marketing	NOUN
easat-10909	13	23	strategy	strategy	NOUN
easat-10909	13	24	.	.	PUNCT
easat-10909	14	1	although	although	SCONJ
easat-10909	14	2	that	that	DET
easat-10909	14	3	spending	spending	NOUN
easat-10909	14	4	is	be	AUX
easat-10909	14	5	justified	justify	VERB
easat-10909	14	6	by	by	ADP
easat-10909	14	7	the	the	DET
easat-10909	14	8	sheer	sheer	ADJ
easat-10909	14	9	magnitude	magnitude	NOUN
easat-10909	14	10	of	of	ADP
easat-10909	14	11	global	global	ADJ
easat-10909	14	12	growth	growth	NOUN
easat-10909	14	13	,	,	PUNCT
easat-10909	14	14	it	it	PRON
easat-10909	14	15	has	have	AUX
easat-10909	14	16	led	lead	VERB
easat-10909	14	17	to	to	ADP
easat-10909	14	18	a	a	DET
easat-10909	14	19	troubling	troubling	ADJ
easat-10909	14	20	rise	rise	NOUN
easat-10909	14	21	in	in	ADP
easat-10909	14	22	fraudulent	fraudulent	ADJ
easat-10909	14	23	actions	action	NOUN
easat-10909	14	24	deceiving	deceive	VERB
easat-10909	14	25	the	the	DET
easat-10909	14	26	mobile	mobile	ADJ
easat-10909	14	27	advertising	advertising	NOUN
easat-10909	14	28	system	system	NOUN
easat-10909	14	29	.	.	PUNCT
easat-10909	15	1	chen	chen	PROPN
easat-10909	15	2	et	et	PROPN
easat-10909	15	3	al	al	PROPN
easat-10909	15	4	.	.	PUNCT
easat-10909	16	1	[	[	X
easat-10909	16	2	1	1	X
easat-10909	16	3	]	]	PUNCT
easat-10909	16	4	report	report	NOUN
easat-10909	16	5	that	that	SCONJ
easat-10909	16	6	nearly	nearly	ADV
easat-10909	16	7	20	20	NUM
easat-10909	16	8	-	-	SYM
easat-10909	16	9	30	30	NUM
easat-10909	16	10	%	%	NOUN
easat-10909	16	11	of	of	ADP
easat-10909	16	12	all	all	DET
easat-10909	16	13	mobile	mobile	ADJ
easat-10909	16	14	advertising	advertising	NOUN
easat-10909	16	15	traffic	traffic	NOUN
easat-10909	16	16	is	be	AUX
easat-10909	16	17	associated	associate	VERB
easat-10909	16	18	with	with	ADP
easat-10909	16	19	ad	ad	NOUN
easat-10909	16	20	fraud	fraud	NOUN
easat-10909	16	21	,	,	PUNCT
easat-10909	16	22	which	which	PRON
easat-10909	16	23	results	result	VERB
easat-10909	16	24	in	in	ADP
easat-10909	16	25	a	a	DET
easat-10909	16	26	loss	loss	NOUN
easat-10909	16	27	of	of	ADP
easat-10909	16	28	approximately	approximately	ADV
easat-10909	16	29	$	$	SYM
easat-10909	16	30	42	42	NUM
easat-10909	16	31	billion	billion	NUM
easat-10909	16	32	each	each	DET
easat-10909	16	33	year	year	NOUN
easat-10909	17	1	[	[	X
easat-10909	17	2	1	1	NUM
easat-10909	17	3	]	]	PUNCT
easat-10909	17	4	.	.	PUNCT
easat-10909	18	1	such	such	ADJ
easat-10909	18	2	frauds	fraud	NOUN
easat-10909	18	3	take	take	VERB
easat-10909	18	4	myriad	myriad	ADJ
easat-10909	18	5	forms	form	NOUN
easat-10909	18	6	,	,	PUNCT
easat-10909	18	7	such	such	ADJ
easat-10909	18	8	as	as	ADP
easat-10909	18	9	click	click	VERB
easat-10909	18	10	injection	injection	NOUN
easat-10909	18	11	,	,	PUNCT
easat-10909	18	12	sdk	sdk	NOUN
easat-10909	18	13	spoofing	spoofing	NOUN
easat-10909	18	14	,	,	PUNCT
easat-10909	18	15	and	and	CCONJ
easat-10909	18	16	click	click	VERB
easat-10909	18	17	spam	spam	NOUN
easat-10909	18	18	,	,	PUNCT
easat-10909	18	19	with	with	ADP
easat-10909	18	20	each	each	DET
easat-10909	18	21	case	case	NOUN
easat-10909	18	22	adversely	adversely	ADV
easat-10909	18	23	impacting	impact	VERB
easat-10909	18	24	the	the	DET
easat-10909	18	25	trust	trust	NOUN
easat-10909	18	26	placed	place	VERB
easat-10909	18	27	in	in	ADP
easat-10909	18	28	digital	digital	ADJ
easat-10909	18	29	advertising	advertising	NOUN
easat-10909	18	30	.	.	PUNCT
easat-10909	19	1	shaari	shaari	PROPN
easat-10909	19	2	and	and	CCONJ
easat-10909	19	3	ahmed	ahme	VERB
easat-10909	20	1	[	[	X
easat-10909	20	2	2	2	NUM
easat-10909	20	3	]	]	PUNCT
easat-10909	20	4	analyzed	analyze	VERB
easat-10909	20	5	the	the	DET
easat-10909	20	6	impact	impact	NOUN
easat-10909	20	7	of	of	ADP
easat-10909	20	8	mobile	mobile	ADJ
easat-10909	20	9	advertising	advertising	NOUN
easat-10909	20	10	fraud	fraud	NOUN
easat-10909	20	11	on	on	ADP
easat-10909	20	12	the	the	DET
easat-10909	20	13	various	various	ADJ
easat-10909	20	14	players	player	NOUN
easat-10909	20	15	involved	involve	VERB
easat-10909	20	16	and	and	CCONJ
easat-10909	20	17	reported	report	VERB
easat-10909	20	18	that	that	SCONJ
easat-10909	20	19	publishers	publisher	NOUN
easat-10909	20	20	lose	lose	VERB
easat-10909	20	21	revenue	revenue	NOUN
easat-10909	20	22	,	,	PUNCT
easat-10909	20	23	advertisers	advertiser	NOUN
easat-10909	20	24	do	do	AUX
easat-10909	20	25	not	not	PART
easat-10909	20	26	meet	meet	VERB
easat-10909	20	27	goals	goal	NOUN
easat-10909	20	28	,	,	PUNCT
easat-10909	20	29	and	and	CCONJ
easat-10909	20	30	end	end	VERB
easat-10909	20	31	up	up	ADP
easat-10909	20	32	wasting	waste	VERB
easat-10909	20	33	budgets	budget	NOUN
easat-10909	20	34	,	,	PUNCT
easat-10909	20	35	while	while	SCONJ
easat-10909	20	36	users	user	NOUN
easat-10909	20	37	face	face	VERB
easat-10909	20	38	risks	risk	NOUN
easat-10909	20	39	concerning	concern	VERB
easat-10909	20	40	their	their	PRON
easat-10909	20	41	privacy	privacy	NOUN
easat-10909	20	42	shaari	shaari	NOUN
easat-10909	20	43	and	and	CCONJ
easat-10909	20	44	ahmed	ahme	VERB
easat-10909	21	1	[	[	X
easat-10909	21	2	2	2	NUM
easat-10909	21	3	]	]	PUNCT
easat-10909	21	4	.	.	PUNCT
easat-10909	22	1	sun	sun	PROPN
easat-10909	22	2	et	et	PROPN
easat-10909	22	3	al	al	PROPN
easat-10909	22	4	.	.	PUNCT
easat-10909	23	1	[	[	X
easat-10909	23	2	3	3	X
easat-10909	23	3	]	]	PUNCT
easat-10909	23	4	showed	show	VERB
easat-10909	23	5	that	that	SCONJ
easat-10909	23	6	the	the	DET
easat-10909	23	7	so	so	ADV
easat-10909	23	8	-	-	PUNCT
easat-10909	23	9	called	call	VERB
easat-10909	23	10	fraud	fraud	NOUN
easat-10909	23	11	detection	detection	NOUN
easat-10909	23	12	systems	system	NOUN
easat-10909	23	13	are	be	AUX
easat-10909	23	14	based	base	VERB
easat-10909	23	15	mostly	mostly	ADV
easat-10909	23	16	on	on	ADP
easat-10909	23	17	rule	rule	NOUN
easat-10909	23	18	-	-	PUNCT
easat-10909	23	19	based	base	VERB
easat-10909	23	20	logic	logic	NOUN
easat-10909	23	21	or	or	CCONJ
easat-10909	23	22	classical	classical	ADJ
easat-10909	23	23	machine	machine	NOUN
easat-10909	23	24	learning	learning	NOUN
easat-10909	23	25	approaches	approach	NOUN
easat-10909	23	26	that	that	PRON
easat-10909	23	27	work	work	VERB
easat-10909	23	28	pretty	pretty	ADV
easat-10909	23	29	well	well	ADV
easat-10909	23	30	,	,	PUNCT
easat-10909	23	31	but	but	CCONJ
easat-10909	23	32	not	not	PART
easat-10909	23	33	so	so	ADV
easat-10909	23	34	well	well	ADV
easat-10909	23	35	,	,	PUNCT
easat-10909	23	36	with	with	SCONJ
easat-10909	23	37	automated	automate	VERB
easat-10909	23	38	and	and	CCONJ
easat-10909	23	39	advanced	advanced	ADJ
easat-10909	23	40	fraud	fraud	NOUN
easat-10909	23	41	attempts	attempt	VERB
easat-10909	23	42	sun	sun	PROPN
easat-10909	23	43	et	et	PROPN
easat-10909	23	44	al	al	PROPN
easat-10909	23	45	.	.	PUNCT
easat-10909	24	1	[	[	X
easat-10909	24	2	3	3	NUM
easat-10909	24	3	]	]	PUNCT
easat-10909	24	4	.	.	PUNCT
easat-10909	25	1	alzahrani	alzahrani	PROPN
easat-10909	25	2	and	and	CCONJ
easat-10909	25	3	aljabri	aljabri	NOUN
easat-10909	26	1	[	[	X
easat-10909	26	2	4	4	NUM
easat-10909	26	3	]	]	PUNCT
easat-10909	26	4	pointed	point	VERB
easat-10909	26	5	out	out	ADP
easat-10909	26	6	that	that	SCONJ
easat-10909	26	7	the	the	DET
easat-10909	26	8	earlier	early	ADJ
easat-10909	26	9	detection	detection	NOUN
easat-10909	26	10	systems	system	NOUN
easat-10909	26	11	are	be	AUX
easat-10909	26	12	mainly	mainly	ADV
easat-10909	26	13	statically	statically	ADV
easat-10909	26	14	heuristic	heuristic	ADV
easat-10909	26	15	-	-	PUNCT
easat-10909	26	16	driven	drive	VERB
easat-10909	26	17	and	and	CCONJ
easat-10909	26	18	depend	depend	VERB
easat-10909	26	19	on	on	ADP
easat-10909	26	20	fixed	fix	VERB
easat-10909	26	21	boundaries	boundary	NOUN
easat-10909	26	22	,	,	PUNCT
easat-10909	26	23	which	which	PRON
easat-10909	26	24	are	be	AUX
easat-10909	26	25	bound	bind	VERB
easat-10909	26	26	to	to	PART
easat-10909	26	27	be	be	AUX
easat-10909	26	28	outsmarted	outsmart	VERB
easat-10909	26	29	by	by	ADP
easat-10909	26	30	modern	modern	ADJ
easat-10909	26	31	attacks	attack	NOUN
easat-10909	26	32	[	[	X
easat-10909	26	33	4	4	NUM
easat-10909	26	34	]	]	PUNCT
easat-10909	26	35	.	.	PUNCT
easat-10909	27	1	sisodia	sisodia	PROPN
easat-10909	27	2	and	and	CCONJ
easat-10909	27	3	sisodia	sisodia	NOUN
easat-10909	28	1	[	[	X
easat-10909	28	2	5	5	NUM
easat-10909	28	3	]	]	PUNCT
easat-10909	28	4	showed	show	VERB
easat-10909	28	5	that	that	SCONJ
easat-10909	28	6	transfer	transfer	NOUN
easat-10909	28	7	learning	learning	NOUN
easat-10909	28	8	frameworks	framework	NOUN
easat-10909	28	9	are	be	AUX
easat-10909	28	10	more	more	ADV
easat-10909	28	11	effective	effective	ADJ
easat-10909	28	12	in	in	ADP
easat-10909	28	13	detecting	detect	VERB
easat-10909	28	14	the	the	DET
easat-10909	28	15	behavioral	behavioral	ADJ
easat-10909	28	16	changes	change	NOUN
easat-10909	28	17	of	of	ADP
easat-10909	28	18	fraudulent	fraudulent	ADJ
easat-10909	28	19	publishers	publisher	NOUN
easat-10909	28	20	in	in	ADP
easat-10909	28	21	pay	pay	NOUN
easat-10909	28	22	-	-	PUNCT
easat-10909	28	23	per	per	ADP
easat-10909	28	24	-	-	PUNCT
easat-10909	28	25	click	click	NOUN
easat-10909	28	26	advertising	advertising	NOUN
easat-10909	28	27	models	model	NOUN
easat-10909	28	28	[	[	X
easat-10909	28	29	5	5	NUM
easat-10909	28	30	]	]	PUNCT
easat-10909	28	31	.	.	PUNCT
easat-10909	29	1	in	in	ADP
easat-10909	29	2	their	their	PRON
easat-10909	29	3	previous	previous	ADJ
easat-10909	29	4	paper	paper	NOUN
easat-10909	29	5	,	,	PUNCT
easat-10909	29	6	they	they	PRON
easat-10909	29	7	addressed	address	VERB
easat-10909	29	8	the	the	DET
easat-10909	29	9	issue	issue	NOUN
easat-10909	29	10	of	of	ADP
easat-10909	29	11	class	class	NOUN
easat-10909	29	12	imbalance	imbalance	NOUN
easat-10909	29	13	,	,	PUNCT
easat-10909	29	14	where	where	SCONJ
easat-10909	29	15	legitimate	legitimate	ADJ
easat-10909	29	16	transactions	transaction	NOUN
easat-10909	29	17	greatly	greatly	ADV
easat-10909	29	18	https://orcid.org/0009-0004-2079-1097	https://orcid.org/0009-0004-2079-1097	PROPN
easat-10909	29	19	468	468	NUM
easat-10909	29	20	edelweiss	edelweiss	PROPN
easat-10909	29	21	applied	apply	VERB
easat-10909	29	22	science	science	NOUN
easat-10909	29	23	and	and	CCONJ
easat-10909	29	24	technology	technology	NOUN
easat-10909	29	25	issn	issn	PROPN
easat-10909	29	26	:	:	PUNCT
easat-10909	29	27	2576	2576	NUM
easat-10909	29	28	-	-	SYM
easat-10909	29	29	8484	8484	NUM
easat-10909	29	30	vol	vol	NOUN
easat-10909	29	31	.	.	PROPN
easat-10909	30	1	9	9	NUM
easat-10909	30	2	,	,	PUNCT
easat-10909	30	3	no	no	INTJ
easat-10909	30	4	.	.	NOUN
easat-10909	30	5	11	11	NUM
easat-10909	30	6	:	:	PUNCT
easat-10909	30	7	467	467	NUM
easat-10909	30	8	-	-	SYM
easat-10909	30	9	482	482	NUM
easat-10909	30	10	,	,	PUNCT
easat-10909	30	11	2025	2025	NUM
easat-10909	30	12	doi	doi	NOUN
easat-10909	30	13	:	:	PUNCT
easat-10909	30	14	10.55214/2576	10.55214/2576	NUM
easat-10909	30	15	-	-	SYM
easat-10909	30	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	30	17	©	©	ADP
easat-10909	30	18	2025	2025	NUM
easat-10909	30	19	by	by	ADP
easat-10909	30	20	the	the	DET
easat-10909	30	21	author	author	NOUN
easat-10909	30	22	;	;	PUNCT
easat-10909	30	23	licensee	licensee	PROPN
easat-10909	30	24	learning	learning	NOUN
easat-10909	30	25	gate	gate	NOUN
easat-10909	30	26	outnumber	outnumber	PROPN
easat-10909	30	27	fraudulent	fraudulent	ADJ
easat-10909	30	28	ones	one	NOUN
easat-10909	30	29	,	,	PUNCT
easat-10909	30	30	sisodia	sisodia	NOUN
easat-10909	30	31	and	and	CCONJ
easat-10909	30	32	sisodia	sisodia	NOUN
easat-10909	31	1	[	[	X
easat-10909	31	2	6	6	NUM
easat-10909	31	3	]	]	PUNCT
easat-10909	31	4	.	.	PUNCT
easat-10909	32	1	zhou	zhou	PROPN
easat-10909	32	2	et	et	PROPN
easat-10909	32	3	al	al	PROPN
easat-10909	32	4	.	.	PUNCT
easat-10909	33	1	[	[	X
easat-10909	33	2	7	7	NUM
easat-10909	33	3	]	]	PUNCT
easat-10909	33	4	applied	applied	ADJ
easat-10909	33	5	node2vec	node2vec	NOUN
easat-10909	33	6	for	for	ADP
easat-10909	33	7	the	the	DET
easat-10909	33	8	detection	detection	NOUN
easat-10909	33	9	of	of	ADP
easat-10909	33	10	internet	internet	NOUN
easat-10909	33	11	finance	finance	NOUN
easat-10909	33	12	fraud	fraud	NOUN
easat-10909	33	13	and	and	CCONJ
easat-10909	33	14	noted	note	VERB
easat-10909	33	15	the	the	DET
easat-10909	33	16	relevance	relevance	NOUN
easat-10909	33	17	of	of	ADP
easat-10909	33	18	network	network	NOUN
easat-10909	33	19	topology	topology	NOUN
easat-10909	33	20	in	in	ADP
easat-10909	33	21	fraud	fraud	NOUN
easat-10909	33	22	detection	detection	NOUN
easat-10909	33	23	zhou	zhou	PROPN
easat-10909	33	24	et	et	PROPN
easat-10909	33	25	al	al	PROPN
easat-10909	33	26	.	.	PUNCT
easat-10909	34	1	[	[	X
easat-10909	34	2	7	7	NUM
easat-10909	34	3	]	]	PUNCT
easat-10909	34	4	.	.	PUNCT
easat-10909	35	1	choi	choi	PROPN
easat-10909	35	2	and	and	CCONJ
easat-10909	35	3	lim	lim	PROPN
easat-10909	36	1	[	[	X
easat-10909	36	2	8	8	NUM
easat-10909	36	3	]	]	PUNCT
easat-10909	36	4	found	find	VERB
easat-10909	36	5	some	some	DET
easat-10909	36	6	machine	machine	NOUN
easat-10909	36	7	learning	learn	VERB
easat-10909	36	8	methods	method	NOUN
easat-10909	36	9	to	to	PART
easat-10909	36	10	be	be	AUX
easat-10909	36	11	especially	especially	ADV
easat-10909	36	12	useful	useful	ADJ
easat-10909	36	13	in	in	ADP
easat-10909	36	14	target	target	NOUN
easat-10909	36	15	advertising	advertising	NOUN
easat-10909	36	16	classification	classification	NOUN
easat-10909	36	17	[	[	X
easat-10909	36	18	8	8	NUM
easat-10909	36	19	]	]	PUNCT
easat-10909	36	20	.	.	PUNCT
easat-10909	37	1	these	these	DET
easat-10909	37	2	issues	issue	NOUN
easat-10909	37	3	are	be	AUX
easat-10909	37	4	effectively	effectively	ADV
easat-10909	37	5	addressed	address	VERB
easat-10909	37	6	by	by	ADP
easat-10909	37	7	developments	development	NOUN
easat-10909	37	8	in	in	ADP
easat-10909	37	9	quantum	quantum	NOUN
easat-10909	37	10	-	-	PUNCT
easat-10909	37	11	inspired	inspire	VERB
easat-10909	37	12	computing	computing	NOUN
easat-10909	37	13	.	.	PUNCT
easat-10909	38	1	according	accord	VERB
easat-10909	38	2	to	to	ADP
easat-10909	38	3	tang	tang	NOUN
easat-10909	38	4	[	[	X
easat-10909	38	5	9	9	NUM
easat-10909	38	6	]	]	PUNCT
easat-10909	38	7	,	,	PUNCT
easat-10909	38	8	a	a	DET
easat-10909	38	9	recommendation	recommendation	NOUN
easat-10909	38	10	system	system	NOUN
easat-10909	38	11	implemented	implement	VERB
easat-10909	38	12	using	use	VERB
easat-10909	38	13	a	a	DET
easat-10909	38	14	quantum	quantum	NOUN
easat-10909	38	15	-	-	PUNCT
easat-10909	38	16	inspired	inspire	VERB
easat-10909	38	17	algorithm	algorithm	NOUN
easat-10909	38	18	achieved	achieve	VERB
easat-10909	38	19	results	result	NOUN
easat-10909	38	20	exceeding	exceed	VERB
easat-10909	38	21	those	those	PRON
easat-10909	38	22	from	from	ADP
easat-10909	38	23	conventional	conventional	ADJ
easat-10909	38	24	methods	method	NOUN
easat-10909	38	25	tang	tang	NOUN
easat-10909	39	1	[	[	X
easat-10909	39	2	9	9	NUM
easat-10909	39	3	]	]	PUNCT
easat-10909	39	4	.	.	PUNCT
easat-10909	40	1	huynh	huynh	PROPN
easat-10909	40	2	et	et	PROPN
easat-10909	40	3	al	al	PROPN
easat-10909	40	4	.	.	PUNCT
easat-10909	41	1	[	[	X
easat-10909	41	2	10	10	NUM
easat-10909	41	3	]	]	PUNCT
easat-10909	41	4	conducted	conduct	VERB
easat-10909	41	5	a	a	DET
easat-10909	41	6	comprehensive	comprehensive	ADJ
easat-10909	41	7	review	review	NOUN
easat-10909	41	8	of	of	ADP
easat-10909	41	9	quantum	quantum	NOUN
easat-10909	41	10	-	-	PUNCT
easat-10909	41	11	inspired	inspire	VERB
easat-10909	41	12	machine	machine	NOUN
easat-10909	41	13	learning	learning	NOUN
easat-10909	41	14	techniques	technique	NOUN
easat-10909	41	15	,	,	PUNCT
easat-10909	41	16	highlighting	highlight	VERB
easat-10909	41	17	their	their	PRON
easat-10909	41	18	remarkable	remarkable	ADJ
easat-10909	41	19	effectiveness	effectiveness	NOUN
easat-10909	41	20	across	across	ADP
easat-10909	41	21	heterogeneous	heterogeneous	ADJ
easat-10909	41	22	domains	domain	NOUN
easat-10909	41	23	huynh	huynh	PROPN
easat-10909	41	24	et	et	PROPN
easat-10909	41	25	al	al	PROPN
easat-10909	41	26	.	.	PUNCT
easat-10909	42	1	[	[	X
easat-10909	42	2	10	10	NUM
easat-10909	42	3	]	]	PUNCT
easat-10909	42	4	.	.	PUNCT
easat-10909	42	5	felser	felser	PROPN
easat-10909	42	6	et	et	PROPN
easat-10909	42	7	al	al	PROPN
easat-10909	42	8	.	.	PUNCT
easat-10909	43	1	[	[	X
easat-10909	43	2	11	11	NUM
easat-10909	43	3	]	]	PUNCT
easat-10909	43	4	applied	apply	VERB
easat-10909	43	5	quantuminspired	quantuminspired	ADJ
easat-10909	43	6	machine	machine	NOUN
easat-10909	43	7	learning	learn	VERB
easat-10909	43	8	to	to	ADP
easat-10909	43	9	high	high	ADJ
easat-10909	43	10	-	-	PUNCT
easat-10909	43	11	energy	energy	NOUN
easat-10909	43	12	physics	physics	NOUN
easat-10909	43	13	datasets	dataset	NOUN
easat-10909	43	14	and	and	CCONJ
easat-10909	43	15	obtained	obtain	VERB
easat-10909	43	16	exceptional	exceptional	ADJ
easat-10909	43	17	results	result	NOUN
easat-10909	43	18	felser	felser	NOUN
easat-10909	43	19	,	,	PUNCT
easat-10909	43	20	et	et	PROPN
easat-10909	43	21	al	al	PROPN
easat-10909	43	22	.	.	PUNCT
easat-10909	44	1	[	[	X
easat-10909	44	2	11	11	NUM
easat-10909	44	3	]	]	PUNCT
easat-10909	44	4	.	.	PUNCT
easat-10909	45	1	ajagekar	ajagekar	PROPN
easat-10909	45	2	and	and	CCONJ
easat-10909	45	3	you	you	PRON
easat-10909	46	1	[	[	X
easat-10909	46	2	12	12	NUM
easat-10909	46	3	]	]	PUNCT
easat-10909	46	4	investigated	investigate	VERB
easat-10909	46	5	quantum	quantum	NOUN
easat-10909	46	6	computing	computing	NOUN
easat-10909	46	7	for	for	ADP
easat-10909	46	8	energy	energy	NOUN
easat-10909	46	9	systems	system	NOUN
easat-10909	46	10	optimization	optimization	NOUN
easat-10909	46	11	and	and	CCONJ
easat-10909	46	12	reported	report	VERB
easat-10909	46	13	significant	significant	ADJ
easat-10909	46	14	advancements	advancement	NOUN
easat-10909	46	15	in	in	ADP
easat-10909	46	16	solving	solve	VERB
easat-10909	46	17	previously	previously	ADV
easat-10909	46	18	challenging	challenging	ADJ
easat-10909	46	19	problems	problem	NOUN
easat-10909	46	20	[	[	X
easat-10909	46	21	12	12	NUM
easat-10909	46	22	]	]	PUNCT
easat-10909	46	23	.	.	PUNCT
easat-10909	47	1	further	further	ADJ
easat-10909	47	2	research	research	NOUN
easat-10909	47	3	by	by	ADP
easat-10909	47	4	ajagekar	ajagekar	PROPN
easat-10909	47	5	et	et	PROPN
easat-10909	47	6	al	al	PROPN
easat-10909	47	7	.	.	PUNCT
easat-10909	48	1	[	[	X
easat-10909	48	2	13	13	NUM
easat-10909	48	3	]	]	PUNCT
easat-10909	48	4	presented	present	VERB
easat-10909	48	5	hybrid	hybrid	ADJ
easat-10909	48	6	quantum	quantum	NOUN
easat-10909	48	7	computing	computing	NOUN
easat-10909	48	8	solutions	solution	NOUN
easat-10909	48	9	for	for	ADP
easat-10909	48	10	large	large	ADJ
easat-10909	48	11	-	-	PUNCT
easat-10909	48	12	scale	scale	NOUN
easat-10909	48	13	discretecontinuous	discretecontinuous	ADJ
easat-10909	48	14	optimization	optimization	NOUN
easat-10909	48	15	problems	problem	NOUN
easat-10909	48	16	[	[	X
easat-10909	48	17	13	13	NUM
easat-10909	48	18	]	]	PUNCT
easat-10909	48	19	.	.	PUNCT
easat-10909	49	1	building	build	VERB
easat-10909	49	2	on	on	ADP
easat-10909	49	3	these	these	DET
easat-10909	49	4	advances	advance	NOUN
easat-10909	49	5	,	,	PUNCT
easat-10909	49	6	mellaerts	mellaert	NOUN
easat-10909	49	7	[	[	X
easat-10909	49	8	14	14	NUM
easat-10909	49	9	]	]	PUNCT
easat-10909	49	10	proposed	propose	VERB
easat-10909	49	11	a	a	DET
easat-10909	49	12	quantum	quantum	NOUN
easat-10909	49	13	-	-	PUNCT
easat-10909	49	14	inspired	inspire	VERB
easat-10909	49	15	anomaly	anomaly	NOUN
easat-10909	49	16	detection	detection	NOUN
easat-10909	49	17	framework	framework	NOUN
easat-10909	49	18	using	use	VERB
easat-10909	49	19	qubo	qubo	X
easat-10909	49	20	(	(	PUNCT
easat-10909	49	21	quadratic	quadratic	ADJ
easat-10909	49	22	unconstrained	unconstrained	ADJ
easat-10909	49	23	binary	binary	ADJ
easat-10909	49	24	optimization	optimization	NOUN
easat-10909	49	25	)	)	PUNCT
easat-10909	49	26	formulation	formulation	NOUN
easat-10909	49	27	,	,	PUNCT
easat-10909	49	28	which	which	PRON
easat-10909	49	29	shows	show	VERB
easat-10909	49	30	promise	promise	NOUN
easat-10909	49	31	for	for	ADP
easat-10909	49	32	addressing	address	VERB
easat-10909	49	33	large	large	ADJ
easat-10909	49	34	-	-	PUNCT
easat-10909	49	35	scale	scale	NOUN
easat-10909	49	36	optimization	optimization	NOUN
easat-10909	49	37	challenges	challenge	NOUN
easat-10909	49	38	[	[	X
easat-10909	49	39	14	14	NUM
easat-10909	49	40	]	]	PUNCT
easat-10909	49	41	.	.	PUNCT
easat-10909	50	1	regardless	regardless	ADV
easat-10909	50	2	of	of	ADP
easat-10909	50	3	these	these	DET
easat-10909	50	4	breakthroughs	breakthrough	NOUN
easat-10909	50	5	,	,	PUNCT
easat-10909	50	6	the	the	DET
easat-10909	50	7	problem	problem	NOUN
easat-10909	50	8	of	of	ADP
easat-10909	50	9	inadequate	inadequate	ADJ
easat-10909	50	10	research	research	NOUN
easat-10909	50	11	still	still	ADV
easat-10909	50	12	persists	persist	VERB
easat-10909	50	13	.	.	PUNCT
easat-10909	51	1	the	the	DET
easat-10909	51	2	currently	currently	ADV
easat-10909	51	3	available	available	ADJ
easat-10909	51	4	quantum	quantum	NOUN
easat-10909	51	5	-	-	PUNCT
easat-10909	51	6	inspired	inspire	VERB
easat-10909	51	7	techniques	technique	NOUN
easat-10909	51	8	have	have	AUX
easat-10909	51	9	not	not	PART
easat-10909	51	10	been	be	AUX
easat-10909	51	11	designed	design	VERB
easat-10909	51	12	sufficiently	sufficiently	ADV
easat-10909	51	13	for	for	ADP
easat-10909	51	14	the	the	DET
easat-10909	51	15	specific	specific	ADJ
easat-10909	51	16	needs	need	NOUN
easat-10909	51	17	of	of	ADP
easat-10909	51	18	mobile	mobile	ADJ
easat-10909	51	19	ad	ad	NOUN
easat-10909	51	20	fraud	fraud	NOUN
easat-10909	51	21	detection	detection	NOUN
easat-10909	51	22	,	,	PUNCT
easat-10909	51	23	especially	especially	ADV
easat-10909	51	24	for	for	ADP
easat-10909	51	25	the	the	DET
easat-10909	51	26	time	time	NOUN
easat-10909	51	27	-	-	PUNCT
easat-10909	51	28	based	base	VERB
easat-10909	51	29	dynamics	dynamic	NOUN
easat-10909	51	30	and	and	CCONJ
easat-10909	51	31	the	the	DET
easat-10909	51	32	adversarial	adversarial	ADJ
easat-10909	51	33	aspect	aspect	NOUN
easat-10909	51	34	of	of	ADP
easat-10909	51	35	the	the	DET
easat-10909	51	36	fraud	fraud	NOUN
easat-10909	51	37	.	.	PUNCT
easat-10909	52	1	current	current	ADJ
easat-10909	52	2	approaches	approach	NOUN
easat-10909	52	3	do	do	AUX
easat-10909	52	4	not	not	PART
easat-10909	52	5	appropriately	appropriately	ADV
easat-10909	52	6	cope	cope	VERB
easat-10909	52	7	with	with	ADP
easat-10909	52	8	the	the	DET
easat-10909	52	9	constant	constant	ADJ
easat-10909	52	10	change	change	NOUN
easat-10909	52	11	of	of	ADP
easat-10909	52	12	emerging	emerge	VERB
easat-10909	52	13	fraud	fraud	NOUN
easat-10909	52	14	tactics	tactic	NOUN
easat-10909	52	15	,	,	PUNCT
easat-10909	52	16	and	and	CCONJ
easat-10909	52	17	they	they	PRON
easat-10909	52	18	are	be	AUX
easat-10909	52	19	also	also	ADV
easat-10909	52	20	inefficient	inefficient	ADJ
easat-10909	52	21	in	in	ADP
easat-10909	52	22	terms	term	NOUN
easat-10909	52	23	of	of	ADP
easat-10909	52	24	computational	computational	ADJ
easat-10909	52	25	resources	resource	NOUN
easat-10909	52	26	,	,	PUNCT
easat-10909	52	27	given	give	VERB
easat-10909	52	28	the	the	DET
easat-10909	52	29	large	large	ADJ
easat-10909	52	30	volumes	volume	NOUN
easat-10909	52	31	of	of	ADP
easat-10909	52	32	transactions	transaction	NOUN
easat-10909	52	33	typical	typical	ADJ
easat-10909	52	34	in	in	ADP
easat-10909	52	35	advertising	advertising	NOUN
easat-10909	52	36	networks	network	NOUN
easat-10909	52	37	.	.	PUNCT
easat-10909	53	1	furthermore	furthermore	ADV
easat-10909	53	2	,	,	PUNCT
easat-10909	53	3	imbalanced	imbalanced	ADJ
easat-10909	53	4	data	datum	NOUN
easat-10909	53	5	problems	problem	NOUN
easat-10909	53	6	,	,	PUNCT
easat-10909	53	7	extreme	extreme	ADJ
easat-10909	53	8	positive	positive	ADJ
easat-10909	53	9	rates	rate	NOUN
easat-10909	53	10	,	,	PUNCT
easat-10909	53	11	and	and	CCONJ
easat-10909	53	12	negative	negative	ADJ
easat-10909	53	13	false	false	ADJ
easat-10909	53	14	rates	rate	NOUN
easat-10909	53	15	are	be	AUX
easat-10909	53	16	common	common	ADJ
easat-10909	53	17	among	among	ADP
easat-10909	53	18	most	most	ADJ
easat-10909	53	19	methodologies	methodology	NOUN
easat-10909	53	20	,	,	PUNCT
easat-10909	53	21	making	make	VERB
easat-10909	53	22	it	it	PRON
easat-10909	53	23	impossible	impossible	ADJ
easat-10909	53	24	for	for	SCONJ
easat-10909	53	25	such	such	ADJ
easat-10909	53	26	systems	system	NOUN
easat-10909	53	27	to	to	PART
easat-10909	53	28	manage	manage	VERB
easat-10909	53	29	fraud	fraud	NOUN
easat-10909	53	30	detection	detection	NOUN
easat-10909	53	31	in	in	ADP
easat-10909	53	32	operational	operational	ADJ
easat-10909	53	33	settings	setting	NOUN
easat-10909	53	34	.	.	PUNCT
easat-10909	54	1	a	a	DET
easat-10909	54	2	quantum	quantum	NOUN
easat-10909	54	3	-	-	PUNCT
easat-10909	54	4	inspired	inspire	VERB
easat-10909	54	5	reinforcement	reinforcement	NOUN
easat-10909	54	6	learning	learning	NOUN
easat-10909	54	7	approach	approach	NOUN
easat-10909	54	8	is	be	AUX
easat-10909	54	9	proposed	propose	VERB
easat-10909	54	10	for	for	ADP
easat-10909	54	11	adaptive	adaptive	ADJ
easat-10909	54	12	fraud	fraud	NOUN
easat-10909	54	13	detection	detection	NOUN
easat-10909	54	14	in	in	ADP
easat-10909	54	15	mobile	mobile	ADJ
easat-10909	54	16	advertising	advertising	NOUN
easat-10909	54	17	networks	network	NOUN
easat-10909	54	18	in	in	ADP
easat-10909	54	19	this	this	DET
easat-10909	54	20	research	research	NOUN
easat-10909	54	21	.	.	PUNCT
easat-10909	55	1	we	we	PRON
easat-10909	55	2	address	address	VERB
easat-10909	55	3	the	the	DET
easat-10909	55	4	limitations	limitation	NOUN
easat-10909	55	5	of	of	ADP
easat-10909	55	6	existing	exist	VERB
easat-10909	55	7	solutions	solution	NOUN
easat-10909	55	8	by	by	ADP
easat-10909	55	9	integrating	integrate	VERB
easat-10909	55	10	quantum	quantum	NOUN
easat-10909	55	11	computing	computing	NOUN
easat-10909	55	12	and	and	CCONJ
easat-10909	55	13	reinforcement	reinforcement	NOUN
easat-10909	55	14	learning	learning	NOUN
easat-10909	55	15	strategies	strategy	NOUN
easat-10909	55	16	.	.	PUNCT
easat-10909	56	1	the	the	DET
easat-10909	56	2	solution	solution	NOUN
easat-10909	56	3	provides	provide	VERB
easat-10909	56	4	novel	novel	ADJ
easat-10909	56	5	representations	representation	NOUN
easat-10909	56	6	of	of	ADP
easat-10909	56	7	the	the	DET
easat-10909	56	8	state	state	NOUN
easat-10909	56	9	with	with	ADP
easat-10909	56	10	specialized	specialized	ADJ
easat-10909	56	11	algorithms	algorithm	NOUN
easat-10909	56	12	for	for	ADP
easat-10909	56	13	highly	highly	ADV
easat-10909	56	14	imbalanced	imbalanced	ADJ
easat-10909	56	15	data	datum	NOUN
easat-10909	56	16	,	,	PUNCT
easat-10909	56	17	new	new	ADJ
easat-10909	56	18	mechanisms	mechanism	NOUN
easat-10909	56	19	for	for	ADP
easat-10909	56	20	adaptive	adaptive	ADJ
easat-10909	56	21	rewards	reward	NOUN
easat-10909	56	22	,	,	PUNCT
easat-10909	56	23	and	and	CCONJ
easat-10909	56	24	a	a	DET
easat-10909	56	25	scalable	scalable	ADJ
easat-10909	56	26	architecture	architecture	NOUN
easat-10909	56	27	for	for	ADP
easat-10909	56	28	large	large	ADJ
easat-10909	56	29	transaction	transaction	NOUN
easat-10909	56	30	volumes	volume	NOUN
easat-10909	56	31	,	,	PUNCT
easat-10909	56	32	which	which	PRON
easat-10909	56	33	would	would	AUX
easat-10909	56	34	result	result	VERB
easat-10909	56	35	in	in	ADP
easat-10909	56	36	the	the	DET
easat-10909	56	37	recovery	recovery	NOUN
easat-10909	56	38	of	of	ADP
easat-10909	56	39	important	important	ADJ
easat-10909	56	40	advertising	advertising	NOUN
easat-10909	56	41	revenues	revenue	NOUN
easat-10909	56	42	and	and	CCONJ
easat-10909	56	43	thus	thus	ADV
easat-10909	56	44	restore	restore	VERB
easat-10909	56	45	confidence	confidence	NOUN
easat-10909	56	46	in	in	ADP
easat-10909	56	47	mobile	mobile	ADJ
easat-10909	56	48	advertising	advertising	NOUN
easat-10909	56	49	infrastructure	infrastructure	NOUN
easat-10909	56	50	.	.	PUNCT
easat-10909	57	1	2	2	X
easat-10909	57	2	.	.	X
easat-10909	57	3	theory	theory	NOUN
easat-10909	57	4	and	and	CCONJ
easat-10909	57	5	method	method	NOUN
easat-10909	57	6	2.1	2.1	NUM
easat-10909	57	7	.	.	PUNCT
easat-10909	58	1	theoretical	theoretical	ADJ
easat-10909	58	2	framework	framework	NOUN
easat-10909	58	3	and	and	CCONJ
easat-10909	58	4	algorithm	algorithm	NOUN
easat-10909	58	5	design	design	NOUN
easat-10909	58	6	reinforcement	reinforcement	NOUN
easat-10909	58	7	learning	learning	NOUN
easat-10909	58	8	,	,	PUNCT
easat-10909	58	9	as	as	ADV
easat-10909	58	10	well	well	ADV
easat-10909	58	11	as	as	ADP
easat-10909	58	12	quantum	quantum	NOUN
easat-10909	58	13	-	-	PUNCT
easat-10909	58	14	inspired	inspire	VERB
easat-10909	58	15	computation	computation	NOUN
easat-10909	58	16	,	,	PUNCT
easat-10909	58	17	stand	stand	VERB
easat-10909	58	18	out	out	ADP
easat-10909	58	19	as	as	ADP
easat-10909	58	20	powerful	powerful	ADJ
easat-10909	58	21	paradigms	paradigms	NOUN
easat-10909	58	22	that	that	PRON
easat-10909	58	23	can	can	AUX
easat-10909	58	24	be	be	AUX
easat-10909	58	25	seamlessly	seamlessly	ADV
easat-10909	58	26	fused	fuse	VERB
easat-10909	58	27	to	to	PART
easat-10909	58	28	resolve	resolve	VERB
easat-10909	58	29	the	the	DET
easat-10909	58	30	intricate	intricate	ADJ
easat-10909	58	31	issue	issue	NOUN
easat-10909	58	32	of	of	ADP
easat-10909	58	33	mobile	mobile	ADJ
easat-10909	58	34	ad	ad	NOUN
easat-10909	58	35	fraud	fraud	NOUN
easat-10909	58	36	detection	detection	NOUN
easat-10909	58	37	.	.	PUNCT
easat-10909	59	1	the	the	DET
easat-10909	59	2	retrieval	retrieval	NOUN
easat-10909	59	3	of	of	ADP
easat-10909	59	4	relevant	relevant	ADJ
easat-10909	59	5	information	information	NOUN
easat-10909	59	6	using	use	VERB
easat-10909	59	7	computer	computer	NOUN
easat-10909	59	8	systems	system	NOUN
easat-10909	59	9	becomes	become	VERB
easat-10909	59	10	much	much	ADV
easat-10909	59	11	more	more	ADV
easat-10909	59	12	effective	effective	ADJ
easat-10909	59	13	with	with	ADP
easat-10909	59	14	the	the	DET
easat-10909	59	15	superposition	superposition	NOUN
easat-10909	59	16	and	and	CCONJ
easat-10909	59	17	quantum	quantum	NOUN
easat-10909	59	18	parallelism	parallelism	NOUN
easat-10909	59	19	of	of	ADP
easat-10909	59	20	quantum	quantum	ADJ
easat-10909	59	21	mechanics	mechanic	NOUN
easat-10909	59	22	[	[	X
easat-10909	59	23	15	15	NUM
easat-10909	59	24	]	]	PUNCT
easat-10909	59	25	.	.	PUNCT
easat-10909	60	1	such	such	ADJ
easat-10909	60	2	algorithms	algorithm	NOUN
easat-10909	60	3	utilize	utilize	VERB
easat-10909	60	4	quantum	quantum	NOUN
easat-10909	60	5	-	-	PUNCT
easat-10909	60	6	inspired	inspire	VERB
easat-10909	60	7	representations	representation	NOUN
easat-10909	60	8	that	that	PRON
easat-10909	60	9	greatly	greatly	ADV
easat-10909	60	10	simplify	simplify	VERB
easat-10909	60	11	complex	complex	ADJ
easat-10909	60	12	pattern	pattern	NOUN
easat-10909	60	13	recognition	recognition	NOUN
easat-10909	60	14	problems	problem	NOUN
easat-10909	60	15	by	by	ADP
easat-10909	60	16	enabling	enable	VERB
easat-10909	60	17	the	the	DET
easat-10909	60	18	recognition	recognition	NOUN
easat-10909	60	19	of	of	ADP
easat-10909	60	20	multiple	multiple	ADJ
easat-10909	60	21	solution	solution	NOUN
easat-10909	60	22	paths	path	NOUN
easat-10909	60	23	concurrently	concurrently	ADV
easat-10909	61	1	[	[	X
easat-10909	61	2	16	16	NUM
easat-10909	61	3	]	]	PUNCT
easat-10909	61	4	.	.	PUNCT
easat-10909	62	1	the	the	DET
easat-10909	62	2	foundation	foundation	NOUN
easat-10909	62	3	of	of	ADP
easat-10909	62	4	our	our	PRON
easat-10909	62	5	approach	approach	NOUN
easat-10909	62	6	lies	lie	VERB
easat-10909	62	7	in	in	ADP
easat-10909	62	8	quantum	quantum	NOUN
easat-10909	62	9	-	-	PUNCT
easat-10909	62	10	inspired	inspire	VERB
easat-10909	62	11	state	state	NOUN
easat-10909	62	12	representation	representation	NOUN
easat-10909	62	13	,	,	PUNCT
easat-10909	62	14	where	where	SCONJ
easat-10909	62	15	advertising	advertising	NOUN
easat-10909	62	16	interaction	interaction	NOUN
easat-10909	62	17	data	datum	NOUN
easat-10909	62	18	is	be	AUX
easat-10909	62	19	encoded	encode	VERB
easat-10909	62	20	into	into	ADP
easat-10909	62	21	amplitude	amplitude	NOUN
easat-10909	62	22	-	-	PUNCT
easat-10909	62	23	phase	phase	NOUN
easat-10909	62	24	pairs	pair	NOUN
easat-10909	62	25	resembling	resemble	VERB
easat-10909	62	26	quantum	quantum	ADJ
easat-10909	62	27	states	state	NOUN
easat-10909	62	28	.	.	PUNCT
easat-10909	63	1	for	for	ADP
easat-10909	63	2	a	a	DET
easat-10909	63	3	feature	feature	NOUN
easat-10909	63	4	vector	vector	NOUN
easat-10909	63	5	nx	nx	PROPN
easat-10909	63	6	,	,	PUNCT
easat-10909	63	7	the	the	DET
easat-10909	63	8	quantum	quantum	NOUN
easat-10909	63	9	-	-	PUNCT
easat-10909	63	10	inspired	inspire	VERB
easat-10909	63	11	state	state	NOUN
easat-10909	63	12	representation	representation	NOUN
easat-10909	63	13	|	|	ADV
easat-10909	63	14	(	(	PUNCT
easat-10909	63	15	)	)	PUNCT
easat-10909	63	16			PROPN
easat-10909	63	17	x	x	PROPN
easat-10909	63	18	is	be	AUX
easat-10909	63	19	defined	define	VERB
easat-10909	63	20	as	as	ADP
easat-10909	63	21	:	:	SYM
easat-10909	63	22	2	2	NUM
easat-10909	63	23	1	1	NUM
easat-10909	63	24	(	(	PUNCT
easat-10909	63	25	)	)	PUNCT
easat-10909	63	26	0	0	PUNCT
easat-10909	64	1	|	|	ADV
easat-10909	64	2	(	(	PUNCT
easat-10909	64	3	)	)	PUNCT
easat-10909	64	4	(	(	PUNCT
easat-10909	64	5	)	)	PUNCT
easat-10909	65	1	|	|	ADV
easat-10909	65	2	n	n	PRON
easat-10909	65	3	ii	ii	NOUN
easat-10909	66	1	i	i	PRON
easat-10909	66	2	i	i	PRON
easat-10909	67	1	e	e	VERB
easat-10909	67	2	i	i	PRON
easat-10909	67	3			PUNCT
easat-10909	67	4			X
easat-10909	67	5	−	−	NOUN
easat-10909	67	6	=	=	SYM
easat-10909	67	7			PROPN
easat-10909	67	8	=	=	SYM
easat-10909	67	9			PROPN
easat-10909	67	10	x	x	SYM
easat-10909	67	11	x	x	SYM
easat-10909	67	12	x	x	SYM
easat-10909	67	13	469	469	NUM
easat-10909	67	14	edelweiss	edelweiss	PROPN
easat-10909	67	15	applied	apply	VERB
easat-10909	67	16	science	science	NOUN
easat-10909	67	17	and	and	CCONJ
easat-10909	67	18	technology	technology	NOUN
easat-10909	67	19	issn	issn	PROPN
easat-10909	67	20	:	:	PUNCT
easat-10909	67	21	2576	2576	NUM
easat-10909	67	22	-	-	SYM
easat-10909	67	23	8484	8484	NUM
easat-10909	67	24	vol	vol	NOUN
easat-10909	67	25	.	.	PROPN
easat-10909	68	1	9	9	NUM
easat-10909	68	2	,	,	PUNCT
easat-10909	68	3	no	no	INTJ
easat-10909	68	4	.	.	NOUN
easat-10909	68	5	11	11	NUM
easat-10909	68	6	:	:	PUNCT
easat-10909	68	7	467	467	NUM
easat-10909	68	8	-	-	SYM
easat-10909	68	9	482	482	NUM
easat-10909	68	10	,	,	PUNCT
easat-10909	68	11	2025	2025	NUM
easat-10909	68	12	doi	doi	NOUN
easat-10909	68	13	:	:	PUNCT
easat-10909	68	14	10.55214/2576	10.55214/2576	NUM
easat-10909	68	15	-	-	SYM
easat-10909	68	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	68	17	©	©	ADP
easat-10909	68	18	2025	2025	NUM
easat-10909	68	19	by	by	ADP
easat-10909	68	20	the	the	DET
easat-10909	68	21	author	author	NOUN
easat-10909	68	22	;	;	PUNCT
easat-10909	68	23	licensee	licensee	PROPN
easat-10909	68	24	learning	learning	NOUN
easat-10909	68	25	gate	gate	NOUN
easat-10909	68	26	where	where	SCONJ
easat-10909	68	27	(	(	PUNCT
easat-10909	68	28	)	)	PUNCT
easat-10909	68	29	i	i	NOUN
easat-10909	68	30	x	x	PRON
easat-10909	68	31	represents	represent	VERB
easat-10909	68	32	the	the	DET
easat-10909	68	33	amplitude	amplitude	NOUN
easat-10909	68	34	component	component	NOUN
easat-10909	68	35	,	,	PUNCT
easat-10909	68	36	(	(	PUNCT
easat-10909	68	37	)	)	PUNCT
easat-10909	68	38	i	i	NOUN
easat-10909	68	39	x	x	PUNCT
easat-10909	68	40	the	the	DET
easat-10909	68	41	phase	phase	NOUN
easat-10909	68	42	component	component	NOUN
easat-10909	68	43	,	,	PUNCT
easat-10909	68	44	and	and	CCONJ
easat-10909	68	45	|	|	ADV
easat-10909	68	46	i	i	VERB
easat-10909	68	47	the	the	DET
easat-10909	68	48	computational	computational	ADJ
easat-10909	68	49	basis	basis	NOUN
easat-10909	68	50	states	state	NOUN
easat-10909	68	51	.	.	PUNCT
easat-10909	69	1	this	this	DET
easat-10909	69	2	representation	representation	NOUN
easat-10909	69	3	enables	enable	VERB
easat-10909	69	4	the	the	DET
easat-10909	69	5	encoding	encoding	NOUN
easat-10909	69	6	of	of	ADP
easat-10909	69	7	complex	complex	ADJ
easat-10909	69	8	feature	feature	NOUN
easat-10909	69	9	interactions	interaction	NOUN
easat-10909	69	10	while	while	SCONJ
easat-10909	69	11	maintaining	maintain	VERB
easat-10909	69	12	computational	computational	ADJ
easat-10909	69	13	efficiency	efficiency	NOUN
easat-10909	69	14	[	[	X
easat-10909	69	15	17	17	NUM
easat-10909	69	16	]	]	PUNCT
easat-10909	69	17	.	.	PUNCT
easat-10909	70	1	reinforcement	reinforcement	NOUN
easat-10909	70	2	learning	learning	NOUN
easat-10909	70	3	serves	serve	VERB
easat-10909	70	4	as	as	ADP
easat-10909	70	5	the	the	DET
easat-10909	70	6	foundation	foundation	NOUN
easat-10909	70	7	for	for	ADP
easat-10909	70	8	sequential	sequential	ADJ
easat-10909	70	9	decision	decision	NOUN
easat-10909	70	10	-	-	PUNCT
easat-10909	70	11	making	make	VERB
easat-10909	70	12	problems	problem	NOUN
easat-10909	70	13	with	with	ADP
easat-10909	70	14	inherent	inherent	ADJ
easat-10909	70	15	uncertainty	uncertainty	NOUN
easat-10909	70	16	.	.	PUNCT
easat-10909	71	1	an	an	DET
easat-10909	71	2	agent	agent	NOUN
easat-10909	71	3	operates	operate	VERB
easat-10909	71	4	in	in	ADP
easat-10909	71	5	an	an	DET
easat-10909	71	6	environment	environment	NOUN
easat-10909	71	7	and	and	CCONJ
easat-10909	71	8	attempts	attempt	NOUN
easat-10909	71	9	to	to	PART
easat-10909	71	10	maximize	maximize	VERB
easat-10909	71	11	rewards	reward	NOUN
easat-10909	71	12	that	that	PRON
easat-10909	71	13	are	be	AUX
easat-10909	71	14	received	receive	VERB
easat-10909	71	15	over	over	ADP
easat-10909	71	16	time	time	NOUN
easat-10909	71	17	.	.	PUNCT
easat-10909	72	1	we	we	PRON
easat-10909	72	2	use	use	VERB
easat-10909	72	3	q	q	ADJ
easat-10909	72	4	-	-	PUNCT
easat-10909	72	5	learning	learn	VERB
easat-10909	72	6	approaches	approach	NOUN
easat-10909	72	7	,	,	PUNCT
easat-10909	72	8	adapted	adapt	VERB
easat-10909	72	9	to	to	PART
easat-10909	72	10	suit	suit	VERB
easat-10909	72	11	the	the	DET
easat-10909	72	12	behavior	behavior	NOUN
easat-10909	72	13	of	of	ADP
easat-10909	72	14	quantum	quantum	NOUN
easat-10909	72	15	systems	system	NOUN
easat-10909	72	16	,	,	PUNCT
easat-10909	72	17	with	with	ADP
easat-10909	72	18	the	the	DET
easat-10909	72	19	incorporation	incorporation	NOUN
easat-10909	72	20	of	of	ADP
easat-10909	72	21	quantum	quantum	NOUN
easat-10909	72	22	-	-	PUNCT
easat-10909	72	23	inspired	inspire	VERB
easat-10909	72	24	enhancements	enhancement	NOUN
easat-10909	72	25	.	.	PUNCT
easat-10909	73	1	the	the	DET
easat-10909	73	2	update	update	NOUN
easat-10909	73	3	rule	rule	NOUN
easat-10909	73	4	for	for	SCONJ
easat-10909	73	5	the	the	DET
easat-10909	73	6	q	q	NOUN
easat-10909	73	7	-	-	PUNCT
easat-10909	73	8	function	function	NOUN
easat-10909	73	9	is	be	AUX
easat-10909	73	10	defined	define	VERB
easat-10909	73	11	as	as	SCONJ
easat-10909	73	12	follows	follow	VERB
easat-10909	73	13	:	:	PUNCT
easat-10909	73	14			ADJ
easat-10909	73	15	1	1	PROPN
easat-10909	73	16	(	(	PUNCT
easat-10909	73	17	,	,	PUNCT
easat-10909	73	18	)	)	PUNCT
easat-10909	73	19	(	(	PUNCT
easat-10909	73	20	,	,	PUNCT
easat-10909	73	21	)	)	PUNCT
easat-10909	73	22	max	max	PROPN
easat-10909	73	23	(	(	PUNCT
easat-10909	73	24	,	,	PUNCT
easat-10909	73	25	)	)	PUNCT
easat-10909	73	26	(	(	PUNCT
easat-10909	73	27	,	,	PUNCT
easat-10909	73	28	)	)	PUNCT
easat-10909	73	29	(	(	PUNCT
easat-10909	73	30	|	|	ADV
easat-10909	73	31	(	(	PUNCT
easat-10909	73	32	)	)	PUNCT
easat-10909	73	33	)	)	PUNCT
easat-10909	74	1	t	t	PROPN
easat-10909	74	2	t	t	PROPN
easat-10909	74	3	t	t	PROPN
easat-10909	74	4	t	t	PROPN
easat-10909	74	5	t	t	PROPN
easat-10909	74	6	a	a	DET
easat-10909	74	7	t	t	NOUN
easat-10909	74	8	t	t	PROPN
easat-10909	74	9	t	t	NOUN
easat-10909	74	10	tq	tq	SCONJ
easat-10909	74	11	s	s	VERB
easat-10909	74	12	a	a	DET
easat-10909	74	13	q	q	X
easat-10909	74	14	s	s	VERB
easat-10909	74	15	a	a	DET
easat-10909	74	16	r	r	NOUN
easat-10909	74	17	q	q	NOUN
easat-10909	74	18	s	s	PROPN
easat-10909	74	19	a	a	DET
easat-10909	74	20	q	q	X
easat-10909	74	21	s	s	VERB
easat-10909	74	22	a	a	DET
easat-10909	74	23	s	s	NOUN
easat-10909	74	24			ADP
easat-10909	74	25			PROPN
easat-10909	75	1	+	+	CCONJ
easat-10909	75	2			PROPN
easat-10909	75	3	+	+	CCONJ
easat-10909	75	4	+	+	CCONJ
easat-10909	75	5	−	−	PROPN
easat-10909	75	6			ADJ
easat-10909	75	7			PROPN
easat-10909	75	8	where	where	PROPN
easat-10909	75	9	is	be	AUX
easat-10909	75	10	the	the	DET
easat-10909	75	11	learning	learning	NOUN
easat-10909	75	12	rate	rate	NOUN
easat-10909	75	13	,	,	PUNCT
easat-10909	75	14			NUM
easat-10909	75	15	the	the	DET
easat-10909	75	16	discount	discount	NOUN
easat-10909	75	17	factor	factor	NOUN
easat-10909	75	18	,	,	PUNCT
easat-10909	75	19	tr	tr	VERB
easat-10909	75	20	the	the	DET
easat-10909	75	21	immediate	immediate	ADJ
easat-10909	75	22	reward	reward	NOUN
easat-10909	75	23	,	,	PUNCT
easat-10909	75	24	and	and	CCONJ
easat-10909	75	25	(	(	PUNCT
easat-10909	75	26	|	|	INTJ
easat-10909	75	27	(	(	PUNCT
easat-10909	75	28	)	)	PUNCT
easat-10909	75	29	)	)	PUNCT
easat-10909	76	1	ts	ts	ADP
easat-10909	76	2			NOUN
easat-10909	76	3	a	a	DET
easat-10909	76	4	quantum	quantum	NOUN
easat-10909	76	5	-	-	PUNCT
easat-10909	76	6	inspired	inspire	VERB
easat-10909	76	7	interference	interference	NOUN
easat-10909	76	8	term	term	NOUN
easat-10909	76	9	that	that	PRON
easat-10909	76	10	modulates	modulate	VERB
easat-10909	76	11	the	the	DET
easat-10909	76	12	learning	learning	NOUN
easat-10909	76	13	process	process	NOUN
easat-10909	76	14	based	base	VERB
easat-10909	76	15	on	on	ADP
easat-10909	76	16	the	the	DET
easat-10909	76	17	quantum	quantum	ADJ
easat-10909	76	18	state	state	NOUN
easat-10909	76	19	representation	representation	NOUN
easat-10909	76	20	of	of	ADP
easat-10909	76	21	the	the	DET
easat-10909	76	22	current	current	ADJ
easat-10909	76	23	state	state	NOUN
easat-10909	76	24	[	[	X
easat-10909	76	25	15	15	NUM
easat-10909	76	26	]	]	PUNCT
easat-10909	76	27	.	.	PUNCT
easat-10909	77	1	the	the	DET
easat-10909	77	2	combination	combination	NOUN
easat-10909	77	3	of	of	ADP
easat-10909	77	4	these	these	DET
easat-10909	77	5	two	two	NUM
easat-10909	77	6	methods	method	NOUN
easat-10909	77	7	leads	lead	VERB
easat-10909	77	8	us	we	PRON
easat-10909	77	9	to	to	PART
easat-10909	77	10	develop	develop	VERB
easat-10909	77	11	the	the	DET
easat-10909	77	12	quantum	quantum	NOUN
easat-10909	77	13	-	-	PUNCT
easat-10909	77	14	inspired	inspire	VERB
easat-10909	77	15	reinforcement	reinforcement	NOUN
easat-10909	77	16	learning	learning	NOUN
easat-10909	77	17	(	(	PUNCT
easat-10909	77	18	qirl	qirl	NOUN
easat-10909	77	19	)	)	PUNCT
easat-10909	77	20	algorithm	algorithm	NOUN
easat-10909	77	21	,	,	PUNCT
easat-10909	77	22	which	which	PRON
easat-10909	77	23	detects	detect	VERB
easat-10909	77	24	ad	ad	NOUN
easat-10909	77	25	fraud	fraud	NOUN
easat-10909	77	26	.	.	PUNCT
easat-10909	78	1	the	the	DET
easat-10909	78	2	algorithm	algorithm	NOUN
easat-10909	78	3	analyzes	analyze	VERB
easat-10909	78	4	the	the	DET
easat-10909	78	5	mobile	mobile	ADJ
easat-10909	78	6	advertisement	advertisement	NOUN
easat-10909	78	7	activities	activity	NOUN
easat-10909	78	8	data	datum	NOUN
easat-10909	78	9	using	use	VERB
easat-10909	78	10	several	several	ADJ
easat-10909	78	11	modules	module	NOUN
easat-10909	78	12	as	as	SCONJ
easat-10909	78	13	described	describe	VERB
easat-10909	78	14	in	in	ADP
easat-10909	78	15	figure	figure	NOUN
easat-10909	78	16	1	1	NUM
easat-10909	78	17	:	:	PUNCT
easat-10909	78	18	(	(	PUNCT
easat-10909	78	19	1	1	X
easat-10909	78	20	)	)	PUNCT
easat-10909	78	21	a	a	DET
easat-10909	78	22	quantum	quantum	NOUN
easat-10909	78	23	-	-	PUNCT
easat-10909	78	24	inspired	inspire	VERB
easat-10909	78	25	feature	feature	NOUN
easat-10909	78	26	encoder	encoder	NOUN
easat-10909	78	27	that	that	PRON
easat-10909	78	28	turns	turn	VERB
easat-10909	78	29	mobile	mobile	ADJ
easat-10909	78	30	advertising	advertising	NOUN
easat-10909	78	31	features	feature	NOUN
easat-10909	78	32	into	into	ADP
easat-10909	78	33	state	state	NOUN
easat-10909	78	34	representations	representation	NOUN
easat-10909	78	35	;	;	PUNCT
easat-10909	78	36	(	(	PUNCT
easat-10909	78	37	2	2	X
easat-10909	78	38	)	)	PUNCT
easat-10909	78	39	an	an	DET
easat-10909	78	40	encoder	encoder	NOUN
easat-10909	78	41	-	-	PUNCT
easat-10909	78	42	decoder	decoder	NOUN
easat-10909	78	43	network	network	NOUN
easat-10909	78	44	that	that	PRON
easat-10909	78	45	heuristically	heuristically	ADV
easat-10909	78	46	performs	perform	VERB
easat-10909	78	47	the	the	DET
easat-10909	78	48	inverse	inverse	NOUN
easat-10909	78	49	of	of	ADP
easat-10909	78	50	the	the	DET
easat-10909	78	51	ad	ad	NOUN
easat-10909	78	52	fraud	fraud	NOUN
easat-10909	78	53	mapping	mapping	NOUN
easat-10909	78	54	;	;	PUNCT
easat-10909	78	55	and	and	CCONJ
easat-10909	78	56	(	(	PUNCT
easat-10909	78	57	3	3	X
easat-10909	78	58	)	)	PUNCT
easat-10909	78	59	a	a	DET
easat-10909	78	60	reward	reward	NOUN
easat-10909	78	61	feedback	feedback	NOUN
easat-10909	78	62	system	system	NOUN
easat-10909	78	63	that	that	PRON
easat-10909	78	64	generates	generate	VERB
easat-10909	78	65	detection	detection	NOUN
easat-10909	78	66	outcome	outcome	NOUN
easat-10909	78	67	-	-	PUNCT
easat-10909	78	68	based	base	VERB
easat-10909	78	69	feedback	feedback	NOUN
easat-10909	78	70	.	.	PUNCT
easat-10909	79	1	quantum	quantum	NOUN
easat-10909	79	2	state	state	NOUN
easat-10909	79	3	representation	representation	NOUN
easat-10909	79	4	quantum	quantum	NOUN
easat-10909	79	5	-	-	PUNCT
easat-10909	79	6	inspired	inspire	VERB
easat-10909	79	7	policy	policy	NOUN
easat-10909	79	8	network	network	NOUN
easat-10909	79	9	performance	performance	NOUN
easat-10909	79	10	metrics	metric	NOUN
easat-10909	79	11	fraud	fraud	NOUN
easat-10909	79	12	detection	detection	NOUN
easat-10909	79	13	decision	decision	NOUN
easat-10909	79	14	mobile	mobile	NOUN
easat-10909	79	15	ad	ad	NOUN
easat-10909	79	16	network	network	NOUN
easat-10909	79	17	data	datum	NOUN
easat-10909	79	18	feature	feature	NOUN
easat-10909	79	19	extraction	extraction	NOUN
easat-10909	79	20	quantum	quantum	NOUN
easat-10909	79	21	-	-	PUNCT
easat-10909	79	22	inspired	inspire	VERB
easat-10909	79	23	feature	feature	NOUN
easat-10909	79	24	encoder	encoder	NOUN
easat-10909	79	25	action	action	NOUN
easat-10909	79	26	selection	selection	NOUN
easat-10909	79	27	policy	policy	NOUN
easat-10909	79	28	update	update	NOUN
easat-10909	79	29	reward	reward	NOUN
easat-10909	79	30	calculation	calculation	NOUN
easat-10909	79	31	input	input	NOUN
easat-10909	79	32	layer	layer	NOUN
easat-10909	79	33	quantum	quantum	NOUN
easat-10909	79	34	-	-	PUNCT
easat-10909	79	35	inspired	inspire	VERB
easat-10909	79	36	processing	processing	NOUN
easat-10909	79	37	output	output	NOUN
easat-10909	79	38	layer	layer	NOUN
easat-10909	79	39	feedback	feedback	NOUN
easat-10909	79	40	update	update	NOUN
easat-10909	79	41	parameters	parameter	NOUN
easat-10909	79	42	figure	figure	VERB
easat-10909	79	43	1	1	NUM
easat-10909	79	44	.	.	PUNCT
easat-10909	79	45	quantum	quantum	NOUN
easat-10909	79	46	-	-	PUNCT
easat-10909	79	47	inspired	inspire	VERB
easat-10909	79	48	reinforcement	reinforcement	NOUN
easat-10909	79	49	learning	learning	NOUN
easat-10909	79	50	architecture	architecture	NOUN
easat-10909	79	51	for	for	ADP
easat-10909	79	52	ad	ad	NOUN
easat-10909	79	53	fraud	fraud	NOUN
easat-10909	79	54	detection	detection	NOUN
easat-10909	79	55	.	.	PUNCT
easat-10909	80	1	470	470	NUM
easat-10909	80	2	edelweiss	edelweiss	PROPN
easat-10909	80	3	applied	apply	VERB
easat-10909	80	4	science	science	NOUN
easat-10909	80	5	and	and	CCONJ
easat-10909	80	6	technology	technology	NOUN
easat-10909	80	7	issn	issn	PROPN
easat-10909	80	8	:	:	PUNCT
easat-10909	80	9	2576	2576	NUM
easat-10909	80	10	-	-	SYM
easat-10909	80	11	8484	8484	NUM
easat-10909	80	12	vol	vol	NOUN
easat-10909	80	13	.	.	PROPN
easat-10909	81	1	9	9	NUM
easat-10909	81	2	,	,	PUNCT
easat-10909	81	3	no	no	INTJ
easat-10909	81	4	.	.	NOUN
easat-10909	81	5	11	11	NUM
easat-10909	81	6	:	:	PUNCT
easat-10909	81	7	467	467	NUM
easat-10909	81	8	-	-	SYM
easat-10909	81	9	482	482	NUM
easat-10909	81	10	,	,	PUNCT
easat-10909	81	11	2025	2025	NUM
easat-10909	81	12	doi	doi	NOUN
easat-10909	81	13	:	:	PUNCT
easat-10909	81	14	10.55214/2576	10.55214/2576	NUM
easat-10909	81	15	-	-	SYM
easat-10909	81	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	81	17	©	©	ADP
easat-10909	81	18	2025	2025	NUM
easat-10909	81	19	by	by	ADP
easat-10909	81	20	the	the	DET
easat-10909	81	21	author	author	NOUN
easat-10909	81	22	;	;	PUNCT
easat-10909	81	23	licensee	licensee	PROPN
easat-10909	81	24	learning	learning	NOUN
easat-10909	81	25	gate	gate	VERB
easat-10909	81	26	our	our	PRON
easat-10909	81	27	approach	approach	NOUN
easat-10909	81	28	is	be	AUX
easat-10909	81	29	unique	unique	ADJ
easat-10909	81	30	due	due	ADP
easat-10909	81	31	to	to	ADP
easat-10909	81	32	the	the	DET
easat-10909	81	33	quantum	quantum	NOUN
easat-10909	81	34	-	-	PUNCT
easat-10909	81	35	inspired	inspire	VERB
easat-10909	81	36	policy	policy	NOUN
easat-10909	81	37	optimization	optimization	NOUN
easat-10909	81	38	step	step	NOUN
easat-10909	81	39	,	,	PUNCT
easat-10909	81	40	which	which	PRON
easat-10909	81	41	uses	use	VERB
easat-10909	81	42	a	a	DET
easat-10909	81	43	variation	variation	NOUN
easat-10909	81	44	of	of	ADP
easat-10909	81	45	the	the	DET
easat-10909	81	46	quantum	quantum	NOUN
easat-10909	81	47	-	-	PUNCT
easat-10909	81	48	inspired	inspire	VERB
easat-10909	81	49	particle	particle	NOUN
easat-10909	81	50	swarm	swarm	NOUN
easat-10909	81	51	optimization	optimization	NOUN
easat-10909	81	52	algorithm	algorithm	PROPN
easat-10909	81	53	qpso	qpso	PROPN
easat-10909	82	1	[	[	X
easat-10909	82	2	18	18	NUM
easat-10909	82	3	]	]	PUNCT
easat-10909	82	4	.	.	PUNCT
easat-10909	83	1	the	the	DET
easat-10909	83	2	policy	policy	NOUN
easat-10909	83	3	update	update	NOUN
easat-10909	83	4	rule	rule	NOUN
easat-10909	83	5	is	be	AUX
easat-10909	83	6	given	give	VERB
easat-10909	83	7	by	by	ADP
easat-10909	83	8	:	:	PUNCT
easat-10909	83	9	1	1	NUM
easat-10909	83	10	(	(	PUNCT
easat-10909	83	11	)	)	PUNCT
easat-10909	83	12	(	(	PUNCT
easat-10909	83	13	,	,	PUNCT
easat-10909	83	14	,	,	PUNCT
easat-10909	83	15	)	)	PUNCT
easat-10909	83	16	t	t	PROPN
easat-10909	83	17	t	t	PROPN
easat-10909	83	18	t	t	PROPN
easat-10909	83	19	t	t	PROPN
easat-10909	83	20	best	well	ADV
easat-10909	83	21	bestj	bestj	VERB
easat-10909	83	22	p	p	PROPN
easat-10909	83	23	g	g	PROPN
easat-10909	83	24			X
easat-10909	83	25			X
easat-10909	83	26			X
easat-10909	83	27	+	+	VERB
easat-10909	83	28	=	=	PUNCT
easat-10909	84	1	+	+	CCONJ
easat-10909	84	2			PROPN
easat-10909	84	3			NUM
easat-10909	84	4	where	where	SCONJ
easat-10909	84	5	t	t	PROPN
easat-10909	84	6	represents	represent	VERB
easat-10909	84	7	the	the	DET
easat-10909	84	8	policy	policy	NOUN
easat-10909	84	9	parameters	parameter	NOUN
easat-10909	84	10	at	at	ADP
easat-10909	84	11	time	time	NOUN
easat-10909	84	12	t	t	PROPN
easat-10909	84	13	,	,	PUNCT
easat-10909	84	14	(	(	PUNCT
easat-10909	84	15	)	)	PUNCT
easat-10909	84	16	tj	tj	NOUN
easat-10909	84	17			ADP
easat-10909	84	18	the	the	DET
easat-10909	84	19	policy	policy	NOUN
easat-10909	84	20	gradient	gradient	NOUN
easat-10909	84	21	,	,	PUNCT
easat-10909	84	22	and	and	CCONJ
easat-10909	84	23	(	(	PUNCT
easat-10909	84	24	,	,	PUNCT
easat-10909	84	25	,	,	PUNCT
easat-10909	84	26	)	)	PUNCT
easat-10909	84	27	t	t	NOUN
easat-10909	84	28	best	well	ADV
easat-10909	84	29	bestp	bestp	PROPN
easat-10909	84	30	g	g	PROPN
easat-10909	84	31	a	a	DET
easat-10909	84	32	quantum	quantum	NOUN
easat-10909	84	33	-	-	PUNCT
easat-10909	84	34	inspired	inspire	VERB
easat-10909	84	35	operator	operator	NOUN
easat-10909	84	36	that	that	PRON
easat-10909	84	37	incorporates	incorporate	VERB
easat-10909	84	38	both	both	CCONJ
easat-10909	84	39	personal	personal	ADJ
easat-10909	84	40	best	good	ADJ
easat-10909	84	41	(	(	PUNCT
easat-10909	84	42	bestp	bestp	ADJ
easat-10909	84	43	)	)	PUNCT
easat-10909	84	44	and	and	CCONJ
easat-10909	84	45	global	global	ADJ
easat-10909	84	46	best	good	ADJ
easat-10909	84	47	(	(	PUNCT
easat-10909	84	48	bestg	bestg	PROPN
easat-10909	84	49	)	)	PUNCT
easat-10909	84	50	solutions	solution	NOUN
easat-10909	84	51	to	to	PART
easat-10909	84	52	guide	guide	VERB
easat-10909	84	53	the	the	DET
easat-10909	84	54	optimization	optimization	NOUN
easat-10909	84	55	process	process	NOUN
easat-10909	84	56	.	.	PUNCT
easat-10909	85	1	the	the	DET
easat-10909	85	2	adaptive	adaptive	ADJ
easat-10909	85	3	learning	learning	NOUN
easat-10909	85	4	mechanism	mechanism	NOUN
easat-10909	85	5	dynamically	dynamically	ADV
easat-10909	85	6	adjusts	adjust	VERB
easat-10909	85	7	the	the	DET
easat-10909	85	8	exploration	exploration	NOUN
easat-10909	85	9	-	-	PUNCT
easat-10909	85	10	exploitation	exploitation	NOUN
easat-10909	85	11	balance	balance	NOUN
easat-10909	85	12	based	base	VERB
easat-10909	85	13	on	on	ADP
easat-10909	85	14	detection	detection	NOUN
easat-10909	85	15	performance	performance	NOUN
easat-10909	85	16	metrics	metric	NOUN
easat-10909	85	17	.	.	PUNCT
easat-10909	86	1	the	the	DET
easat-10909	86	2	adaptation	adaptation	NOUN
easat-10909	86	3	function	function	NOUN
easat-10909	86	4	modifies	modify	VERB
easat-10909	86	5	the	the	DET
easat-10909	86	6	exploration	exploration	NOUN
easat-10909	86	7	parameter	parameter	NOUN
easat-10909	86	8	ò	ò	X
easat-10909	86	9	according	accord	VERB
easat-10909	86	10	to	to	ADP
easat-10909	86	11	:	:	PUNCT
easat-10909	86	12	1	1	NUM
easat-10909	86	13	(	(	PUNCT
easat-10909	86	14	,	,	PUNCT
easat-10909	86	15	,	,	PUNCT
easat-10909	86	16	)	)	PUNCT
easat-10909	86	17	t	t	PROPN
easat-10909	86	18	t	t	PROPN
easat-10909	86	19	perf	perf	NOUN
easat-10909	86	20	+	+	NOUN
easat-10909	86	21	=	=	SYM
easat-10909	86	22			NOUN
easat-10909	86	23	ò	ò	NOUN
easat-10909	86	24	ò	ò	X
easat-10909	86	25	where	where	SCONJ
easat-10909	86	26	perf	perf	PROPN
easat-10909	86	27	measures	measure	VERB
easat-10909	86	28	recent	recent	ADJ
easat-10909	86	29	performance	performance	NOUN
easat-10909	86	30	changes	change	NOUN
easat-10909	86	31	and	and	VERB
easat-10909	86	32	is	be	AUX
easat-10909	86	33	a	a	DET
easat-10909	86	34	sensitivity	sensitivity	NOUN
easat-10909	86	35	parameter	parameter	NOUN
easat-10909	86	36	.	.	PUNCT
easat-10909	87	1	for	for	ADP
easat-10909	87	2	fraud	fraud	NOUN
easat-10909	87	3	detection	detection	NOUN
easat-10909	87	4	-	-	PUNCT
easat-10909	87	5	specific	specific	ADJ
easat-10909	87	6	requirements	requirement	NOUN
easat-10909	87	7	,	,	PUNCT
easat-10909	87	8	we	we	PRON
easat-10909	87	9	design	design	VERB
easat-10909	87	10	a	a	DET
easat-10909	87	11	specialized	specialized	ADJ
easat-10909	87	12	reward	reward	NOUN
easat-10909	87	13	function	function	NOUN
easat-10909	87	14	that	that	PRON
easat-10909	87	15	addresses	address	VERB
easat-10909	87	16	the	the	DET
easat-10909	87	17	class	class	NOUN
easat-10909	87	18	imbalance	imbalance	NOUN
easat-10909	87	19	problem	problem	NOUN
easat-10909	87	20	:	:	PUNCT
easat-10909	87	21	1	1	NUM
easat-10909	87	22	1	1	NUM
easat-10909	87	23	2	2	NUM
easat-10909	87	24	3	3	NUM
easat-10909	87	25	4	4	NUM
easat-10909	87	26	(	(	PUNCT
easat-10909	87	27	,	,	PUNCT
easat-10909	87	28	,	,	PUNCT
easat-10909	87	29	)	)	PUNCT
easat-10909	87	30	t	t	PROPN
easat-10909	87	31	t	t	PROPN
easat-10909	87	32	tr	tr	NOUN
easat-10909	87	33	s	s	VERB
easat-10909	87	34	a	a	DET
easat-10909	87	35	s	s	X
easat-10909	87	36	tp	tp	ADP
easat-10909	87	37	fp	fp	PROPN
easat-10909	87	38	fn	fn	ADJ
easat-10909	87	39	tn	tn	PROPN
easat-10909	87	40			PROPN
easat-10909	87	41			PROPN
easat-10909	87	42	+	+	PROPN
easat-10909	87	43	=	=	PUNCT
easat-10909	87	44			ADJ
easat-10909	87	45	−	−	NOUN
easat-10909	87	46			NUM
easat-10909	87	47	−	−	PROPN
easat-10909	87	48			PROPN
easat-10909	87	49	+	+	CCONJ
easat-10909	87	50			PROPN
easat-10909	87	51	where	where	SCONJ
easat-10909	87	52	tp	tp	NOUN
easat-10909	87	53	,	,	PUNCT
easat-10909	87	54	fp	fp	INTJ
easat-10909	87	55	,	,	PUNCT
easat-10909	87	56	fn	fn	NOUN
easat-10909	87	57	,	,	PUNCT
easat-10909	87	58	and	and	CCONJ
easat-10909	87	59	tn	tn	NOUN
easat-10909	87	60	represent	represent	VERB
easat-10909	87	61	true	true	ADJ
easat-10909	87	62	positives	positive	NOUN
easat-10909	87	63	,	,	PUNCT
easat-10909	87	64	false	false	ADJ
easat-10909	87	65	positives	positive	NOUN
easat-10909	87	66	,	,	PUNCT
easat-10909	87	67	false	false	ADJ
easat-10909	87	68	negatives	negative	NOUN
easat-10909	87	69	,	,	PUNCT
easat-10909	87	70	and	and	CCONJ
easat-10909	87	71	true	true	ADJ
easat-10909	87	72	negatives	negative	NOUN
easat-10909	87	73	,	,	PUNCT
easat-10909	87	74	respectively	respectively	ADV
easat-10909	87	75	,	,	PUNCT
easat-10909	87	76	while	while	SCONJ
easat-10909	87	77	i	i	NOUN
easat-10909	87	78	are	be	AUX
easat-10909	87	79	weighting	weight	VERB
easat-10909	87	80	coefficients	coefficient	NOUN
easat-10909	87	81	are	be	AUX
easat-10909	87	82	calibrated	calibrate	VERB
easat-10909	87	83	to	to	PART
easat-10909	87	84	emphasize	emphasize	VERB
easat-10909	87	85	the	the	DET
easat-10909	87	86	importance	importance	NOUN
easat-10909	87	87	of	of	ADP
easat-10909	87	88	detecting	detect	VERB
easat-10909	87	89	fraudulent	fraudulent	ADJ
easat-10909	87	90	activities	activity	NOUN
easat-10909	87	91	while	while	SCONJ
easat-10909	87	92	minimizing	minimize	VERB
easat-10909	87	93	false	false	ADJ
easat-10909	87	94	positives	positive	NOUN
easat-10909	87	95	.	.	PUNCT
easat-10909	88	1	as	as	SCONJ
easat-10909	88	2	illustrated	illustrate	VERB
easat-10909	88	3	in	in	ADP
easat-10909	88	4	figure	figure	NOUN
easat-10909	88	5	1	1	NUM
easat-10909	88	6	,	,	PUNCT
easat-10909	88	7	this	this	DET
easat-10909	88	8	integrated	integrate	VERB
easat-10909	88	9	framework	framework	NOUN
easat-10909	88	10	combines	combine	VERB
easat-10909	88	11	the	the	DET
easat-10909	88	12	computational	computational	ADJ
easat-10909	88	13	advantages	advantage	NOUN
easat-10909	88	14	of	of	ADP
easat-10909	88	15	quantum	quantum	NOUN
easat-10909	88	16	-	-	PUNCT
easat-10909	88	17	inspired	inspire	VERB
easat-10909	88	18	algorithms	algorithm	NOUN
easat-10909	88	19	with	with	ADP
easat-10909	88	20	the	the	DET
easat-10909	88	21	adaptive	adaptive	ADJ
easat-10909	88	22	capabilities	capability	NOUN
easat-10909	88	23	of	of	ADP
easat-10909	88	24	reinforcement	reinforcement	NOUN
easat-10909	88	25	learning	learning	NOUN
easat-10909	88	26	,	,	PUNCT
easat-10909	88	27	creating	create	VERB
easat-10909	88	28	a	a	DET
easat-10909	88	29	powerful	powerful	ADJ
easat-10909	88	30	approach	approach	NOUN
easat-10909	88	31	for	for	ADP
easat-10909	88	32	detecting	detect	VERB
easat-10909	88	33	evolving	evolve	VERB
easat-10909	88	34	fraud	fraud	NOUN
easat-10909	88	35	patterns	pattern	NOUN
easat-10909	88	36	in	in	ADP
easat-10909	88	37	mobile	mobile	ADJ
easat-10909	88	38	advertising	advertising	NOUN
easat-10909	88	39	networks	network	NOUN
easat-10909	88	40	.	.	PUNCT
easat-10909	89	1	2.2	2.2	NUM
easat-10909	89	2	.	.	PUNCT
easat-10909	89	3	dataset	dataset	NOUN
easat-10909	89	4	and	and	CCONJ
easat-10909	89	5	preprocessing	preprocesse	VERB
easat-10909	89	6	this	this	DET
easat-10909	89	7	research	research	NOUN
easat-10909	89	8	makes	make	VERB
easat-10909	89	9	use	use	NOUN
easat-10909	89	10	of	of	ADP
easat-10909	89	11	the	the	DET
easat-10909	89	12	comprehensive	comprehensive	ADJ
easat-10909	89	13	mobile	mobile	ADJ
easat-10909	89	14	advertising	advertising	NOUN
easat-10909	89	15	network	network	NOUN
easat-10909	89	16	dataset	dataset	NOUN
easat-10909	89	17	that	that	PRON
easat-10909	89	18	was	be	AUX
easat-10909	89	19	gathered	gather	VERB
easat-10909	89	20	using	use	VERB
easat-10909	89	21	the	the	DET
easat-10909	89	22	process	process	NOUN
easat-10909	89	23	devised	devise	VERB
easat-10909	89	24	by	by	ADP
easat-10909	89	25	kanei	kanei	PROPN
easat-10909	89	26	et	et	PROPN
easat-10909	89	27	al	al	PROPN
easat-10909	89	28	.	.	PUNCT
easat-10909	90	1	[	[	X
easat-10909	90	2	19	19	NUM
easat-10909	90	3	]	]	PUNCT
easat-10909	90	4	.	.	PUNCT
easat-10909	91	1	the	the	DET
easat-10909	91	2	dataset	dataset	NOUN
easat-10909	91	3	has	have	VERB
easat-10909	91	4	six	six	NUM
easat-10909	91	5	-	-	PUNCT
easat-10909	91	6	month	month	NOUN
easat-10909	91	7	longitudinal	longitudinal	ADJ
easat-10909	91	8	advertising	advertising	NOUN
easat-10909	91	9	interaction	interaction	NOUN
easat-10909	91	10	data	datum	NOUN
easat-10909	91	11	across	across	ADP
easat-10909	91	12	multiple	multiple	ADJ
easat-10909	91	13	platforms	platform	NOUN
easat-10909	91	14	,	,	PUNCT
easat-10909	91	15	capturing	capture	VERB
easat-10909	91	16	different	different	ADJ
easat-10909	91	17	types	type	NOUN
easat-10909	91	18	of	of	ADP
easat-10909	91	19	real	real	ADJ
easat-10909	91	20	and	and	CCONJ
easat-10909	91	21	fake	fake	ADJ
easat-10909	91	22	ad	ad	NOUN
easat-10909	91	23	activities	activity	NOUN
easat-10909	91	24	along	along	ADP
easat-10909	91	25	several	several	ADJ
easat-10909	91	26	ad	ad	NOUN
easat-10909	91	27	formats	format	NOUN
easat-10909	91	28	.	.	PUNCT
easat-10909	92	1	the	the	DET
easat-10909	92	2	dataset	dataset	NOUN
easat-10909	92	3	contains	contain	VERB
easat-10909	92	4	7.2	7.2	NUM
easat-10909	92	5	million	million	NUM
easat-10909	92	6	advertising	advertising	NOUN
easat-10909	92	7	events	event	NOUN
easat-10909	92	8	,	,	PUNCT
easat-10909	92	9	as	as	SCONJ
easat-10909	92	10	noted	note	VERB
easat-10909	92	11	in	in	ADP
easat-10909	92	12	table	table	NOUN
easat-10909	92	13	1	1	NUM
easat-10909	92	14	,	,	PUNCT
easat-10909	92	15	which	which	PRON
easat-10909	92	16	is	be	AUX
easat-10909	92	17	characterized	characterize	VERB
easat-10909	92	18	by	by	ADP
easat-10909	92	19	a	a	DET
easat-10909	92	20	severe	severe	ADJ
easat-10909	92	21	class	class	NOUN
easat-10909	92	22	imbalance	imbalance	NOUN
easat-10909	92	23	(	(	PUNCT
easat-10909	92	24	94.2	94.2	NUM
easat-10909	92	25	%	%	NOUN
easat-10909	92	26	of	of	ADP
easat-10909	92	27	all	all	DET
easat-10909	92	28	interactions	interaction	NOUN
easat-10909	92	29	were	be	AUX
easat-10909	92	30	legitimate	legitimate	ADJ
easat-10909	92	31	,	,	PUNCT
easat-10909	92	32	while	while	SCONJ
easat-10909	92	33	only	only	ADV
easat-10909	92	34	5.8	5.8	NUM
easat-10909	92	35	%	%	NOUN
easat-10909	92	36	were	be	AUX
easat-10909	92	37	fraudulent	fraudulent	ADJ
easat-10909	92	38	)	)	PUNCT
easat-10909	92	39	.	.	PUNCT
easat-10909	93	1	each	each	DET
easat-10909	93	2	interaction	interaction	NOUN
easat-10909	93	3	is	be	AUX
easat-10909	93	4	defined	define	VERB
easat-10909	93	5	by	by	ADP
easat-10909	93	6	a	a	DET
easat-10909	93	7	set	set	NOUN
easat-10909	93	8	of	of	ADP
easat-10909	93	9	features	feature	NOUN
easat-10909	93	10	combining	combine	VERB
easat-10909	93	11	aspects	aspect	NOUN
easat-10909	93	12	of	of	ADP
easat-10909	93	13	the	the	DET
easat-10909	93	14	device	device	NOUN
easat-10909	93	15	used	use	VERB
easat-10909	93	16	,	,	PUNCT
easat-10909	93	17	time	time	NOUN
easat-10909	93	18	,	,	PUNCT
easat-10909	93	19	behavior	behavior	NOUN
easat-10909	93	20	,	,	PUNCT
easat-10909	93	21	and	and	CCONJ
easat-10909	93	22	context	context	NOUN
easat-10909	93	23	,	,	PUNCT
easat-10909	93	24	as	as	ADP
easat-10909	93	25	per	per	ADP
easat-10909	93	26	the	the	DET
easat-10909	93	27	fraud	fraud	NOUN
easat-10909	93	28	detection	detection	NOUN
easat-10909	93	29	measures	measure	NOUN
easat-10909	93	30	designed	design	VERB
easat-10909	93	31	by	by	ADP
easat-10909	93	32	omair	omair	NOUN
easat-10909	93	33	and	and	CCONJ
easat-10909	93	34	alturki	alturki	NOUN
easat-10909	93	35	[	[	X
easat-10909	93	36	20	20	NUM
easat-10909	93	37	]	]	PUNCT
easat-10909	93	38	.	.	PUNCT
easat-10909	94	1	471	471	NUM
easat-10909	94	2	edelweiss	edelweiss	PROPN
easat-10909	94	3	applied	apply	VERB
easat-10909	94	4	science	science	NOUN
easat-10909	94	5	and	and	CCONJ
easat-10909	94	6	technology	technology	NOUN
easat-10909	94	7	issn	issn	PROPN
easat-10909	94	8	:	:	PUNCT
easat-10909	94	9	2576	2576	NUM
easat-10909	94	10	-	-	SYM
easat-10909	94	11	8484	8484	NUM
easat-10909	94	12	vol	vol	NOUN
easat-10909	94	13	.	.	PROPN
easat-10909	95	1	9	9	NUM
easat-10909	95	2	,	,	PUNCT
easat-10909	95	3	no	no	INTJ
easat-10909	95	4	.	.	NOUN
easat-10909	95	5	11	11	NUM
easat-10909	95	6	:	:	PUNCT
easat-10909	95	7	467	467	NUM
easat-10909	95	8	-	-	SYM
easat-10909	95	9	482	482	NUM
easat-10909	95	10	,	,	PUNCT
easat-10909	95	11	2025	2025	NUM
easat-10909	95	12	doi	doi	NOUN
easat-10909	95	13	:	:	PUNCT
easat-10909	95	14	10.55214/2576	10.55214/2576	NUM
easat-10909	95	15	-	-	SYM
easat-10909	95	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	95	17	©	©	ADP
easat-10909	95	18	2025	2025	NUM
easat-10909	95	19	by	by	ADP
easat-10909	95	20	the	the	DET
easat-10909	95	21	author	author	NOUN
easat-10909	95	22	;	;	PUNCT
easat-10909	95	23	licensee	licensee	PROPN
easat-10909	95	24	learning	learn	VERB
easat-10909	95	25	gate	gate	NOUN
easat-10909	95	26	table	table	NOUN
easat-10909	95	27	1	1	NUM
easat-10909	95	28	.	.	PUNCT
easat-10909	95	29	mobile	mobile	ADJ
easat-10909	95	30	advertising	advertising	NOUN
easat-10909	95	31	network	network	NOUN
easat-10909	95	32	dataset	dataset	NOUN
easat-10909	95	33	statistics	statistic	NOUN
easat-10909	95	34	.	.	PUNCT
easat-10909	96	1	characteristic	characteristic	ADJ
easat-10909	96	2	value	value	NOUN
easat-10909	96	3	dataset	dataset	NOUN
easat-10909	96	4	scope	scope	NOUN
easat-10909	96	5	time	time	NOUN
easat-10909	96	6	period	period	NOUN
easat-10909	96	7	6	6	NUM
easat-10909	96	8	months	month	NOUN
easat-10909	96	9	(	(	PUNCT
easat-10909	96	10	january	january	PROPN
easat-10909	96	11	-	-	PUNCT
easat-10909	96	12	june	june	PROPN
easat-10909	96	13	2023	2023	NUM
easat-10909	96	14	)	)	PUNCT
easat-10909	96	15	number	number	NOUN
easat-10909	96	16	of	of	ADP
easat-10909	96	17	advertising	advertising	NOUN
easat-10909	96	18	platforms	platform	NOUN
easat-10909	96	19	4	4	NUM
easat-10909	96	20	number	number	NOUN
easat-10909	96	21	of	of	ADP
easat-10909	96	22	publishers	publisher	NOUN
easat-10909	96	23	1,847	1,847	NUM
easat-10909	96	24	data	datum	NOUN
easat-10909	96	25	volume	volume	NOUN
easat-10909	96	26	total	total	ADJ
easat-10909	96	27	advertising	advertising	NOUN
easat-10909	96	28	events	event	NOUN
easat-10909	96	29	7,218,456	7,218,456	NUM
easat-10909	96	30	legitimate	legitimate	ADJ
easat-10909	96	31	interactions	interaction	NOUN
easat-10909	96	32	6,800,321	6,800,321	NUM
easat-10909	96	33	(	(	PUNCT
easat-10909	96	34	94.2	94.2	NUM
easat-10909	96	35	%	%	NOUN
easat-10909	96	36	)	)	PUNCT
easat-10909	96	37	fraudulent	fraudulent	ADJ
easat-10909	96	38	interactions	interaction	NOUN
easat-10909	96	39	418,135	418,135	NUM
easat-10909	96	40	(	(	PUNCT
easat-10909	96	41	5.8	5.8	NUM
easat-10909	96	42	%	%	NOUN
easat-10909	96	43	)	)	PUNCT
easat-10909	96	44	class	class	NOUN
easat-10909	96	45	imbalance	imbalance	NOUN
easat-10909	96	46	ratio	ratio	NOUN
easat-10909	96	47	16.26:1	16.26:1	NUM
easat-10909	96	48	feature	feature	NOUN
easat-10909	96	49	dimensions	dimension	NOUN
easat-10909	96	50	raw	raw	ADJ
easat-10909	96	51	features	feature	VERB
easat-10909	97	1	42	42	NUM
easat-10909	97	2	engineered	engineer	VERB
easat-10909	97	3	features	feature	VERB
easat-10909	97	4	87	87	NUM
easat-10909	97	5	fraud	fraud	NOUN
easat-10909	97	6	types	type	NOUN
easat-10909	97	7	distribution	distribution	NOUN
easat-10909	97	8	click	click	VERB
easat-10909	97	9	injection	injection	NOUN
easat-10909	97	10	126,827	126,827	NUM
easat-10909	97	11	(	(	PUNCT
easat-10909	97	12	30.3	30.3	NUM
easat-10909	97	13	%	%	NOUN
easat-10909	97	14	)	)	PUNCT
easat-10909	97	15	click	click	VERB
easat-10909	97	16	spamming	spamme	VERB
easat-10909	97	17	159,731	159,731	NUM
easat-10909	97	18	(	(	PUNCT
easat-10909	97	19	38.2	38.2	NUM
easat-10909	97	20	%	%	NOUN
easat-10909	97	21	)	)	PUNCT
easat-10909	97	22	install	install	NOUN
easat-10909	97	23	attribution	attribution	NOUN
easat-10909	97	24	fraud	fraud	NOUN
easat-10909	97	25	75,678	75,678	NUM
easat-10909	97	26	(	(	PUNCT
easat-10909	97	27	18.1	18.1	NUM
easat-10909	97	28	%	%	NOUN
easat-10909	97	29	)	)	PUNCT
easat-10909	97	30	sdk	sdk	NOUN
easat-10909	97	31	spoofing	spoof	VERB
easat-10909	97	32	55,899	55,899	NUM
easat-10909	97	33	(	(	PUNCT
easat-10909	97	34	13.4	13.4	NUM
easat-10909	97	35	%	%	NOUN
easat-10909	97	36	)	)	PUNCT
easat-10909	97	37	the	the	DET
easat-10909	97	38	raw	raw	ADJ
easat-10909	97	39	data	datum	NOUN
easat-10909	97	40	underwent	undergo	VERB
easat-10909	97	41	rigorous	rigorous	ADJ
easat-10909	97	42	preprocessing	preprocessing	NOUN
easat-10909	97	43	to	to	PART
easat-10909	97	44	enhance	enhance	VERB
easat-10909	97	45	quality	quality	NOUN
easat-10909	97	46	and	and	CCONJ
easat-10909	97	47	consistency	consistency	NOUN
easat-10909	97	48	.	.	PUNCT
easat-10909	98	1	we	we	PRON
easat-10909	98	2	addressed	address	VERB
easat-10909	98	3	missing	miss	VERB
easat-10909	98	4	values	value	NOUN
easat-10909	98	5	through	through	ADP
easat-10909	98	6	multiple	multiple	ADJ
easat-10909	98	7	imputation	imputation	NOUN
easat-10909	98	8	techniques	technique	NOUN
easat-10909	98	9	,	,	PUNCT
easat-10909	98	10	resulting	result	VERB
easat-10909	98	11	in	in	ADP
easat-10909	98	12	the	the	DET
easat-10909	98	13	recovery	recovery	NOUN
easat-10909	98	14	of	of	ADP
easat-10909	98	15	approximately	approximately	ADV
easat-10909	98	16	3.8	3.8	NUM
easat-10909	98	17	%	%	NOUN
easat-10909	98	18	of	of	ADP
easat-10909	98	19	incomplete	incomplete	ADJ
easat-10909	98	20	records	record	NOUN
easat-10909	98	21	.	.	PUNCT
easat-10909	99	1	outlier	outlier	NOUN
easat-10909	99	2	detection	detection	NOUN
easat-10909	99	3	employed	employ	VERB
easat-10909	99	4	a	a	DET
easat-10909	99	5	modified	modified	ADJ
easat-10909	99	6	z	z	NOUN
easat-10909	99	7	-	-	PUNCT
easat-10909	99	8	score	score	NOUN
easat-10909	99	9	method	method	NOUN
easat-10909	99	10	defined	define	VERB
easat-10909	99	11	as	as	ADP
easat-10909	99	12	:	:	PUNCT
easat-10909	99	13	0.6745	0.6745	NUM
easat-10909	99	14	(	(	PUNCT
easat-10909	99	15	)	)	PUNCT
easat-10909	99	16	mad	mad	ADJ
easat-10909	100	1	i	i	PRON
easat-10909	100	2	i	i	VERB
easat-10909	100	3	x	x	X
easat-10909	101	1	x	x	VERB
easat-10909	101	2	m	m	VERB
easat-10909	101	3	−	−	NOUN
easat-10909	101	4	=	=	PUNCT
easat-10909	102	1	where	where	SCONJ
easat-10909	102	2	observations	observation	NOUN
easat-10909	102	3	with	with	ADP
easat-10909	102	4	|	|	ADV
easat-10909	103	1	|	|	ADV
easat-10909	104	1	3.5im	3.5im	NUM
easat-10909	105	1			NOUN
easat-10909	105	2	were	be	AUX
easat-10909	105	3	flagged	flag	VERB
easat-10909	105	4	for	for	ADP
easat-10909	105	5	review	review	NOUN
easat-10909	105	6	.	.	PUNCT
easat-10909	106	1	feature	feature	NOUN
easat-10909	106	2	standardization	standardization	NOUN
easat-10909	106	3	utilized	utilize	VERB
easat-10909	106	4	robust	robust	ADJ
easat-10909	106	5	scaling	scaling	NOUN
easat-10909	106	6	to	to	PART
easat-10909	106	7	minimize	minimize	VERB
easat-10909	106	8	outlier	outlier	ADJ
easat-10909	106	9	influence	influence	NOUN
easat-10909	106	10	:	:	PUNCT
easat-10909	106	11	median	median	NOUN
easat-10909	106	12	(	(	PUNCT
easat-10909	106	13	)	)	PUNCT
easat-10909	106	14	iqr	iqr	PROPN
easat-10909	106	15	(	(	PUNCT
easat-10909	106	16	)	)	PUNCT
easat-10909	106	17	scaled	scale	VERB
easat-10909	106	18	x	x	PUNCT
easat-10909	106	19	x	x	PUNCT
easat-10909	106	20	x	x	PUNCT
easat-10909	106	21	x	x	X
easat-10909	106	22	−	−	NOUN
easat-10909	106	23	=	=	NOUN
easat-10909	106	24	this	this	DET
easat-10909	106	25	approach	approach	NOUN
easat-10909	106	26	proved	prove	VERB
easat-10909	106	27	particularly	particularly	ADV
easat-10909	106	28	effective	effective	ADJ
easat-10909	106	29	for	for	ADP
easat-10909	106	30	non	non	ADJ
easat-10909	106	31	-	-	ADJ
easat-10909	106	32	normally	normally	ADV
easat-10909	106	33	distributed	distribute	VERB
easat-10909	106	34	features	feature	NOUN
easat-10909	106	35	common	common	ADJ
easat-10909	106	36	in	in	ADP
easat-10909	106	37	advertising	advertising	NOUN
easat-10909	106	38	data	datum	NOUN
easat-10909	106	39	[	[	X
easat-10909	106	40	19	19	NUM
easat-10909	106	41	]	]	PUNCT
easat-10909	106	42	.	.	PUNCT
easat-10909	107	1	to	to	PART
easat-10909	107	2	address	address	VERB
easat-10909	107	3	the	the	DET
easat-10909	107	4	substantial	substantial	ADJ
easat-10909	107	5	class	class	NOUN
easat-10909	107	6	imbalance	imbalance	NOUN
easat-10909	107	7	,	,	PUNCT
easat-10909	107	8	we	we	PRON
easat-10909	107	9	implemented	implement	VERB
easat-10909	107	10	a	a	DET
easat-10909	107	11	hybrid	hybrid	NOUN
easat-10909	107	12	resampling	resample	VERB
easat-10909	107	13	approach	approach	NOUN
easat-10909	107	14	combining	combine	VERB
easat-10909	107	15	smote	smote	NOUN
easat-10909	107	16	with	with	ADP
easat-10909	107	17	enn	enn	PROPN
easat-10909	107	18	,	,	PUNCT
easat-10909	107	19	operating	operate	VERB
easat-10909	107	20	according	accord	VERB
easat-10909	107	21	to	to	ADP
easat-10909	107	22	:	:	PUNCT
easat-10909	107	23	(	(	PUNCT
easat-10909	107	24	)	)	PUNCT
easat-10909	107	25	new	new	PROPN
easat-10909	107	26	ii	ii	PROPN
easat-10909	107	27	nn=	nn=	PROPN
easat-10909	107	28	+	+	CCONJ
easat-10909	107	29			X
easat-10909	107	30	−x	−x	NOUN
easat-10909	107	31	x	x	SYM
easat-10909	107	32	x	x	PUNCT
easat-10909	107	33	x	x	X
easat-10909	107	34	where	where	SCONJ
easat-10909	107	35	ix	ix	ADV
easat-10909	107	36	represents	represent	VERB
easat-10909	107	37	a	a	DET
easat-10909	107	38	minority	minority	NOUN
easat-10909	107	39	class	class	NOUN
easat-10909	107	40	sample	sample	NOUN
easat-10909	107	41	,	,	PUNCT
easat-10909	107	42	nnx	nnx	PRON
easat-10909	107	43	its	its	PRON
easat-10909	107	44	nearest	near	ADJ
easat-10909	107	45	neighbor	neighbor	NOUN
easat-10909	107	46	,	,	PUNCT
easat-10909	107	47	and	and	CCONJ
easat-10909	107	48	[	[	X
easat-10909	107	49	0,1]	0,1]	NOUN
easat-10909	107	50	a	a	DET
easat-10909	107	51	random	random	ADJ
easat-10909	107	52	number	number	NOUN
easat-10909	107	53	.	.	PUNCT
easat-10909	108	1	this	this	DET
easat-10909	108	2	approach	approach	NOUN
easat-10909	108	3	generated	generate	VERB
easat-10909	108	4	synthetic	synthetic	ADJ
easat-10909	108	5	examples	example	NOUN
easat-10909	108	6	of	of	ADP
easat-10909	108	7	fraudulent	fraudulent	ADJ
easat-10909	108	8	interactions	interaction	NOUN
easat-10909	108	9	while	while	SCONJ
easat-10909	108	10	removing	remove	VERB
easat-10909	108	11	noisy	noisy	ADJ
easat-10909	108	12	samples	sample	NOUN
easat-10909	108	13	,	,	PUNCT
easat-10909	108	14	improving	improve	VERB
easat-10909	108	15	the	the	DET
easat-10909	108	16	balance	balance	NOUN
easat-10909	108	17	ratio	ratio	NOUN
easat-10909	108	18	to	to	ADP
easat-10909	108	19	1:3	1:3	NUM
easat-10909	108	20	.	.	PUNCT
easat-10909	109	1	we	we	PRON
easat-10909	109	2	further	far	ADV
easat-10909	109	3	employed	employ	VERB
easat-10909	109	4	a	a	DET
easat-10909	109	5	two	two	NUM
easat-10909	109	6	-	-	PUNCT
easat-10909	109	7	stage	stage	NOUN
easat-10909	109	8	noise	noise	NOUN
easat-10909	109	9	filtering	filtering	NOUN
easat-10909	109	10	process	process	NOUN
easat-10909	109	11	based	base	VERB
easat-10909	109	12	on	on	ADP
easat-10909	109	13	kanei	kanei	PROPN
easat-10909	109	14	et	et	PROPN
easat-10909	109	15	al	al	PROPN
easat-10909	109	16	.	.	PUNCT
easat-10909	110	1	[	[	X
easat-10909	110	2	19	19	NUM
easat-10909	110	3	]	]	X
easat-10909	110	4	combining	combine	VERB
easat-10909	110	5	density	density	NOUN
easat-10909	110	6	-	-	PUNCT
easat-10909	110	7	based	base	VERB
easat-10909	110	8	anomaly	anomaly	NOUN
easat-10909	110	9	detection	detection	NOUN
easat-10909	110	10	with	with	ADP
easat-10909	110	11	domain	domain	NOUN
easat-10909	110	12	-	-	PUNCT
easat-10909	110	13	specific	specific	ADJ
easat-10909	110	14	rule	rule	NOUN
easat-10909	110	15	-	-	PUNCT
easat-10909	110	16	based	base	VERB
easat-10909	110	17	correction	correction	NOUN
easat-10909	110	18	of	of	ADP
easat-10909	110	19	inconsistent	inconsistent	ADJ
easat-10909	110	20	feature	feature	NOUN
easat-10909	110	21	combinations	combination	NOUN
easat-10909	110	22	.	.	PUNCT
easat-10909	111	1	the	the	DET
easat-10909	111	2	feature	feature	NOUN
easat-10909	111	3	engineering	engineering	NOUN
easat-10909	111	4	process	process	NOUN
easat-10909	111	5	transformed	transform	VERB
easat-10909	111	6	raw	raw	ADJ
easat-10909	111	7	data	datum	NOUN
easat-10909	111	8	into	into	ADP
easat-10909	111	9	discriminative	discriminative	NOUN
easat-10909	111	10	representations	representation	NOUN
easat-10909	111	11	by	by	ADP
easat-10909	111	12	deriving	derive	VERB
easat-10909	111	13	87	87	NUM
easat-10909	111	14	features	feature	NOUN
easat-10909	111	15	across	across	ADP
easat-10909	111	16	temporal	temporal	ADJ
easat-10909	111	17	,	,	PUNCT
easat-10909	111	18	behavioral	behavioral	ADJ
easat-10909	111	19	,	,	PUNCT
easat-10909	111	20	contextual	contextual	ADJ
easat-10909	111	21	,	,	PUNCT
easat-10909	111	22	and	and	CCONJ
easat-10909	111	23	network	network	NOUN
easat-10909	111	24	-	-	PUNCT
easat-10909	111	25	based	base	VERB
easat-10909	111	26	dimensions	dimension	NOUN
easat-10909	111	27	.	.	PUNCT
easat-10909	112	1	particularly	particularly	ADV
easat-10909	112	2	important	important	ADJ
easat-10909	112	3	were	be	AUX
easat-10909	112	4	network	network	NOUN
easat-10909	112	5	-	-	PUNCT
easat-10909	112	6	based	base	VERB
easat-10909	112	7	features	feature	NOUN
easat-10909	112	8	capturing	capture	VERB
easat-10909	112	9	relational	relational	ADJ
easat-10909	112	10	aspects	aspect	NOUN
easat-10909	112	11	of	of	ADP
easat-10909	112	12	advertising	advertising	NOUN
easat-10909	112	13	interactions	interaction	NOUN
easat-10909	112	14	:	:	PUNCT
easat-10909	112	15	centralityscore	centralityscore	NOUN
easat-10909	112	16	(	(	PUNCT
easat-10909	112	17	)	)	PUNCT
easat-10909	112	18	relationweight	relationweight	NOUN
easat-10909	112	19	(	(	PUNCT
easat-10909	112	20	,	,	PUNCT
easat-10909	112	21	)	)	PUNCT
easat-10909	112	22	iji	iji	VERB
easat-10909	112	23	j	j	PROPN
easat-10909	113	1	i	i	PRON
easat-10909	113	2	w	w	VERB
easat-10909	114	1	i	i	PRON
easat-10909	114	2	j=	j=	VERB
easat-10909	114	3			NOUN
easat-10909	114	4			ADP
easat-10909	114	5	n	n	CCONJ
easat-10909	114	6	where	where	SCONJ
easat-10909	114	7	(	(	PUNCT
easat-10909	114	8	)	)	PUNCT
easat-10909	114	9	in	in	SCONJ
easat-10909	114	10	represents	represent	VERB
easat-10909	114	11	the	the	DET
easat-10909	114	12	neighborhood	neighborhood	NOUN
easat-10909	114	13	of	of	ADP
easat-10909	114	14	entity	entity	NOUN
easat-10909	114	15	i	i	PRON
easat-10909	114	16	in	in	ADP
easat-10909	114	17	the	the	DET
easat-10909	114	18	interaction	interaction	NOUN
easat-10909	114	19	graph	graph	NOUN
easat-10909	114	20	.	.	PUNCT
easat-10909	115	1	like	like	SCONJ
easat-10909	115	2	we	we	PRON
easat-10909	115	3	described	describe	VERB
easat-10909	115	4	in	in	ADP
easat-10909	115	5	the	the	DET
easat-10909	115	6	preceding	precede	VERB
easat-10909	115	7	matter	matter	NOUN
easat-10909	115	8	,	,	PUNCT
easat-10909	115	9	behavioral	behavioral	ADJ
easat-10909	115	10	and	and	CCONJ
easat-10909	115	11	temporal	temporal	ADJ
easat-10909	115	12	features	feature	NOUN
easat-10909	115	13	,	,	PUNCT
easat-10909	115	14	as	as	SCONJ
easat-10909	115	15	demonstrated	demonstrate	VERB
easat-10909	115	16	in	in	ADP
easat-10909	115	17	figure	figure	NOUN
easat-10909	115	18	2	2	NUM
easat-10909	115	19	,	,	PUNCT
easat-10909	115	20	show	show	VERB
easat-10909	115	21	greater	great	ADJ
easat-10909	115	22	separation	separation	NOUN
easat-10909	115	23	between	between	ADP
easat-10909	115	24	legitimate	legitimate	ADJ
easat-10909	115	25	and	and	CCONJ
easat-10909	115	26	fraudulent	fraudulent	ADJ
easat-10909	115	27	interactions	interaction	NOUN
easat-10909	115	28	compared	compare	VERB
easat-10909	115	29	to	to	ADP
easat-10909	115	30	device	device	NOUN
easat-10909	115	31	characteristics	characteristic	NOUN
easat-10909	115	32	and	and	CCONJ
easat-10909	115	33	contextual	contextual	ADJ
easat-10909	115	34	elements	element	NOUN
easat-10909	115	35	,	,	PUNCT
easat-10909	115	36	which	which	PRON
easat-10909	115	37	reveal	reveal	VERB
easat-10909	115	38	considerable	considerable	ADJ
easat-10909	115	39	overlap	overlap	NOUN
easat-10909	115	40	.	.	PUNCT
easat-10909	116	1	this	this	PRON
easat-10909	116	2	aligns	align	VERB
easat-10909	116	3	with	with	ADP
easat-10909	116	4	kanei	kanei	PROPN
easat-10909	116	5	et	et	PROPN
easat-10909	116	6	al	al	PROPN
easat-10909	116	7	.	.	PUNCT
easat-10909	117	1	[	[	X
easat-10909	117	2	19	19	NUM
easat-10909	117	3	]	]	PUNCT
easat-10909	117	4	that	that	PRON
easat-10909	117	5	intricate	intricate	ADJ
easat-10909	117	6	ad	ad	NOUN
easat-10909	117	7	fraud	fraud	NOUN
easat-10909	117	8	strategies	strategy	NOUN
easat-10909	117	9	produce	produce	VERB
easat-10909	117	10	clear	clear	ADJ
easat-10909	117	11	markers	marker	NOUN
easat-10909	117	12	across	across	ADP
easat-10909	117	13	a	a	DET
easat-10909	117	14	number	number	NOUN
easat-10909	117	15	of	of	ADP
easat-10909	117	16	feature	feature	NOUN
easat-10909	117	17	dimensions	dimension	NOUN
easat-10909	117	18	which	which	PRON
easat-10909	117	19	,	,	PUNCT
easat-10909	117	20	when	when	SCONJ
easat-10909	117	21	examined	examine	VERB
easat-10909	117	22	in	in	ADP
easat-10909	117	23	conjunction	conjunction	NOUN
easat-10909	117	24	,	,	PUNCT
easat-10909	117	25	become	become	VERB
easat-10909	117	26	discriminative	discriminative	NOUN
easat-10909	117	27	.	.	PUNCT
easat-10909	118	1	the	the	DET
easat-10909	118	2	detailed	detailed	ADJ
easat-10909	118	3	preprocessing	preprocessing	NOUN
easat-10909	118	4	and	and	CCONJ
easat-10909	118	5	feature	feature	NOUN
easat-10909	118	6	engineering	engineering	NOUN
easat-10909	118	7	pipeline	pipeline	NOUN
easat-10909	118	8	provided	provide	VERB
easat-10909	118	9	an	an	DET
easat-10909	118	10	effective	effective	ADJ
easat-10909	118	11	starting	starting	NOUN
easat-10909	118	12	point	point	NOUN
easat-10909	118	13	to	to	ADP
easat-10909	118	14	our	our	PRON
easat-10909	118	15	quantum	quantum	NOUN
easat-10909	118	16	-	-	PUNCT
easat-10909	118	17	inspired	inspire	VERB
easat-10909	118	18	reinforcement	reinforcement	NOUN
easat-10909	118	19	learning	learning	NOUN
easat-10909	118	20	framework	framework	NOUN
easat-10909	118	21	,	,	PUNCT
easat-10909	118	22	confident	confident	ADJ
easat-10909	118	23	in	in	ADP
easat-10909	118	24	model	model	NOUN
easat-10909	118	25	training	training	NOUN
easat-10909	118	26	outcomes	outcome	NOUN
easat-10909	118	27	owing	owe	VERB
easat-10909	118	28	to	to	ADP
easat-10909	118	29	the	the	DET
easat-10909	118	30	quality	quality	NOUN
easat-10909	118	31	and	and	CCONJ
easat-10909	118	32	balance	balance	NOUN
easat-10909	118	33	of	of	ADP
easat-10909	118	34	the	the	DET
easat-10909	118	35	extracted	extract	VERB
easat-10909	118	36	data	data	NOUN
easat-10909	118	37	representations	representation	NOUN
easat-10909	118	38	.	.	PUNCT
easat-10909	119	1	472	472	NUM
easat-10909	119	2	edelweiss	edelweiss	PROPN
easat-10909	119	3	applied	apply	VERB
easat-10909	119	4	science	science	NOUN
easat-10909	119	5	and	and	CCONJ
easat-10909	119	6	technology	technology	NOUN
easat-10909	119	7	issn	issn	PROPN
easat-10909	119	8	:	:	PUNCT
easat-10909	119	9	2576	2576	NUM
easat-10909	119	10	-	-	SYM
easat-10909	119	11	8484	8484	NUM
easat-10909	119	12	vol	vol	NOUN
easat-10909	119	13	.	.	PROPN
easat-10909	120	1	9	9	NUM
easat-10909	120	2	,	,	PUNCT
easat-10909	120	3	no	no	INTJ
easat-10909	120	4	.	.	NOUN
easat-10909	120	5	11	11	NUM
easat-10909	120	6	:	:	PUNCT
easat-10909	120	7	467	467	NUM
easat-10909	120	8	-	-	SYM
easat-10909	120	9	482	482	NUM
easat-10909	120	10	,	,	PUNCT
easat-10909	120	11	2025	2025	NUM
easat-10909	120	12	doi	doi	NOUN
easat-10909	120	13	:	:	PUNCT
easat-10909	120	14	10.55214/2576	10.55214/2576	NUM
easat-10909	120	15	-	-	SYM
easat-10909	120	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	120	17	©	©	ADP
easat-10909	120	18	2025	2025	NUM
easat-10909	120	19	by	by	ADP
easat-10909	120	20	the	the	DET
easat-10909	120	21	author	author	NOUN
easat-10909	120	22	;	;	PUNCT
easat-10909	120	23	licensee	licensee	PROPN
easat-10909	120	24	learning	learn	VERB
easat-10909	120	25	gate	gate	NOUN
easat-10909	120	26	figure	figure	NOUN
easat-10909	120	27	2	2	NUM
easat-10909	120	28	.	.	PUNCT
easat-10909	121	1	feature	feature	NOUN
easat-10909	121	2	distribution	distribution	NOUN
easat-10909	121	3	comparison	comparison	NOUN
easat-10909	121	4	between	between	ADP
easat-10909	121	5	legitimate	legitimate	ADJ
easat-10909	121	6	and	and	CCONJ
easat-10909	121	7	fraudulent	fraudulent	ADJ
easat-10909	121	8	interactions	interaction	NOUN
easat-10909	121	9	.	.	PUNCT
easat-10909	122	1	2.3	2.3	NUM
easat-10909	122	2	.	.	PUNCT
easat-10909	123	1	implementation	implementation	NOUN
easat-10909	123	2	and	and	CCONJ
easat-10909	123	3	evaluation	evaluation	NOUN
easat-10909	123	4	methodology	methodology	NOUN
easat-10909	123	5	to	to	PART
easat-10909	123	6	meet	meet	VERB
easat-10909	123	7	the	the	DET
easat-10909	123	8	resource	resource	NOUN
easat-10909	123	9	needs	need	NOUN
easat-10909	123	10	for	for	ADP
easat-10909	123	11	both	both	CCONJ
easat-10909	123	12	the	the	DET
easat-10909	123	13	quantum	quantum	NOUN
easat-10909	123	14	-	-	PUNCT
easat-10909	123	15	inspired	inspire	VERB
easat-10909	123	16	parts	part	NOUN
easat-10909	123	17	and	and	CCONJ
easat-10909	123	18	the	the	DET
easat-10909	123	19	reinforcement	reinforcement	NOUN
easat-10909	123	20	learning	learn	VERB
easat-10909	123	21	training	training	NOUN
easat-10909	123	22	sessions	session	NOUN
easat-10909	123	23	,	,	PUNCT
easat-10909	123	24	our	our	PRON
easat-10909	123	25	quantum	quantum	NOUN
easat-10909	123	26	-	-	PUNCT
easat-10909	123	27	inspired	inspire	VERB
easat-10909	123	28	reinforcement	reinforcement	NOUN
easat-10909	123	29	learning	learning	NOUN
easat-10909	123	30	(	(	PUNCT
easat-10909	123	31	qirl	qirl	NOUN
easat-10909	123	32	)	)	PUNCT
easat-10909	123	33	algorithm	algorithm	NOUN
easat-10909	123	34	was	be	AUX
easat-10909	123	35	integrated	integrate	VERB
easat-10909	123	36	into	into	ADP
easat-10909	123	37	a	a	DET
easat-10909	123	38	high	high	ADJ
easat-10909	123	39	-	-	PUNCT
easat-10909	123	40	performance	performance	NOUN
easat-10909	123	41	computing	computing	NOUN
easat-10909	123	42	environment	environment	NOUN
easat-10909	123	43	.	.	PUNCT
easat-10909	124	1	the	the	DET
easat-10909	124	2	experimental	experimental	ADJ
easat-10909	124	3	setup	setup	NOUN
easat-10909	124	4	included	include	VERB
easat-10909	124	5	a	a	DET
easat-10909	124	6	cluster	cluster	NOUN
easat-10909	124	7	composed	compose	VERB
easat-10909	124	8	of	of	ADP
easat-10909	124	9	intel	intel	PROPN
easat-10909	124	10	xeon	xeon	PROPN
easat-10909	124	11	e5	e5	PROPN
easat-10909	124	12	-	-	PUNCT
easat-10909	124	13	2680	2680	NUM
easat-10909	124	14	v4	v4	NOUN
easat-10909	124	15	processors	processor	NOUN
easat-10909	124	16	(	(	PUNCT
easat-10909	124	17	14	14	NUM
easat-10909	124	18	cores	core	NOUN
easat-10909	124	19	,	,	PUNCT
easat-10909	124	20	2.4ghz	2.4ghz	NUM
easat-10909	124	21	)	)	PUNCT
easat-10909	124	22	together	together	ADV
easat-10909	124	23	with	with	ADP
easat-10909	124	24	nvidia	nvidia	PROPN
easat-10909	124	25	tesla	tesla	PROPN
easat-10909	124	26	v100	v100	PROPN
easat-10909	124	27	gpus	gpu	NOUN
easat-10909	124	28	with	with	ADP
easat-10909	124	29	32	32	NUM
easat-10909	124	30	gb	gb	NOUN
easat-10909	124	31	ram	ram	NOUN
easat-10909	124	32	,	,	PUNCT
easat-10909	124	33	which	which	PRON
easat-10909	124	34	is	be	AUX
easat-10909	124	35	sufficient	sufficient	ADJ
easat-10909	124	36	to	to	PART
easat-10909	124	37	handle	handle	VERB
easat-10909	124	38	intensive	intensive	ADJ
easat-10909	124	39	computing	computing	NOUN
easat-10909	124	40	tasks	task	NOUN
easat-10909	124	41	like	like	ADP
easat-10909	124	42	mobile	mobile	ADJ
easat-10909	124	43	advertising	advertising	NOUN
easat-10909	124	44	networks	network	NOUN
easat-10909	124	45	data	datum	NOUN
easat-10909	124	46	.	.	PUNCT
easat-10909	125	1	the	the	DET
easat-10909	125	2	algorithm	algorithm	NOUN
easat-10909	125	3	was	be	AUX
easat-10909	125	4	executed	execute	VERB
easat-10909	125	5	in	in	ADP
easat-10909	125	6	tensorflow	tensorflow	NOUN
easat-10909	125	7	2.6	2.6	NUM
easat-10909	125	8	integrated	integrate	VERB
easat-10909	125	9	with	with	ADP
easat-10909	125	10	custom	custom	NOUN
easat-10909	125	11	quantum	quantum	NOUN
easat-10909	125	12	-	-	PUNCT
easat-10909	125	13	inspired	inspire	VERB
easat-10909	125	14	extensions	extension	NOUN
easat-10909	125	15	,	,	PUNCT
easat-10909	125	16	which	which	PRON
easat-10909	125	17	took	take	VERB
easat-10909	125	18	advantage	advantage	NOUN
easat-10909	125	19	of	of	ADP
easat-10909	125	20	the	the	DET
easat-10909	125	21	framework	framework	NOUN
easat-10909	125	22	for	for	ADP
easat-10909	125	23	distributed	distribute	VERB
easat-10909	125	24	training	training	NOUN
easat-10909	125	25	on	on	ADP
easat-10909	125	26	several	several	ADJ
easat-10909	125	27	gpus	gpu	NOUN
easat-10909	125	28	.	.	PUNCT
easat-10909	126	1	the	the	DET
easat-10909	126	2	grid	grid	NOUN
easat-10909	126	3	search	search	NOUN
easat-10909	126	4	,	,	PUNCT
easat-10909	126	5	which	which	PRON
easat-10909	126	6	meets	meet	VERB
easat-10909	126	7	the	the	DET
easat-10909	126	8	recommendation	recommendation	NOUN
easat-10909	126	9	given	give	VERB
easat-10909	126	10	by	by	ADP
easat-10909	126	11	gharehchopogh	gharehchopogh	NOUN
easat-10909	126	12	[	[	X
easat-10909	126	13	21	21	NUM
easat-10909	126	14	]	]	PUNCT
easat-10909	126	15	,	,	PUNCT
easat-10909	126	16	was	be	AUX
easat-10909	126	17	adopted	adopt	VERB
easat-10909	126	18	to	to	PART
easat-10909	126	19	iteratively	iteratively	ADV
easat-10909	126	20	set	set	VERB
easat-10909	126	21	up	up	ADP
easat-10909	126	22	the	the	DET
easat-10909	126	23	parameters	parameter	NOUN
easat-10909	126	24	for	for	ADP
easat-10909	126	25	the	the	DET
easat-10909	126	26	hyperparameter	hyperparameter	NOUN
easat-10909	126	27	ranges	range	VERB
easat-10909	126	28	given	give	VERB
easat-10909	126	29	in	in	ADP
easat-10909	126	30	table	table	NOUN
easat-10909	126	31	2	2	NUM
easat-10909	126	32	.	.	X
easat-10909	126	33	473	473	NUM
easat-10909	126	34	edelweiss	edelweiss	PROPN
easat-10909	126	35	applied	apply	VERB
easat-10909	126	36	science	science	NOUN
easat-10909	126	37	and	and	CCONJ
easat-10909	126	38	technology	technology	NOUN
easat-10909	126	39	issn	issn	PROPN
easat-10909	126	40	:	:	PUNCT
easat-10909	126	41	2576	2576	NUM
easat-10909	126	42	-	-	SYM
easat-10909	126	43	8484	8484	NUM
easat-10909	126	44	vol	vol	NOUN
easat-10909	126	45	.	.	PROPN
easat-10909	127	1	9	9	NUM
easat-10909	127	2	,	,	PUNCT
easat-10909	127	3	no	no	INTJ
easat-10909	127	4	.	.	NOUN
easat-10909	127	5	11	11	NUM
easat-10909	127	6	:	:	PUNCT
easat-10909	127	7	467	467	NUM
easat-10909	127	8	-	-	SYM
easat-10909	127	9	482	482	NUM
easat-10909	127	10	,	,	PUNCT
easat-10909	127	11	2025	2025	NUM
easat-10909	127	12	doi	doi	NOUN
easat-10909	127	13	:	:	PUNCT
easat-10909	127	14	10.55214/2576	10.55214/2576	NUM
easat-10909	127	15	-	-	SYM
easat-10909	127	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	127	17	©	©	ADP
easat-10909	127	18	2025	2025	NUM
easat-10909	127	19	by	by	ADP
easat-10909	127	20	the	the	DET
easat-10909	127	21	author	author	NOUN
easat-10909	127	22	;	;	PUNCT
easat-10909	127	23	licensee	licensee	PROPN
easat-10909	127	24	learning	learn	VERB
easat-10909	127	25	gate	gate	NOUN
easat-10909	127	26	table	table	NOUN
easat-10909	127	27	2	2	NUM
easat-10909	127	28	.	.	PUNCT
easat-10909	127	29	algorithm	algorithm	NOUN
easat-10909	127	30	parameter	parameter	NOUN
easat-10909	127	31	configuration	configuration	NOUN
easat-10909	127	32	showing	show	VERB
easat-10909	127	33	the	the	DET
easat-10909	127	34	range	range	NOUN
easat-10909	127	35	of	of	ADP
easat-10909	127	36	values	value	NOUN
easat-10909	127	37	tested	test	VERB
easat-10909	127	38	for	for	ADP
easat-10909	127	39	each	each	DET
easat-10909	127	40	parameter	parameter	NOUN
easat-10909	127	41	and	and	CCONJ
easat-10909	127	42	the	the	DET
easat-10909	127	43	final	final	ADJ
easat-10909	127	44	selected	select	VERB
easat-10909	127	45	values	value	NOUN
easat-10909	127	46	based	base	VERB
easat-10909	127	47	on	on	ADP
easat-10909	127	48	grid	grid	NOUN
easat-10909	127	49	search	search	NOUN
easat-10909	127	50	optimization	optimization	NOUN
easat-10909	127	51	.	.	PUNCT
easat-10909	128	1	parameter	parameter	NOUN
easat-10909	128	2	description	description	NOUN
easat-10909	128	3	range	range	NOUN
easat-10909	128	4	tested	test	VERB
easat-10909	128	5	selected	select	VERB
easat-10909	128	6	value	value	NOUN
easat-10909	128	7	0	0	PROPN
easat-10909	128	8	initial	initial	ADJ
easat-10909	128	9	learning	learning	NOUN
easat-10909	128	10	rate	rate	NOUN
easat-10909	128	11	[	[	X
easat-10909	128	12	0.001	0.001	NUM
easat-10909	128	13	,	,	PUNCT
easat-10909	128	14	0.01	0.01	NUM
easat-10909	128	15	,	,	PUNCT
easat-10909	128	16	0.05	0.05	NUM
easat-10909	128	17	,	,	PUNCT
easat-10909	128	18	0.1	0.1	NUM
easat-10909	128	19	]	]	PUNCT
easat-10909	128	20	0.01	0.01	NUM
easat-10909	128	21			ADJ
easat-10909	128	22	learning	learn	VERB
easat-10909	128	23	rate	rate	NOUN
easat-10909	128	24	decay	decay	NOUN
easat-10909	128	25	factor	factor	NOUN
easat-10909	128	26	[	[	X
easat-10909	128	27	0.00001	0.00001	NUM
easat-10909	128	28	,	,	PUNCT
easat-10909	128	29	0.0001	0.0001	NUM
easat-10909	128	30	,	,	PUNCT
easat-10909	128	31	0.001	0.001	NUM
easat-10909	128	32	]	]	PUNCT
easat-10909	128	33	0.0001	0.0001	NUM
easat-10909	128	34			NUM
easat-10909	128	35	discount	discount	NOUN
easat-10909	128	36	factor	factor	NOUN
easat-10909	128	37	[	[	X
easat-10909	128	38	0.85	0.85	NUM
easat-10909	128	39	,	,	PUNCT
easat-10909	128	40	0.9	0.9	NUM
easat-10909	128	41	,	,	PUNCT
easat-10909	128	42	0.95	0.95	NUM
easat-10909	128	43	,	,	PUNCT
easat-10909	128	44	0.99	0.99	NUM
easat-10909	128	45	]	]	PUNCT
easat-10909	128	46	0.95	0.95	NUM
easat-10909	128	47	max	max	PROPN
easat-10909	128	48	maximum	maximum	ADJ
easat-10909	128	49	exploration	exploration	NOUN
easat-10909	128	50	rate	rate	NOUN
easat-10909	128	51	[	[	X
easat-10909	128	52	0.8	0.8	NUM
easat-10909	128	53	,	,	PUNCT
easat-10909	128	54	0.9	0.9	NUM
easat-10909	128	55	,	,	PUNCT
easat-10909	128	56	1.0	1.0	NUM
easat-10909	128	57	]	]	SYM
easat-10909	128	58	1.0	1.0	NUM
easat-10909	128	59	min	min	NOUN
easat-10909	128	60	minimum	minimum	NOUN
easat-10909	128	61	exploration	exploration	NOUN
easat-10909	128	62	rate	rate	NOUN
easat-10909	128	63	[	[	X
easat-10909	128	64	0.01	0.01	NUM
easat-10909	128	65	,	,	PUNCT
easat-10909	128	66	0.05	0.05	NUM
easat-10909	128	67	,	,	PUNCT
easat-10909	128	68	0.1	0.1	NUM
easat-10909	128	69	]	]	PUNCT
easat-10909	128	70	0.05	0.05	NUM
easat-10909	128	71			PROPN
easat-10909	128	72	exploration	exploration	NOUN
easat-10909	128	73	adaptation	adaptation	NOUN
easat-10909	128	74	rate	rate	NOUN
easat-10909	128	75	[	[	X
easat-10909	128	76	0.1	0.1	NUM
easat-10909	128	77	,	,	PUNCT
easat-10909	128	78	0.5	0.5	NUM
easat-10909	128	79	,	,	PUNCT
easat-10909	128	80	1.0	1.0	NUM
easat-10909	128	81	,	,	PUNCT
easat-10909	128	82	2.0	2.0	NUM
easat-10909	128	83	]	]	SYM
easat-10909	128	84	0.5	0.5	NUM
easat-10909	128	85	fpc	fpc	PROPN
easat-10909	128	86	false	false	ADJ
easat-10909	128	87	positive	positive	ADJ
easat-10909	128	88	cost	cost	NOUN
easat-10909	128	89	weight	weight	NOUN
easat-10909	128	90	[	[	X
easat-10909	128	91	1	1	NUM
easat-10909	128	92	,	,	PUNCT
easat-10909	128	93	2	2	NUM
easat-10909	128	94	,	,	PUNCT
easat-10909	128	95	5	5	NUM
easat-10909	128	96	,	,	PUNCT
easat-10909	128	97	10	10	NUM
easat-10909	128	98	]	]	SYM
easat-10909	128	99	5	5	NUM
easat-10909	128	100	fnc	fnc	ADV
easat-10909	128	101	false	false	ADJ
easat-10909	128	102	negative	negative	ADJ
easat-10909	128	103	cost	cost	NOUN
easat-10909	128	104	weight	weight	NOUN
easat-10909	128	105	[	[	X
easat-10909	128	106	10	10	NUM
easat-10909	128	107	,	,	PUNCT
easat-10909	128	108	20	20	NUM
easat-10909	128	109	,	,	PUNCT
easat-10909	128	110	50	50	NUM
easat-10909	128	111	,	,	PUNCT
easat-10909	128	112	100	100	NUM
easat-10909	128	113	]	]	SYM
easat-10909	128	114	50	50	NUM
easat-10909	128	115	qd	qd	NOUN
easat-10909	128	116	quantum	quantum	NOUN
easat-10909	128	117	state	state	NOUN
easat-10909	128	118	dimension	dimension	NOUN
easat-10909	128	119	[	[	X
easat-10909	128	120	8	8	NUM
easat-10909	128	121	,	,	PUNCT
easat-10909	128	122	16	16	NUM
easat-10909	128	123	,	,	PUNCT
easat-10909	128	124	32	32	NUM
easat-10909	128	125	,	,	PUNCT
easat-10909	128	126	64	64	NUM
easat-10909	128	127	]	]	SYM
easat-10909	128	128	32	32	NUM
easat-10909	128	129	b	b	PROPN
easat-10909	128	130	mini	mini	NOUN
easat-10909	128	131	-	-	NOUN
easat-10909	128	132	batch	batch	ADJ
easat-10909	128	133	size	size	NOUN
easat-10909	128	134	[	[	X
easat-10909	128	135	64	64	NUM
easat-10909	128	136	,	,	PUNCT
easat-10909	128	137	128	128	NUM
easat-10909	128	138	,	,	PUNCT
easat-10909	128	139	256	256	NUM
easat-10909	128	140	,	,	PUNCT
easat-10909	128	141	512	512	NUM
easat-10909	128	142	]	]	PUNCT
easat-10909	128	143	256	256	NUM
easat-10909	128	144	en	en	ADP
easat-10909	128	145	maximum	maximum	ADJ
easat-10909	128	146	epochs	epoch	NOUN
easat-10909	128	147	[	[	X
easat-10909	128	148	100	100	NUM
easat-10909	128	149	,	,	PUNCT
easat-10909	128	150	200	200	NUM
easat-10909	128	151	,	,	PUNCT
easat-10909	128	152	300	300	NUM
easat-10909	128	153	]	]	PUNCT
easat-10909	128	154	300	300	NUM
easat-10909	128	155	p	p	NOUN
easat-10909	128	156	early	early	ADV
easat-10909	128	157	stopping	stop	VERB
easat-10909	128	158	patience	patience	NOUN
easat-10909	128	159	[	[	X
easat-10909	128	160	10	10	NUM
easat-10909	128	161	,	,	PUNCT
easat-10909	128	162	15	15	NUM
easat-10909	128	163	,	,	PUNCT
easat-10909	128	164	20	20	NUM
easat-10909	128	165	]	]	SYM
easat-10909	128	166	15	15	NUM
easat-10909	128	167	the	the	DET
easat-10909	128	168	learning	learning	NOUN
easat-10909	128	169	rate	rate	NOUN
easat-10909	128	170	α	α	PROPN
easat-10909	128	171	was	be	AUX
easat-10909	128	172	subjected	subject	VERB
easat-10909	128	173	to	to	ADP
easat-10909	128	174	an	an	DET
easat-10909	128	175	exponential	exponential	ADJ
easat-10909	128	176	decay	decay	NOUN
easat-10909	128	177	schedule	schedule	NOUN
easat-10909	128	178	following	follow	VERB
easat-10909	128	179	the	the	DET
easat-10909	128	180	formula	formula	NOUN
easat-10909	128	181	:	:	PUNCT
easat-10909	128	182	0	0	NUM
easat-10909	128	183	(	(	PUNCT
easat-10909	128	184	)	)	PUNCT
easat-10909	128	185	tt	tt	PROPN
easat-10909	128	186	e	e	PROPN
easat-10909	128	187			PROPN
easat-10909	128	188			X
easat-10909	128	189	−=	−=	ADP
easat-10909	128	190			PROPN
easat-10909	128	191	where	where	SCONJ
easat-10909	128	192	0	0	PROPN
easat-10909	128	193	is	be	AUX
easat-10909	128	194	the	the	DET
easat-10909	128	195	initial	initial	ADJ
easat-10909	128	196	learning	learning	NOUN
easat-10909	128	197	rate	rate	NOUN
easat-10909	128	198	,	,	PUNCT
easat-10909	128	199			VERB
easat-10909	128	200	the	the	DET
easat-10909	128	201	decay	decay	NOUN
easat-10909	128	202	factor	factor	NOUN
easat-10909	128	203	,	,	PUNCT
easat-10909	128	204	and	and	CCONJ
easat-10909	128	205	t	t	VERB
easat-10909	128	206	the	the	DET
easat-10909	128	207	training	training	NOUN
easat-10909	128	208	step	step	NOUN
easat-10909	128	209	.	.	PUNCT
easat-10909	129	1	the	the	DET
easat-10909	129	2	exploration	exploration	NOUN
easat-10909	129	3	parameter	parameter	NOUN
easat-10909	129	4	ε	ε	PROPN
easat-10909	129	5	followed	follow	VERB
easat-10909	129	6	an	an	DET
easat-10909	129	7	adaptive	adaptive	ADJ
easat-10909	129	8	schedule	schedule	NOUN
easat-10909	129	9	based	base	VERB
easat-10909	129	10	on	on	ADP
easat-10909	129	11	performance	performance	NOUN
easat-10909	129	12	metrics	metric	NOUN
easat-10909	129	13	,	,	PUNCT
easat-10909	129	14	gradually	gradually	ADV
easat-10909	129	15	transitioning	transition	VERB
easat-10909	129	16	from	from	ADP
easat-10909	129	17	exploration	exploration	NOUN
easat-10909	129	18	to	to	ADP
easat-10909	129	19	exploitation	exploitation	NOUN
easat-10909	129	20	as	as	ADP
easat-10909	129	21	training	training	NOUN
easat-10909	129	22	progressed	progress	VERB
easat-10909	129	23	according	accord	VERB
easat-10909	129	24	to	to	ADP
easat-10909	129	25	the	the	DET
easat-10909	129	26	formula	formula	NOUN
easat-10909	129	27	:	:	PUNCT
easat-10909	129	28	pr	pr	X
easat-10909	129	29	(	(	PUNCT
easat-10909	129	30	)	)	PUNCT
easat-10909	129	31	(	(	PUNCT
easat-10909	129	32	)	)	PUNCT
easat-10909	129	33	(	(	PUNCT
easat-10909	129	34	)	)	PUNCT
easat-10909	129	35	t	t	PROPN
easat-10909	129	36	min	min	PROPN
easat-10909	129	37	max	max	PROPN
easat-10909	129	38	mint	mint	PROPN
easat-10909	129	39	e	e	PROPN
easat-10909	129	40			VERB
easat-10909	129	41			PROPN
easat-10909	129	42			PROPN
easat-10909	129	43			PROPN
easat-10909	129	44	−	−	PROPN
easat-10909	129	45	=	=	PROPN
easat-10909	129	46	+	+	CCONJ
easat-10909	129	47	−	−	PROPN
easat-10909	129	48			NUM
easat-10909	129	49	where	where	SCONJ
easat-10909	129	50	pr	pr	NOUN
easat-10909	129	51	(	(	PUNCT
easat-10909	129	52	)	)	PUNCT
easat-10909	129	53	t	t	PROPN
easat-10909	129	54	represents	represent	VERB
easat-10909	129	55	the	the	DET
easat-10909	129	56	precision	precision	NOUN
easat-10909	129	57	-	-	PUNCT
easat-10909	129	58	recall	recall	NOUN
easat-10909	129	59	balance	balance	NOUN
easat-10909	129	60	at	at	ADP
easat-10909	129	61	step	step	NOUN
easat-10909	129	62	t	t	NOUN
easat-10909	129	63	,	,	PUNCT
easat-10909	129	64	and	and	CCONJ
easat-10909	129	65			NOUN
easat-10909	129	66	controls	control	VERB
easat-10909	129	67	the	the	DET
easat-10909	129	68	adaptation	adaptation	NOUN
easat-10909	129	69	rate	rate	NOUN
easat-10909	129	70	.	.	PUNCT
easat-10909	130	1	the	the	DET
easat-10909	130	2	training	training	NOUN
easat-10909	130	3	process	process	NOUN
easat-10909	130	4	employed	employ	VERB
easat-10909	130	5	a	a	DET
easat-10909	130	6	mini	mini	ADJ
easat-10909	130	7	-	-	NOUN
easat-10909	130	8	batch	batch	ADJ
easat-10909	130	9	approach	approach	NOUN
easat-10909	130	10	with	with	ADP
easat-10909	130	11	stratified	stratified	ADJ
easat-10909	130	12	sampling	sample	VERB
easat-10909	130	13	to	to	PART
easat-10909	130	14	address	address	VERB
easat-10909	130	15	class	class	NOUN
easat-10909	130	16	imbalance	imbalance	NOUN
easat-10909	130	17	issues	issue	NOUN
easat-10909	130	18	,	,	PUNCT
easat-10909	130	19	as	as	SCONJ
easat-10909	130	20	suggested	suggest	VERB
easat-10909	130	21	by	by	ADP
easat-10909	130	22	perera	perera	PROPN
easat-10909	130	23	et	et	PROPN
easat-10909	130	24	al	al	PROPN
easat-10909	130	25	.	.	PUNCT
easat-10909	131	1	[	[	X
easat-10909	131	2	22	22	NUM
easat-10909	131	3	]	]	PUNCT
easat-10909	131	4	.	.	PUNCT
easat-10909	132	1	convergence	convergence	NOUN
easat-10909	132	2	was	be	AUX
easat-10909	132	3	monitored	monitor	VERB
easat-10909	132	4	using	use	VERB
easat-10909	132	5	a	a	DET
easat-10909	132	6	moving	move	VERB
easat-10909	132	7	window	window	NOUN
easat-10909	132	8	of	of	ADP
easat-10909	132	9	performance	performance	NOUN
easat-10909	132	10	metrics	metric	NOUN
easat-10909	132	11	,	,	PUNCT
easat-10909	132	12	with	with	ADP
easat-10909	132	13	training	training	NOUN
easat-10909	132	14	terminated	terminate	VERB
easat-10909	132	15	when	when	SCONJ
easat-10909	132	16	the	the	DET
easat-10909	132	17	relative	relative	ADJ
easat-10909	132	18	improvement	improvement	NOUN
easat-10909	132	19	in	in	ADP
easat-10909	132	20	f1	f1	NOUN
easat-10909	132	21	-	-	PUNCT
easat-10909	132	22	score	score	NOUN
easat-10909	132	23	fell	fall	VERB
easat-10909	132	24	below	below	ADP
easat-10909	132	25	0.1	0.1	NUM
easat-10909	132	26	%	%	NOUN
easat-10909	132	27	over	over	ADP
easat-10909	132	28	20	20	NUM
easat-10909	132	29	consecutive	consecutive	ADJ
easat-10909	132	30	epochs	epoch	NOUN
easat-10909	132	31	.	.	PUNCT
easat-10909	133	1	additionally	additionally	ADV
easat-10909	133	2	,	,	PUNCT
easat-10909	133	3	early	early	ADV
easat-10909	133	4	stopping	stop	VERB
easat-10909	133	5	with	with	ADP
easat-10909	133	6	a	a	DET
easat-10909	133	7	patience	patience	NOUN
easat-10909	133	8	of	of	ADP
easat-10909	133	9	15	15	NUM
easat-10909	133	10	epochs	epoch	NOUN
easat-10909	133	11	was	be	AUX
easat-10909	133	12	implemented	implement	VERB
easat-10909	133	13	to	to	PART
easat-10909	133	14	prevent	prevent	VERB
easat-10909	133	15	overfitting	overfitting	NOUN
easat-10909	133	16	.	.	PUNCT
easat-10909	134	1	the	the	DET
easat-10909	134	2	optimization	optimization	NOUN
easat-10909	134	3	strategy	strategy	NOUN
easat-10909	134	4	utilized	utilize	VERB
easat-10909	134	5	a	a	DET
easat-10909	134	6	quantum	quantum	NOUN
easat-10909	134	7	-	-	PUNCT
easat-10909	134	8	inspired	inspire	VERB
easat-10909	134	9	adam	adam	PROPN
easat-10909	134	10	optimizer	optimizer	NOUN
easat-10909	134	11	with	with	ADP
easat-10909	134	12	momentum	momentum	NOUN
easat-10909	134	13	parameters	parameter	NOUN
easat-10909	134	14	1	1	NUM
easat-10909	134	15	0.9	0.9	NOUN
easat-10909	134	16	=	=	NOUN
easat-10909	134	17	and	and	CCONJ
easat-10909	134	18	2	2	NUM
easat-10909	134	19	0.999	0.999	NOUN
easat-10909	135	1	=	=	NOUN
easat-10909	135	2	,	,	PUNCT
easat-10909	135	3	incorporating	incorporate	VERB
easat-10909	135	4	quantum	quantum	NOUN
easat-10909	135	5	-	-	PUNCT
easat-10909	135	6	inspired	inspire	VERB
easat-10909	135	7	interference	interference	NOUN
easat-10909	135	8	terms	term	NOUN
easat-10909	135	9	that	that	PRON
easat-10909	135	10	modulate	modulate	VERB
easat-10909	135	11	gradient	gradient	ADJ
easat-10909	135	12	updates	update	NOUN
easat-10909	135	13	based	base	VERB
easat-10909	135	14	on	on	ADP
easat-10909	135	15	state	state	NOUN
easat-10909	135	16	representations	representation	NOUN
easat-10909	135	17	.	.	PUNCT
easat-10909	136	1	to	to	PART
easat-10909	136	2	evaluate	evaluate	VERB
easat-10909	136	3	,	,	PUNCT
easat-10909	136	4	we	we	PRON
easat-10909	136	5	implemented	implement	VERB
easat-10909	136	6	broad	broad	ADJ
easat-10909	136	7	metrics	metric	NOUN
easat-10909	136	8	that	that	PRON
easat-10909	136	9	included	include	VERB
easat-10909	136	10	standard	standard	ADJ
easat-10909	136	11	metrics	metric	NOUN
easat-10909	136	12	of	of	ADP
easat-10909	136	13	classification	classification	NOUN
easat-10909	136	14	(	(	PUNCT
easat-10909	136	15	accuracy	accuracy	NOUN
easat-10909	136	16	,	,	PUNCT
easat-10909	136	17	precision	precision	NOUN
easat-10909	136	18	,	,	PUNCT
easat-10909	136	19	recall	recall	NOUN
easat-10909	136	20	,	,	PUNCT
easat-10909	136	21	f1	f1	NOUN
easat-10909	136	22	-	-	PUNCT
easat-10909	136	23	score	score	NOUN
easat-10909	136	24	)	)	PUNCT
easat-10909	136	25	,	,	PUNCT
easat-10909	136	26	specialized	specialized	ADJ
easat-10909	136	27	metrics	metric	NOUN
easat-10909	136	28	of	of	ADP
easat-10909	136	29	fraud	fraud	NOUN
easat-10909	136	30	detection	detection	NOUN
easat-10909	136	31	(	(	PUNCT
easat-10909	136	32	area	area	NOUN
easat-10909	136	33	under	under	ADP
easat-10909	136	34	the	the	DET
easat-10909	136	35	precisionrecall	precisionrecall	NOUN
easat-10909	136	36	curve	curve	NOUN
easat-10909	136	37	,	,	PUNCT
easat-10909	136	38	cost	cost	NOUN
easat-10909	136	39	-	-	PUNCT
easat-10909	136	40	sensitive	sensitive	ADJ
easat-10909	136	41	error	error	NOUN
easat-10909	136	42	rate	rate	NOUN
easat-10909	136	43	)	)	PUNCT
easat-10909	136	44	,	,	PUNCT
easat-10909	136	45	and	and	CCONJ
easat-10909	136	46	measures	measure	NOUN
easat-10909	136	47	of	of	ADP
easat-10909	136	48	computational	computational	ADJ
easat-10909	136	49	efficiency	efficiency	NOUN
easat-10909	136	50	(	(	PUNCT
easat-10909	136	51	training	training	NOUN
easat-10909	136	52	time	time	NOUN
easat-10909	136	53	,	,	PUNCT
easat-10909	136	54	inference	inference	NOUN
easat-10909	136	55	latency	latency	NOUN
easat-10909	136	56	,	,	PUNCT
easat-10909	136	57	scalability	scalability	NOUN
easat-10909	136	58	)	)	PUNCT
easat-10909	136	59	.	.	PUNCT
easat-10909	137	1	following	follow	VERB
easat-10909	137	2	the	the	DET
easat-10909	137	3	framework	framework	NOUN
easat-10909	137	4	suggested	suggest	VERB
easat-10909	137	5	by	by	ADP
easat-10909	137	6	oentaryo	oentaryo	PROPN
easat-10909	137	7	et	et	PROPN
easat-10909	137	8	al	al	PROPN
easat-10909	137	9	.	.	PUNCT
easat-10909	138	1	[	[	X
easat-10909	138	2	23	23	NUM
easat-10909	138	3	]	]	PUNCT
easat-10909	138	4	time	time	NOUN
easat-10909	138	5	-	-	PUNCT
easat-10909	138	6	aware	aware	ADJ
easat-10909	138	7	evaluation	evaluation	NOUN
easat-10909	138	8	was	be	AUX
easat-10909	138	9	also	also	ADV
easat-10909	138	10	employed	employ	VERB
easat-10909	138	11	to	to	PART
easat-10909	138	12	assess	assess	VERB
easat-10909	138	13	model	model	NOUN
easat-10909	138	14	adaptation	adaptation	NOUN
easat-10909	138	15	to	to	ADP
easat-10909	138	16	frauds	fraud	NOUN
easat-10909	138	17	and	and	CCONJ
easat-10909	138	18	measure	measure	VERB
easat-10909	138	19	how	how	SCONJ
easat-10909	138	20	performance	performance	NOUN
easat-10909	138	21	deteriorates	deteriorate	VERB
easat-10909	138	22	over	over	ADP
easat-10909	138	23	time	time	NOUN
easat-10909	138	24	without	without	ADP
easat-10909	138	25	retraining	retrain	VERB
easat-10909	138	26	.	.	PUNCT
easat-10909	139	1	the	the	DET
easat-10909	139	2	cost	cost	NOUN
easat-10909	139	3	-	-	PUNCT
easat-10909	139	4	sensitive	sensitive	ADJ
easat-10909	139	5	error	error	NOUN
easat-10909	139	6	rate	rate	NOUN
easat-10909	139	7	was	be	AUX
easat-10909	139	8	calculated	calculate	VERB
easat-10909	139	9	as	as	ADP
easat-10909	139	10	:	:	PUNCT
easat-10909	139	11	cser	cser	PROPN
easat-10909	139	12	fp	fp	PROPN
easat-10909	139	13	fnc	fnc	PROPN
easat-10909	139	14	fp	fp	PROPN
easat-10909	139	15	c	c	PROPN
easat-10909	139	16	fn	fn	NOUN
easat-10909	139	17	n	n	PRON
easat-10909	139	18			PROPN
easat-10909	139	19	+	+	CCONJ
easat-10909	139	20			PROPN
easat-10909	139	21	=	=	PUNCT
easat-10909	139	22	where	where	SCONJ
easat-10909	139	23	fpc	fpc	PROPN
easat-10909	139	24	and	and	CCONJ
easat-10909	139	25	fnc	fnc	PROPN
easat-10909	139	26	represent	represent	VERB
easat-10909	139	27	the	the	DET
easat-10909	139	28	costs	cost	NOUN
easat-10909	139	29	associated	associate	VERB
easat-10909	139	30	with	with	ADP
easat-10909	139	31	false	false	ADJ
easat-10909	139	32	positives	positive	NOUN
easat-10909	139	33	and	and	CCONJ
easat-10909	139	34	false	false	ADJ
easat-10909	139	35	negatives	negative	NOUN
easat-10909	139	36	,	,	PUNCT
easat-10909	139	37	respectively	respectively	ADV
easat-10909	139	38	,	,	PUNCT
easat-10909	139	39	and	and	CCONJ
easat-10909	139	40	n	n	PRON
easat-10909	139	41	is	be	AUX
easat-10909	139	42	the	the	DET
easat-10909	139	43	total	total	ADJ
easat-10909	139	44	number	number	NOUN
easat-10909	139	45	of	of	ADP
easat-10909	139	46	samples	sample	NOUN
easat-10909	139	47	.	.	PUNCT
easat-10909	140	1	the	the	DET
easat-10909	140	2	experimental	experimental	ADJ
easat-10909	140	3	setup	setup	NOUN
easat-10909	140	4	employed	employ	VERB
easat-10909	140	5	a	a	DET
easat-10909	140	6	rigorous	rigorous	ADJ
easat-10909	140	7	cross	cross	ADJ
easat-10909	140	8	-	-	ADJ
easat-10909	140	9	validation	validation	ADJ
easat-10909	140	10	framework	framework	NOUN
easat-10909	140	11	with	with	ADP
easat-10909	140	12	temporal	temporal	ADJ
easat-10909	140	13	partitioning	partitioning	NOUN
easat-10909	140	14	to	to	PART
easat-10909	140	15	simulate	simulate	VERB
easat-10909	140	16	real	real	ADJ
easat-10909	140	17	-	-	PUNCT
easat-10909	140	18	world	world	NOUN
easat-10909	140	19	implementation	implementation	NOUN
easat-10909	140	20	conditions	condition	NOUN
easat-10909	140	21	.	.	PUNCT
easat-10909	141	1	the	the	DET
easat-10909	141	2	data	datum	NOUN
easat-10909	141	3	were	be	AUX
easat-10909	141	4	divided	divide	VERB
easat-10909	141	5	into	into	ADP
easat-10909	141	6	five	five	NUM
easat-10909	141	7	non	non	ADJ
easat-10909	141	8	-	-	ADJ
easat-10909	141	9	overlapping	overlapping	ADJ
easat-10909	141	10	474	474	NUM
easat-10909	141	11	edelweiss	edelweiss	PROPN
easat-10909	141	12	applied	apply	VERB
easat-10909	141	13	science	science	NOUN
easat-10909	141	14	and	and	CCONJ
easat-10909	141	15	technology	technology	NOUN
easat-10909	141	16	issn	issn	PROPN
easat-10909	141	17	:	:	PUNCT
easat-10909	141	18	2576	2576	NUM
easat-10909	141	19	-	-	SYM
easat-10909	141	20	8484	8484	NUM
easat-10909	141	21	vol	vol	NOUN
easat-10909	141	22	.	.	PROPN
easat-10909	142	1	9	9	NUM
easat-10909	142	2	,	,	PUNCT
easat-10909	142	3	no	no	INTJ
easat-10909	142	4	.	.	NOUN
easat-10909	142	5	11	11	NUM
easat-10909	142	6	:	:	PUNCT
easat-10909	142	7	467	467	NUM
easat-10909	142	8	-	-	SYM
easat-10909	142	9	482	482	NUM
easat-10909	142	10	,	,	PUNCT
easat-10909	142	11	2025	2025	NUM
easat-10909	142	12	doi	doi	NOUN
easat-10909	142	13	:	:	PUNCT
easat-10909	142	14	10.55214/2576	10.55214/2576	NUM
easat-10909	142	15	-	-	SYM
easat-10909	142	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	142	17	©	©	ADP
easat-10909	142	18	2025	2025	NUM
easat-10909	142	19	by	by	ADP
easat-10909	142	20	the	the	DET
easat-10909	142	21	author	author	NOUN
easat-10909	142	22	;	;	PUNCT
easat-10909	142	23	licensee	licensee	PROPN
easat-10909	142	24	learning	learning	NOUN
easat-10909	142	25	gate	gate	VERB
easat-10909	142	26	temporal	temporal	ADJ
easat-10909	142	27	segments	segment	NOUN
easat-10909	142	28	,	,	PUNCT
easat-10909	142	29	with	with	ADP
easat-10909	142	30	each	each	PRON
easat-10909	142	31	being	be	AUX
easat-10909	142	32	used	use	VERB
easat-10909	142	33	sequentially	sequentially	ADV
easat-10909	142	34	for	for	ADP
easat-10909	142	35	testing	testing	NOUN
easat-10909	142	36	while	while	SCONJ
easat-10909	142	37	training	train	VERB
easat-10909	142	38	on	on	ADP
easat-10909	142	39	all	all	DET
easat-10909	142	40	previous	previous	ADJ
easat-10909	142	41	segments	segment	NOUN
easat-10909	142	42	,	,	PUNCT
easat-10909	142	43	thereby	thereby	ADV
easat-10909	142	44	enabling	enable	VERB
easat-10909	142	45	the	the	DET
easat-10909	142	46	assessment	assessment	NOUN
easat-10909	142	47	of	of	ADP
easat-10909	142	48	the	the	DET
easat-10909	142	49	model	model	NOUN
easat-10909	142	50	's	's	PART
easat-10909	142	51	ability	ability	NOUN
easat-10909	142	52	to	to	PART
easat-10909	142	53	respond	respond	VERB
easat-10909	142	54	to	to	ADP
easat-10909	142	55	newly	newly	ADV
easat-10909	142	56	emerging	emerge	VERB
easat-10909	142	57	fraud	fraud	NOUN
easat-10909	142	58	patterns	pattern	NOUN
easat-10909	142	59	.	.	PUNCT
easat-10909	143	1	the	the	DET
easat-10909	143	2	statistical	statistical	ADJ
easat-10909	143	3	significance	significance	NOUN
easat-10909	143	4	of	of	ADP
easat-10909	143	5	performance	performance	NOUN
easat-10909	143	6	differences	difference	NOUN
easat-10909	143	7	was	be	AUX
easat-10909	143	8	ascertained	ascertain	VERB
easat-10909	143	9	through	through	ADP
easat-10909	143	10	paired	pair	VERB
easat-10909	143	11	t	t	NOUN
easat-10909	143	12	-	-	PUNCT
easat-10909	143	13	tests	test	NOUN
easat-10909	143	14	,	,	PUNCT
easat-10909	143	15	with	with	ADP
easat-10909	143	16	bonferroni	bonferroni	NOUN
easat-10909	143	17	correction	correction	NOUN
easat-10909	143	18	for	for	ADP
easat-10909	143	19	multiple	multiple	ADJ
easat-10909	143	20	comparisons	comparison	NOUN
easat-10909	143	21	.	.	PUNCT
easat-10909	144	1	to	to	PART
easat-10909	144	2	maintain	maintain	VERB
easat-10909	144	3	the	the	DET
easat-10909	144	4	equity	equity	NOUN
easat-10909	144	5	principles	principle	NOUN
easat-10909	144	6	of	of	ADP
easat-10909	144	7	fairness	fairness	NOUN
easat-10909	144	8	in	in	ADP
easat-10909	144	9	assessment	assessment	NOUN
easat-10909	144	10	and	and	CCONJ
easat-10909	144	11	ensure	ensure	VERB
easat-10909	144	12	scientific	scientific	ADJ
easat-10909	144	13	rigor	rigor	NOUN
easat-10909	144	14	,	,	PUNCT
easat-10909	144	15	we	we	PRON
easat-10909	144	16	implemented	implement	VERB
easat-10909	144	17	a	a	DET
easat-10909	144	18	range	range	NOUN
easat-10909	144	19	of	of	ADP
easat-10909	144	20	control	control	NOUN
easat-10909	144	21	measures	measure	NOUN
easat-10909	144	22	.	.	PUNCT
easat-10909	145	1	each	each	DET
easat-10909	145	2	competing	compete	VERB
easat-10909	145	3	method	method	NOUN
easat-10909	145	4	was	be	AUX
easat-10909	145	5	assigned	assign	VERB
easat-10909	145	6	an	an	DET
easat-10909	145	7	equal	equal	ADJ
easat-10909	145	8	amount	amount	NOUN
easat-10909	145	9	of	of	ADP
easat-10909	145	10	computational	computational	ADJ
easat-10909	145	11	resources	resource	NOUN
easat-10909	145	12	and	and	CCONJ
easat-10909	145	13	training	training	NOUN
easat-10909	145	14	time	time	NOUN
easat-10909	145	15	.	.	PUNCT
easat-10909	146	1	hyperparameter	hyperparameter	NOUN
easat-10909	146	2	tuning	tuning	NOUN
easat-10909	146	3	was	be	AUX
easat-10909	146	4	done	do	VERB
easat-10909	146	5	separately	separately	ADV
easat-10909	146	6	for	for	ADP
easat-10909	146	7	each	each	DET
easat-10909	146	8	method	method	NOUN
easat-10909	146	9	using	use	VERB
easat-10909	146	10	standardized	standardized	ADJ
easat-10909	146	11	search	search	NOUN
easat-10909	146	12	spaces	space	NOUN
easat-10909	146	13	and	and	CCONJ
easat-10909	146	14	optimization	optimization	NOUN
easat-10909	146	15	methods	method	NOUN
easat-10909	146	16	.	.	PUNCT
easat-10909	147	1	in	in	ADP
easat-10909	147	2	addition	addition	NOUN
easat-10909	147	3	,	,	PUNCT
easat-10909	147	4	the	the	DET
easat-10909	147	5	same	same	ADJ
easat-10909	147	6	feature	feature	NOUN
easat-10909	147	7	sets	set	NOUN
easat-10909	147	8	were	be	AUX
easat-10909	147	9	used	use	VERB
easat-10909	147	10	across	across	ADP
easat-10909	147	11	all	all	DET
easat-10909	147	12	methods	method	NOUN
easat-10909	147	13	to	to	PART
easat-10909	147	14	isolate	isolate	VERB
easat-10909	147	15	the	the	DET
easat-10909	147	16	distinct	distinct	ADJ
easat-10909	147	17	effects	effect	NOUN
easat-10909	147	18	of	of	ADP
easat-10909	147	19	algorithmic	algorithmic	ADJ
easat-10909	147	20	elements	element	NOUN
easat-10909	147	21	from	from	ADP
easat-10909	147	22	feature	feature	NOUN
easat-10909	147	23	engineering	engineering	NOUN
easat-10909	147	24	effects	effect	NOUN
easat-10909	147	25	.	.	PUNCT
easat-10909	148	1	as	as	SCONJ
easat-10909	148	2	shown	show	VERB
easat-10909	148	3	in	in	ADP
easat-10909	148	4	figure	figure	NOUN
easat-10909	148	5	3	3	NUM
easat-10909	148	6	,	,	PUNCT
easat-10909	148	7	our	our	PRON
easat-10909	148	8	qirl	qirl	NOUN
easat-10909	148	9	method	method	NOUN
easat-10909	148	10	exhibits	exhibit	VERB
easat-10909	148	11	improved	improve	VERB
easat-10909	148	12	convergence	convergence	NOUN
easat-10909	148	13	behavior	behavior	NOUN
easat-10909	148	14	compared	compare	VERB
easat-10909	148	15	to	to	ADP
easat-10909	148	16	baseline	baseline	VERB
easat-10909	148	17	methods	method	NOUN
easat-10909	148	18	and	and	CCONJ
easat-10909	148	19	achieves	achieve	VERB
easat-10909	148	20	better	well	ADJ
easat-10909	148	21	performance	performance	NOUN
easat-10909	148	22	metrics	metric	NOUN
easat-10909	148	23	with	with	ADP
easat-10909	148	24	fewer	few	ADJ
easat-10909	148	25	training	training	NOUN
easat-10909	148	26	iterations	iteration	NOUN
easat-10909	148	27	for	for	ADP
easat-10909	148	28	all	all	DET
easat-10909	148	29	parameter	parameter	NOUN
easat-10909	148	30	settings	setting	NOUN
easat-10909	148	31	.	.	PUNCT
easat-10909	149	1	figure	figure	VERB
easat-10909	149	2	3	3	NUM
easat-10909	149	3	.	.	PUNCT
easat-10909	149	4	training	training	NOUN
easat-10909	149	5	process	process	NOUN
easat-10909	149	6	and	and	CCONJ
easat-10909	149	7	convergence	convergence	NOUN
easat-10909	149	8	analysis	analysis	NOUN
easat-10909	149	9	for	for	ADP
easat-10909	149	10	qirl	qirl	NOUN
easat-10909	149	11	and	and	CCONJ
easat-10909	149	12	baseline	baseline	ADJ
easat-10909	149	13	methods	method	NOUN
easat-10909	149	14	.	.	PUNCT
easat-10909	150	1	(	(	PUNCT
easat-10909	150	2	a	a	X
easat-10909	150	3	):	):	PUNCT
easat-10909	150	4	learning	learn	VERB
easat-10909	150	5	curves	curve	NOUN
easat-10909	150	6	for	for	ADP
easat-10909	150	7	different	different	ADJ
easat-10909	150	8	methods；(b	methods；(b	NOUN
easat-10909	150	9	):	):	PUNCT
easat-10909	150	10	parameter	parameter	NOUN
easat-10909	150	11	sensitivity	sensitivity	NOUN
easat-10909	150	12	analysis；(c	analysis；(c	NOUN
easat-10909	150	13	):	):	PUNCT
easat-10909	150	14	training	training	NOUN
easat-10909	150	15	time	time	NOUN
easat-10909	150	16	scaling	scale	VERB
easat-10909	150	17	.	.	PUNCT
easat-10909	151	1	3	3	X
easat-10909	151	2	.	.	NOUN
easat-10909	151	3	results	result	VERB
easat-10909	151	4	3.1	3.1	NUM
easat-10909	151	5	.	.	PUNCT
easat-10909	152	1	benchmark	benchmark	ADJ
easat-10909	152	2	comparison	comparison	NOUN
easat-10909	152	3	analysis	analysis	NOUN
easat-10909	152	4	the	the	DET
easat-10909	152	5	stated	stated	ADJ
easat-10909	152	6	qirl	qirl	NOUN
easat-10909	152	7	method	method	NOUN
easat-10909	152	8	was	be	AUX
easat-10909	152	9	thoroughly	thoroughly	ADV
easat-10909	152	10	analyzed	analyze	VERB
easat-10909	152	11	with	with	ADP
easat-10909	152	12	an	an	DET
easat-10909	152	13	entire	entire	ADJ
easat-10909	152	14	range	range	NOUN
easat-10909	152	15	of	of	ADP
easat-10909	152	16	baseline	baseline	ADJ
easat-10909	152	17	approaches	approach	NOUN
easat-10909	152	18	,	,	PUNCT
easat-10909	152	19	considering	consider	VERB
easat-10909	152	20	different	different	ADJ
easat-10909	152	21	traditional	traditional	ADJ
easat-10909	152	22	machine	machine	NOUN
easat-10909	152	23	learning	learning	NOUN
easat-10909	152	24	methods	method	NOUN
easat-10909	152	25	,	,	PUNCT
easat-10909	152	26	conventional	conventional	ADJ
easat-10909	152	27	reinforcement	reinforcement	NOUN
easat-10909	152	28	learning	learn	VERB
easat-10909	152	29	475	475	NUM
easat-10909	152	30	edelweiss	edelweiss	PROPN
easat-10909	152	31	applied	apply	VERB
easat-10909	152	32	science	science	NOUN
easat-10909	152	33	and	and	CCONJ
easat-10909	152	34	technology	technology	NOUN
easat-10909	152	35	issn	issn	PROPN
easat-10909	152	36	:	:	PUNCT
easat-10909	152	37	2576	2576	NUM
easat-10909	152	38	-	-	SYM
easat-10909	152	39	8484	8484	NUM
easat-10909	152	40	vol	vol	NOUN
easat-10909	152	41	.	.	PROPN
easat-10909	153	1	9	9	NUM
easat-10909	153	2	,	,	PUNCT
easat-10909	153	3	no	no	INTJ
easat-10909	153	4	.	.	NOUN
easat-10909	153	5	11	11	NUM
easat-10909	153	6	:	:	PUNCT
easat-10909	153	7	467	467	NUM
easat-10909	153	8	-	-	SYM
easat-10909	153	9	482	482	NUM
easat-10909	153	10	,	,	PUNCT
easat-10909	153	11	2025	2025	NUM
easat-10909	153	12	doi	doi	NOUN
easat-10909	153	13	:	:	PUNCT
easat-10909	153	14	10.55214/2576	10.55214/2576	NUM
easat-10909	153	15	-	-	SYM
easat-10909	153	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	153	17	©	©	ADP
easat-10909	153	18	2025	2025	NUM
easat-10909	153	19	by	by	ADP
easat-10909	153	20	the	the	DET
easat-10909	153	21	author	author	NOUN
easat-10909	153	22	;	;	PUNCT
easat-10909	153	23	licensee	licensee	PROPN
easat-10909	153	24	learning	learn	VERB
easat-10909	153	25	gate	gate	NOUN
easat-10909	153	26	techniques	technique	NOUN
easat-10909	153	27	,	,	PUNCT
easat-10909	153	28	and	and	CCONJ
easat-10909	153	29	even	even	ADV
easat-10909	153	30	advanced	advanced	ADJ
easat-10909	153	31	fraud	fraud	NOUN
easat-10909	153	32	detection	detection	NOUN
easat-10909	153	33	systems	system	NOUN
easat-10909	153	34	.	.	PUNCT
easat-10909	154	1	this	this	DET
easat-10909	154	2	extensive	extensive	ADJ
easat-10909	154	3	analysis	analysis	NOUN
easat-10909	154	4	shows	show	VERB
easat-10909	154	5	that	that	SCONJ
easat-10909	154	6	there	there	PRON
easat-10909	154	7	are	be	VERB
easat-10909	154	8	effectiveness	effectiveness	NOUN
easat-10909	154	9	benefits	benefit	NOUN
easat-10909	154	10	of	of	ADP
easat-10909	154	11	our	our	PRON
easat-10909	154	12	technique	technique	NOUN
easat-10909	154	13	concerning	concern	VERB
easat-10909	154	14	mobile	mobile	ADJ
easat-10909	154	15	advertising	advertising	NOUN
easat-10909	154	16	fraud	fraud	NOUN
easat-10909	154	17	detection	detection	NOUN
easat-10909	154	18	.	.	PUNCT
easat-10909	155	1	for	for	ADP
easat-10909	155	2	all	all	DET
easat-10909	155	3	other	other	ADJ
easat-10909	155	4	methods	method	NOUN
easat-10909	155	5	to	to	PART
easat-10909	155	6	be	be	AUX
easat-10909	155	7	competitive	competitive	ADJ
easat-10909	155	8	,	,	PUNCT
easat-10909	155	9	each	each	PRON
easat-10909	155	10	of	of	ADP
easat-10909	155	11	them	they	PRON
easat-10909	155	12	had	have	VERB
easat-10909	155	13	to	to	PART
easat-10909	155	14	be	be	AUX
easat-10909	155	15	implemented	implement	VERB
easat-10909	155	16	with	with	ADP
easat-10909	155	17	the	the	DET
easat-10909	155	18	same	same	ADJ
easat-10909	155	19	set	set	NOUN
easat-10909	155	20	of	of	ADP
easat-10909	155	21	features	feature	NOUN
easat-10909	155	22	and	and	CCONJ
easat-10909	155	23	resources	resource	NOUN
easat-10909	155	24	,	,	PUNCT
easat-10909	155	25	which	which	PRON
easat-10909	155	26	meant	mean	VERB
easat-10909	155	27	the	the	DET
easat-10909	155	28	same	same	ADJ
easat-10909	155	29	set	set	NOUN
easat-10909	155	30	of	of	ADP
easat-10909	155	31	evaluation	evaluation	NOUN
easat-10909	155	32	procedures	procedure	NOUN
easat-10909	155	33	had	have	VERB
easat-10909	155	34	to	to	PART
easat-10909	155	35	be	be	AUX
easat-10909	155	36	followed	follow	VERB
easat-10909	155	37	.	.	PUNCT
easat-10909	156	1	in	in	ADP
easat-10909	156	2	particular	particular	ADJ
easat-10909	156	3	,	,	PUNCT
easat-10909	156	4	rf	rf	ADJ
easat-10909	156	5	,	,	PUNCT
easat-10909	156	6	xgb	xgb	NUM
easat-10909	156	7	,	,	PUNCT
easat-10909	156	8	and	and	CCONJ
easat-10909	156	9	dnn	dnn	PROPN
easat-10909	156	10	were	be	AUX
easat-10909	156	11	used	use	VERB
easat-10909	156	12	as	as	ADP
easat-10909	156	13	representatives	representative	NOUN
easat-10909	156	14	of	of	ADP
easat-10909	156	15	standard	standard	ADJ
easat-10909	156	16	machine	machine	NOUN
easat-10909	156	17	learning	learn	VERB
easat-10909	156	18	techniques	technique	NOUN
easat-10909	156	19	,	,	PUNCT
easat-10909	156	20	while	while	SCONJ
easat-10909	156	21	dqn	dqn	NOUN
easat-10909	156	22	and	and	CCONJ
easat-10909	156	23	ppo	ppo	PROPN
easat-10909	156	24	methods	method	NOUN
easat-10909	156	25	were	be	AUX
easat-10909	156	26	used	use	VERB
easat-10909	156	27	as	as	ADP
easat-10909	156	28	methods	method	NOUN
easat-10909	156	29	from	from	ADP
easat-10909	156	30	classical	classical	ADJ
easat-10909	156	31	reinforcement	reinforcement	NOUN
easat-10909	156	32	learning	learning	NOUN
easat-10909	156	33	techniques	technique	NOUN
easat-10909	156	34	.	.	PUNCT
easat-10909	157	1	fraudjudger	fraudjudger	NOUN
easat-10909	157	2	,	,	PUNCT
easat-10909	157	3	adgraph	adgraph	NOUN
easat-10909	157	4	,	,	PUNCT
easat-10909	157	5	and	and	CCONJ
easat-10909	157	6	madfraud	madfraud	NOUN
easat-10909	157	7	were	be	AUX
easat-10909	157	8	used	use	VERB
easat-10909	157	9	as	as	ADP
easat-10909	157	10	the	the	DET
easat-10909	157	11	best	good	ADJ
easat-10909	157	12	of	of	ADP
easat-10909	157	13	the	the	DET
easat-10909	157	14	best	well	ADV
easat-10909	157	15	fraudulent	fraudulent	ADJ
easat-10909	157	16	detection	detection	NOUN
easat-10909	157	17	systems	system	NOUN
easat-10909	157	18	specialized	specialize	VERB
easat-10909	157	19	for	for	ADP
easat-10909	157	20	mobile	mobile	ADJ
easat-10909	157	21	advertising	advertising	NOUN
easat-10909	157	22	and	and	CCONJ
easat-10909	157	23	constituted	constitute	VERB
easat-10909	157	24	the	the	DET
easat-10909	157	25	most	most	ADJ
easat-10909	157	26	up	up	ADP
easat-10909	157	27	-	-	PUNCT
easat-10909	157	28	to	to	ADP
easat-10909	157	29	-	-	PUNCT
easat-10909	157	30	date	date	NOUN
easat-10909	157	31	technologies	technology	NOUN
easat-10909	157	32	.	.	PUNCT
easat-10909	158	1	qirl	qirl	PROPN
easat-10909	158	2	outperformed	outperform	VERB
easat-10909	158	3	all	all	DET
easat-10909	158	4	other	other	ADJ
easat-10909	158	5	traditional	traditional	ADJ
easat-10909	158	6	machine	machine	NOUN
easat-10909	158	7	learning	learning	NOUN
easat-10909	158	8	methods	method	NOUN
easat-10909	158	9	,	,	PUNCT
easat-10909	158	10	further	far	ADV
easat-10909	158	11	highlighting	highlight	VERB
easat-10909	158	12	its	its	PRON
easat-10909	158	13	usefulness	usefulness	NOUN
easat-10909	158	14	in	in	ADP
easat-10909	158	15	automated	automate	VERB
easat-10909	158	16	fraud	fraud	NOUN
easat-10909	158	17	detection	detection	NOUN
easat-10909	158	18	systems	system	NOUN
easat-10909	158	19	.	.	PUNCT
easat-10909	159	1	most	most	ADV
easat-10909	159	2	impressive	impressive	ADJ
easat-10909	159	3	is	be	AUX
easat-10909	159	4	the	the	DET
easat-10909	159	5	drastic	drastic	ADJ
easat-10909	159	6	increase	increase	NOUN
easat-10909	159	7	in	in	ADP
easat-10909	159	8	recall	recall	NOUN
easat-10909	159	9	(	(	PUNCT
easat-10909	159	10	74.8	74.8	NUM
easat-10909	159	11	%	%	NOUN
easat-10909	159	12	compared	compare	VERB
easat-10909	159	13	with	with	ADP
easat-10909	159	14	68.3	68.3	NUM
easat-10909	159	15	%	%	NOUN
easat-10909	159	16	for	for	ADP
easat-10909	159	17	the	the	DET
easat-10909	159	18	best	good	ADJ
easat-10909	159	19	competing	compete	VERB
easat-10909	159	20	method	method	NOUN
easat-10909	159	21	,	,	PUNCT
easat-10909	159	22	xgboost	xgboost	NUM
easat-10909	159	23	)	)	PUNCT
easat-10909	159	24	,	,	PUNCT
easat-10909	159	25	showing	show	VERB
easat-10909	159	26	a	a	DET
easat-10909	159	27	marked	mark	VERB
easat-10909	159	28	improvement	improvement	NOUN
easat-10909	159	29	in	in	ADP
easat-10909	159	30	locating	locate	VERB
easat-10909	159	31	fraudulent	fraudulent	ADJ
easat-10909	159	32	activities	activity	NOUN
easat-10909	159	33	,	,	PUNCT
easat-10909	159	34	all	all	DET
easat-10909	159	35	the	the	DET
easat-10909	159	36	while	while	NOUN
easat-10909	159	37	maintaining	maintain	VERB
easat-10909	159	38	relatively	relatively	ADV
easat-10909	159	39	high	high	ADJ
easat-10909	159	40	precision	precision	NOUN
easat-10909	159	41	.	.	PUNCT
easat-10909	160	1	this	this	DET
easat-10909	160	2	trade	trade	NOUN
easat-10909	160	3	-	-	PUNCT
easat-10909	160	4	off	off	NOUN
easat-10909	160	5	is	be	AUX
easat-10909	160	6	particularly	particularly	ADV
easat-10909	160	7	important	important	ADJ
easat-10909	160	8	in	in	ADP
easat-10909	160	9	fraud	fraud	NOUN
easat-10909	160	10	detection	detection	NOUN
easat-10909	160	11	scenarios	scenario	NOUN
easat-10909	160	12	that	that	PRON
easat-10909	160	13	incur	incur	NOUN
easat-10909	160	14	costs	cost	NOUN
easat-10909	160	15	when	when	SCONJ
easat-10909	160	16	dealing	deal	VERB
easat-10909	160	17	with	with	ADP
easat-10909	160	18	false	false	ADJ
easat-10909	160	19	negatives	negative	NOUN
easat-10909	160	20	and	and	CCONJ
easat-10909	160	21	false	false	ADJ
easat-10909	160	22	positives	positive	NOUN
easat-10909	160	23	.	.	PUNCT
easat-10909	161	1	figure	figure	NOUN
easat-10909	161	2	4b	4b	PROPN
easat-10909	161	3	compares	compare	VERB
easat-10909	161	4	the	the	DET
easat-10909	161	5	roc	roc	PROPN
easat-10909	161	6	curves	curve	NOUN
easat-10909	161	7	,	,	PUNCT
easat-10909	161	8	further	far	ADV
easat-10909	161	9	demonstrating	demonstrate	VERB
easat-10909	161	10	the	the	DET
easat-10909	161	11	clear	clear	ADJ
easat-10909	161	12	superiority	superiority	NOUN
easat-10909	161	13	of	of	ADP
easat-10909	161	14	qirl	qirl	NOUN
easat-10909	161	15	over	over	ADP
easat-10909	161	16	more	more	ADV
easat-10909	161	17	traditional	traditional	ADJ
easat-10909	161	18	methods	method	NOUN
easat-10909	161	19	of	of	ADP
easat-10909	161	20	reinforcement	reinforcement	NOUN
easat-10909	161	21	learning	learning	NOUN
easat-10909	161	22	.	.	PUNCT
easat-10909	162	1	the	the	DET
easat-10909	162	2	qirl	qirl	NOUN
easat-10909	162	3	method	method	NOUN
easat-10909	162	4	achieved	achieve	VERB
easat-10909	162	5	an	an	DET
easat-10909	162	6	auc	auc	NOUN
easat-10909	162	7	-	-	PUNCT
easat-10909	162	8	roc	roc	NOUN
easat-10909	162	9	of	of	ADP
easat-10909	162	10	0.942	0.942	NUM
easat-10909	162	11	,	,	PUNCT
easat-10909	162	12	which	which	PRON
easat-10909	162	13	is	be	AUX
easat-10909	162	14	7.3	7.3	NUM
easat-10909	162	15	%	%	NOUN
easat-10909	162	16	higher	high	ADJ
easat-10909	162	17	than	than	ADP
easat-10909	162	18	dqn	dqn	PROPN
easat-10909	162	19	’s	’s	PART
easat-10909	162	20	0.878	0.878	NUM
easat-10909	162	21	and	and	CCONJ
easat-10909	162	22	11.2	11.2	NUM
easat-10909	162	23	%	%	NOUN
easat-10909	162	24	higher	high	ADJ
easat-10909	162	25	than	than	ADP
easat-10909	162	26	ppo	ppo	PROPN
easat-10909	162	27	’s	’s	PART
easat-10909	162	28	0.847	0.847	NUM
easat-10909	162	29	.	.	PUNCT
easat-10909	163	1	this	this	DET
easat-10909	163	2	improvement	improvement	NOUN
easat-10909	163	3	is	be	AUX
easat-10909	163	4	especially	especially	ADV
easat-10909	163	5	notable	notable	ADJ
easat-10909	163	6	in	in	ADP
easat-10909	163	7	the	the	DET
easat-10909	163	8	high	high	ADJ
easat-10909	163	9	specificity	specificity	NOUN
easat-10909	163	10	region	region	NOUN
easat-10909	163	11	of	of	ADP
easat-10909	163	12	the	the	DET
easat-10909	163	13	curve	curve	NOUN
easat-10909	163	14	.	.	PUNCT
easat-10909	164	1	this	this	PRON
easat-10909	164	2	indicates	indicate	VERB
easat-10909	164	3	that	that	SCONJ
easat-10909	164	4	qirl	qirl	NOUN
easat-10909	164	5	can	can	AUX
easat-10909	164	6	operate	operate	VERB
easat-10909	164	7	effectively	effectively	ADV
easat-10909	164	8	at	at	ADP
easat-10909	164	9	lower	low	ADJ
easat-10909	164	10	recall	recall	NOUN
easat-10909	164	11	levels	level	NOUN
easat-10909	164	12	while	while	SCONJ
easat-10909	164	13	maintaining	maintain	VERB
easat-10909	164	14	high	high	ADJ
easat-10909	164	15	precision	precision	NOUN
easat-10909	164	16	,	,	PUNCT
easat-10909	164	17	making	make	VERB
easat-10909	164	18	it	it	PRON
easat-10909	164	19	highly	highly	ADV
easat-10909	164	20	advantageous	advantageous	ADJ
easat-10909	164	21	in	in	ADP
easat-10909	164	22	operational	operational	ADJ
easat-10909	164	23	fraud	fraud	NOUN
easat-10909	164	24	detection	detection	NOUN
easat-10909	164	25	systems	system	NOUN
easat-10909	164	26	where	where	SCONJ
easat-10909	164	27	false	false	ADJ
easat-10909	164	28	positives	positive	NOUN
easat-10909	164	29	significantly	significantly	ADV
easat-10909	164	30	impede	impede	VERB
easat-10909	164	31	normal	normal	ADJ
easat-10909	164	32	business	business	NOUN
easat-10909	164	33	activities	activity	NOUN
easat-10909	164	34	.	.	PUNCT
easat-10909	165	1	qirl	qirl	PROPN
easat-10909	165	2	demonstrated	demonstrate	VERB
easat-10909	165	3	competitive	competitive	ADJ
easat-10909	165	4	or	or	CCONJ
easat-10909	165	5	superior	superior	ADJ
easat-10909	165	6	performance	performance	NOUN
easat-10909	165	7	when	when	SCONJ
easat-10909	165	8	compared	compare	VERB
easat-10909	165	9	to	to	ADP
easat-10909	165	10	specialised	specialised	ADJ
easat-10909	165	11	state	state	NOUN
easat-10909	165	12	-	-	PUNCT
easat-10909	165	13	ofthe	ofthe	NOUN
easat-10909	165	14	-	-	PUNCT
easat-10909	165	15	art	art	NOUN
easat-10909	165	16	fraud	fraud	NOUN
easat-10909	165	17	detection	detection	NOUN
easat-10909	165	18	systems	system	NOUN
easat-10909	165	19	,	,	PUNCT
easat-10909	165	20	as	as	SCONJ
easat-10909	165	21	depicted	depict	VERB
easat-10909	165	22	in	in	ADP
easat-10909	165	23	figure	figure	NOUN
easat-10909	165	24	4c	4c	NOUN
easat-10909	165	25	.	.	PUNCT
easat-10909	166	1	qirl	qirl	PROPN
easat-10909	166	2	also	also	ADV
easat-10909	166	3	outperformed	outperform	VERB
easat-10909	166	4	madfraud	madfraud	NOUN
easat-10909	166	5	,	,	PUNCT
easat-10909	166	6	adgraph	adgraph	NOUN
easat-10909	166	7	,	,	PUNCT
easat-10909	166	8	and	and	CCONJ
easat-10909	166	9	fraudjudger	fraudjudger	NOUN
easat-10909	166	10	in	in	ADP
easat-10909	166	11	the	the	DET
easat-10909	166	12	f1	f1	NOUN
easat-10909	166	13	score	score	NOUN
easat-10909	166	14	,	,	PUNCT
easat-10909	166	15	achieving	achieve	VERB
easat-10909	166	16	0.723	0.723	NUM
easat-10909	166	17	,	,	PUNCT
easat-10909	166	18	while	while	SCONJ
easat-10909	166	19	the	the	DET
easat-10909	166	20	others	other	NOUN
easat-10909	166	21	achieved	achieve	VERB
easat-10909	166	22	0.689	0.689	NUM
easat-10909	166	23	,	,	PUNCT
easat-10909	166	24	0.671	0.671	NUM
easat-10909	166	25	,	,	PUNCT
easat-10909	166	26	and	and	CCONJ
easat-10909	166	27	0.702	0.702	NUM
easat-10909	166	28	,	,	PUNCT
easat-10909	166	29	respectively	respectively	ADV
easat-10909	166	30	.	.	PUNCT
easat-10909	167	1	these	these	DET
easat-10909	167	2	outperformances	outperformance	NOUN
easat-10909	167	3	provide	provide	VERB
easat-10909	167	4	evidence	evidence	NOUN
easat-10909	167	5	supporting	support	VERB
easat-10909	167	6	the	the	DET
easat-10909	167	7	hypothesis	hypothesis	NOUN
easat-10909	167	8	of	of	ADP
easat-10909	167	9	combining	combine	VERB
easat-10909	167	10	quantum	quantum	NOUN
easat-10909	167	11	-	-	PUNCT
easat-10909	167	12	inspired	inspire	VERB
easat-10909	167	13	computing	computing	NOUN
easat-10909	167	14	with	with	ADP
easat-10909	167	15	reinforcement	reinforcement	NOUN
easat-10909	167	16	learning	learning	NOUN
easat-10909	167	17	for	for	ADP
easat-10909	167	18	fraud	fraud	NOUN
easat-10909	167	19	detection	detection	NOUN
easat-10909	167	20	.	.	PUNCT
easat-10909	168	1	figure	figure	NOUN
easat-10909	168	2	4	4	NUM
easat-10909	168	3	.	.	PUNCT
easat-10909	168	4	benchmark	benchmark	ADJ
easat-10909	168	5	comparison	comparison	NOUN
easat-10909	168	6	analysis	analysis	NOUN
easat-10909	168	7	.	.	PUNCT
easat-10909	169	1	(	(	PUNCT
easat-10909	169	2	a	a	X
easat-10909	169	3	)	)	PUNCT
easat-10909	169	4	comparison	comparison	NOUN
easat-10909	169	5	with	with	ADP
easat-10909	169	6	traditional	traditional	ADJ
easat-10909	169	7	ml	ml	NOUN
easat-10909	169	8	methods	method	NOUN
easat-10909	169	9	showing	show	VERB
easat-10909	169	10	accuracy	accuracy	NOUN
easat-10909	169	11	,	,	PUNCT
easat-10909	169	12	precision	precision	NOUN
easat-10909	169	13	,	,	PUNCT
easat-10909	169	14	and	and	CCONJ
easat-10909	169	15	recall	recall	NOUN
easat-10909	169	16	percentages	percentage	NOUN
easat-10909	169	17	;	;	PUNCT
easat-10909	169	18	(	(	PUNCT
easat-10909	169	19	b	b	X
easat-10909	169	20	)	)	PUNCT
easat-10909	169	21	roc	roc	PROPN
easat-10909	169	22	curve	curve	NOUN
easat-10909	169	23	comparison	comparison	NOUN
easat-10909	169	24	with	with	ADP
easat-10909	169	25	reinforcement	reinforcement	NOUN
easat-10909	169	26	learning	learning	NOUN
easat-10909	169	27	methods	method	NOUN
easat-10909	169	28	;	;	PUNCT
easat-10909	169	29	(	(	PUNCT
easat-10909	169	30	c	c	X
easat-10909	169	31	)	)	PUNCT
easat-10909	169	32	performance	performance	NOUN
easat-10909	169	33	radar	radar	NOUN
easat-10909	169	34	chart	chart	VERB
easat-10909	169	35	comparison	comparison	NOUN
easat-10909	169	36	with	with	ADP
easat-10909	169	37	state	state	NOUN
easat-10909	169	38	-	-	PUNCT
easat-10909	169	39	of	of	ADP
easat-10909	169	40	-	-	PUNCT
easat-10909	169	41	the	the	DET
easat-10909	169	42	-	-	PUNCT
easat-10909	169	43	art	art	NOUN
easat-10909	169	44	fraud	fraud	NOUN
easat-10909	169	45	detection	detection	NOUN
easat-10909	169	46	systems	system	NOUN
easat-10909	169	47	.	.	PUNCT
easat-10909	170	1	in	in	ADP
easat-10909	170	2	table	table	NOUN
easat-10909	170	3	3	3	NUM
easat-10909	170	4	,	,	PUNCT
easat-10909	170	5	the	the	DET
easat-10909	170	6	performance	performance	NOUN
easat-10909	170	7	comparison	comparison	NOUN
easat-10909	170	8	incorporates	incorporate	VERB
easat-10909	170	9	additional	additional	ADJ
easat-10909	170	10	metrics	metric	NOUN
easat-10909	170	11	,	,	PUNCT
easat-10909	170	12	analyzing	analyze	VERB
easat-10909	170	13	the	the	DET
easat-10909	170	14	data	datum	NOUN
easat-10909	170	15	quantitatively	quantitatively	ADV
easat-10909	170	16	.	.	PUNCT
easat-10909	171	1	qirl	qirl	PROPN
easat-10909	171	2	performs	perform	VERB
easat-10909	171	3	best	good	ADJ
easat-10909	171	4	in	in	ADP
easat-10909	171	5	8	8	NUM
easat-10909	171	6	out	out	ADP
easat-10909	171	7	of	of	ADP
easat-10909	171	8	10	10	NUM
easat-10909	171	9	metrics	metric	NOUN
easat-10909	171	10	.	.	PUNCT
easat-10909	172	1	for	for	ADP
easat-10909	172	2	detection	detection	NOUN
easat-10909	172	3	latency	latency	NOUN
easat-10909	172	4	and	and	CCONJ
easat-10909	172	5	adaptation	adaptation	NOUN
easat-10909	172	6	rate	rate	NOUN
easat-10909	172	7	,	,	PUNCT
easat-10909	172	8	the	the	DET
easat-10909	172	9	performance	performance	NOUN
easat-10909	172	10	improvements	improvement	NOUN
easat-10909	172	11	are	be	AUX
easat-10909	172	12	even	even	ADV
easat-10909	172	13	more	more	ADV
easat-10909	172	14	pronounced	pronounced	ADJ
easat-10909	172	15	.	.	PUNCT
easat-10909	173	1	noteworthy	noteworthy	ADJ
easat-10909	173	2	as	as	ADV
easat-10909	173	3	well	well	ADV
easat-10909	173	4	is	be	AUX
easat-10909	173	5	the	the	DET
easat-10909	173	6	23.5	23.5	NUM
easat-10909	173	7	%	%	NOUN
easat-10909	173	8	drop	drop	NOUN
easat-10909	173	9	in	in	ADP
easat-10909	173	10	the	the	DET
easat-10909	173	11	false	false	ADJ
easat-10909	173	12	positive	positive	ADJ
easat-10909	173	13	rate	rate	NOUN
easat-10909	173	14	compared	compare	VERB
easat-10909	173	15	to	to	ADP
easat-10909	173	16	the	the	DET
easat-10909	173	17	baseline	baseline	NOUN
easat-10909	173	18	method	method	NOUN
easat-10909	173	19	,	,	PUNCT
easat-10909	173	20	which	which	PRON
easat-10909	173	21	is	be	AUX
easat-10909	173	22	far	far	ADV
easat-10909	173	23	more	more	ADV
easat-10909	173	24	effective	effective	ADJ
easat-10909	173	25	than	than	ADP
easat-10909	173	26	the	the	DET
easat-10909	173	27	other	other	ADJ
easat-10909	173	28	approaches	approach	NOUN
easat-10909	173	29	that	that	PRON
easat-10909	173	30	suffer	suffer	VERB
easat-10909	173	31	from	from	ADP
easat-10909	173	32	too	too	ADV
easat-10909	173	33	many	many	ADJ
easat-10909	173	34	false	false	ADJ
easat-10909	173	35	alarms	alarm	NOUN
easat-10909	173	36	.	.	PUNCT
easat-10909	174	1	also	also	ADV
easat-10909	174	2	,	,	PUNCT
easat-10909	174	3	the	the	DET
easat-10909	174	4	efficiency	efficiency	NOUN
easat-10909	174	5	of	of	ADP
easat-10909	174	6	the	the	DET
easat-10909	174	7	calculations	calculation	NOUN
easat-10909	174	8	indicates	indicate	VERB
easat-10909	174	9	that	that	SCONJ
easat-10909	174	10	476	476	NUM
easat-10909	174	11	edelweiss	edelweiss	PROPN
easat-10909	174	12	applied	apply	VERB
easat-10909	174	13	science	science	NOUN
easat-10909	174	14	and	and	CCONJ
easat-10909	174	15	technology	technology	NOUN
easat-10909	174	16	issn	issn	PROPN
easat-10909	174	17	:	:	PUNCT
easat-10909	174	18	2576	2576	NUM
easat-10909	174	19	-	-	SYM
easat-10909	174	20	8484	8484	NUM
easat-10909	174	21	vol	vol	NOUN
easat-10909	174	22	.	.	PROPN
easat-10909	175	1	9	9	NUM
easat-10909	175	2	,	,	PUNCT
easat-10909	175	3	no	no	INTJ
easat-10909	175	4	.	.	NOUN
easat-10909	175	5	11	11	NUM
easat-10909	175	6	:	:	PUNCT
easat-10909	175	7	467	467	NUM
easat-10909	175	8	-	-	SYM
easat-10909	175	9	482	482	NUM
easat-10909	175	10	,	,	PUNCT
easat-10909	175	11	2025	2025	NUM
easat-10909	175	12	doi	doi	NOUN
easat-10909	175	13	:	:	PUNCT
easat-10909	175	14	10.55214/2576	10.55214/2576	NUM
easat-10909	175	15	-	-	SYM
easat-10909	175	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	175	17	©	©	ADP
easat-10909	175	18	2025	2025	NUM
easat-10909	175	19	by	by	ADP
easat-10909	175	20	the	the	DET
easat-10909	175	21	author	author	NOUN
easat-10909	175	22	;	;	PUNCT
easat-10909	175	23	licensee	licensee	PROPN
easat-10909	175	24	learning	learning	NOUN
easat-10909	175	25	gate	gate	NOUN
easat-10909	175	26	even	even	ADV
easat-10909	175	27	with	with	ADP
easat-10909	175	28	the	the	DET
easat-10909	175	29	advanced	advanced	ADJ
easat-10909	175	30	quantum	quantum	NOUN
easat-10909	175	31	-	-	PUNCT
easat-10909	175	32	inspired	inspire	VERB
easat-10909	175	33	components	component	NOUN
easat-10909	176	1	,	,	PUNCT
easat-10909	176	2	the	the	DET
easat-10909	176	3	qirl	qirl	NOUN
easat-10909	176	4	approach	approach	NOUN
easat-10909	176	5	still	still	ADV
easat-10909	176	6	has	have	VERB
easat-10909	176	7	reasonable	reasonable	ADJ
easat-10909	176	8	training	training	NOUN
easat-10909	176	9	and	and	CCONJ
easat-10909	176	10	inference	inference	NOUN
easat-10909	176	11	costs	cost	NOUN
easat-10909	176	12	,	,	PUNCT
easat-10909	176	13	with	with	ADP
easat-10909	176	14	only	only	ADV
easat-10909	176	15	some	some	DET
easat-10909	176	16	moderate	moderate	ADJ
easat-10909	176	17	increases	increase	NOUN
easat-10909	176	18	over	over	ADP
easat-10909	176	19	the	the	DET
easat-10909	176	20	more	more	ADV
easat-10909	176	21	naive	naive	ADJ
easat-10909	176	22	approaches	approach	NOUN
easat-10909	176	23	.	.	PUNCT
easat-10909	177	1	table	table	NOUN
easat-10909	178	1	3	3	NUM
easat-10909	178	2	.	.	PUNCT
easat-10909	179	1	comprehensive	comprehensive	ADJ
easat-10909	179	2	performance	performance	NOUN
easat-10909	179	3	comparison	comparison	NOUN
easat-10909	179	4	of	of	ADP
easat-10909	179	5	qirl	qirl	NOUN
easat-10909	179	6	with	with	ADP
easat-10909	179	7	baseline	baseline	ADJ
easat-10909	179	8	methods	method	NOUN
easat-10909	179	9	.	.	PUNCT
easat-10909	180	1	metric	metric	ADJ
easat-10909	180	2	qirl	qirl	PROPN
easat-10909	180	3	xgboost	xgboost	X
easat-10909	180	4	random	random	PROPN
easat-10909	180	5	forest	forest	PROPN
easat-10909	180	6	dnn	dnn	PROPN
easat-10909	180	7	dqn	dqn	PROPN
easat-10909	180	8	ppo	ppo	PROPN
easat-10909	180	9	madfraud	madfraud	PROPN
easat-10909	180	10	adgraph	adgraph	PROPN
easat-10909	180	11	fraudjudger	fraudjudger	PROPN
easat-10909	180	12	accuracy	accuracy	NOUN
easat-10909	180	13	(	(	PUNCT
easat-10909	180	14	%	%	INTJ
easat-10909	180	15	)	)	PUNCT
easat-10909	180	16	89.7	89.7	NUM
easat-10909	180	17	85.1	85.1	NUM
easat-10909	180	18	82.4	82.4	NUM
easat-10909	180	19	84.3	84.3	NUM
easat-10909	180	20	83.6	83.6	NUM
easat-10909	180	21	81.4	81.4	NUM
easat-10909	180	22	86.2	86.2	NUM
easat-10909	180	23	84.9	84.9	NUM
easat-10909	180	24	87.3	87.3	NUM
easat-10909	180	25	precision	precision	NOUN
easat-10909	180	26	(	(	PUNCT
easat-10909	180	27	%	%	NOUN
easat-10909	180	28	)	)	PUNCT
easat-10909	180	29	76.9	76.9	NUM
easat-10909	180	30	74.2	74.2	NUM
easat-10909	180	31	71.5	71.5	NUM
easat-10909	180	32	73.1	73.1	NUM
easat-10909	180	33	72.8	72.8	NUM
easat-10909	180	34	70.6	70.6	NUM
easat-10909	180	35	75.4	75.4	NUM
easat-10909	180	36	72.7	72.7	NUM
easat-10909	180	37	75.8	75.8	NUM
easat-10909	180	38	recall	recall	NOUN
easat-10909	180	39	(	(	PUNCT
easat-10909	180	40	%	%	NOUN
easat-10909	180	41	)	)	PUNCT
easat-10909	180	42	74.8	74.8	NUM
easat-10909	180	43	68.3	68.3	NUM
easat-10909	180	44	62.8	62.8	NUM
easat-10909	180	45	65.7	65.7	NUM
easat-10909	180	46	67.1	67.1	NUM
easat-10909	180	47	63.5	63.5	NUM
easat-10909	180	48	70.2	70.2	NUM
easat-10909	180	49	67.9	67.9	NUM
easat-10909	180	50	71.5	71.5	NUM
easat-10909	180	51	f1	f1	NOUN
easat-10909	180	52	-	-	PUNCT
easat-10909	180	53	score	score	NOUN
easat-10909	180	54	0.723	0.723	NUM
easat-10909	180	55	0.671	0.671	NUM
easat-10909	180	56	0.643	0.643	NUM
easat-10909	180	57	0.659	0.659	NUM
easat-10909	180	58	0.673	0.673	NUM
easat-10909	180	59	0.648	0.648	NUM
easat-10909	180	60	0.689	0.689	NUM
easat-10909	180	61	0.671	0.671	NUM
easat-10909	180	62	0.702	0.702	NUM
easat-10909	180	63	auc	auc	NOUN
easat-10909	180	64	-	-	PUNCT
easat-10909	180	65	roc	roc	NOUN
easat-10909	180	66	0.942	0.942	NUM
easat-10909	180	67	0.903	0.903	NUM
easat-10909	180	68	0.878	0.878	NUM
easat-10909	180	69	0.894	0.894	NUM
easat-10909	180	70	0.878	0.878	NUM
easat-10909	180	71	0.847	0.847	NUM
easat-10909	180	72	0.912	0.912	NUM
easat-10909	180	73	0.897	0.897	NUM
easat-10909	180	74	0.923	0.923	NUM
easat-10909	180	75	auc	auc	NOUN
easat-10909	180	76	-	-	PUNCT
easat-10909	180	77	pr	pr	NOUN
easat-10909	180	78	0.784	0.784	NUM
easat-10909	180	79	0.713	0.713	ADP
easat-10909	180	80	0.675	0.675	NUM
easat-10909	180	81	0.692	0.692	NUM
easat-10909	181	1	0.704	0.704	NUM
easat-10909	181	2	0.663	0.663	NUM
easat-10909	181	3	0.752	0.752	NUM
easat-10909	181	4	0.723	0.723	NUM
easat-10909	181	5	0.741	0.741	NUM
easat-10909	181	6	false	false	ADJ
easat-10909	181	7	positive	positive	ADJ
easat-10909	181	8	rate	rate	NOUN
easat-10909	181	9	(	(	PUNCT
easat-10909	181	10	%	%	INTJ
easat-10909	181	11	)	)	PUNCT
easat-10909	181	12	5.23	5.23	NUM
easat-10909	181	13	7.42	7.42	NUM
easat-10909	181	14	8.31	8.31	NUM
easat-10909	181	15	7.19	7.19	NUM
easat-10909	181	16	6.84	6.84	NUM
easat-10909	181	17	8.12	8.12	NUM
easat-10909	181	18	6.91	6.91	NUM
easat-10909	181	19	7.35	7.35	NUM
easat-10909	181	20	6.78	6.78	NUM
easat-10909	181	21	false	false	ADJ
easat-10909	181	22	negative	negative	ADJ
easat-10909	181	23	rate	rate	NOUN
easat-10909	181	24	(	(	PUNCT
easat-10909	181	25	%	%	INTJ
easat-10909	181	26	)	)	PUNCT
easat-10909	181	27	25.2	25.2	NUM
easat-10909	181	28	31.7	31.7	NUM
easat-10909	181	29	37.2	37.2	NUM
easat-10909	181	30	34.3	34.3	NUM
easat-10909	181	31	32.9	32.9	NUM
easat-10909	181	32	36.5	36.5	NUM
easat-10909	181	33	29.8	29.8	NUM
easat-10909	181	34	32.1	32.1	NUM
easat-10909	181	35	28.5	28.5	NUM
easat-10909	181	36	detection	detection	NOUN
easat-10909	181	37	latency	latency	NOUN
easat-10909	181	38	(	(	PUNCT
easat-10909	181	39	ms	ms	PROPN
easat-10909	181	40	)	)	PUNCT
easat-10909	181	41	7.2	7.2	NUM
easat-10909	181	42	5.1	5.1	NUM
easat-10909	181	43	3.8	3.8	NUM
easat-10909	181	44	8.3	8.3	NUM
easat-10909	181	45	6.7	6.7	NUM
easat-10909	181	46	6.9	6.9	NUM
easat-10909	181	47	9.4	9.4	NUM
easat-10909	181	48	8.7	8.7	NUM
easat-10909	181	49	10.2	10.2	NUM
easat-10909	181	50	training	training	NOUN
easat-10909	181	51	time	time	NOUN
easat-10909	181	52	(	(	PUNCT
easat-10909	181	53	hrs	hrs	NOUN
easat-10909	181	54	)	)	PUNCT
easat-10909	181	55	4.2	4.2	NUM
easat-10909	181	56	2.3	2.3	NUM
easat-10909	181	57	1.7	1.7	NUM
easat-10909	181	58	3.1	3.1	NUM
easat-10909	181	59	3.8	3.8	NUM
easat-10909	181	60	3.5	3.5	NUM
easat-10909	181	61	3.3	3.3	NUM
easat-10909	181	62	2.9	2.9	NUM
easat-10909	181	63	3.7	3.7	NUM
easat-10909	181	64	costsensitive	costsensitive	ADJ
easat-10909	181	65	error	error	NOUN
easat-10909	181	66	rate	rate	NOUN
easat-10909	181	67	0.068	0.068	NUM
easat-10909	181	68	0.097	0.097	NUM
easat-10909	181	69	0.112	0.112	NUM
easat-10909	181	70	0.093	0.093	NUM
easat-10909	181	71	0.089	0.089	NUM
easat-10909	181	72	0.107	0.107	NUM
easat-10909	181	73	0.084	0.084	NUM
easat-10909	181	74	0.091	0.091	NUM
easat-10909	181	75	0.079	0.079	NUM
easat-10909	181	76	adaptation	adaptation	NOUN
easat-10909	181	77	rate	rate	NOUN
easat-10909	181	78	(	(	PUNCT
easat-10909	181	79	new	new	ADJ
easat-10909	181	80	patterns	pattern	NOUN
easat-10909	181	81	)	)	PUNCT
easat-10909	181	82	0.812	0.812	NUM
easat-10909	181	83	0.634	0.634	NUM
easat-10909	181	84	0.587	0.587	NUM
easat-10909	181	85	0.625	0.625	NUM
easat-10909	181	86	0.731	0.731	NUM
easat-10909	181	87	0.706	0.706	NUM
easat-10909	181	88	0.643	0.643	NUM
easat-10909	181	89	0.589	0.589	NUM
easat-10909	181	90	0.625	0.625	NUM
easat-10909	181	91	the	the	DET
easat-10909	181	92	combination	combination	NOUN
easat-10909	181	93	of	of	ADP
easat-10909	181	94	quantum	quantum	NOUN
easat-10909	181	95	-	-	PUNCT
easat-10909	181	96	inspired	inspire	VERB
easat-10909	181	97	state	state	NOUN
easat-10909	181	98	representations	representation	NOUN
easat-10909	181	99	and	and	CCONJ
easat-10909	181	100	optimization	optimization	NOUN
easat-10909	181	101	techniques	technique	NOUN
easat-10909	181	102	with	with	ADP
easat-10909	181	103	reinforcement	reinforcement	NOUN
easat-10909	181	104	learning	learning	NOUN
easat-10909	181	105	,	,	PUNCT
easat-10909	181	106	in	in	ADP
easat-10909	181	107	conjunction	conjunction	NOUN
easat-10909	181	108	with	with	ADP
easat-10909	181	109	mobile	mobile	ADJ
easat-10909	181	110	advertising	advertising	NOUN
easat-10909	181	111	fraud	fraud	NOUN
easat-10909	181	112	detection	detection	NOUN
easat-10909	181	113	,	,	PUNCT
easat-10909	181	114	demonstrates	demonstrate	VERB
easat-10909	181	115	astounding	astounding	ADJ
easat-10909	181	116	results	result	NOUN
easat-10909	181	117	.	.	PUNCT
easat-10909	182	1	when	when	SCONJ
easat-10909	182	2	united	unite	VERB
easat-10909	182	3	in	in	ADP
easat-10909	182	4	a	a	DET
easat-10909	182	5	framework	framework	NOUN
easat-10909	182	6	,	,	PUNCT
easat-10909	182	7	it	it	PRON
easat-10909	182	8	becomes	becomes	AUX
easat-10909	182	9	enhanced	enhance	VERB
easat-10909	182	10	with	with	ADP
easat-10909	182	11	every	every	DET
easat-10909	182	12	other	other	ADJ
easat-10909	182	13	system	system	NOUN
easat-10909	182	14	working	work	VERB
easat-10909	182	15	on	on	ADP
easat-10909	182	16	it	it	PRON
easat-10909	182	17	,	,	PUNCT
easat-10909	182	18	and	and	CCONJ
easat-10909	182	19	improves	improve	VERB
easat-10909	182	20	its	its	PRON
easat-10909	182	21	outcome	outcome	NOUN
easat-10909	182	22	drastically	drastically	ADV
easat-10909	182	23	.	.	PUNCT
easat-10909	183	1	the	the	DET
easat-10909	183	2	degree	degree	NOUN
easat-10909	183	3	of	of	ADP
easat-10909	183	4	improvement	improvement	NOUN
easat-10909	183	5	seen	see	VERB
easat-10909	183	6	in	in	ADP
easat-10909	183	7	the	the	DET
easat-10909	183	8	accuracy	accuracy	NOUN
easat-10909	183	9	,	,	PUNCT
easat-10909	183	10	precision	precision	NOUN
easat-10909	183	11	,	,	PUNCT
easat-10909	183	12	and	and	CCONJ
easat-10909	183	13	recall	recall	NOUN
easat-10909	183	14	balances	balance	NOUN
easat-10909	183	15	the	the	DET
easat-10909	183	16	computational	computational	ADJ
easat-10909	183	17	efficiency	efficiency	NOUN
easat-10909	183	18	;	;	PUNCT
easat-10909	183	19	therefore	therefore	ADV
easat-10909	183	20	,	,	PUNCT
easat-10909	183	21	it	it	PRON
easat-10909	183	22	confirms	confirm	VERB
easat-10909	183	23	that	that	SCONJ
easat-10909	183	24	qirl	qirl	NOUN
easat-10909	183	25	is	be	AUX
easat-10909	183	26	a	a	DET
easat-10909	183	27	profound	profound	ADJ
easat-10909	183	28	development	development	NOUN
easat-10909	183	29	in	in	ADP
easat-10909	183	30	the	the	DET
easat-10909	183	31	fraud	fraud	NOUN
easat-10909	183	32	detection	detection	NOUN
easat-10909	183	33	system	system	NOUN
easat-10909	183	34	for	for	ADP
easat-10909	183	35	adaptive	adaptive	ADJ
easat-10909	183	36	qirl	qirl	NOUN
easat-10909	183	37	in	in	ADP
easat-10909	183	38	mobile	mobile	ADJ
easat-10909	183	39	advertising	advertising	NOUN
easat-10909	183	40	networks	network	NOUN
easat-10909	183	41	.	.	PUNCT
easat-10909	184	1	477	477	NUM
easat-10909	184	2	edelweiss	edelweiss	PROPN
easat-10909	184	3	applied	apply	VERB
easat-10909	184	4	science	science	NOUN
easat-10909	184	5	and	and	CCONJ
easat-10909	184	6	technology	technology	NOUN
easat-10909	184	7	issn	issn	PROPN
easat-10909	184	8	:	:	PUNCT
easat-10909	184	9	2576	2576	NUM
easat-10909	184	10	-	-	SYM
easat-10909	184	11	8484	8484	NUM
easat-10909	184	12	vol	vol	NOUN
easat-10909	184	13	.	.	PROPN
easat-10909	185	1	9	9	NUM
easat-10909	185	2	,	,	PUNCT
easat-10909	185	3	no	no	INTJ
easat-10909	185	4	.	.	NOUN
easat-10909	185	5	11	11	NUM
easat-10909	185	6	:	:	PUNCT
easat-10909	185	7	467	467	NUM
easat-10909	185	8	-	-	SYM
easat-10909	185	9	482	482	NUM
easat-10909	185	10	,	,	PUNCT
easat-10909	185	11	2025	2025	NUM
easat-10909	185	12	doi	doi	NOUN
easat-10909	185	13	:	:	PUNCT
easat-10909	185	14	10.55214/2576	10.55214/2576	NUM
easat-10909	185	15	-	-	SYM
easat-10909	185	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	185	17	©	©	ADP
easat-10909	185	18	2025	2025	NUM
easat-10909	185	19	by	by	ADP
easat-10909	185	20	the	the	DET
easat-10909	185	21	author	author	NOUN
easat-10909	185	22	;	;	PUNCT
easat-10909	185	23	licensee	licensee	PROPN
easat-10909	185	24	learning	learning	NOUN
easat-10909	185	25	gate	gate	NOUN
easat-10909	185	26	3.2	3.2	NUM
easat-10909	185	27	.	.	PUNCT
easat-10909	186	1	algorithm	algorithm	NOUN
easat-10909	186	2	performance	performance	NOUN
easat-10909	186	3	analysis	analysis	NOUN
easat-10909	186	4	the	the	DET
easat-10909	186	5	examination	examination	NOUN
easat-10909	186	6	of	of	ADP
easat-10909	186	7	the	the	DET
easat-10909	186	8	quantum	quantum	NOUN
easat-10909	186	9	-	-	PUNCT
easat-10909	186	10	inspired	inspire	VERB
easat-10909	186	11	reinforcement	reinforcement	NOUN
easat-10909	186	12	learning	learning	NOUN
easat-10909	186	13	(	(	PUNCT
easat-10909	186	14	qirl	qirl	NOUN
easat-10909	186	15	)	)	PUNCT
easat-10909	186	16	approach	approach	NOUN
easat-10909	186	17	's	's	PART
easat-10909	186	18	performance	performance	NOUN
easat-10909	186	19	evaluation	evaluation	NOUN
easat-10909	186	20	integrated	integrate	VERB
easat-10909	186	21	an	an	DET
easat-10909	186	22	analysis	analysis	NOUN
easat-10909	186	23	of	of	ADP
easat-10909	186	24	mobile	mobile	ADJ
easat-10909	186	25	ad	ad	NOUN
easat-10909	186	26	fraud	fraud	NOUN
easat-10909	186	27	detection	detection	NOUN
easat-10909	186	28	alongside	alongside	ADP
easat-10909	186	29	its	its	PRON
easat-10909	186	30	other	other	ADJ
easat-10909	186	31	relevant	relevant	ADJ
easat-10909	186	32	aspects	aspect	NOUN
easat-10909	186	33	.	.	PUNCT
easat-10909	187	1	the	the	DET
easat-10909	187	2	broad	broad	ADJ
easat-10909	187	3	analysis	analysis	NOUN
easat-10909	187	4	proved	prove	VERB
easat-10909	187	5	the	the	DET
easat-10909	187	6	method	method	NOUN
easat-10909	187	7	’s	’s	PART
easat-10909	187	8	astonishing	astonishing	ADJ
easat-10909	187	9	capabilities	capability	NOUN
easat-10909	187	10	to	to	PART
easat-10909	187	11	address	address	VERB
easat-10909	187	12	the	the	DET
easat-10909	187	13	sophisticated	sophisticated	ADJ
easat-10909	187	14	issues	issue	NOUN
easat-10909	187	15	caused	cause	VERB
easat-10909	187	16	by	by	ADP
easat-10909	187	17	extensive	extensive	ADJ
easat-10909	187	18	advertisement	advertisement	NOUN
easat-10909	187	19	networks	network	NOUN
easat-10909	187	20	.	.	PUNCT
easat-10909	188	1	the	the	DET
easat-10909	188	2	metric	metric	ADJ
easat-10909	188	3	related	relate	VERB
easat-10909	188	4	to	to	ADP
easat-10909	188	5	the	the	DET
easat-10909	188	6	accuracy	accuracy	NOUN
easat-10909	188	7	and	and	CCONJ
easat-10909	188	8	precision	precision	NOUN
easat-10909	188	9	of	of	ADP
easat-10909	188	10	detection	detection	NOUN
easat-10909	188	11	demonstrated	demonstrate	VERB
easat-10909	188	12	the	the	DET
easat-10909	188	13	outstanding	outstanding	ADJ
easat-10909	188	14	capabilities	capability	NOUN
easat-10909	188	15	of	of	ADP
easat-10909	188	16	the	the	DET
easat-10909	188	17	algorithm	algorithm	NOUN
easat-10909	188	18	to	to	PART
easat-10909	188	19	consistently	consistently	ADV
easat-10909	188	20	detect	detect	VERB
easat-10909	188	21	fraudulent	fraudulent	ADJ
easat-10909	188	22	activities	activity	NOUN
easat-10909	188	23	under	under	ADP
easat-10909	188	24	different	different	ADJ
easat-10909	188	25	situations	situation	NOUN
easat-10909	188	26	,	,	PUNCT
easat-10909	188	27	while	while	SCONJ
easat-10909	188	28	also	also	ADV
easat-10909	188	29	showcasing	showcase	VERB
easat-10909	188	30	advanced	advanced	ADJ
easat-10909	188	31	levels	level	NOUN
easat-10909	188	32	of	of	ADP
easat-10909	188	33	precision	precision	NOUN
easat-10909	188	34	.	.	PUNCT
easat-10909	189	1	as	as	SCONJ
easat-10909	189	2	shown	show	VERB
easat-10909	189	3	in	in	ADP
easat-10909	189	4	figure	figure	NOUN
easat-10909	189	5	5(a	5(a	NUM
easat-10909	189	6	)	)	PUNCT
easat-10909	189	7	,	,	PUNCT
easat-10909	189	8	the	the	DET
easat-10909	189	9	detection	detection	NOUN
easat-10909	189	10	accuracy	accuracy	NOUN
easat-10909	189	11	exhibited	exhibit	VERB
easat-10909	189	12	an	an	DET
easat-10909	189	13	exceptional	exceptional	ADJ
easat-10909	189	14	scaling	scaling	NOUN
easat-10909	189	15	feature	feature	NOUN
easat-10909	189	16	,	,	PUNCT
easat-10909	189	17	remaining	remain	VERB
easat-10909	189	18	highly	highly	ADV
easat-10909	189	19	accurate	accurate	ADJ
easat-10909	189	20	even	even	ADV
easat-10909	189	21	with	with	ADP
easat-10909	189	22	a	a	DET
easat-10909	189	23	very	very	ADV
easat-10909	189	24	large	large	ADJ
easat-10909	189	25	dataset	dataset	NOUN
easat-10909	189	26	.	.	PUNCT
easat-10909	190	1	the	the	DET
easat-10909	190	2	computational	computational	ADJ
easat-10909	190	3	time	time	NOUN
easat-10909	190	4	displayed	display	VERB
easat-10909	190	5	a	a	DET
easat-10909	190	6	figure	figure	NOUN
easat-10909	190	7	closer	close	ADV
easat-10909	190	8	to	to	PART
easat-10909	190	9	linear	linear	VERB
easat-10909	190	10	than	than	ADP
easat-10909	190	11	logarithmic	logarithmic	ADJ
easat-10909	190	12	when	when	SCONJ
easat-10909	190	13	plotted	plot	VERB
easat-10909	190	14	against	against	ADP
easat-10909	190	15	the	the	DET
easat-10909	190	16	amount	amount	NOUN
easat-10909	190	17	of	of	ADP
easat-10909	190	18	data	datum	NOUN
easat-10909	190	19	,	,	PUNCT
easat-10909	190	20	indicating	indicate	VERB
easat-10909	190	21	efficient	efficient	ADJ
easat-10909	190	22	and	and	CCONJ
easat-10909	190	23	scalable	scalable	ADJ
easat-10909	190	24	algorithms	algorithm	NOUN
easat-10909	190	25	.	.	PUNCT
easat-10909	191	1	figure	figure	VERB
easat-10909	191	2	5(b	5(b	NUM
easat-10909	191	3	)	)	PUNCT
easat-10909	191	4	includes	include	VERB
easat-10909	191	5	and	and	CCONJ
easat-10909	191	6	explains	explain	VERB
easat-10909	191	7	a	a	DET
easat-10909	191	8	heatmap	heatmap	NOUN
easat-10909	191	9	that	that	PRON
easat-10909	191	10	shows	show	VERB
easat-10909	191	11	the	the	DET
easat-10909	191	12	effectiveness	effectiveness	NOUN
easat-10909	191	13	of	of	ADP
easat-10909	191	14	detection	detection	NOUN
easat-10909	191	15	with	with	ADP
easat-10909	191	16	respect	respect	NOUN
easat-10909	191	17	to	to	ADP
easat-10909	191	18	different	different	ADJ
easat-10909	191	19	types	type	NOUN
easat-10909	191	20	of	of	ADP
easat-10909	191	21	fraud	fraud	NOUN
easat-10909	191	22	.	.	PUNCT
easat-10909	192	1	the	the	DET
easat-10909	192	2	qirl	qirl	PROPN
easat-10909	192	3	approach	approach	NOUN
easat-10909	192	4	was	be	AUX
easat-10909	192	5	very	very	ADV
easat-10909	192	6	effective	effective	ADJ
easat-10909	192	7	in	in	ADP
easat-10909	192	8	adapting	adapt	VERB
easat-10909	192	9	the	the	DET
easat-10909	192	10	detection	detection	NOUN
easat-10909	192	11	mechanisms	mechanism	NOUN
easat-10909	192	12	and	and	CCONJ
easat-10909	192	13	had	have	VERB
easat-10909	192	14	persistently	persistently	ADV
easat-10909	192	15	high	high	ADJ
easat-10909	192	16	detection	detection	NOUN
easat-10909	192	17	rates	rate	NOUN
easat-10909	192	18	for	for	ADP
easat-10909	192	19	click	click	VERB
easat-10909	192	20	injection	injection	NOUN
easat-10909	192	21	,	,	PUNCT
easat-10909	192	22	click	click	VERB
easat-10909	192	23	spamming	spamming	NOUN
easat-10909	192	24	,	,	PUNCT
easat-10909	192	25	install	install	NOUN
easat-10909	192	26	attribution	attribution	NOUN
easat-10909	192	27	fraud	fraud	NOUN
easat-10909	192	28	,	,	PUNCT
easat-10909	192	29	and	and	CCONJ
easat-10909	192	30	sdk	sdk	NOUN
easat-10909	192	31	spoofing	spoofing	NOUN
easat-10909	192	32	.	.	PUNCT
easat-10909	193	1	this	this	DET
easat-10909	193	2	adaptation	adaptation	NOUN
easat-10909	193	3	strongly	strongly	ADV
easat-10909	193	4	affirms	affirm	VERB
easat-10909	193	5	the	the	DET
easat-10909	193	6	versatility	versatility	NOUN
easat-10909	193	7	of	of	ADP
easat-10909	193	8	the	the	DET
easat-10909	193	9	method	method	NOUN
easat-10909	193	10	,	,	PUNCT
easat-10909	193	11	which	which	PRON
easat-10909	193	12	is	be	AUX
easat-10909	193	13	excellent	excellent	ADJ
easat-10909	193	14	at	at	ADP
easat-10909	193	15	recognizing	recognize	VERB
easat-10909	193	16	patterns	pattern	NOUN
easat-10909	193	17	and	and	CCONJ
easat-10909	193	18	demonstrates	demonstrate	VERB
easat-10909	193	19	the	the	DET
easat-10909	193	20	sophistication	sophistication	NOUN
easat-10909	193	21	of	of	ADP
easat-10909	193	22	the	the	DET
easat-10909	193	23	approach	approach	NOUN
easat-10909	193	24	.	.	PUNCT
easat-10909	194	1	in	in	ADP
easat-10909	194	2	figure	figure	NOUN
easat-10909	194	3	5(c	5(c	NUM
easat-10909	194	4	)	)	PUNCT
easat-10909	194	5	,	,	PUNCT
easat-10909	194	6	the	the	DET
easat-10909	194	7	adaptability	adaptability	NOUN
easat-10909	194	8	analysis	analysis	NOUN
easat-10909	194	9	of	of	ADP
easat-10909	194	10	the	the	DET
easat-10909	194	11	time	time	NOUN
easat-10909	194	12	series	series	PROPN
easat-10909	194	13	proved	prove	VERB
easat-10909	194	14	the	the	DET
easat-10909	194	15	algorithm	algorithm	NOUN
easat-10909	194	16	's	's	PART
easat-10909	194	17	effectiveness	effectiveness	NOUN
easat-10909	194	18	in	in	ADP
easat-10909	194	19	coping	cope	VERB
easat-10909	194	20	with	with	ADP
easat-10909	194	21	changing	change	VERB
easat-10909	194	22	fraud	fraud	NOUN
easat-10909	194	23	patterns	pattern	NOUN
easat-10909	194	24	.	.	PUNCT
easat-10909	195	1	the	the	DET
easat-10909	195	2	performance	performance	NOUN
easat-10909	195	3	curve	curve	NOUN
easat-10909	195	4	shows	show	VERB
easat-10909	195	5	that	that	SCONJ
easat-10909	195	6	most	most	ADJ
easat-10909	195	7	of	of	ADP
easat-10909	195	8	the	the	DET
easat-10909	195	9	effect	effect	NOUN
easat-10909	195	10	degradation	degradation	NOUN
easat-10909	195	11	due	due	ADP
easat-10909	195	12	to	to	ADP
easat-10909	195	13	new	new	ADJ
easat-10909	195	14	fraudulent	fraudulent	ADJ
easat-10909	195	15	attempts	attempt	NOUN
easat-10909	195	16	is	be	AUX
easat-10909	195	17	minimal	minimal	ADJ
easat-10909	195	18	,	,	PUNCT
easat-10909	195	19	pointing	point	VERB
easat-10909	195	20	to	to	ADP
easat-10909	195	21	the	the	DET
easat-10909	195	22	adaptive	adaptive	ADJ
easat-10909	195	23	learning	learn	VERB
easat-10909	195	24	feature	feature	NOUN
easat-10909	195	25	of	of	ADP
easat-10909	195	26	the	the	DET
easat-10909	195	27	quantuminspired	quantuminspire	VERB
easat-10909	195	28	reinforcement	reinforcement	NOUN
easat-10909	195	29	learning	learning	NOUN
easat-10909	195	30	framework	framework	NOUN
easat-10909	195	31	.	.	PUNCT
easat-10909	196	1	this	this	DET
easat-10909	196	2	feature	feature	NOUN
easat-10909	196	3	is	be	AUX
easat-10909	196	4	very	very	ADV
easat-10909	196	5	important	important	ADJ
easat-10909	196	6	in	in	ADP
easat-10909	196	7	mobile	mobile	ADJ
easat-10909	196	8	advertising	advertising	NOUN
easat-10909	196	9	,	,	PUNCT
easat-10909	196	10	where	where	SCONJ
easat-10909	196	11	fraud	fraud	NOUN
easat-10909	196	12	is	be	AUX
easat-10909	196	13	highly	highly	ADV
easat-10909	196	14	dynamic	dynamic	ADJ
easat-10909	196	15	.	.	PUNCT
easat-10909	197	1	figure	figure	NOUN
easat-10909	197	2	5	5	NUM
easat-10909	197	3	.	.	PUNCT
easat-10909	198	1	performance	performance	NOUN
easat-10909	198	2	analysis	analysis	NOUN
easat-10909	198	3	of	of	ADP
easat-10909	198	4	quantum	quantum	NOUN
easat-10909	198	5	-	-	PUNCT
easat-10909	198	6	inspired	inspire	VERB
easat-10909	198	7	reinforcement	reinforcement	NOUN
easat-10909	198	8	learning	learning	NOUN
easat-10909	198	9	for	for	ADP
easat-10909	198	10	mobile	mobile	ADJ
easat-10909	198	11	ad	ad	NOUN
easat-10909	198	12	fraud	fraud	NOUN
easat-10909	198	13	detection	detection	NOUN
easat-10909	198	14	.	.	PUNCT
easat-10909	199	1	(	(	PUNCT
easat-10909	199	2	a	a	X
easat-10909	199	3	)	)	PUNCT
easat-10909	199	4	scalability	scalability	NOUN
easat-10909	199	5	:	:	PUNCT
easat-10909	199	6	accuracy	accuracy	NOUN
easat-10909	199	7	vs.	vs.	ADP
easat-10909	199	8	computational	computational	ADJ
easat-10909	199	9	time	time	NOUN
easat-10909	199	10	(	(	PUNCT
easat-10909	199	11	b	b	NOUN
easat-10909	199	12	)	)	PUNCT
easat-10909	199	13	fraud	fraud	NOUN
easat-10909	199	14	type	type	NOUN
easat-10909	199	15	detection	detection	NOUN
easat-10909	199	16	effectiveness	effectiveness	NOUN
easat-10909	199	17	(	(	PUNCT
easat-10909	199	18	c	c	NOUN
easat-10909	199	19	)	)	PUNCT
easat-10909	199	20	model	model	NOUN
easat-10909	199	21	adaptability	adaptability	NOUN
easat-10909	199	22	over	over	ADP
easat-10909	199	23	time	time	NOUN
easat-10909	199	24	.	.	PUNCT
easat-10909	200	1	as	as	SCONJ
easat-10909	200	2	presented	present	VERB
easat-10909	200	3	in	in	ADP
easat-10909	200	4	table	table	NOUN
easat-10909	200	5	4	4	NUM
easat-10909	200	6	,	,	PUNCT
easat-10909	200	7	the	the	DET
easat-10909	200	8	performance	performance	NOUN
easat-10909	200	9	metrics	metric	NOUN
easat-10909	200	10	across	across	ADP
easat-10909	200	11	different	different	ADJ
easat-10909	200	12	testing	testing	NOUN
easat-10909	200	13	scenarios	scenario	NOUN
easat-10909	200	14	substantiate	substantiate	VERB
easat-10909	200	15	the	the	DET
easat-10909	200	16	algorithm	algorithm	NOUN
easat-10909	200	17	's	's	PART
easat-10909	200	18	robust	robust	ADJ
easat-10909	200	19	capabilities	capability	NOUN
easat-10909	200	20	.	.	PUNCT
easat-10909	201	1	the	the	DET
easat-10909	201	2	results	result	NOUN
easat-10909	201	3	demonstrate	demonstrate	VERB
easat-10909	201	4	consistent	consistent	ADJ
easat-10909	201	5	high	high	ADJ
easat-10909	201	6	performance	performance	NOUN
easat-10909	201	7	across	across	ADP
easat-10909	201	8	varying	vary	VERB
easat-10909	201	9	data	datum	NOUN
easat-10909	201	10	scales	scale	NOUN
easat-10909	201	11	,	,	PUNCT
easat-10909	201	12	fraud	fraud	NOUN
easat-10909	201	13	types	type	NOUN
easat-10909	201	14	,	,	PUNCT
easat-10909	201	15	and	and	CCONJ
easat-10909	201	16	noise	noise	NOUN
easat-10909	201	17	levels	level	NOUN
easat-10909	201	18	,	,	PUNCT
easat-10909	201	19	with	with	ADP
easat-10909	201	20	minimal	minimal	ADJ
easat-10909	201	21	variance	variance	NOUN
easat-10909	201	22	in	in	ADP
easat-10909	201	23	key	key	ADJ
easat-10909	201	24	performance	performance	NOUN
easat-10909	201	25	indicators	indicator	NOUN
easat-10909	201	26	.	.	PUNCT
easat-10909	202	1	478	478	NUM
easat-10909	202	2	edelweiss	edelweiss	PROPN
easat-10909	202	3	applied	apply	VERB
easat-10909	202	4	science	science	NOUN
easat-10909	202	5	and	and	CCONJ
easat-10909	202	6	technology	technology	NOUN
easat-10909	202	7	issn	issn	PROPN
easat-10909	202	8	:	:	PUNCT
easat-10909	202	9	2576	2576	NUM
easat-10909	202	10	-	-	SYM
easat-10909	202	11	8484	8484	NUM
easat-10909	202	12	vol	vol	NOUN
easat-10909	202	13	.	.	PROPN
easat-10909	203	1	9	9	NUM
easat-10909	203	2	,	,	PUNCT
easat-10909	203	3	no	no	INTJ
easat-10909	203	4	.	.	NOUN
easat-10909	203	5	11	11	NUM
easat-10909	203	6	:	:	PUNCT
easat-10909	203	7	467	467	NUM
easat-10909	203	8	-	-	SYM
easat-10909	203	9	482	482	NUM
easat-10909	203	10	,	,	PUNCT
easat-10909	203	11	2025	2025	NUM
easat-10909	203	12	doi	doi	NOUN
easat-10909	203	13	:	:	PUNCT
easat-10909	203	14	10.55214/2576	10.55214/2576	NUM
easat-10909	203	15	-	-	SYM
easat-10909	203	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	203	17	©	©	ADP
easat-10909	203	18	2025	2025	NUM
easat-10909	203	19	by	by	ADP
easat-10909	203	20	the	the	DET
easat-10909	203	21	author	author	NOUN
easat-10909	203	22	;	;	PUNCT
easat-10909	203	23	licensee	licensee	PROPN
easat-10909	203	24	learning	learn	VERB
easat-10909	203	25	gate	gate	NOUN
easat-10909	203	26	table	table	NOUN
easat-10909	203	27	4	4	NUM
easat-10909	203	28	.	.	PUNCT
easat-10909	203	29	performance	performance	NOUN
easat-10909	203	30	metrics	metric	NOUN
easat-10909	203	31	across	across	ADP
easat-10909	203	32	different	different	ADJ
easat-10909	203	33	testing	testing	NOUN
easat-10909	203	34	scenarios	scenario	NOUN
easat-10909	203	35	for	for	ADP
easat-10909	203	36	quantum	quantum	NOUN
easat-10909	203	37	-	-	PUNCT
easat-10909	203	38	inspired	inspire	VERB
easat-10909	203	39	reinforcement	reinforcement	NOUN
easat-10909	203	40	learning	learning	NOUN
easat-10909	203	41	fraud	fraud	NOUN
easat-10909	203	42	detection	detection	NOUN
easat-10909	203	43	.	.	PUNCT
easat-10909	204	1	scenario	scenario	NOUN
easat-10909	204	2	accuracy	accuracy	NOUN
easat-10909	204	3	(	(	PUNCT
easat-10909	204	4	%	%	INTJ
easat-10909	204	5	)	)	PUNCT
easat-10909	204	6	precision	precision	NOUN
easat-10909	204	7	(	(	PUNCT
easat-10909	204	8	%	%	INTJ
easat-10909	204	9	)	)	PUNCT
easat-10909	204	10	recall	recall	NOUN
easat-10909	204	11	(	(	PUNCT
easat-10909	204	12	%	%	INTJ
easat-10909	204	13	)	)	PUNCT
easat-10909	204	14	false	false	ADJ
easat-10909	204	15	positive	positive	ADJ
easat-10909	204	16	rate	rate	NOUN
easat-10909	204	17	(	(	PUNCT
easat-10909	204	18	%	%	INTJ
easat-10909	204	19	)	)	PUNCT
easat-10909	204	20	false	false	ADJ
easat-10909	204	21	negative	negative	ADJ
easat-10909	204	22	rate	rate	NOUN
easat-10909	204	23	(	(	PUNCT
easat-10909	204	24	%	%	INTJ
easat-10909	204	25	)	)	PUNCT
easat-10909	204	26	small	small	ADJ
easat-10909	204	27	scale	scale	NOUN
easat-10909	204	28	(	(	PUNCT
easat-10909	204	29	<	<	X
easat-10909	204	30	1	1	NUM
easat-10909	204	31	m	m	PROPN
easat-10909	204	32	events	event	NOUN
easat-10909	204	33	)	)	PUNCT
easat-10909	204	34	91.2	91.2	NUM
easat-10909	204	35	78.5	78.5	NUM
easat-10909	204	36	76.3	76.3	NUM
easat-10909	204	37	4.7	4.7	NUM
easat-10909	204	38	23.7	23.7	NUM
easat-10909	204	39	medium	medium	ADJ
easat-10909	204	40	scale	scale	NOUN
easat-10909	204	41	(	(	PUNCT
easat-10909	204	42	1	1	NUM
easat-10909	204	43	-	-	SYM
easat-10909	204	44	5	5	NUM
easat-10909	204	45	m	m	NOUN
easat-10909	204	46	events	event	NOUN
easat-10909	204	47	)	)	PUNCT
easat-10909	204	48	89.7	89.7	NUM
easat-10909	204	49	76.9	76.9	NUM
easat-10909	204	50	74.8	74.8	NUM
easat-10909	204	51	5.2	5.2	NUM
easat-10909	204	52	25.2	25.2	NUM
easat-10909	204	53	large	large	ADJ
easat-10909	204	54	scale	scale	NOUN
easat-10909	204	55	(	(	PUNCT
easat-10909	204	56	>	>	X
easat-10909	204	57	5	5	NUM
easat-10909	204	58	m	m	NOUN
easat-10909	204	59	events	event	NOUN
easat-10909	204	60	)	)	PUNCT
easat-10909	204	61	88.3	88.3	NUM
easat-10909	204	62	75.4	75.4	NUM
easat-10909	204	63	73.1	73.1	NUM
easat-10909	204	64	5.8	5.8	NUM
easat-10909	204	65	26.9	26.9	NUM
easat-10909	204	66	low	low	ADJ
easat-10909	204	67	noise	noise	NOUN
easat-10909	204	68	92.1	92.1	NUM
easat-10909	204	69	79.2	79.2	NUM
easat-10909	204	70	77.6	77.6	NUM
easat-10909	204	71	4.3	4.3	NUM
easat-10909	204	72	22.4	22.4	NUM
easat-10909	204	73	high	high	ADJ
easat-10909	204	74	noise	noise	NOUN
easat-10909	204	75	86.5	86.5	NUM
easat-10909	204	76	74.1	74.1	NUM
easat-10909	204	77	71.2	71.2	NUM
easat-10909	204	78	6.5	6.5	NUM
easat-10909	204	79	28.8	28.8	NUM
easat-10909	204	80	click	click	VERB
easat-10909	204	81	injection	injection	NOUN
easat-10909	204	82	90.3	90.3	NUM
easat-10909	204	83	77.6	77.6	NUM
easat-10909	204	84	75.4	75.4	NUM
easat-10909	204	85	5.1	5.1	NUM
easat-10909	204	86	24.6	24.6	NUM
easat-10909	204	87	click	click	NOUN
easat-10909	204	88	spamming	spamme	VERB
easat-10909	204	89	88.9	88.9	NUM
easat-10909	204	90	76.2	76.2	NUM
easat-10909	204	91	73.7	73.7	NUM
easat-10909	204	92	5.6	5.6	NUM
easat-10909	204	93	26.3	26.3	NUM
easat-10909	204	94	install	install	NOUN
easat-10909	204	95	attribution	attribution	NOUN
easat-10909	204	96	fraud	fraud	NOUN
easat-10909	204	97	89.5	89.5	NUM
easat-10909	204	98	76.8	76.8	NUM
easat-10909	204	99	74.3	74.3	NUM
easat-10909	204	100	5.4	5.4	NUM
easat-10909	204	101	25.7	25.7	NUM
easat-10909	204	102	sdk	sdk	NOUN
easat-10909	204	103	spoofing	spoof	VERB
easat-10909	204	104	87.6	87.6	NUM
easat-10909	204	105	75.1	75.1	NUM
easat-10909	204	106	72.5	72.5	NUM
easat-10909	204	107	5.9	5.9	NUM
easat-10909	204	108	27.5	27.5	NUM
easat-10909	204	109	the	the	DET
easat-10909	204	110	comprehensive	comprehensive	ADJ
easat-10909	204	111	performance	performance	NOUN
easat-10909	204	112	analysis	analysis	NOUN
easat-10909	204	113	validates	validate	VERB
easat-10909	204	114	the	the	DET
easat-10909	204	115	proposed	propose	VERB
easat-10909	204	116	quantum	quantum	NOUN
easat-10909	204	117	-	-	PUNCT
easat-10909	204	118	inspired	inspire	VERB
easat-10909	204	119	reinforcement	reinforcement	NOUN
easat-10909	204	120	learning	learning	NOUN
easat-10909	204	121	approach	approach	NOUN
easat-10909	204	122	as	as	ADP
easat-10909	204	123	a	a	DET
easat-10909	204	124	promising	promising	ADJ
easat-10909	204	125	solution	solution	NOUN
easat-10909	204	126	for	for	ADP
easat-10909	204	127	adaptive	adaptive	ADJ
easat-10909	204	128	and	and	CCONJ
easat-10909	204	129	efficient	efficient	ADJ
easat-10909	204	130	mobile	mobile	ADJ
easat-10909	204	131	ad	ad	NOUN
easat-10909	204	132	fraud	fraud	NOUN
easat-10909	204	133	detection	detection	NOUN
easat-10909	204	134	.	.	PUNCT
easat-10909	205	1	3.3	3.3	NUM
easat-10909	205	2	.	.	PUNCT
easat-10909	205	3	ablation	ablation	NOUN
easat-10909	205	4	study	study	VERB
easat-10909	205	5	the	the	DET
easat-10909	205	6	ablation	ablation	NOUN
easat-10909	205	7	study	study	NOUN
easat-10909	205	8	systematically	systematically	ADV
easat-10909	205	9	dissected	dissect	VERB
easat-10909	205	10	the	the	DET
easat-10909	205	11	quantum	quantum	NOUN
easat-10909	205	12	-	-	PUNCT
easat-10909	205	13	inspired	inspire	VERB
easat-10909	205	14	reinforcement	reinforcement	NOUN
easat-10909	205	15	learning	learning	NOUN
easat-10909	205	16	approach	approach	NOUN
easat-10909	205	17	to	to	PART
easat-10909	205	18	elucidate	elucidate	VERB
easat-10909	205	19	the	the	DET
easat-10909	205	20	contributions	contribution	NOUN
easat-10909	205	21	of	of	ADP
easat-10909	205	22	its	its	PRON
easat-10909	205	23	key	key	ADJ
easat-10909	205	24	components	component	NOUN
easat-10909	205	25	and	and	CCONJ
easat-10909	205	26	assess	assess	VERB
easat-10909	205	27	the	the	DET
easat-10909	205	28	model	model	NOUN
easat-10909	205	29	's	's	PART
easat-10909	205	30	sensitivity	sensitivity	NOUN
easat-10909	205	31	to	to	PART
easat-10909	205	32	hyperparameter	hyperparameter	VERB
easat-10909	205	33	variations	variation	NOUN
easat-10909	205	34	.	.	PUNCT
easat-10909	206	1	as	as	SCONJ
easat-10909	206	2	illustrated	illustrate	VERB
easat-10909	206	3	in	in	ADP
easat-10909	206	4	figure	figure	NOUN
easat-10909	206	5	6	6	NUM
easat-10909	206	6	,	,	PUNCT
easat-10909	206	7	the	the	DET
easat-10909	206	8	analysis	analysis	NOUN
easat-10909	206	9	revealed	reveal	VERB
easat-10909	206	10	nuanced	nuanced	ADJ
easat-10909	206	11	insights	insight	NOUN
easat-10909	206	12	into	into	ADP
easat-10909	206	13	the	the	DET
easat-10909	206	14	architectural	architectural	ADJ
easat-10909	206	15	design	design	NOUN
easat-10909	206	16	and	and	CCONJ
easat-10909	206	17	performance	performance	NOUN
easat-10909	206	18	characteristics	characteristic	NOUN
easat-10909	206	19	of	of	ADP
easat-10909	206	20	the	the	DET
easat-10909	206	21	proposed	propose	VERB
easat-10909	206	22	method	method	NOUN
easat-10909	206	23	.	.	PUNCT
easat-10909	207	1	figure	figure	NOUN
easat-10909	207	2	6(a	6(a	NUM
easat-10909	207	3	)	)	PUNCT
easat-10909	207	4	quantifies	quantifie	NOUN
easat-10909	207	5	the	the	DET
easat-10909	207	6	performance	performance	NOUN
easat-10909	207	7	impact	impact	NOUN
easat-10909	207	8	of	of	ADP
easat-10909	207	9	removing	remove	VERB
easat-10909	207	10	individual	individual	ADJ
easat-10909	207	11	quantum	quantum	NOUN
easat-10909	207	12	-	-	PUNCT
easat-10909	207	13	inspired	inspire	VERB
easat-10909	207	14	components	component	NOUN
easat-10909	207	15	.	.	PUNCT
easat-10909	208	1	the	the	DET
easat-10909	208	2	bar	bar	NOUN
easat-10909	208	3	chart	chart	NOUN
easat-10909	208	4	demonstrates	demonstrate	VERB
easat-10909	208	5	the	the	DET
easat-10909	208	6	performance	performance	NOUN
easat-10909	208	7	degradation	degradation	NOUN
easat-10909	208	8	when	when	SCONJ
easat-10909	208	9	specific	specific	ADJ
easat-10909	208	10	elements	element	NOUN
easat-10909	208	11	are	be	AUX
easat-10909	208	12	eliminated	eliminate	VERB
easat-10909	208	13	from	from	ADP
easat-10909	208	14	the	the	DET
easat-10909	208	15	full	full	ADJ
easat-10909	208	16	model	model	NOUN
easat-10909	208	17	.	.	PUNCT
easat-10909	209	1	removing	remove	VERB
easat-10909	209	2	the	the	DET
easat-10909	209	3	quantum	quantum	ADJ
easat-10909	209	4	state	state	NOUN
easat-10909	209	5	representation	representation	NOUN
easat-10909	209	6	resulted	result	VERB
easat-10909	209	7	in	in	ADP
easat-10909	209	8	a	a	DET
easat-10909	209	9	7.2	7.2	NUM
easat-10909	209	10	%	%	NOUN
easat-10909	209	11	performance	performance	NOUN
easat-10909	209	12	drop	drop	NOUN
easat-10909	209	13	,	,	PUNCT
easat-10909	209	14	highlighting	highlight	VERB
easat-10909	209	15	its	its	PRON
easat-10909	209	16	critical	critical	ADJ
easat-10909	209	17	role	role	NOUN
easat-10909	209	18	in	in	ADP
easat-10909	209	19	feature	feature	NOUN
easat-10909	209	20	encoding	encoding	NOUN
easat-10909	209	21	.	.	PUNCT
easat-10909	210	1	the	the	DET
easat-10909	210	2	quantum	quantum	ADJ
easat-10909	210	3	interference	interference	NOUN
easat-10909	210	4	term	term	NOUN
easat-10909	210	5	and	and	CCONJ
easat-10909	210	6	quantum	quantum	NOUN
easat-10909	210	7	-	-	PUNCT
easat-10909	210	8	inspired	inspire	VERB
easat-10909	210	9	policy	policy	NOUN
easat-10909	210	10	optimization	optimization	NOUN
easat-10909	210	11	components	component	NOUN
easat-10909	210	12	showed	show	VERB
easat-10909	210	13	substantial	substantial	ADJ
easat-10909	210	14	impacts	impact	NOUN
easat-10909	210	15	of	of	ADP
easat-10909	210	16	5.8	5.8	NUM
easat-10909	210	17	%	%	NOUN
easat-10909	210	18	and	and	CCONJ
easat-10909	210	19	6.3	6.3	NUM
easat-10909	210	20	%	%	NOUN
easat-10909	210	21	performance	performance	NOUN
easat-10909	210	22	reductions	reduction	NOUN
easat-10909	210	23	,	,	PUNCT
easat-10909	210	24	respectively	respectively	ADV
easat-10909	210	25	.	.	PUNCT
easat-10909	211	1	this	this	DET
easat-10909	211	2	analysis	analysis	NOUN
easat-10909	211	3	underscores	underscore	VERB
easat-10909	211	4	the	the	DET
easat-10909	211	5	synergistic	synergistic	ADJ
easat-10909	211	6	nature	nature	NOUN
easat-10909	211	7	of	of	ADP
easat-10909	211	8	the	the	DET
easat-10909	211	9	quantuminspired	quantuminspire	VERB
easat-10909	211	10	components	component	NOUN
easat-10909	211	11	in	in	ADP
easat-10909	211	12	maintaining	maintain	VERB
easat-10909	211	13	detection	detection	NOUN
easat-10909	211	14	efficacy	efficacy	NOUN
easat-10909	211	15	.	.	PUNCT
easat-10909	212	1	the	the	DET
easat-10909	212	2	hyperparameter	hyperparameter	NOUN
easat-10909	212	3	sensitivity	sensitivity	NOUN
easat-10909	212	4	analysis	analysis	NOUN
easat-10909	212	5	in	in	ADP
easat-10909	212	6	figure	figure	NOUN
easat-10909	212	7	6(b	6(b	NUM
easat-10909	212	8	)	)	PUNCT
easat-10909	212	9	provides	provide	VERB
easat-10909	212	10	a	a	DET
easat-10909	212	11	detailed	detailed	ADJ
easat-10909	212	12	examination	examination	NOUN
easat-10909	212	13	of	of	ADP
easat-10909	212	14	the	the	DET
easat-10909	212	15	learning	learning	NOUN
easat-10909	212	16	rate	rate	NOUN
easat-10909	212	17	's	's	PART
easat-10909	212	18	influence	influence	NOUN
easat-10909	212	19	on	on	ADP
easat-10909	212	20	model	model	NOUN
easat-10909	212	21	performance	performance	NOUN
easat-10909	212	22	.	.	PUNCT
easat-10909	213	1	the	the	DET
easat-10909	213	2	scatter	scatter	NOUN
easat-10909	213	3	plot	plot	NOUN
easat-10909	213	4	with	with	ADP
easat-10909	213	5	error	error	NOUN
easat-10909	213	6	bars	bar	NOUN
easat-10909	213	7	reveals	reveal	VERB
easat-10909	213	8	a	a	DET
easat-10909	213	9	non	non	ADJ
easat-10909	213	10	-	-	ADJ
easat-10909	213	11	linear	linear	ADJ
easat-10909	213	12	relationship	relationship	NOUN
easat-10909	213	13	between	between	ADP
easat-10909	213	14	the	the	DET
easat-10909	213	15	learning	learning	NOUN
easat-10909	213	16	rate	rate	NOUN
easat-10909	213	17	and	and	CCONJ
easat-10909	213	18	the	the	DET
easat-10909	213	19	f1	f1	PROPN
easat-10909	213	20	score	score	NOUN
easat-10909	213	21	.	.	PUNCT
easat-10909	214	1	the	the	DET
easat-10909	214	2	optimal	optimal	ADJ
easat-10909	214	3	performance	performance	NOUN
easat-10909	214	4	was	be	AUX
easat-10909	214	5	achieved	achieve	VERB
easat-10909	214	6	at	at	ADP
easat-10909	214	7	a	a	DET
easat-10909	214	8	learning	learning	NOUN
easat-10909	214	9	rate	rate	NOUN
easat-10909	214	10	of	of	ADP
easat-10909	214	11	0.01	0.01	NUM
easat-10909	214	12	,	,	PUNCT
easat-10909	214	13	with	with	ADP
easat-10909	214	14	a	a	DET
easat-10909	214	15	peak	peak	NOUN
easat-10909	214	16	f1	f1	NOUN
easat-10909	214	17	score	score	NOUN
easat-10909	214	18	of	of	ADP
easat-10909	214	19	0.735	0.735	NUM
easat-10909	214	20	.	.	PUNCT
easat-10909	215	1	notably	notably	ADV
easat-10909	215	2	,	,	PUNCT
easat-10909	215	3	both	both	CCONJ
easat-10909	215	4	lower	low	ADJ
easat-10909	215	5	and	and	CCONJ
easat-10909	215	6	higher	high	ADJ
easat-10909	215	7	learning	learning	NOUN
easat-10909	215	8	rates	rate	NOUN
easat-10909	215	9	demonstrated	demonstrate	VERB
easat-10909	215	10	performance	performance	NOUN
easat-10909	215	11	degradation	degradation	NOUN
easat-10909	215	12	,	,	PUNCT
easat-10909	215	13	emphasizing	emphasize	VERB
easat-10909	215	14	the	the	DET
easat-10909	215	15	importance	importance	NOUN
easat-10909	215	16	of	of	ADP
easat-10909	215	17	precise	precise	ADJ
easat-10909	215	18	hyperparameter	hyperparameter	NOUN
easat-10909	215	19	tuning	tuning	NOUN
easat-10909	215	20	.	.	PUNCT
easat-10909	216	1	479	479	NUM
easat-10909	216	2	edelweiss	edelweiss	PROPN
easat-10909	216	3	applied	apply	VERB
easat-10909	216	4	science	science	NOUN
easat-10909	216	5	and	and	CCONJ
easat-10909	216	6	technology	technology	NOUN
easat-10909	216	7	issn	issn	PROPN
easat-10909	216	8	:	:	PUNCT
easat-10909	216	9	2576	2576	NUM
easat-10909	216	10	-	-	SYM
easat-10909	216	11	8484	8484	NUM
easat-10909	216	12	vol	vol	NOUN
easat-10909	216	13	.	.	PROPN
easat-10909	217	1	9	9	NUM
easat-10909	217	2	,	,	PUNCT
easat-10909	217	3	no	no	INTJ
easat-10909	217	4	.	.	NOUN
easat-10909	217	5	11	11	NUM
easat-10909	217	6	:	:	PUNCT
easat-10909	217	7	467	467	NUM
easat-10909	217	8	-	-	SYM
easat-10909	217	9	482	482	NUM
easat-10909	217	10	,	,	PUNCT
easat-10909	217	11	2025	2025	NUM
easat-10909	217	12	doi	doi	NOUN
easat-10909	217	13	:	:	PUNCT
easat-10909	217	14	10.55214/2576	10.55214/2576	NUM
easat-10909	217	15	-	-	SYM
easat-10909	217	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	217	17	©	©	ADP
easat-10909	217	18	2025	2025	NUM
easat-10909	217	19	by	by	ADP
easat-10909	217	20	the	the	DET
easat-10909	217	21	author	author	NOUN
easat-10909	217	22	;	;	PUNCT
easat-10909	217	23	licensee	licensee	PROPN
easat-10909	217	24	learning	learn	VERB
easat-10909	217	25	gate	gate	PROPN
easat-10909	217	26	figure	figure	NOUN
easat-10909	217	27	6	6	NUM
easat-10909	217	28	.	.	PUNCT
easat-10909	217	29	ablation	ablation	NOUN
easat-10909	217	30	study	study	NOUN
easat-10909	217	31	of	of	ADP
easat-10909	217	32	quantum	quantum	NOUN
easat-10909	217	33	-	-	PUNCT
easat-10909	217	34	inspired	inspire	VERB
easat-10909	217	35	reinforcement	reinforcement	NOUN
easat-10909	217	36	learning	learning	NOUN
easat-10909	217	37	for	for	ADP
easat-10909	217	38	fraud	fraud	NOUN
easat-10909	217	39	detection	detection	NOUN
easat-10909	217	40	.	.	PUNCT
easat-10909	218	1	(	(	PUNCT
easat-10909	218	2	a	a	X
easat-10909	218	3	)	)	PUNCT
easat-10909	218	4	component	component	NOUN
easat-10909	218	5	removal	removal	NOUN
easat-10909	218	6	impact	impact	NOUN
easat-10909	218	7	;	;	PUNCT
easat-10909	218	8	(	(	PUNCT
easat-10909	218	9	b	b	X
easat-10909	218	10	)	)	PUNCT
easat-10909	218	11	hyperparameter	hyperparameter	NOUN
easat-10909	218	12	sensitivity	sensitivity	NOUN
easat-10909	218	13	.	.	PUNCT
easat-10909	219	1	table	table	NOUN
easat-10909	219	2	5	5	NUM
easat-10909	219	3	offers	offer	VERB
easat-10909	219	4	a	a	DET
easat-10909	219	5	comprehensive	comprehensive	ADJ
easat-10909	219	6	quantification	quantification	NOUN
easat-10909	219	7	of	of	ADP
easat-10909	219	8	each	each	DET
easat-10909	219	9	component	component	NOUN
easat-10909	219	10	's	's	PART
easat-10909	219	11	contribution	contribution	NOUN
easat-10909	219	12	to	to	ADP
easat-10909	219	13	the	the	DET
easat-10909	219	14	overall	overall	ADJ
easat-10909	219	15	model	model	NOUN
easat-10909	219	16	performance	performance	NOUN
easat-10909	219	17	.	.	PUNCT
easat-10909	220	1	the	the	DET
easat-10909	220	2	quantum	quantum	NOUN
easat-10909	220	3	-	-	PUNCT
easat-10909	220	4	inspired	inspire	VERB
easat-10909	220	5	policy	policy	NOUN
easat-10909	220	6	optimization	optimization	NOUN
easat-10909	220	7	emerged	emerge	VERB
easat-10909	220	8	as	as	ADP
easat-10909	220	9	the	the	DET
easat-10909	220	10	most	most	ADV
easat-10909	220	11	impactful	impactful	ADJ
easat-10909	220	12	component	component	NOUN
easat-10909	220	13	,	,	PUNCT
easat-10909	220	14	with	with	ADP
easat-10909	220	15	a	a	DET
easat-10909	220	16	5.2	5.2	NUM
easat-10909	220	17	%	%	NOUN
easat-10909	220	18	performance	performance	NOUN
easat-10909	220	19	improvement	improvement	NOUN
easat-10909	220	20	and	and	CCONJ
easat-10909	220	21	the	the	DET
easat-10909	220	22	highest	high	ADJ
easat-10909	220	23	statistical	statistical	ADJ
easat-10909	220	24	significance	significance	NOUN
easat-10909	220	25	(	(	PUNCT
easat-10909	220	26	p	p	NOUN
easat-10909	220	27	-	-	PUNCT
easat-10909	220	28	value	value	NOUN
easat-10909	220	29	=	=	NOUN
easat-10909	220	30	0.0005	0.0005	NUM
easat-10909	220	31	)	)	PUNCT
easat-10909	220	32	.	.	PUNCT
easat-10909	221	1	the	the	DET
easat-10909	221	2	integrated	integrate	VERB
easat-10909	221	3	quantum	quantum	NOUN
easat-10909	221	4	-	-	PUNCT
easat-10909	221	5	inspired	inspire	VERB
easat-10909	221	6	framework	framework	NOUN
easat-10909	221	7	demonstrated	demonstrate	VERB
easat-10909	221	8	a	a	DET
easat-10909	221	9	substantial	substantial	ADJ
easat-10909	221	10	cumulative	cumulative	ADJ
easat-10909	221	11	improvement	improvement	NOUN
easat-10909	221	12	of	of	ADP
easat-10909	221	13	7.6	7.6	NUM
easat-10909	221	14	%	%	NOUN
easat-10909	221	15	,	,	PUNCT
easat-10909	221	16	validating	validate	VERB
easat-10909	221	17	the	the	DET
easat-10909	221	18	holistic	holistic	ADJ
easat-10909	221	19	approach	approach	NOUN
easat-10909	221	20	to	to	ADP
easat-10909	221	21	fraud	fraud	NOUN
easat-10909	221	22	detection	detection	NOUN
easat-10909	221	23	.	.	PUNCT
easat-10909	222	1	table	table	NOUN
easat-10909	222	2	5	5	NUM
easat-10909	222	3	.	.	PUNCT
easat-10909	222	4	quantitative	quantitative	ADJ
easat-10909	222	5	contribution	contribution	NOUN
easat-10909	222	6	of	of	ADP
easat-10909	222	7	key	key	ADJ
easat-10909	222	8	components	component	NOUN
easat-10909	222	9	in	in	ADP
easat-10909	222	10	quantum	quantum	NOUN
easat-10909	222	11	-	-	PUNCT
easat-10909	222	12	inspired	inspire	VERB
easat-10909	222	13	reinforcement	reinforcement	NOUN
easat-10909	222	14	learning	learning	NOUN
easat-10909	222	15	approach	approach	NOUN
easat-10909	222	16	.	.	PUNCT
easat-10909	223	1	component	component	NOUN
easat-10909	223	2	performance	performance	NOUN
easat-10909	223	3	contribution	contribution	NOUN
easat-10909	223	4	(	(	PUNCT
easat-10909	223	5	%	%	INTJ
easat-10909	223	6	)	)	PUNCT
easat-10909	223	7	statistical	statistical	ADJ
easat-10909	223	8	significance	significance	NOUN
easat-10909	223	9	(	(	PUNCT
easat-10909	223	10	p	p	NOUN
easat-10909	223	11	-	-	PUNCT
easat-10909	223	12	value	value	NOUN
easat-10909	223	13	)	)	PUNCT
easat-10909	223	14	incremental	incremental	ADJ
easat-10909	223	15	improvement	improvement	NOUN
easat-10909	223	16	quantum	quantum	NOUN
easat-10909	223	17	state	state	NOUN
easat-10909	223	18	representation	representation	NOUN
easat-10909	223	19	4.5	4.5	NUM
easat-10909	223	20	0.001	0.001	NUM
easat-10909	223	21	moderate	moderate	ADJ
easat-10909	223	22	quantum	quantum	NOUN
easat-10909	223	23	interference	interference	NOUN
easat-10909	223	24	term	term	NOUN
easat-10909	223	25	3.8	3.8	NUM
easat-10909	223	26	0.002	0.002	NUM
easat-10909	223	27	significant	significant	ADJ
easat-10909	223	28	adaptive	adaptive	ADJ
easat-10909	223	29	reward	reward	NOUN
easat-10909	223	30	mechanism	mechanism	NOUN
easat-10909	223	31	2.7	2.7	NUM
easat-10909	223	32	0.015	0.015	NUM
easat-10909	223	33	moderate	moderate	ADJ
easat-10909	223	34	quantum	quantum	NOUN
easat-10909	223	35	-	-	PUNCT
easat-10909	223	36	inspired	inspire	VERB
easat-10909	223	37	policy	policy	NOUN
easat-10909	223	38	optimization	optimization	NOUN
easat-10909	223	39	5.2	5.2	NUM
easat-10909	223	40	0.0005	0.0005	NUM
easat-10909	223	41	high	high	ADJ
easat-10909	223	42	integrated	integrate	VERB
easat-10909	223	43	quantum	quantum	NOUN
easat-10909	223	44	-	-	PUNCT
easat-10909	223	45	inspired	inspire	VERB
easat-10909	223	46	framework	framework	NOUN
easat-10909	223	47	7.6	7.6	NUM
easat-10909	223	48	0.0001	0.0001	NUM
easat-10909	223	49	substantial	substantial	ADJ
easat-10909	223	50	note	note	NOUN
easat-10909	223	51	:	:	PUNCT
easat-10909	223	52	the	the	DET
easat-10909	223	53	statistical	statistical	ADJ
easat-10909	223	54	significance	significance	NOUN
easat-10909	223	55	has	have	AUX
easat-10909	223	56	been	be	AUX
easat-10909	223	57	computed	compute	VERB
easat-10909	223	58	via	via	ADP
easat-10909	223	59	paired	pair	VERB
easat-10909	223	60	t	t	NOUN
easat-10909	223	61	-	-	PUNCT
easat-10909	223	62	tests	test	NOUN
easat-10909	223	63	.	.	PUNCT
easat-10909	224	1	contributions	contribution	NOUN
easat-10909	224	2	towards	towards	ADP
easat-10909	224	3	performance	performance	NOUN
easat-10909	224	4	were	be	AUX
easat-10909	224	5	made	make	VERB
easat-10909	224	6	in	in	ADP
easat-10909	224	7	relation	relation	NOUN
easat-10909	224	8	to	to	ADP
easat-10909	224	9	the	the	DET
easat-10909	224	10	baseline	baseline	ADJ
easat-10909	224	11	machine	machine	NOUN
easat-10909	224	12	learning	learning	NOUN
easat-10909	224	13	methods	method	NOUN
easat-10909	224	14	.	.	PUNCT
easat-10909	225	1	not	not	PART
easat-10909	225	2	only	only	ADV
easat-10909	225	3	did	do	AUX
easat-10909	225	4	the	the	DET
easat-10909	225	5	ablation	ablation	NOUN
easat-10909	225	6	study	study	NOUN
easat-10909	225	7	provide	provide	VERB
easat-10909	225	8	validation	validation	NOUN
easat-10909	225	9	of	of	ADP
easat-10909	225	10	the	the	DET
easat-10909	225	11	design	design	NOUN
easat-10909	225	12	choices	choice	NOUN
easat-10909	225	13	,	,	PUNCT
easat-10909	225	14	but	but	CCONJ
easat-10909	225	15	it	it	PRON
easat-10909	225	16	also	also	ADV
easat-10909	225	17	assessed	assess	VERB
easat-10909	225	18	the	the	DET
easat-10909	225	19	fragility	fragility	NOUN
easat-10909	225	20	and	and	CCONJ
easat-10909	225	21	resiliency	resiliency	NOUN
easat-10909	225	22	of	of	ADP
easat-10909	225	23	the	the	DET
easat-10909	225	24	quantum	quantum	NOUN
easat-10909	225	25	-	-	PUNCT
easat-10909	225	26	inspired	inspire	VERB
easat-10909	225	27	reinforcement	reinforcement	NOUN
easat-10909	225	28	learning	learning	NOUN
easat-10909	225	29	approach	approach	NOUN
easat-10909	225	30	.	.	PUNCT
easat-10909	226	1	through	through	ADP
easat-10909	226	2	the	the	DET
easat-10909	226	3	assessment	assessment	NOUN
easat-10909	226	4	of	of	ADP
easat-10909	226	5	component	component	NOUN
easat-10909	226	6	and	and	CCONJ
easat-10909	226	7	hyperparameter	hyperparameter	NOUN
easat-10909	226	8	contributions	contribution	NOUN
easat-10909	226	9	and	and	CCONJ
easat-10909	226	10	their	their	PRON
easat-10909	226	11	interactions	interaction	NOUN
easat-10909	226	12	,	,	PUNCT
easat-10909	226	13	this	this	DET
easat-10909	226	14	study	study	NOUN
easat-10909	226	15	shed	shed	VERB
easat-10909	226	16	light	light	NOUN
easat-10909	226	17	on	on	ADP
easat-10909	226	18	the	the	DET
easat-10909	226	19	powerful	powerful	ADJ
easat-10909	226	20	processes	process	NOUN
easat-10909	226	21	behind	behind	ADP
easat-10909	226	22	the	the	DET
easat-10909	226	23	outstanding	outstanding	ADJ
easat-10909	226	24	performance	performance	NOUN
easat-10909	226	25	of	of	ADP
easat-10909	226	26	mobile	mobile	ADJ
easat-10909	226	27	ad	ad	NOUN
easat-10909	226	28	fraud	fraud	NOUN
easat-10909	226	29	detection	detection	NOUN
easat-10909	226	30	.	.	PUNCT
easat-10909	227	1	4	4	X
easat-10909	227	2	.	.	X
easat-10909	227	3	discussion	discussion	NOUN
easat-10909	227	4	the	the	DET
easat-10909	227	5	quantum	quantum	NOUN
easat-10909	227	6	-	-	PUNCT
easat-10909	227	7	inspired	inspire	VERB
easat-10909	227	8	reinforcement	reinforcement	NOUN
easat-10909	227	9	learning	learning	NOUN
easat-10909	227	10	approach	approach	NOUN
easat-10909	227	11	to	to	ADP
easat-10909	227	12	mobile	mobile	ADJ
easat-10909	227	13	ad	ad	NOUN
easat-10909	227	14	fraud	fraud	NOUN
easat-10909	227	15	detection	detection	NOUN
easat-10909	227	16	is	be	AUX
easat-10909	227	17	a	a	DET
easat-10909	227	18	major	major	ADJ
easat-10909	227	19	computational	computational	ADJ
easat-10909	227	20	technique	technique	NOUN
easat-10909	227	21	that	that	PRON
easat-10909	227	22	outperforms	outperform	VERB
easat-10909	227	23	traditional	traditional	ADJ
easat-10909	227	24	detection	detection	NOUN
easat-10909	227	25	systems	system	NOUN
easat-10909	227	26	,	,	PUNCT
easat-10909	227	27	achieving	achieve	VERB
easat-10909	227	28	significant	significant	ADJ
easat-10909	227	29	improvements	improvement	NOUN
easat-10909	227	30	in	in	ADP
easat-10909	227	31	adaptive	adaptive	ADJ
easat-10909	227	32	mechanisms	mechanism	NOUN
easat-10909	227	33	in	in	ADP
easat-10909	227	34	the	the	DET
easat-10909	227	35	field	field	NOUN
easat-10909	227	36	of	of	ADP
easat-10909	227	37	cybersecurity	cybersecurity	NOUN
easat-10909	227	38	.	.	PUNCT
easat-10909	228	1	through	through	ADP
easat-10909	228	2	the	the	DET
easat-10909	228	3	combination	combination	NOUN
easat-10909	228	4	of	of	ADP
easat-10909	228	5	quantum	quantum	NOUN
easat-10909	228	6	computing	computing	NOUN
easat-10909	228	7	principles	principle	NOUN
easat-10909	228	8	and	and	CCONJ
easat-10909	228	9	advanced	advanced	ADJ
easat-10909	228	10	machine	machine	NOUN
easat-10909	228	11	learning	learning	NOUN
easat-10909	228	12	methods	method	NOUN
easat-10909	228	13	,	,	PUNCT
easat-10909	228	14	this	this	DET
easat-10909	228	15	research	research	NOUN
easat-10909	228	16	addresses	address	VERB
easat-10909	228	17	critical	critical	ADJ
easat-10909	228	18	challenges	challenge	NOUN
easat-10909	228	19	faced	face	VERB
easat-10909	228	20	in	in	ADP
easat-10909	228	21	the	the	DET
easat-10909	228	22	rapidly	rapidly	ADV
easat-10909	228	23	changing	change	VERB
easat-10909	228	24	environment	environment	NOUN
easat-10909	228	25	of	of	ADP
easat-10909	228	26	online	online	ADJ
easat-10909	228	27	advertising	advertising	NOUN
easat-10909	228	28	,	,	PUNCT
easat-10909	228	29	thus	thus	ADV
easat-10909	228	30	addressing	address	VERB
easat-10909	228	31	the	the	DET
easat-10909	228	32	limitations	limitation	NOUN
easat-10909	228	33	of	of	ADP
easat-10909	228	34	traditional	traditional	ADJ
easat-10909	228	35	approaches	approach	NOUN
easat-10909	228	36	.	.	PUNCT
easat-10909	229	1	the	the	DET
easat-10909	229	2	theoretical	theoretical	ADJ
easat-10909	229	3	foundations	foundation	NOUN
easat-10909	229	4	of	of	ADP
easat-10909	229	5	this	this	DET
easat-10909	229	6	approach	approach	NOUN
easat-10909	229	7	represent	represent	VERB
easat-10909	229	8	a	a	DET
easat-10909	229	9	significant	significant	ADJ
easat-10909	229	10	departure	departure	NOUN
easat-10909	229	11	from	from	ADP
easat-10909	229	12	traditional	traditional	ADJ
easat-10909	229	13	static	static	ADJ
easat-10909	229	14	fraud	fraud	NOUN
easat-10909	229	15	detection	detection	NOUN
easat-10909	229	16	paradigms	paradigm	VERB
easat-10909	229	17	.	.	PUNCT
easat-10909	230	1	contrary	contrary	ADJ
easat-10909	230	2	to	to	ADP
easat-10909	230	3	previous	previous	ADJ
easat-10909	230	4	studies	study	NOUN
easat-10909	230	5	that	that	PRON
easat-10909	230	6	largely	largely	ADV
easat-10909	230	7	relied	rely	VERB
easat-10909	230	8	on	on	ADP
easat-10909	230	9	rule	rule	NOUN
easat-10909	230	10	-	-	PUNCT
easat-10909	230	11	based	base	VERB
easat-10909	230	12	heuristics	heuristic	NOUN
easat-10909	230	13	,	,	PUNCT
easat-10909	230	14	our	our	PRON
easat-10909	230	15	quantum	quantum	NOUN
easat-10909	230	16	-	-	PUNCT
easat-10909	230	17	inspired	inspire	VERB
easat-10909	230	18	approach	approach	NOUN
easat-10909	230	19	offers	offer	VERB
easat-10909	230	20	a	a	DET
easat-10909	230	21	dynamically	dynamically	ADV
easat-10909	230	22	adaptive	adaptive	ADJ
easat-10909	230	23	type	type	NOUN
easat-10909	230	24	of	of	ADP
easat-10909	230	25	computational	computational	ADJ
easat-10909	230	26	intelligence	intelligence	NOUN
easat-10909	230	27	,	,	PUNCT
easat-10909	230	28	thus	thus	ADV
easat-10909	230	29	480	480	NUM
easat-10909	230	30	edelweiss	edelweiss	PROPN
easat-10909	230	31	applied	apply	VERB
easat-10909	230	32	science	science	NOUN
easat-10909	230	33	and	and	CCONJ
easat-10909	230	34	technology	technology	NOUN
easat-10909	230	35	issn	issn	PROPN
easat-10909	230	36	:	:	PUNCT
easat-10909	230	37	2576	2576	NUM
easat-10909	230	38	-	-	SYM
easat-10909	230	39	8484	8484	NUM
easat-10909	230	40	vol	vol	NOUN
easat-10909	230	41	.	.	PROPN
easat-10909	231	1	9	9	NUM
easat-10909	231	2	,	,	PUNCT
easat-10909	231	3	no	no	INTJ
easat-10909	231	4	.	.	NOUN
easat-10909	231	5	11	11	NUM
easat-10909	231	6	:	:	PUNCT
easat-10909	231	7	467	467	NUM
easat-10909	231	8	-	-	SYM
easat-10909	231	9	482	482	NUM
easat-10909	231	10	,	,	PUNCT
easat-10909	231	11	2025	2025	NUM
easat-10909	231	12	doi	doi	NOUN
easat-10909	231	13	:	:	PUNCT
easat-10909	231	14	10.55214/2576	10.55214/2576	NUM
easat-10909	231	15	-	-	SYM
easat-10909	231	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	231	17	©	©	ADP
easat-10909	231	18	2025	2025	NUM
easat-10909	231	19	by	by	ADP
easat-10909	231	20	the	the	DET
easat-10909	231	21	author	author	NOUN
easat-10909	231	22	;	;	PUNCT
easat-10909	231	23	licensee	licensee	PROPN
easat-10909	231	24	learning	learn	VERB
easat-10909	231	25	gate	gate	NOUN
easat-10909	231	26	revolutionizing	revolutionize	VERB
easat-10909	231	27	the	the	DET
easat-10909	231	28	paradigm	paradigm	NOUN
easat-10909	231	29	for	for	ADP
easat-10909	231	30	understanding	understand	VERB
easat-10909	231	31	pattern	pattern	NOUN
easat-10909	231	32	recognition	recognition	NOUN
easat-10909	231	33	in	in	ADP
easat-10909	231	34	the	the	DET
easat-10909	231	35	context	context	NOUN
easat-10909	231	36	of	of	ADP
easat-10909	231	37	fraudulent	fraudulent	ADJ
easat-10909	231	38	activity	activity	NOUN
easat-10909	231	39	.	.	PUNCT
easat-10909	232	1	this	this	DET
easat-10909	232	2	novel	novel	ADJ
easat-10909	232	3	approach	approach	NOUN
easat-10909	232	4	combines	combine	VERB
easat-10909	232	5	quantum	quantum	NOUN
easat-10909	232	6	-	-	PUNCT
easat-10909	232	7	inspired	inspire	VERB
easat-10909	232	8	state	state	NOUN
easat-10909	232	9	representation	representation	NOUN
easat-10909	232	10	with	with	ADP
easat-10909	232	11	reinforcement	reinforcement	NOUN
easat-10909	232	12	learning	learning	NOUN
easat-10909	232	13	principles	principle	NOUN
easat-10909	232	14	to	to	PART
easat-10909	232	15	allow	allow	VERB
easat-10909	232	16	for	for	ADP
easat-10909	232	17	a	a	DET
easat-10909	232	18	more	more	ADV
easat-10909	232	19	sophisticated	sophisticated	ADJ
easat-10909	232	20	and	and	CCONJ
easat-10909	232	21	contextually	contextually	ADV
easat-10909	232	22	aware	aware	ADJ
easat-10909	232	23	strategy	strategy	NOUN
easat-10909	232	24	for	for	ADP
easat-10909	232	25	anomaly	anomaly	NOUN
easat-10909	232	26	detection	detection	NOUN
easat-10909	232	27	.	.	PUNCT
easat-10909	233	1	a	a	DET
easat-10909	233	2	comparative	comparative	ADJ
easat-10909	233	3	analysis	analysis	NOUN
easat-10909	233	4	of	of	ADP
easat-10909	233	5	established	establish	VERB
easat-10909	233	6	research	research	NOUN
easat-10909	233	7	approaches	approach	NOUN
easat-10909	233	8	emphasizes	emphasize	VERB
easat-10909	233	9	the	the	DET
easat-10909	233	10	epistemological	epistemological	ADJ
easat-10909	233	11	novelty	novelty	NOUN
easat-10909	233	12	of	of	ADP
easat-10909	233	13	this	this	DET
easat-10909	233	14	study	study	NOUN
easat-10909	233	15	.	.	PUNCT
easat-10909	234	1	compared	compare	VERB
easat-10909	234	2	to	to	ADP
easat-10909	234	3	previous	previous	ADJ
easat-10909	234	4	frameworks	framework	NOUN
easat-10909	234	5	developed	develop	VERB
easat-10909	234	6	by	by	ADP
easat-10909	234	7	chen	chen	PROPN
easat-10909	234	8	et	et	PROPN
easat-10909	234	9	al	al	PROPN
easat-10909	234	10	.	.	PUNCT
easat-10909	235	1	[	[	X
easat-10909	235	2	1	1	X
easat-10909	235	3	]	]	PUNCT
easat-10909	235	4	and	and	CCONJ
easat-10909	235	5	sisodia	sisodia	NOUN
easat-10909	235	6	and	and	CCONJ
easat-10909	235	7	sisodia	sisodia	NOUN
easat-10909	236	1	[	[	X
easat-10909	236	2	5	5	NUM
easat-10909	236	3	]	]	PUNCT
easat-10909	236	4	,	,	PUNCT
easat-10909	236	5	which	which	PRON
easat-10909	236	6	focused	focus	VERB
easat-10909	236	7	on	on	ADP
easat-10909	236	8	the	the	DET
easat-10909	236	9	overlap	overlap	NOUN
easat-10909	236	10	between	between	ADP
easat-10909	236	11	transfer	transfer	NOUN
easat-10909	236	12	learning	learning	NOUN
easat-10909	236	13	and	and	CCONJ
easat-10909	236	14	static	static	ADJ
easat-10909	236	15	detection	detection	NOUN
easat-10909	236	16	methods	method	NOUN
easat-10909	236	17	,	,	PUNCT
easat-10909	236	18	this	this	DET
easat-10909	236	19	study	study	NOUN
easat-10909	236	20	showcases	showcase	VERB
easat-10909	236	21	greater	great	ADJ
easat-10909	236	22	computational	computational	ADJ
easat-10909	236	23	flexibility	flexibility	NOUN
easat-10909	236	24	through	through	ADP
easat-10909	236	25	the	the	DET
easat-10909	236	26	application	application	NOUN
easat-10909	236	27	of	of	ADP
easat-10909	236	28	principles	principle	NOUN
easat-10909	236	29	of	of	ADP
easat-10909	236	30	quantum	quantum	NOUN
easat-10909	236	31	computing	computing	NOUN
easat-10909	236	32	.	.	PUNCT
easat-10909	237	1	the	the	DET
easat-10909	237	2	ability	ability	NOUN
easat-10909	237	3	of	of	ADP
easat-10909	237	4	the	the	DET
easat-10909	237	5	proposed	propose	VERB
easat-10909	237	6	method	method	NOUN
easat-10909	237	7	to	to	PART
easat-10909	237	8	navigate	navigate	VERB
easat-10909	237	9	complex	complex	ADJ
easat-10909	237	10	,	,	PUNCT
easat-10909	237	11	high	high	ADJ
easat-10909	237	12	-	-	PUNCT
easat-10909	237	13	dimensional	dimensional	ADJ
easat-10909	237	14	feature	feature	NOUN
easat-10909	237	15	spaces	space	NOUN
easat-10909	237	16	with	with	ADP
easat-10909	237	17	significant	significant	ADJ
easat-10909	237	18	accuracy	accuracy	NOUN
easat-10909	237	19	is	be	AUX
easat-10909	237	20	a	a	DET
easat-10909	237	21	significant	significant	ADJ
easat-10909	237	22	improvement	improvement	NOUN
easat-10909	237	23	in	in	ADP
easat-10909	237	24	the	the	DET
easat-10909	237	25	field	field	NOUN
easat-10909	237	26	of	of	ADP
easat-10909	237	27	machine	machine	NOUN
easat-10909	237	28	learning	learning	NOUN
easat-10909	237	29	-	-	PUNCT
easat-10909	237	30	based	base	VERB
easat-10909	237	31	fraud	fraud	NOUN
easat-10909	237	32	detection	detection	NOUN
easat-10909	237	33	.	.	PUNCT
easat-10909	238	1	the	the	DET
easat-10909	238	2	real	real	ADJ
easat-10909	238	3	-	-	PUNCT
easat-10909	238	4	world	world	NOUN
easat-10909	238	5	implications	implication	NOUN
easat-10909	238	6	are	be	AUX
easat-10909	238	7	significant	significant	ADJ
easat-10909	238	8	,	,	PUNCT
easat-10909	238	9	as	as	SCONJ
easat-10909	238	10	they	they	PRON
easat-10909	238	11	directly	directly	ADV
easat-10909	238	12	address	address	VERB
easat-10909	238	13	the	the	DET
easat-10909	238	14	infrastructural	infrastructural	ADJ
easat-10909	238	15	challenges	challenge	NOUN
easat-10909	238	16	normally	normally	ADV
easat-10909	238	17	faced	face	VERB
easat-10909	238	18	in	in	ADP
easat-10909	238	19	large	large	ADJ
easat-10909	238	20	-	-	PUNCT
easat-10909	238	21	scale	scale	NOUN
easat-10909	238	22	mobile	mobile	ADJ
easat-10909	238	23	advertising	advertising	NOUN
easat-10909	238	24	networks	network	NOUN
easat-10909	238	25	.	.	PUNCT
easat-10909	239	1	by	by	ADP
easat-10909	239	2	effectively	effectively	ADV
easat-10909	239	3	attaining	attain	VERB
easat-10909	239	4	a	a	DET
easat-10909	239	5	significant	significant	ADJ
easat-10909	239	6	23.5	23.5	NUM
easat-10909	239	7	%	%	NOUN
easat-10909	239	8	reduction	reduction	NOUN
easat-10909	239	9	in	in	ADP
easat-10909	239	10	false	false	ADJ
easat-10909	239	11	positives	positive	NOUN
easat-10909	239	12	while	while	SCONJ
easat-10909	239	13	maintaining	maintain	VERB
easat-10909	239	14	robust	robust	ADJ
easat-10909	239	15	detection	detection	NOUN
easat-10909	239	16	accuracy	accuracy	NOUN
easat-10909	239	17	across	across	ADP
easat-10909	239	18	different	different	ADJ
easat-10909	239	19	types	type	NOUN
easat-10909	239	20	of	of	ADP
easat-10909	239	21	fraud	fraud	NOUN
easat-10909	239	22	,	,	PUNCT
easat-10909	239	23	this	this	DET
easat-10909	239	24	approach	approach	NOUN
easat-10909	239	25	offers	offer	VERB
easat-10909	239	26	a	a	DET
easat-10909	239	27	novel	novel	ADJ
easat-10909	239	28	solution	solution	NOUN
easat-10909	239	29	to	to	ADP
easat-10909	239	30	large	large	ADJ
easat-10909	239	31	-	-	PUNCT
easat-10909	239	32	scale	scale	NOUN
easat-10909	239	33	fraud	fraud	NOUN
easat-10909	239	34	prevention	prevention	NOUN
easat-10909	239	35	.	.	PUNCT
easat-10909	240	1	this	this	PRON
easat-10909	240	2	is	be	AUX
easat-10909	240	3	in	in	ADP
easat-10909	240	4	stark	stark	ADJ
easat-10909	240	5	contrast	contrast	NOUN
easat-10909	240	6	to	to	ADP
easat-10909	240	7	the	the	DET
easat-10909	240	8	limitations	limitation	NOUN
easat-10909	240	9	highlighted	highlight	VERB
easat-10909	240	10	by	by	ADP
easat-10909	240	11	alzahrani	alzahrani	NOUN
easat-10909	240	12	and	and	CCONJ
easat-10909	240	13	aljabri	aljabri	NOUN
easat-10909	240	14	[	[	X
easat-10909	240	15	4	4	NUM
easat-10909	240	16	]	]	PUNCT
easat-10909	240	17	regarding	regard	VERB
easat-10909	240	18	the	the	DET
easat-10909	240	19	limitations	limitation	NOUN
easat-10909	240	20	of	of	ADP
easat-10909	240	21	conventional	conventional	ADJ
easat-10909	240	22	detection	detection	NOUN
easat-10909	240	23	systems	system	NOUN
easat-10909	240	24	.	.	PUNCT
easat-10909	241	1	however	however	ADV
easat-10909	241	2	,	,	PUNCT
easat-10909	241	3	the	the	DET
easat-10909	241	4	research	research	NOUN
easat-10909	241	5	is	be	AUX
easat-10909	241	6	also	also	ADV
easat-10909	241	7	sharply	sharply	ADV
easat-10909	241	8	aware	aware	ADJ
easat-10909	241	9	of	of	ADP
easat-10909	241	10	its	its	PRON
easat-10909	241	11	inherent	inherent	ADJ
easat-10909	241	12	limitations	limitation	NOUN
easat-10909	241	13	.	.	PUNCT
easat-10909	242	1	the	the	DET
easat-10909	242	2	complexity	complexity	NOUN
easat-10909	242	3	of	of	ADP
easat-10909	242	4	quantuminspired	quantuminspire	VERB
easat-10909	242	5	algorithms	algorithm	NOUN
easat-10909	242	6	involves	involve	VERB
easat-10909	242	7	heavy	heavy	ADJ
easat-10909	242	8	computational	computational	ADJ
easat-10909	242	9	requirements	requirement	NOUN
easat-10909	242	10	,	,	PUNCT
easat-10909	242	11	which	which	PRON
easat-10909	242	12	may	may	AUX
easat-10909	242	13	limit	limit	VERB
easat-10909	242	14	their	their	PRON
easat-10909	242	15	usability	usability	NOUN
easat-10909	242	16	in	in	ADP
easat-10909	242	17	resource	resource	NOUN
easat-10909	242	18	-	-	PUNCT
easat-10909	242	19	constrained	constrain	VERB
easat-10909	242	20	environments	environment	NOUN
easat-10909	242	21	.	.	PUNCT
easat-10909	243	1	the	the	DET
easat-10909	243	2	success	success	NOUN
easat-10909	243	3	of	of	ADP
easat-10909	243	4	this	this	DET
easat-10909	243	5	method	method	NOUN
easat-10909	243	6	is	be	AUX
easat-10909	243	7	largely	largely	ADV
easat-10909	243	8	dependent	dependent	ADJ
easat-10909	243	9	on	on	ADP
easat-10909	243	10	sophisticated	sophisticated	ADJ
easat-10909	243	11	computational	computational	ADJ
easat-10909	243	12	platforms	platform	NOUN
easat-10909	243	13	and	and	CCONJ
easat-10909	243	14	high	high	ADJ
easat-10909	243	15	-	-	PUNCT
easat-10909	243	16	quality	quality	NOUN
easat-10909	243	17	,	,	PUNCT
easat-10909	243	18	representative	representative	ADJ
easat-10909	243	19	data	data	NOUN
easat-10909	243	20	sets	set	NOUN
easat-10909	243	21	.	.	PUNCT
easat-10909	244	1	these	these	DET
easat-10909	244	2	limitations	limitation	NOUN
easat-10909	244	3	do	do	AUX
easat-10909	244	4	not	not	PART
easat-10909	244	5	undermine	undermine	VERB
easat-10909	244	6	the	the	DET
easat-10909	244	7	significance	significance	NOUN
easat-10909	244	8	of	of	ADP
easat-10909	244	9	the	the	DET
easat-10909	244	10	research	research	NOUN
easat-10909	244	11	but	but	CCONJ
easat-10909	244	12	underscore	underscore	VERB
easat-10909	244	13	potential	potential	ADJ
easat-10909	244	14	avenues	avenue	NOUN
easat-10909	244	15	for	for	ADP
easat-10909	244	16	future	future	ADJ
easat-10909	244	17	scholarly	scholarly	ADJ
easat-10909	244	18	investigation	investigation	NOUN
easat-10909	244	19	.	.	PUNCT
easat-10909	245	1	in	in	ADP
easat-10909	245	2	forecasting	forecast	VERB
easat-10909	245	3	future	future	ADJ
easat-10909	245	4	directions	direction	NOUN
easat-10909	245	5	,	,	PUNCT
easat-10909	245	6	this	this	DET
easat-10909	245	7	research	research	NOUN
easat-10909	245	8	introduces	introduce	VERB
easat-10909	245	9	many	many	ADJ
easat-10909	245	10	avenues	avenue	NOUN
easat-10909	245	11	for	for	ADP
easat-10909	245	12	more	more	ADJ
easat-10909	245	13	computational	computational	ADJ
easat-10909	245	14	exploration	exploration	NOUN
easat-10909	245	15	.	.	PUNCT
easat-10909	246	1	potential	potential	ADJ
easat-10909	246	2	domains	domain	NOUN
easat-10909	246	3	of	of	ADP
easat-10909	246	4	investigation	investigation	NOUN
easat-10909	246	5	include	include	VERB
easat-10909	246	6	the	the	DET
easat-10909	246	7	development	development	NOUN
easat-10909	246	8	of	of	ADP
easat-10909	246	9	hybrid	hybrid	ADJ
easat-10909	246	10	quantum	quantum	NOUN
easat-10909	246	11	-	-	PUNCT
easat-10909	246	12	classical	classical	ADJ
easat-10909	246	13	systems	system	NOUN
easat-10909	246	14	,	,	PUNCT
easat-10909	246	15	the	the	DET
easat-10909	246	16	study	study	NOUN
easat-10909	246	17	of	of	ADP
easat-10909	246	18	more	more	ADV
easat-10909	246	19	sophisticated	sophisticated	ADJ
easat-10909	246	20	quantum	quantum	NOUN
easat-10909	246	21	-	-	PUNCT
easat-10909	246	22	inspired	inspire	VERB
easat-10909	246	23	optimization	optimization	NOUN
easat-10909	246	24	approaches	approach	NOUN
easat-10909	246	25	,	,	PUNCT
easat-10909	246	26	and	and	CCONJ
easat-10909	246	27	the	the	DET
easat-10909	246	28	extension	extension	NOUN
easat-10909	246	29	of	of	ADP
easat-10909	246	30	the	the	DET
easat-10909	246	31	methodological	methodological	ADJ
easat-10909	246	32	toolset	toolset	NOUN
easat-10909	246	33	to	to	PART
easat-10909	246	34	incorporate	incorporate	VERB
easat-10909	246	35	cross	cross	ADJ
easat-10909	246	36	-	-	ADJ
easat-10909	246	37	disciplinary	disciplinary	ADJ
easat-10909	246	38	applications	application	NOUN
easat-10909	246	39	in	in	ADP
easat-10909	246	40	cybersecurity	cybersecurity	NOUN
easat-10909	246	41	and	and	CCONJ
easat-10909	246	42	the	the	DET
easat-10909	246	43	detection	detection	NOUN
easat-10909	246	44	of	of	ADP
easat-10909	246	45	anomalous	anomalous	ADJ
easat-10909	246	46	behaviors	behavior	NOUN
easat-10909	246	47	.	.	PUNCT
easat-10909	247	1	huynh	huynh	PROPN
easat-10909	247	2	et	et	PROPN
easat-10909	247	3	al	al	PROPN
easat-10909	247	4	.	.	PUNCT
easat-10909	248	1	[	[	X
easat-10909	248	2	10	10	NUM
easat-10909	248	3	]	]	PUNCT
easat-10909	248	4	and	and	CCONJ
easat-10909	248	5	ajagekar	ajagekar	PROPN
easat-10909	248	6	et	et	PROPN
easat-10909	248	7	al	al	PROPN
easat-10909	248	8	.	.	PUNCT
easat-10909	249	1	[	[	X
easat-10909	249	2	13	13	NUM
easat-10909	249	3	]	]	SYM
easat-10909	249	4	's	's	PART
easat-10909	249	5	research	research	NOUN
easat-10909	249	6	provides	provide	VERB
easat-10909	249	7	critical	critical	ADJ
easat-10909	249	8	foundational	foundational	ADJ
easat-10909	249	9	knowledge	knowledge	NOUN
easat-10909	249	10	for	for	ADP
easat-10909	249	11	these	these	DET
easat-10909	249	12	future	future	ADJ
easat-10909	249	13	research	research	NOUN
easat-10909	249	14	directions	direction	NOUN
easat-10909	249	15	.	.	PUNCT
easat-10909	250	1	in	in	ADP
easat-10909	250	2	addition	addition	NOUN
easat-10909	250	3	to	to	ADP
easat-10909	250	4	its	its	PRON
easat-10909	250	5	immediate	immediate	ADJ
easat-10909	250	6	technological	technological	ADJ
easat-10909	250	7	implications	implication	NOUN
easat-10909	250	8	,	,	PUNCT
easat-10909	250	9	this	this	DET
easat-10909	250	10	research	research	NOUN
easat-10909	250	11	offers	offer	VERB
easat-10909	250	12	a	a	DET
easat-10909	250	13	sophisticated	sophisticated	ADJ
easat-10909	250	14	paradigm	paradigm	NOUN
easat-10909	250	15	for	for	ADP
easat-10909	250	16	adaptive	adaptive	ADJ
easat-10909	250	17	computational	computational	ADJ
easat-10909	250	18	intelligence	intelligence	NOUN
easat-10909	250	19	.	.	PUNCT
easat-10909	251	1	by	by	ADP
easat-10909	251	2	challenging	challenge	VERB
easat-10909	251	3	prevailing	prevailing	ADJ
easat-10909	251	4	methodological	methodological	ADJ
easat-10909	251	5	presuppositions	presupposition	NOUN
easat-10909	251	6	and	and	CCONJ
easat-10909	251	7	suggesting	suggest	VERB
easat-10909	251	8	a	a	DET
easat-10909	251	9	detection	detection	NOUN
easat-10909	251	10	system	system	NOUN
easat-10909	251	11	that	that	PRON
easat-10909	251	12	is	be	AUX
easat-10909	251	13	more	more	ADV
easat-10909	251	14	sensitive	sensitive	ADJ
easat-10909	251	15	to	to	PART
easat-10909	251	16	context	context	VERB
easat-10909	251	17	and	and	CCONJ
easat-10909	251	18	reactive	reactive	VERB
easat-10909	251	19	,	,	PUNCT
easat-10909	251	20	the	the	DET
easat-10909	251	21	research	research	NOUN
easat-10909	251	22	sets	set	VERB
easat-10909	251	23	new	new	ADJ
easat-10909	251	24	interdisciplinary	interdisciplinary	ADJ
easat-10909	251	25	frontiers	frontier	NOUN
easat-10909	251	26	at	at	ADP
easat-10909	251	27	the	the	DET
easat-10909	251	28	intersection	intersection	NOUN
easat-10909	251	29	of	of	ADP
easat-10909	251	30	quantum	quantum	NOUN
easat-10909	251	31	computing	computing	NOUN
easat-10909	251	32	,	,	PUNCT
easat-10909	251	33	machine	machine	NOUN
easat-10909	251	34	learning	learning	NOUN
easat-10909	251	35	,	,	PUNCT
easat-10909	251	36	and	and	CCONJ
easat-10909	251	37	the	the	DET
easat-10909	251	38	epistemological	epistemological	ADJ
easat-10909	251	39	concerns	concern	NOUN
easat-10909	251	40	of	of	ADP
easat-10909	251	41	cybersecurity	cybersecurity	NOUN
easat-10909	251	42	.	.	PUNCT
easat-10909	252	1	the	the	DET
easat-10909	252	2	scholarly	scholarly	ADJ
easat-10909	252	3	contribution	contribution	NOUN
easat-10909	252	4	goes	go	VERB
easat-10909	252	5	beyond	beyond	ADP
easat-10909	252	6	the	the	DET
easat-10909	252	7	mere	mere	ADJ
easat-10909	252	8	identification	identification	NOUN
easat-10909	252	9	of	of	ADP
easat-10909	252	10	mobile	mobile	ADJ
easat-10909	252	11	advertising	advertising	NOUN
easat-10909	252	12	fraud	fraud	NOUN
easat-10909	252	13	,	,	PUNCT
easat-10909	252	14	highlighting	highlight	VERB
easat-10909	252	15	the	the	DET
easat-10909	252	16	immense	immense	ADJ
easat-10909	252	17	transformative	transformative	ADJ
easat-10909	252	18	potential	potential	NOUN
easat-10909	252	19	of	of	ADP
easat-10909	252	20	interdisciplinary	interdisciplinary	ADJ
easat-10909	252	21	computational	computational	ADJ
easat-10909	252	22	approaches	approach	NOUN
easat-10909	252	23	in	in	ADP
easat-10909	252	24	addressing	address	VERB
easat-10909	252	25	the	the	DET
easat-10909	252	26	complex	complex	ADJ
easat-10909	252	27	and	and	CCONJ
easat-10909	252	28	dynamic	dynamic	ADJ
easat-10909	252	29	security	security	NOUN
easat-10909	252	30	issues	issue	NOUN
easat-10909	252	31	faced	face	VERB
easat-10909	252	32	in	in	ADP
easat-10909	252	33	contemporary	contemporary	ADJ
easat-10909	252	34	digital	digital	ADJ
easat-10909	252	35	environments	environment	NOUN
easat-10909	252	36	.	.	PUNCT
easat-10909	253	1	this	this	DET
easat-10909	253	2	project	project	NOUN
easat-10909	253	3	represents	represent	VERB
easat-10909	253	4	an	an	DET
easat-10909	253	5	in	in	ADP
easat-10909	253	6	-	-	PUNCT
easat-10909	253	7	depth	depth	NOUN
easat-10909	253	8	exploration	exploration	NOUN
easat-10909	253	9	of	of	ADP
easat-10909	253	10	how	how	SCONJ
easat-10909	253	11	sophisticated	sophisticated	ADJ
easat-10909	253	12	computational	computational	ADJ
easat-10909	253	13	methods	method	NOUN
easat-10909	253	14	can	can	AUX
easat-10909	253	15	provide	provide	VERB
easat-10909	253	16	adaptive	adaptive	ADJ
easat-10909	253	17	and	and	CCONJ
easat-10909	253	18	intelligent	intelligent	ADJ
easat-10909	253	19	solutions	solution	NOUN
easat-10909	253	20	to	to	PART
easat-10909	253	21	increasingly	increasingly	ADV
easat-10909	253	22	complex	complex	ADJ
easat-10909	253	23	technological	technological	ADJ
easat-10909	253	24	vulnerabilities	vulnerability	NOUN
easat-10909	253	25	.	.	PUNCT
easat-10909	254	1	5	5	X
easat-10909	254	2	.	.	X
easat-10909	254	3	conclusion	conclusion	NOUN
easat-10909	254	4	the	the	DET
easat-10909	254	5	quantum	quantum	NOUN
easat-10909	254	6	-	-	PUNCT
easat-10909	254	7	inspired	inspire	VERB
easat-10909	254	8	framework	framework	NOUN
easat-10909	254	9	for	for	ADP
easat-10909	254	10	mobile	mobile	ADJ
easat-10909	254	11	ad	ad	NOUN
easat-10909	254	12	fraud	fraud	NOUN
easat-10909	254	13	identification	identification	NOUN
easat-10909	254	14	represents	represent	VERB
easat-10909	254	15	a	a	DET
easat-10909	254	16	significant	significant	ADJ
easat-10909	254	17	milestone	milestone	NOUN
easat-10909	254	18	in	in	ADP
easat-10909	254	19	the	the	DET
easat-10909	254	20	field	field	NOUN
easat-10909	254	21	of	of	ADP
easat-10909	254	22	computational	computational	ADJ
easat-10909	254	23	intelligence	intelligence	NOUN
easat-10909	254	24	,	,	PUNCT
easat-10909	254	25	highlighting	highlight	VERB
easat-10909	254	26	the	the	DET
easat-10909	254	27	far	far	ADV
easat-10909	254	28	-	-	PUNCT
easat-10909	254	29	reaching	reach	VERB
easat-10909	254	30	influence	influence	NOUN
easat-10909	254	31	of	of	ADP
easat-10909	254	32	interdisciplinarity	interdisciplinarity	NOUN
easat-10909	254	33	in	in	ADP
easat-10909	254	34	bringing	bring	VERB
easat-10909	254	35	together	together	ADP
easat-10909	254	36	quantum	quantum	NOUN
easat-10909	254	37	computing	computing	NOUN
easat-10909	254	38	,	,	PUNCT
easat-10909	254	39	machine	machine	NOUN
easat-10909	254	40	learning	learning	NOUN
easat-10909	254	41	,	,	PUNCT
easat-10909	254	42	and	and	CCONJ
easat-10909	254	43	cybersecurity	cybersecurity	NOUN
easat-10909	254	44	.	.	PUNCT
easat-10909	255	1	by	by	ADP
easat-10909	255	2	employing	employ	VERB
easat-10909	255	3	principles	principle	NOUN
easat-10909	255	4	from	from	ADP
easat-10909	255	5	quantum	quantum	ADJ
easat-10909	255	6	mechanics	mechanic	NOUN
easat-10909	255	7	with	with	ADP
easat-10909	255	8	advanced	advanced	ADJ
easat-10909	255	9	reinforcement	reinforcement	NOUN
easat-10909	255	10	learning	learning	NOUN
easat-10909	255	11	techniques	technique	NOUN
easat-10909	255	12	,	,	PUNCT
easat-10909	255	13	this	this	DET
easat-10909	255	14	study	study	NOUN
easat-10909	255	15	addresses	address	VERB
easat-10909	255	16	significant	significant	ADJ
easat-10909	255	17	challenges	challenge	NOUN
easat-10909	255	18	related	relate	VERB
easat-10909	255	19	to	to	ADP
easat-10909	255	20	the	the	DET
easat-10909	255	21	detection	detection	NOUN
easat-10909	255	22	of	of	ADP
easat-10909	255	23	intricate	intricate	ADJ
easat-10909	255	24	fraudulent	fraudulent	ADJ
easat-10909	255	25	patterns	pattern	NOUN
easat-10909	255	26	in	in	ADP
easat-10909	255	27	largescale	largescale	ADJ
easat-10909	255	28	mobile	mobile	ADJ
easat-10909	255	29	advertising	advertising	NOUN
easat-10909	255	30	environments	environment	NOUN
easat-10909	255	31	.	.	PUNCT
easat-10909	256	1	this	this	DET
easat-10909	256	2	novel	novel	ADJ
easat-10909	256	3	framework	framework	NOUN
easat-10909	256	4	outperforms	outperform	VERB
easat-10909	256	5	traditional	traditional	ADJ
easat-10909	256	6	detection	detection	NOUN
easat-10909	256	7	mechanisms	mechanism	NOUN
easat-10909	256	8	,	,	PUNCT
easat-10909	256	9	offering	offer	VERB
easat-10909	256	10	a	a	DET
easat-10909	256	11	dynamic	dynamic	ADJ
easat-10909	256	12	and	and	CCONJ
easat-10909	256	13	responsive	responsive	ADJ
easat-10909	256	14	framework	framework	NOUN
easat-10909	256	15	for	for	ADP
easat-10909	256	16	effectively	effectively	ADV
easat-10909	256	17	dealing	deal	VERB
easat-10909	256	18	with	with	ADP
easat-10909	256	19	the	the	DET
easat-10909	256	20	complex	complex	ADJ
easat-10909	256	21	and	and	CCONJ
easat-10909	256	22	rapidly	rapidly	ADV
easat-10909	256	23	evolving	evolve	VERB
easat-10909	256	24	landscape	landscape	NOUN
easat-10909	256	25	of	of	ADP
easat-10909	256	26	digital	digital	ADJ
easat-10909	256	27	advertising	advertising	NOUN
easat-10909	256	28	fraud	fraud	NOUN
easat-10909	256	29	.	.	PUNCT
easat-10909	257	1	the	the	DET
easat-10909	257	2	empirical	empirical	ADJ
easat-10909	257	3	results	result	NOUN
easat-10909	257	4	demonstrate	demonstrate	VERB
easat-10909	257	5	the	the	DET
easat-10909	257	6	high	high	ADJ
easat-10909	257	7	theoretical	theoretical	ADJ
easat-10909	257	8	and	and	CCONJ
easat-10909	257	9	practical	practical	ADJ
easat-10909	257	10	value	value	NOUN
easat-10909	257	11	of	of	ADP
easat-10909	257	12	the	the	DET
easat-10909	257	13	adopted	adopt	VERB
easat-10909	257	14	approach	approach	NOUN
easat-10909	257	15	.	.	PUNCT
easat-10909	258	1	with	with	ADP
easat-10909	258	2	a	a	DET
easat-10909	258	3	substantial	substantial	ADJ
easat-10909	258	4	decrease	decrease	NOUN
easat-10909	258	5	of	of	ADP
easat-10909	258	6	23.5	23.5	NUM
easat-10909	258	7	%	%	NOUN
easat-10909	258	8	in	in	ADP
easat-10909	258	9	false	false	ADJ
easat-10909	258	10	positive	positive	ADJ
easat-10909	258	11	rates	rate	NOUN
easat-10909	258	12	while	while	SCONJ
easat-10909	258	13	maintaining	maintain	VERB
easat-10909	258	14	high	high	ADJ
easat-10909	258	15	detection	detection	NOUN
easat-10909	258	16	rates	rate	NOUN
easat-10909	258	17	across	across	ADP
easat-10909	258	18	several	several	ADJ
easat-10909	258	19	fraud	fraud	NOUN
easat-10909	258	20	categories	category	NOUN
easat-10909	258	21	,	,	PUNCT
easat-10909	258	22	the	the	DET
easat-10909	258	23	research	research	NOUN
easat-10909	258	24	presents	present	VERB
easat-10909	258	25	strong	strong	ADJ
easat-10909	258	26	evidence	evidence	NOUN
easat-10909	258	27	of	of	ADP
easat-10909	258	28	the	the	DET
easat-10909	258	29	approach	approach	NOUN
easat-10909	258	30	's	's	PART
easat-10909	258	31	effectiveness	effectiveness	NOUN
easat-10909	258	32	.	.	PUNCT
easat-10909	259	1	the	the	DET
easat-10909	259	2	481	481	NUM
easat-10909	259	3	edelweiss	edelweiss	PROPN
easat-10909	259	4	applied	apply	VERB
easat-10909	259	5	science	science	NOUN
easat-10909	259	6	and	and	CCONJ
easat-10909	259	7	technology	technology	NOUN
easat-10909	259	8	issn	issn	PROPN
easat-10909	259	9	:	:	PUNCT
easat-10909	259	10	2576	2576	NUM
easat-10909	259	11	-	-	SYM
easat-10909	259	12	8484	8484	NUM
easat-10909	259	13	vol	vol	NOUN
easat-10909	259	14	.	.	PROPN
easat-10909	260	1	9	9	NUM
easat-10909	260	2	,	,	PUNCT
easat-10909	260	3	no	no	INTJ
easat-10909	260	4	.	.	NOUN
easat-10909	260	5	11	11	NUM
easat-10909	260	6	:	:	PUNCT
easat-10909	260	7	467	467	NUM
easat-10909	260	8	-	-	SYM
easat-10909	260	9	482	482	NUM
easat-10909	260	10	,	,	PUNCT
easat-10909	260	11	2025	2025	NUM
easat-10909	260	12	doi	doi	NOUN
easat-10909	260	13	:	:	PUNCT
easat-10909	260	14	10.55214/2576	10.55214/2576	NUM
easat-10909	260	15	-	-	SYM
easat-10909	260	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
easat-10909	260	17	©	©	ADP
easat-10909	260	18	2025	2025	NUM
easat-10909	260	19	by	by	ADP
easat-10909	260	20	the	the	DET
easat-10909	260	21	author	author	NOUN
easat-10909	260	22	;	;	PUNCT
easat-10909	260	23	licensee	licensee	NOUN
easat-10909	260	24	learning	learn	VERB
easat-10909	260	25	gate	gate	NOUN
easat-10909	260	26	integration	integration	NOUN
easat-10909	260	27	of	of	ADP
easat-10909	260	28	quantum	quantum	NOUN
easat-10909	260	29	-	-	PUNCT
easat-10909	260	30	inspired	inspire	VERB
easat-10909	260	31	state	state	NOUN
easat-10909	260	32	representations	representation	NOUN
easat-10909	260	33	and	and	CCONJ
easat-10909	260	34	adaptive	adaptive	ADJ
easat-10909	260	35	learning	learning	NOUN
easat-10909	260	36	processes	process	NOUN
easat-10909	260	37	presents	present	VERB
easat-10909	260	38	immense	immense	ADJ
easat-10909	260	39	potential	potential	NOUN
easat-10909	260	40	for	for	ADP
easat-10909	260	41	pattern	pattern	NOUN
easat-10909	260	42	recognition	recognition	NOUN
easat-10909	260	43	,	,	PUNCT
easat-10909	260	44	thereby	thereby	ADV
easat-10909	260	45	posing	pose	VERB
easat-10909	260	46	significant	significant	ADJ
easat-10909	260	47	challenges	challenge	NOUN
easat-10909	260	48	to	to	ADP
easat-10909	260	49	dominant	dominant	ADJ
easat-10909	260	50	paradigms	paradigm	NOUN
easat-10909	260	51	in	in	ADP
easat-10909	260	52	fraud	fraud	NOUN
easat-10909	260	53	detection	detection	NOUN
easat-10909	260	54	.	.	PUNCT
easat-10909	261	1	comparative	comparative	ADJ
easat-10909	261	2	research	research	NOUN
easat-10909	261	3	with	with	ADP
easat-10909	261	4	leading	lead	VERB
easat-10909	261	5	-	-	PUNCT
easat-10909	261	6	ranking	rank	VERB
easat-10909	261	7	methodologies	methodology	NOUN
easat-10909	261	8	shows	show	VERB
easat-10909	261	9	the	the	DET
easat-10909	261	10	exceptional	exceptional	ADJ
easat-10909	261	11	capability	capability	NOUN
easat-10909	261	12	of	of	ADP
easat-10909	261	13	this	this	DET
easat-10909	261	14	method	method	NOUN
easat-10909	261	15	to	to	PART
easat-10909	261	16	process	process	VERB
easat-10909	261	17	high	high	ADJ
easat-10909	261	18	-	-	PUNCT
easat-10909	261	19	dimensional	dimensional	ADJ
easat-10909	261	20	feature	feature	NOUN
easat-10909	261	21	spaces	space	NOUN
easat-10909	261	22	efficiently	efficiently	ADV
easat-10909	261	23	with	with	ADP
easat-10909	261	24	high	high	ADJ
easat-10909	261	25	accuracy	accuracy	NOUN
easat-10909	261	26	,	,	PUNCT
easat-10909	261	27	thus	thus	ADV
easat-10909	261	28	offering	offer	VERB
easat-10909	261	29	a	a	DET
easat-10909	261	30	more	more	ADV
easat-10909	261	31	sophisticated	sophisticated	ADJ
easat-10909	261	32	and	and	CCONJ
easat-10909	261	33	intelligent	intelligent	ADJ
easat-10909	261	34	solution	solution	NOUN
easat-10909	261	35	to	to	ADP
easat-10909	261	36	the	the	DET
easat-10909	261	37	ever	ever	ADV
easat-10909	261	38	-	-	PUNCT
easat-10909	261	39	evolving	evolve	VERB
easat-10909	261	40	problem	problem	NOUN
easat-10909	261	41	of	of	ADP
easat-10909	261	42	mobile	mobile	ADJ
easat-10909	261	43	ad	ad	NOUN
easat-10909	261	44	fraud	fraud	NOUN
easat-10909	261	45	.	.	PUNCT
easat-10909	262	1	although	although	SCONJ
easat-10909	262	2	the	the	DET
easat-10909	262	3	results	result	NOUN
easat-10909	262	4	point	point	VERB
easat-10909	262	5	toward	toward	ADP
easat-10909	262	6	fruitful	fruitful	ADJ
easat-10909	262	7	avenues	avenue	NOUN
easat-10909	262	8	for	for	ADP
easat-10909	262	9	future	future	ADJ
easat-10909	262	10	research	research	NOUN
easat-10909	262	11	,	,	PUNCT
easat-10909	262	12	they	they	PRON
easat-10909	262	13	also	also	ADV
easat-10909	262	14	acknowledge	acknowledge	VERB
easat-10909	262	15	the	the	DET
easat-10909	262	16	inherent	inherent	ADJ
easat-10909	262	17	limitations	limitation	NOUN
easat-10909	262	18	within	within	ADP
easat-10909	262	19	current	current	ADJ
easat-10909	262	20	computational	computational	ADJ
easat-10909	262	21	methods	method	NOUN
easat-10909	262	22	.	.	PUNCT
easat-10909	263	1	the	the	DET
easat-10909	263	2	computational	computational	ADJ
easat-10909	263	3	complexity	complexity	NOUN
easat-10909	263	4	of	of	ADP
easat-10909	263	5	the	the	DET
easat-10909	263	6	methodology	methodology	NOUN
easat-10909	263	7	,	,	PUNCT
easat-10909	263	8	in	in	ADP
easat-10909	263	9	combination	combination	NOUN
easat-10909	263	10	with	with	ADP
easat-10909	263	11	its	its	PRON
easat-10909	263	12	dependence	dependence	NOUN
easat-10909	263	13	upon	upon	SCONJ
easat-10909	263	14	cutting	cut	VERB
easat-10909	263	15	-	-	PUNCT
easat-10909	263	16	edge	edge	NOUN
easat-10909	263	17	infrastructural	infrastructural	ADJ
easat-10909	263	18	capabilities	capability	NOUN
easat-10909	263	19	,	,	PUNCT
easat-10909	263	20	requires	require	VERB
easat-10909	263	21	ongoing	ongoing	ADJ
easat-10909	263	22	refinement	refinement	NOUN
easat-10909	263	23	and	and	CCONJ
easat-10909	263	24	interdisciplinarity	interdisciplinarity	NOUN
easat-10909	263	25	to	to	PART
easat-10909	263	26	fully	fully	ADV
easat-10909	263	27	realize	realize	VERB
easat-10909	263	28	its	its	PRON
easat-10909	263	29	potential	potential	NOUN
easat-10909	263	30	.	.	PUNCT
easat-10909	264	1	however	however	ADV
easat-10909	264	2	,	,	PUNCT
easat-10909	264	3	this	this	DET
easat-10909	264	4	research	research	NOUN
easat-10909	264	5	is	be	AUX
easat-10909	264	6	a	a	DET
easat-10909	264	7	major	major	ADJ
easat-10909	264	8	step	step	NOUN
easat-10909	264	9	forward	forward	ADV
easat-10909	264	10	in	in	ADP
easat-10909	264	11	the	the	DET
easat-10909	264	12	development	development	NOUN
easat-10909	264	13	of	of	ADP
easat-10909	264	14	adaptive	adaptive	ADJ
easat-10909	264	15	and	and	CCONJ
easat-10909	264	16	intelligent	intelligent	ADJ
easat-10909	264	17	security	security	NOUN
easat-10909	264	18	systems	system	NOUN
easat-10909	264	19	that	that	PRON
easat-10909	264	20	are	be	AUX
easat-10909	264	21	able	able	ADJ
easat-10909	264	22	to	to	PART
easat-10909	264	23	react	react	VERB
easat-10909	264	24	dynamically	dynamically	ADV
easat-10909	264	25	to	to	ADP
easat-10909	264	26	newly	newly	ADV
easat-10909	264	27	emerging	emerge	VERB
easat-10909	264	28	technological	technological	ADJ
easat-10909	264	29	threats	threat	NOUN
easat-10909	264	30	.	.	PUNCT
easat-10909	265	1	by	by	ADP
easat-10909	265	2	demonstrating	demonstrate	VERB
easat-10909	265	3	the	the	DET
easat-10909	265	4	relevance	relevance	NOUN
easat-10909	265	5	of	of	ADP
easat-10909	265	6	quantum	quantum	NOUN
easat-10909	265	7	-	-	PUNCT
easat-10909	265	8	inspired	inspire	VERB
easat-10909	265	9	computational	computational	ADJ
easat-10909	265	10	methods	method	NOUN
easat-10909	265	11	within	within	ADP
easat-10909	265	12	a	a	DET
easat-10909	265	13	real	real	ADJ
easat-10909	265	14	-	-	PUNCT
easat-10909	265	15	world	world	NOUN
easat-10909	265	16	security	security	NOUN
easat-10909	265	17	application	application	NOUN
easat-10909	265	18	,	,	PUNCT
easat-10909	265	19	this	this	DET
easat-10909	265	20	research	research	NOUN
easat-10909	265	21	not	not	PART
easat-10909	265	22	only	only	ADV
easat-10909	265	23	improves	improve	VERB
easat-10909	265	24	our	our	PRON
easat-10909	265	25	understanding	understanding	NOUN
easat-10909	265	26	of	of	ADP
easat-10909	265	27	fraud	fraud	NOUN
easat-10909	265	28	detection	detection	NOUN
easat-10909	265	29	but	but	CCONJ
easat-10909	265	30	also	also	ADV
easat-10909	265	31	reveals	reveal	VERB
easat-10909	265	32	wider	wide	ADJ
easat-10909	265	33	potential	potential	NOUN
easat-10909	265	34	for	for	ADP
easat-10909	265	35	cutting	cut	VERB
easat-10909	265	36	-	-	PUNCT
easat-10909	265	37	edge	edge	NOUN
easat-10909	265	38	computational	computational	ADJ
easat-10909	265	39	intelligence	intelligence	NOUN
easat-10909	265	40	within	within	ADP
easat-10909	265	41	a	a	DET
easat-10909	265	42	variety	variety	NOUN
easat-10909	265	43	of	of	ADP
easat-10909	265	44	fields	field	NOUN
easat-10909	265	45	confronting	confront	VERB
easat-10909	265	46	technological	technological	ADJ
easat-10909	265	47	challenges	challenge	NOUN
easat-10909	265	48	and	and	CCONJ
easat-10909	265	49	opportunities	opportunity	NOUN
easat-10909	265	50	.	.	PUNCT
easat-10909	266	1	transparency	transparency	NOUN
easat-10909	266	2	:	:	PUNCT
easat-10909	266	3	the	the	DET
easat-10909	266	4	author	author	NOUN
easat-10909	266	5	confirms	confirm	VERB
easat-10909	266	6	that	that	SCONJ
easat-10909	266	7	the	the	DET
easat-10909	266	8	manuscript	manuscript	NOUN
easat-10909	266	9	is	be	AUX
easat-10909	266	10	an	an	DET
easat-10909	266	11	honest	honest	ADJ
easat-10909	266	12	,	,	PUNCT
easat-10909	266	13	accurate	accurate	ADJ
easat-10909	266	14	,	,	PUNCT
easat-10909	266	15	and	and	CCONJ
easat-10909	266	16	transparent	transparent	ADJ
easat-10909	266	17	account	account	NOUN
easat-10909	266	18	of	of	ADP
easat-10909	266	19	the	the	DET
easat-10909	266	20	study	study	NOUN
easat-10909	266	21	;	;	PUNCT
easat-10909	266	22	that	that	SCONJ
easat-10909	266	23	no	no	DET
easat-10909	266	24	vital	vital	ADJ
easat-10909	266	25	features	feature	NOUN
easat-10909	266	26	of	of	ADP
easat-10909	266	27	the	the	DET
easat-10909	266	28	study	study	NOUN
easat-10909	266	29	have	have	AUX
easat-10909	266	30	been	be	AUX
easat-10909	266	31	omitted	omit	VERB
easat-10909	266	32	;	;	PUNCT
easat-10909	266	33	and	and	CCONJ
easat-10909	266	34	that	that	SCONJ
easat-10909	266	35	any	any	DET
easat-10909	266	36	discrepancies	discrepancy	NOUN
easat-10909	266	37	from	from	ADP
easat-10909	266	38	the	the	DET
easat-10909	266	39	study	study	NOUN
easat-10909	266	40	as	as	SCONJ
easat-10909	266	41	planned	plan	VERB
easat-10909	266	42	have	have	AUX
easat-10909	266	43	been	be	AUX
easat-10909	266	44	explained	explain	VERB
easat-10909	266	45	.	.	PUNCT
easat-10909	267	1	this	this	DET
easat-10909	267	2	study	study	NOUN
easat-10909	267	3	followed	follow	VERB
easat-10909	267	4	all	all	DET
easat-10909	267	5	ethical	ethical	ADJ
easat-10909	267	6	practices	practice	NOUN
easat-10909	267	7	during	during	ADP
easat-10909	267	8	writing	writing	NOUN
easat-10909	267	9	.	.	PUNCT
easat-10909	268	1	copyright	copyright	NOUN
easat-10909	268	2	:	:	PUNCT
easat-10909	268	3	©	©	PROPN
easat-10909	268	4	2025	2025	NUM
easat-10909	268	5	by	by	ADP
easat-10909	268	6	the	the	DET
easat-10909	268	7	author	author	NOUN
easat-10909	268	8	.	.	PUNCT
easat-10909	269	1	this	this	DET
easat-10909	269	2	article	article	NOUN
easat-10909	269	3	is	be	AUX
easat-10909	269	4	an	an	DET
easat-10909	269	5	open	open	ADJ
easat-10909	269	6	-	-	PUNCT
easat-10909	269	7	access	access	NOUN
easat-10909	269	8	article	article	NOUN
easat-10909	269	9	distributed	distribute	VERB
easat-10909	269	10	under	under	ADP
easat-10909	269	11	the	the	DET
easat-10909	269	12	terms	term	NOUN
easat-10909	269	13	and	and	CCONJ
easat-10909	269	14	conditions	condition	NOUN
easat-10909	269	15	of	of	ADP
easat-10909	269	16	the	the	DET
easat-10909	269	17	creative	creative	ADJ
easat-10909	269	18	commons	common	NOUN
easat-10909	269	19	attribution	attribution	NOUN
easat-10909	269	20	(	(	PUNCT
easat-10909	269	21	cc	cc	NOUN
easat-10909	269	22	by	by	ADP
easat-10909	269	23	)	)	PUNCT
easat-10909	269	24	license	license	NOUN
easat-10909	269	25	(	(	PUNCT
easat-10909	269	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10909	269	27	)	)	PUNCT
easat-10909	269	28	.	.	PUNCT
easat-10909	270	1	references	reference	NOUN
easat-10909	270	2	[	[	X
easat-10909	270	3	1	1	NUM
easat-10909	270	4	]	]	PUNCT
easat-10909	270	5	x.	x.	NOUN
easat-10909	270	6	j.	j.	PROPN
easat-10909	270	7	chen	chen	PROPN
easat-10909	270	8	,	,	PUNCT
easat-10909	270	9	y.	y.	PROPN
easat-10909	270	10	chen	chen	PROPN
easat-10909	270	11	,	,	PUNCT
easat-10909	270	12	p.	p.	PROPN
easat-10909	270	13	xiao	xiao	PROPN
easat-10909	270	14	,	,	PUNCT
easat-10909	270	15	and	and	CCONJ
easat-10909	270	16	j.	j.	PROPN
easat-10909	270	17	zhang	zhang	PROPN
easat-10909	270	18	,	,	PUNCT
easat-10909	270	19	"	"	PUNCT
easat-10909	270	20	mobile	mobile	ADJ
easat-10909	270	21	ad	ad	NOUN
easat-10909	270	22	fraud	fraud	NOUN
easat-10909	270	23	:	:	PUNCT
easat-10909	270	24	empirical	empirical	ADJ
easat-10909	270	25	patterns	pattern	NOUN
easat-10909	270	26	in	in	ADP
easat-10909	270	27	publisher	publisher	NOUN
easat-10909	270	28	and	and	CCONJ
easat-10909	270	29	advertising	advertising	NOUN
easat-10909	270	30	campaign	campaign	NOUN
easat-10909	270	31	data	datum	NOUN
easat-10909	270	32	,	,	PUNCT
easat-10909	270	33	"	"	PUNCT
easat-10909	270	34	international	international	ADJ
easat-10909	270	35	journal	journal	NOUN
easat-10909	270	36	of	of	ADP
easat-10909	270	37	research	research	NOUN
easat-10909	270	38	in	in	ADP
easat-10909	270	39	marketing	marketing	NOUN
easat-10909	270	40	,	,	PUNCT
easat-10909	270	41	vol	vol	NOUN
easat-10909	270	42	.	.	PROPN
easat-10909	270	43	41	41	NUM
easat-10909	270	44	,	,	PUNCT
easat-10909	270	45	no	no	INTJ
easat-10909	270	46	.	.	NOUN
easat-10909	270	47	2	2	NUM
easat-10909	270	48	,	,	PUNCT
easat-10909	270	49	pp	pp	ADJ
easat-10909	270	50	.	.	PUNCT
easat-10909	271	1	265	265	NUM
easat-10909	271	2	-	-	SYM
easat-10909	271	3	281	281	NUM
easat-10909	271	4	,	,	PUNCT
easat-10909	271	5	2024	2024	NUM
easat-10909	271	6	.	.	PUNCT
easat-10909	272	1	https://doi.org/10.1016/j.ijresmar.2023.09.003	https://doi.org/10.1016/j.ijresmar.2023.09.003	NOUN
easat-10909	272	2	[	[	X
easat-10909	272	3	2	2	NUM
easat-10909	272	4	]	]	X
easat-10909	272	5	h.	h.	PROPN
easat-10909	272	6	shaari	shaari	PROPN
easat-10909	272	7	and	and	CCONJ
easat-10909	272	8	n.	n.	PROPN
easat-10909	272	9	ahmed	ahmed	PROPN
easat-10909	272	10	,	,	PUNCT
easat-10909	272	11	"	"	PUNCT
easat-10909	272	12	an	an	DET
easat-10909	272	13	extensive	extensive	ADJ
easat-10909	272	14	study	study	NOUN
easat-10909	272	15	on	on	ADP
easat-10909	272	16	online	online	ADJ
easat-10909	272	17	and	and	CCONJ
easat-10909	272	18	mobile	mobile	ADJ
easat-10909	272	19	ad	ad	NOUN
easat-10909	272	20	fraud	fraud	NOUN
easat-10909	272	21	,	,	PUNCT
easat-10909	272	22	"	"	PUNCT
easat-10909	272	23	2020	2020	NUM
easat-10909	272	24	.	.	PUNCT
easat-10909	273	1	[	[	X
easat-10909	273	2	3	3	X
easat-10909	273	3	]	]	X
easat-10909	273	4	s.	s.	PROPN
easat-10909	273	5	sun	sun	PROPN
easat-10909	273	6	et	et	PROPN
easat-10909	273	7	al	al	PROPN
easat-10909	273	8	.	.	PROPN
easat-10909	273	9	,	,	PUNCT
easat-10909	273	10	"	"	PUNCT
easat-10909	273	11	understanding	understand	VERB
easat-10909	273	12	and	and	CCONJ
easat-10909	273	13	detecting	detect	VERB
easat-10909	273	14	mobile	mobile	ADJ
easat-10909	273	15	ad	ad	NOUN
easat-10909	273	16	fraud	fraud	NOUN
easat-10909	273	17	through	through	ADP
easat-10909	273	18	the	the	DET
easat-10909	273	19	lens	lens	NOUN
easat-10909	273	20	of	of	ADP
easat-10909	273	21	invalid	invalid	ADJ
easat-10909	273	22	traffic	traffic	NOUN
easat-10909	273	23	,	,	PUNCT
easat-10909	273	24	"	"	PUNCT
easat-10909	273	25	in	in	ADP
easat-10909	273	26	proceedings	proceeding	NOUN
easat-10909	273	27	of	of	ADP
easat-10909	273	28	the	the	DET
easat-10909	273	29	2021	2021	NUM
easat-10909	273	30	acm	acm	PROPN
easat-10909	273	31	sigsac	sigsac	NOUN
easat-10909	273	32	conference	conference	NOUN
easat-10909	273	33	on	on	ADP
easat-10909	273	34	computer	computer	NOUN
easat-10909	273	35	and	and	CCONJ
easat-10909	273	36	communications	communication	NOUN
easat-10909	273	37	security	security	NOUN
easat-10909	273	38	,	,	PUNCT
easat-10909	273	39	2021	2021	NUM
easat-10909	273	40	.	.	PUNCT
easat-10909	274	1	[	[	X
easat-10909	274	2	4	4	NUM
easat-10909	274	3	]	]	PUNCT
easat-10909	274	4	r.	r.	PROPN
easat-10909	274	5	a.	a.	PROPN
easat-10909	274	6	alzahrani	alzahrani	PROPN
easat-10909	274	7	and	and	CCONJ
easat-10909	274	8	m.	m.	PROPN
easat-10909	274	9	aljabri	aljabri	PROPN
easat-10909	274	10	,	,	PUNCT
easat-10909	274	11	"	"	PUNCT
easat-10909	274	12	ai	ai	NOUN
easat-10909	274	13	-	-	PUNCT
easat-10909	274	14	based	base	VERB
easat-10909	274	15	techniques	technique	NOUN
easat-10909	274	16	for	for	ADP
easat-10909	274	17	ad	ad	NOUN
easat-10909	274	18	click	click	NOUN
easat-10909	274	19	fraud	fraud	NOUN
easat-10909	274	20	detection	detection	NOUN
easat-10909	274	21	and	and	CCONJ
easat-10909	274	22	prevention	prevention	NOUN
easat-10909	274	23	:	:	PUNCT
easat-10909	274	24	review	review	NOUN
easat-10909	274	25	and	and	CCONJ
easat-10909	274	26	research	research	NOUN
easat-10909	274	27	directions	direction	NOUN
easat-10909	274	28	,	,	PUNCT
easat-10909	274	29	"	"	PUNCT
easat-10909	274	30	journal	journal	NOUN
easat-10909	274	31	of	of	ADP
easat-10909	274	32	sensor	sensor	NOUN
easat-10909	274	33	and	and	CCONJ
easat-10909	274	34	actuator	actuator	NOUN
easat-10909	274	35	networks	network	NOUN
easat-10909	274	36	,	,	PUNCT
easat-10909	274	37	vol	vol	NOUN
easat-10909	274	38	.	.	PROPN
easat-10909	274	39	12	12	NUM
easat-10909	274	40	,	,	PUNCT
easat-10909	274	41	no	no	INTJ
easat-10909	274	42	.	.	NOUN
easat-10909	274	43	1	1	NUM
easat-10909	274	44	,	,	PUNCT
easat-10909	274	45	p.	p.	NOUN
easat-10909	274	46	4	4	NUM
easat-10909	274	47	,	,	PUNCT
easat-10909	274	48	2022	2022	NUM
easat-10909	274	49	.	.	PUNCT
easat-10909	275	1	https://doi.org/10.3390/jsan12010004	https://doi.org/10.3390/jsan12010004	NOUN
easat-10909	275	2	[	[	X
easat-10909	275	3	5	5	NUM
easat-10909	275	4	]	]	PUNCT
easat-10909	275	5	d.	d.	PROPN
easat-10909	275	6	sisodia	sisodia	PROPN
easat-10909	275	7	and	and	CCONJ
easat-10909	275	8	d.	d.	PROPN
easat-10909	275	9	s.	s.	PROPN
easat-10909	275	10	sisodia	sisodia	PROPN
easat-10909	275	11	,	,	PUNCT
easat-10909	275	12	"	"	PUNCT
easat-10909	275	13	a	a	DET
easat-10909	275	14	transfer	transfer	NOUN
easat-10909	275	15	learning	learn	VERB
easat-10909	275	16	framework	framework	NOUN
easat-10909	275	17	towards	towards	ADP
easat-10909	275	18	identifying	identify	VERB
easat-10909	275	19	behavioral	behavioral	ADJ
easat-10909	275	20	changes	change	NOUN
easat-10909	275	21	of	of	ADP
easat-10909	275	22	fraudulent	fraudulent	ADJ
easat-10909	275	23	publishers	publisher	NOUN
easat-10909	275	24	in	in	ADP
easat-10909	275	25	pay	pay	NOUN
easat-10909	275	26	-	-	PUNCT
easat-10909	275	27	per	per	ADP
easat-10909	275	28	-	-	PUNCT
easat-10909	275	29	click	click	NOUN
easat-10909	275	30	model	model	NOUN
easat-10909	275	31	of	of	ADP
easat-10909	275	32	online	online	ADJ
easat-10909	275	33	advertising	advertising	NOUN
easat-10909	275	34	for	for	ADP
easat-10909	275	35	click	click	NOUN
easat-10909	275	36	fraud	fraud	NOUN
easat-10909	275	37	detection	detection	NOUN
easat-10909	275	38	,	,	PUNCT
easat-10909	275	39	"	"	PUNCT
easat-10909	275	40	expert	expert	NOUN
easat-10909	275	41	systems	system	NOUN
easat-10909	275	42	with	with	ADP
easat-10909	275	43	applications	application	NOUN
easat-10909	275	44	,	,	PUNCT
easat-10909	275	45	vol	vol	NOUN
easat-10909	275	46	.	.	PROPN
easat-10909	275	47	232	232	NUM
easat-10909	275	48	,	,	PUNCT
easat-10909	275	49	p.	p.	NOUN
easat-10909	275	50	120922	120922	NUM
easat-10909	275	51	,	,	PUNCT
easat-10909	275	52	2023	2023	NUM
easat-10909	275	53	.	.	PUNCT
easat-10909	276	1	https://doi.org/10.1016/j.eswa.2023.120922	https://doi.org/10.1016/j.eswa.2023.120922	PROPN
easat-10909	276	2	[	[	X
easat-10909	276	3	6	6	NUM
easat-10909	276	4	]	]	PUNCT
easat-10909	276	5	d.	d.	PROPN
easat-10909	276	6	sisodia	sisodia	PROPN
easat-10909	276	7	and	and	CCONJ
easat-10909	276	8	d.	d.	PROPN
easat-10909	276	9	s.	s.	PROPN
easat-10909	276	10	sisodia	sisodia	PROPN
easat-10909	276	11	,	,	PUNCT
easat-10909	276	12	"	"	PUNCT
easat-10909	276	13	data	datum	NOUN
easat-10909	276	14	sampling	sample	VERB
easat-10909	276	15	strategies	strategy	NOUN
easat-10909	276	16	for	for	ADP
easat-10909	276	17	click	click	VERB
easat-10909	276	18	fraud	fraud	NOUN
easat-10909	276	19	detection	detection	NOUN
easat-10909	276	20	using	use	VERB
easat-10909	276	21	imbalanced	imbalanced	ADJ
easat-10909	276	22	user	user	NOUN
easat-10909	276	23	click	click	VERB
easat-10909	276	24	data	datum	NOUN
easat-10909	276	25	of	of	ADP
easat-10909	276	26	online	online	ADJ
easat-10909	276	27	advertising	advertising	NOUN
easat-10909	276	28	:	:	PUNCT
easat-10909	276	29	an	an	DET
easat-10909	276	30	empirical	empirical	ADJ
easat-10909	276	31	review	review	NOUN
easat-10909	276	32	,	,	PUNCT
easat-10909	276	33	"	"	PUNCT
easat-10909	276	34	iete	iete	PROPN
easat-10909	276	35	technical	technical	PROPN
easat-10909	276	36	review	review	PROPN
easat-10909	276	37	,	,	PUNCT
easat-10909	276	38	vol	vol	NOUN
easat-10909	276	39	.	.	PROPN
easat-10909	276	40	39	39	NUM
easat-10909	276	41	,	,	PUNCT
easat-10909	276	42	no	no	INTJ
easat-10909	276	43	.	.	NOUN
easat-10909	276	44	4	4	NUM
easat-10909	276	45	,	,	PUNCT
easat-10909	276	46	pp	pp	ADJ
easat-10909	276	47	.	.	PUNCT
easat-10909	277	1	789	789	NUM
easat-10909	277	2	-	-	SYM
easat-10909	277	3	798	798	NUM
easat-10909	277	4	,	,	PUNCT
easat-10909	277	5	2022	2022	NUM
easat-10909	277	6	.	.	PUNCT
easat-10909	277	7	https://doi.org/10.1080/02564602.2021.1915892	https://doi.org/10.1080/02564602.2021.1915892	PROPN
easat-10909	278	1	[	[	X
easat-10909	278	2	7	7	X
easat-10909	278	3	]	]	X
easat-10909	278	4	h.	h.	PROPN
easat-10909	278	5	zhou	zhou	PROPN
easat-10909	278	6	,	,	PUNCT
easat-10909	278	7	g.	g.	PROPN
easat-10909	278	8	sun	sun	PROPN
easat-10909	278	9	,	,	PUNCT
easat-10909	278	10	s.	s.	PROPN
easat-10909	278	11	fu	fu	PROPN
easat-10909	278	12	,	,	PUNCT
easat-10909	278	13	l.	l.	PROPN
easat-10909	278	14	wang	wang	PROPN
easat-10909	278	15	,	,	PUNCT
easat-10909	278	16	j.	j.	PROPN
easat-10909	278	17	hu	hu	PROPN
easat-10909	278	18	,	,	PUNCT
easat-10909	278	19	and	and	CCONJ
easat-10909	278	20	y.	y.	PROPN
easat-10909	278	21	gao	gao	PROPN
easat-10909	278	22	,	,	PUNCT
easat-10909	278	23	"	"	PUNCT
easat-10909	278	24	internet	internet	NOUN
easat-10909	278	25	financial	financial	ADJ
easat-10909	278	26	fraud	fraud	NOUN
easat-10909	278	27	detection	detection	NOUN
easat-10909	278	28	based	base	VERB
easat-10909	278	29	on	on	ADP
easat-10909	278	30	a	a	DET
easat-10909	278	31	distributed	distribute	VERB
easat-10909	278	32	big	big	ADJ
easat-10909	278	33	data	datum	NOUN
easat-10909	278	34	approach	approach	NOUN
easat-10909	278	35	with	with	ADP
easat-10909	278	36	node2vec	node2vec	NOUN
easat-10909	278	37	,	,	PUNCT
easat-10909	278	38	"	"	PUNCT
easat-10909	278	39	ieee	ieee	NOUN
easat-10909	278	40	access	access	NOUN
easat-10909	278	41	,	,	PUNCT
easat-10909	278	42	vol	vol	NOUN
easat-10909	278	43	.	.	NOUN
easat-10909	278	44	9	9	NUM
easat-10909	278	45	,	,	PUNCT
easat-10909	278	46	pp	pp	ADJ
easat-10909	278	47	.	.	PUNCT
easat-10909	278	48	43378	43378	NUM
easat-10909	278	49	-	-	SYM
easat-10909	278	50	43386	43386	NUM
easat-10909	278	51	,	,	PUNCT
easat-10909	278	52	2021	2021	NUM
easat-10909	278	53	.	.	PUNCT
easat-10909	279	1	https://doi.org/10.1109/access.2021.3062467	https://doi.org/10.1109/access.2021.3062467	PROPN
easat-10909	279	2	[	[	X
easat-10909	279	3	8	8	NUM
easat-10909	279	4	]	]	PUNCT
easat-10909	279	5	j.-a	j.-a	NOUN
easat-10909	279	6	.	.	PUNCT
easat-10909	280	1	choi	choi	PROPN
easat-10909	280	2	and	and	CCONJ
easat-10909	280	3	k.	k.	PROPN
easat-10909	280	4	lim	lim	PROPN
easat-10909	280	5	,	,	PUNCT
easat-10909	280	6	"	"	PUNCT
easat-10909	280	7	identifying	identify	VERB
easat-10909	280	8	machine	machine	NOUN
easat-10909	280	9	learning	learn	VERB
easat-10909	280	10	techniques	technique	NOUN
easat-10909	280	11	for	for	ADP
easat-10909	280	12	classification	classification	NOUN
easat-10909	280	13	of	of	ADP
easat-10909	280	14	target	target	NOUN
easat-10909	280	15	advertising	advertising	NOUN
easat-10909	280	16	,	,	PUNCT
easat-10909	280	17	"	"	PUNCT
easat-10909	280	18	ict	ict	PROPN
easat-10909	280	19	express	express	VERB
easat-10909	280	20	,	,	PUNCT
easat-10909	280	21	vol	vol	NOUN
easat-10909	280	22	.	.	PROPN
easat-10909	280	23	6	6	NUM
easat-10909	280	24	,	,	PUNCT
easat-10909	280	25	no	no	INTJ
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easat-10909	280	27	3	3	NUM
easat-10909	280	28	,	,	PUNCT
easat-10909	280	29	pp	pp	ADJ
easat-10909	280	30	.	.	PUNCT
easat-10909	281	1	175	175	NUM
easat-10909	281	2	-	-	SYM
easat-10909	281	3	180	180	NUM
easat-10909	281	4	,	,	PUNCT
easat-10909	281	5	2020	2020	NUM
easat-10909	281	6	.	.	PUNCT
easat-10909	282	1	https://doi.org/10.1016/j.icte.2020.04.012	https://doi.org/10.1016/j.icte.2020.04.012	NOUN
easat-10909	282	2	[	[	PUNCT
easat-10909	282	3	9	9	NUM
easat-10909	282	4	]	]	PUNCT
easat-10909	282	5	e.	e.	PROPN
easat-10909	282	6	tang	tang	PROPN
easat-10909	282	7	,	,	PUNCT
easat-10909	282	8	"	"	PUNCT
easat-10909	282	9	a	a	DET
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easat-10909	282	11	-	-	PUNCT
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easat-10909	282	14	algorithm	algorithm	NOUN
easat-10909	282	15	for	for	ADP
easat-10909	282	16	recommendation	recommendation	NOUN
easat-10909	282	17	systems	system	NOUN
easat-10909	282	18	,	,	PUNCT
easat-10909	282	19	"	"	PUNCT
easat-10909	282	20	in	in	ADP
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easat-10909	282	24	51st	51st	ADJ
easat-10909	282	25	annual	annual	ADJ
easat-10909	282	26	acm	acm	NOUN
easat-10909	282	27	sigact	sigact	NOUN
easat-10909	282	28	symposium	symposium	NOUN
easat-10909	282	29	on	on	ADP
easat-10909	282	30	theory	theory	NOUN
easat-10909	282	31	of	of	ADP
easat-10909	282	32	computing	computing	NOUN
easat-10909	282	33	,	,	PUNCT
easat-10909	282	34	2019	2019	NUM
easat-10909	282	35	.	.	PUNCT
easat-10909	283	1	[	[	X
easat-10909	283	2	10	10	NUM
easat-10909	283	3	]	]	PUNCT
easat-10909	283	4	l.	l.	PROPN
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easat-10909	283	6	,	,	PUNCT
easat-10909	283	7	j.	j.	PROPN
easat-10909	283	8	hong	hong	PROPN
easat-10909	283	9	,	,	PUNCT
easat-10909	283	10	a.	a.	PROPN
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easat-10909	283	12	,	,	PUNCT
easat-10909	283	13	h.	h.	PROPN
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easat-10909	283	15	,	,	PUNCT
easat-10909	283	16	y.	y.	PROPN
easat-10909	283	17	wu	wu	PROPN
easat-10909	283	18	,	,	PUNCT
easat-10909	283	19	and	and	CCONJ
easat-10909	283	20	s.	s.	PROPN
easat-10909	283	21	camtepe	camtepe	PROPN
easat-10909	283	22	,	,	PUNCT
easat-10909	283	23	"	"	PUNCT
easat-10909	283	24	quantum	quantum	NOUN
easat-10909	283	25	-	-	PUNCT
easat-10909	283	26	inspired	inspire	VERB
easat-10909	283	27	machine	machine	NOUN
easat-10909	283	28	learning	learning	NOUN
easat-10909	283	29	:	:	PUNCT
easat-10909	283	30	a	a	DET
easat-10909	283	31	survey	survey	NOUN
easat-10909	283	32	,	,	PUNCT
easat-10909	283	33	"	"	PUNCT
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easat-10909	283	37	,	,	PUNCT
easat-10909	283	38	2023	2023	NUM
easat-10909	283	39	.	.	PUNCT
easat-10909	284	1	[	[	X
easat-10909	284	2	11	11	NUM
easat-10909	284	3	]	]	PUNCT
easat-10909	284	4	t.	t.	PROPN
easat-10909	284	5	felser	felser	PROPN
easat-10909	284	6	et	et	PROPN
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easat-10909	284	8	.	.	PROPN
easat-10909	284	9	,	,	PUNCT
easat-10909	284	10	"	"	PUNCT
easat-10909	284	11	quantum	quantum	NOUN
easat-10909	284	12	-	-	PUNCT
easat-10909	284	13	inspired	inspire	VERB
easat-10909	284	14	machine	machine	NOUN
easat-10909	284	15	learning	learning	NOUN
easat-10909	284	16	on	on	ADP
easat-10909	284	17	high	high	ADJ
easat-10909	284	18	-	-	PUNCT
easat-10909	284	19	energy	energy	NOUN
easat-10909	284	20	physics	physics	NOUN
easat-10909	284	21	data	datum	NOUN
easat-10909	284	22	,	,	PUNCT
easat-10909	284	23	"	"	PUNCT
easat-10909	284	24	npj	npj	X
easat-10909	284	25	quantum	quantum	NOUN
easat-10909	284	26	information	information	NOUN
easat-10909	284	27	,	,	PUNCT
easat-10909	284	28	vol	vol	NOUN
easat-10909	284	29	.	.	PROPN
easat-10909	284	30	7	7	NUM
easat-10909	284	31	,	,	PUNCT
easat-10909	284	32	p.	p.	NOUN
easat-10909	284	33	111	111	NUM
easat-10909	284	34	,	,	PUNCT
easat-10909	284	35	2021	2021	NUM
easat-10909	284	36	.	.	PUNCT
easat-10909	285	1	https://doi.org/10.1038/s41534-021-00443-w	https://doi.org/10.1038/s41534-021-00443-w	NOUN
easat-10909	285	2	[	[	X
easat-10909	285	3	12	12	NUM
easat-10909	285	4	]	]	PUNCT
easat-10909	285	5	a.	a.	NOUN
easat-10909	285	6	ajagekar	ajagekar	PROPN
easat-10909	285	7	and	and	CCONJ
easat-10909	285	8	f.	f.	PROPN
easat-10909	285	9	you	you	PRON
easat-10909	285	10	,	,	PUNCT
easat-10909	285	11	"	"	PUNCT
easat-10909	285	12	quantum	quantum	NOUN
easat-10909	285	13	computing	computing	NOUN
easat-10909	285	14	for	for	ADP
easat-10909	285	15	energy	energy	NOUN
easat-10909	285	16	systems	system	NOUN
easat-10909	285	17	optimization	optimization	NOUN
easat-10909	285	18	:	:	PUNCT
easat-10909	285	19	challenges	challenge	NOUN
easat-10909	285	20	and	and	CCONJ
easat-10909	285	21	opportunities	opportunity	NOUN
easat-10909	285	22	,	,	PUNCT
easat-10909	285	23	"	"	PUNCT
easat-10909	285	24	energy	energy	NOUN
easat-10909	285	25	,	,	PUNCT
easat-10909	285	26	vol	vol	NOUN
easat-10909	285	27	.	.	PROPN
easat-10909	285	28	179	179	NUM
easat-10909	285	29	,	,	PUNCT
easat-10909	285	30	pp	pp	ADJ
easat-10909	285	31	.	.	PUNCT
easat-10909	286	1	76	76	NUM
easat-10909	286	2	-	-	SYM
easat-10909	286	3	89	89	NUM
easat-10909	286	4	,	,	PUNCT
easat-10909	286	5	2019	2019	NUM
easat-10909	286	6	.	.	PUNCT
easat-10909	287	1	https://doi.org/10.1016/j.energy.2019.04.186	https://doi.org/10.1016/j.energy.2019.04.186	ADJ
easat-10909	287	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10909	287	3	https://doi.org/10.1016/j.ijresmar.2023.09.003	https://doi.org/10.1016/j.ijresmar.2023.09.003	NOUN
easat-10909	287	4	https://doi.org/10.3390/jsan12010004	https://doi.org/10.3390/jsan12010004	NOUN
easat-10909	287	5	https://doi.org/10.1016/j.eswa.2023.120922	https://doi.org/10.1016/j.eswa.2023.120922	ADJ
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easat-10909	287	9	https://doi.org/10.1038/s41534-021-00443-w	https://doi.org/10.1038/s41534-021-00443-w	NOUN
easat-10909	287	10	https://doi.org/10.1016/j.energy.2019.04.186	https://doi.org/10.1016/j.energy.2019.04.186	NUM
easat-10909	287	11	482	482	NUM
easat-10909	287	12	edelweiss	edelweiss	PROPN
easat-10909	287	13	applied	apply	VERB
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easat-10909	287	15	and	and	CCONJ
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easat-10909	287	17	issn	issn	PROPN
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easat-10909	287	20	-	-	SYM
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easat-10909	287	23	.	.	PROPN
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easat-10909	288	2	,	,	PUNCT
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easat-10909	288	6	:	:	PUNCT
easat-10909	288	7	467	467	NUM
easat-10909	288	8	-	-	SYM
easat-10909	288	9	482	482	NUM
easat-10909	288	10	,	,	PUNCT
easat-10909	288	11	2025	2025	NUM
easat-10909	288	12	doi	doi	NOUN
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easat-10909	288	15	-	-	SYM
easat-10909	288	16	8484.v9i11.10909	8484.v9i11.10909	NOUN
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easat-10909	288	18	2025	2025	NUM
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easat-10909	288	20	the	the	DET
easat-10909	288	21	author	author	NOUN
easat-10909	288	22	;	;	PUNCT
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easat-10909	289	1	[	[	X
easat-10909	289	2	13	13	NUM
easat-10909	289	3	]	]	PUNCT
easat-10909	289	4	a.	a.	NOUN
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easat-10909	289	7	t.	t.	PROPN
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easat-10909	289	9	,	,	PUNCT
easat-10909	289	10	and	and	CCONJ
easat-10909	289	11	f.	f.	PROPN
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easat-10909	289	13	,	,	PUNCT
easat-10909	289	14	"	"	PUNCT
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easat-10909	289	16	computing	computing	NOUN
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easat-10909	289	19	solution	solution	NOUN
easat-10909	289	20	strategies	strategy	NOUN
easat-10909	289	21	for	for	ADP
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easat-10909	289	23	-	-	PUNCT
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easat-10909	289	28	,	,	PUNCT
easat-10909	289	29	"	"	PUNCT
easat-10909	289	30	computers	computer	NOUN
easat-10909	289	31	&	&	CCONJ
easat-10909	289	32	chemical	chemical	PROPN
easat-10909	289	33	engineering	engineering	PROPN
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easat-10909	289	38	,	,	PUNCT
easat-10909	289	39	p.	p.	NOUN
easat-10909	289	40	106630	106630	NUM
easat-10909	289	41	,	,	PUNCT
easat-10909	289	42	2020	2020	NUM
easat-10909	289	43	.	.	PUNCT
easat-10909	290	1	https://doi.org/10.1016/j.compchemeng.2019.106630	https://doi.org/10.1016/j.compchemeng.2019.106630	NOUN
easat-10909	290	2	[	[	X
easat-10909	290	3	14	14	NUM
easat-10909	290	4	]	]	X
easat-10909	290	5	j.	j.	PROPN
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easat-10909	290	7	,	,	PUNCT
easat-10909	290	8	"	"	PUNCT
easat-10909	290	9	quantum	quantum	NOUN
easat-10909	290	10	-	-	PUNCT
easat-10909	290	11	inspired	inspire	VERB
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easat-10909	290	13	detection	detection	NOUN
easat-10909	290	14	,	,	PUNCT
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easat-10909	290	19	"	"	PUNCT
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easat-10909	290	23	,	,	PUNCT
easat-10909	290	24	2023	2023	NUM
easat-10909	290	25	.	.	PUNCT
easat-10909	291	1	[	[	X
easat-10909	291	2	15	15	NUM
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easat-10909	291	4	h.	h.	PROPN
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easat-10909	291	6	,	,	PUNCT
easat-10909	291	7	x.	x.	PROPN
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easat-10909	291	10	and	and	CCONJ
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easat-10909	291	13	,	,	PUNCT
easat-10909	291	14	"	"	PUNCT
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easat-10909	291	16	-	-	PUNCT
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easat-10909	291	18	reinforcement	reinforcement	NOUN
easat-10909	291	19	learning	learning	NOUN
easat-10909	291	20	for	for	ADP
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easat-10909	291	24	"	"	PUNCT
easat-10909	291	25	ieee	ieee	NOUN
easat-10909	291	26	transactions	transaction	NOUN
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easat-10909	291	28	control	control	NOUN
easat-10909	291	29	systems	system	NOUN
easat-10909	291	30	technology	technology	NOUN
easat-10909	291	31	,	,	PUNCT
easat-10909	291	32	vol	vol	NOUN
easat-10909	291	33	.	.	PROPN
easat-10909	292	1	33	33	NUM
easat-10909	292	2	,	,	PUNCT
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easat-10909	292	4	.	.	NOUN
easat-10909	292	5	1	1	NUM
easat-10909	292	6	,	,	PUNCT
easat-10909	292	7	pp	pp	ADJ
easat-10909	292	8	.	.	PUNCT
easat-10909	293	1	61	61	NUM
easat-10909	293	2	-	-	SYM
easat-10909	293	3	76	76	NUM
easat-10909	293	4	,	,	PUNCT
easat-10909	293	5	2024	2024	NUM
easat-10909	293	6	.	.	PUNCT
easat-10909	294	1	https://doi.org/10.1109/tcst.2024.3437142	https://doi.org/10.1109/tcst.2024.3437142	PROPN
easat-10909	294	2	[	[	X
easat-10909	294	3	16	16	NUM
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easat-10909	294	5	y.	y.	PROPN
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easat-10909	294	12	and	and	CCONJ
easat-10909	294	13	d.	d.	PROPN
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easat-10909	294	15	,	,	PUNCT
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easat-10909	294	26	:	:	PUNCT
easat-10909	294	27	a	a	DET
easat-10909	294	28	quantum	quantum	NOUN
easat-10909	294	29	-	-	PUNCT
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easat-10909	294	31	reinforcement	reinforcement	NOUN
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easat-10909	294	34	,	,	PUNCT
easat-10909	294	35	"	"	PUNCT
easat-10909	294	36	ieee	ieee	PROPN
easat-10909	294	37	wireless	wireless	ADJ
easat-10909	294	38	communications	communication	NOUN
easat-10909	294	39	letters	letter	NOUN
easat-10909	294	40	,	,	PUNCT
easat-10909	294	41	vol	vol	NOUN
easat-10909	294	42	.	.	PROPN
easat-10909	295	1	10	10	NUM
easat-10909	295	2	,	,	PUNCT
easat-10909	295	3	no	no	INTJ
easat-10909	295	4	.	.	NOUN
easat-10909	295	5	9	9	NUM
easat-10909	295	6	,	,	PUNCT
easat-10909	295	7	pp	pp	ADJ
easat-10909	295	8	.	.	PUNCT
easat-10909	296	1	19941998	19941998	NUM
easat-10909	296	2	,	,	PUNCT
easat-10909	296	3	2021	2021	NUM
easat-10909	296	4	.	.	PUNCT
easat-10909	297	1	https://doi.org/10.1109/lwc.2021.3089876	https://doi.org/10.1109/lwc.2021.3089876	NOUN
easat-10909	297	2	[	[	X
easat-10909	297	3	17	17	NUM
easat-10909	297	4	]	]	X
easat-10909	297	5	d.	d.	PROPN
easat-10909	297	6	dong	dong	PROPN
easat-10909	297	7	,	,	PUNCT
easat-10909	297	8	c.	c.	PROPN
easat-10909	297	9	chen	chen	PROPN
easat-10909	297	10	,	,	PUNCT
easat-10909	297	11	j.	j.	PROPN
easat-10909	297	12	chu	chu	PROPN
easat-10909	297	13	,	,	PUNCT
easat-10909	297	14	and	and	CCONJ
easat-10909	297	15	t.-j	t.-j	PROPN
easat-10909	297	16	.	.	PUNCT
easat-10909	298	1	tarn	tarn	NOUN
easat-10909	298	2	,	,	PUNCT
easat-10909	298	3	"	"	PUNCT
easat-10909	298	4	robust	robust	ADJ
easat-10909	298	5	quantum	quantum	NOUN
easat-10909	298	6	-	-	PUNCT
easat-10909	298	7	inspired	inspire	VERB
easat-10909	298	8	reinforcement	reinforcement	NOUN
easat-10909	298	9	learning	learning	NOUN
easat-10909	298	10	for	for	ADP
easat-10909	298	11	robot	robot	NOUN
easat-10909	298	12	navigation	navigation	NOUN
easat-10909	298	13	,	,	PUNCT
easat-10909	298	14	"	"	PUNCT
easat-10909	298	15	ieee	ieee	PROPN
easat-10909	298	16	/	/	SYM
easat-10909	298	17	asme	asme	PROPN
easat-10909	298	18	transactions	transaction	NOUN
easat-10909	298	19	on	on	ADP
easat-10909	298	20	mechatronics	mechatronic	NOUN
easat-10909	298	21	,	,	PUNCT
easat-10909	298	22	vol	vol	NOUN
easat-10909	298	23	.	.	PROPN
easat-10909	298	24	17	17	NUM
easat-10909	298	25	,	,	PUNCT
easat-10909	298	26	no	no	INTJ
easat-10909	298	27	.	.	NOUN
easat-10909	298	28	1	1	NUM
easat-10909	298	29	,	,	PUNCT
easat-10909	298	30	pp	pp	ADJ
easat-10909	298	31	.	.	PUNCT
easat-10909	299	1	86	86	NUM
easat-10909	299	2	-	-	SYM
easat-10909	299	3	97	97	NUM
easat-10909	299	4	,	,	PUNCT
easat-10909	299	5	2010	2010	NUM
easat-10909	299	6	.	.	PUNCT
easat-10909	300	1	https://doi.org/10.1109/tmech.2010.2090896	https://doi.org/10.1109/tmech.2010.2090896	PROPN
easat-10909	301	1	[	[	X
easat-10909	301	2	18	18	NUM
easat-10909	301	3	]	]	PUNCT
easat-10909	301	4	s.	s.	PROPN
easat-10909	301	5	tu	tu	PROPN
easat-10909	301	6	,	,	PUNCT
easat-10909	301	7	o.	o.	PROPN
easat-10909	301	8	u.	u.	PROPN
easat-10909	301	9	rehman	rehman	PROPN
easat-10909	301	10	,	,	PUNCT
easat-10909	301	11	s.	s.	PROPN
easat-10909	301	12	u.	u.	PROPN
easat-10909	301	13	rehman	rehman	PROPN
easat-10909	301	14	,	,	PUNCT
easat-10909	301	15	s.	s.	PROPN
easat-10909	301	16	ullah	ullah	PROPN
easat-10909	301	17	,	,	PUNCT
easat-10909	301	18	m.	m.	NOUN
easat-10909	301	19	waqas	waqas	PROPN
easat-10909	301	20	,	,	PUNCT
easat-10909	301	21	and	and	CCONJ
easat-10909	301	22	r.	r.	PROPN
easat-10909	301	23	zhu	zhu	PROPN
easat-10909	301	24	,	,	PUNCT
easat-10909	301	25	"	"	PUNCT
easat-10909	301	26	a	a	DET
easat-10909	301	27	novel	novel	ADJ
easat-10909	301	28	quantum	quantum	NOUN
easat-10909	301	29	inspired	inspire	VERB
easat-10909	301	30	particle	particle	NOUN
easat-10909	301	31	swarm	swarm	NOUN
easat-10909	301	32	optimization	optimization	NOUN
easat-10909	301	33	algorithm	algorithm	NOUN
easat-10909	301	34	for	for	ADP
easat-10909	301	35	electromagnetic	electromagnetic	ADJ
easat-10909	301	36	applications	application	NOUN
easat-10909	301	37	,	,	PUNCT
easat-10909	301	38	"	"	PUNCT
easat-10909	301	39	ieee	ieee	NOUN
easat-10909	301	40	access	access	NOUN
easat-10909	301	41	,	,	PUNCT
easat-10909	301	42	vol	vol	NOUN
easat-10909	301	43	.	.	PROPN
easat-10909	301	44	8	8	NUM
easat-10909	301	45	,	,	PUNCT
easat-10909	301	46	pp	pp	ADJ
easat-10909	301	47	.	.	PUNCT
easat-10909	301	48	21909	21909	NUM
easat-10909	301	49	-	-	SYM
easat-10909	301	50	21916	21916	NUM
easat-10909	301	51	,	,	PUNCT
easat-10909	301	52	2020	2020	NUM
easat-10909	301	53	.	.	PUNCT
easat-10909	302	1	https://doi.org/10.1109/access.2020.2968980	https://doi.org/10.1109/access.2020.2968980	PROPN
easat-10909	303	1	[	[	X
easat-10909	303	2	19	19	NUM
easat-10909	303	3	]	]	X
easat-10909	303	4	f.	f.	PROPN
easat-10909	303	5	kanei	kanei	PROPN
easat-10909	303	6	,	,	PUNCT
easat-10909	303	7	d.	d.	PROPN
easat-10909	303	8	chiba	chiba	PROPN
easat-10909	303	9	,	,	PUNCT
easat-10909	303	10	k.	k.	PROPN
easat-10909	303	11	hato	hato	PROPN
easat-10909	303	12	,	,	PUNCT
easat-10909	303	13	k.	k.	PROPN
easat-10909	303	14	yoshioka	yoshioka	PROPN
easat-10909	303	15	,	,	PUNCT
easat-10909	303	16	t.	t.	PROPN
easat-10909	303	17	matsumoto	matsumoto	PROPN
easat-10909	303	18	,	,	PUNCT
easat-10909	303	19	and	and	CCONJ
easat-10909	303	20	m.	m.	PROPN
easat-10909	303	21	akiyama	akiyama	PROPN
easat-10909	303	22	,	,	PUNCT
easat-10909	303	23	"	"	PUNCT
easat-10909	303	24	detecting	detect	VERB
easat-10909	303	25	and	and	CCONJ
easat-10909	303	26	understanding	understand	VERB
easat-10909	303	27	online	online	ADJ
easat-10909	303	28	advertising	advertising	NOUN
easat-10909	303	29	fraud	fraud	NOUN
easat-10909	303	30	in	in	ADP
easat-10909	303	31	the	the	DET
easat-10909	303	32	wild	wild	NOUN
easat-10909	303	33	,	,	PUNCT
easat-10909	303	34	"	"	PUNCT
easat-10909	303	35	ieice	ieice	NOUN
easat-10909	303	36	transactions	transaction	NOUN
easat-10909	303	37	on	on	ADP
easat-10909	303	38	information	information	NOUN
easat-10909	303	39	and	and	CCONJ
easat-10909	303	40	systems	system	NOUN
easat-10909	303	41	,	,	PUNCT
easat-10909	303	42	vol	vol	NOUN
easat-10909	303	43	.	.	PROPN
easat-10909	303	44	103	103	NUM
easat-10909	303	45	,	,	PUNCT
easat-10909	303	46	no	no	INTJ
easat-10909	303	47	.	.	NOUN
easat-10909	303	48	7	7	NUM
easat-10909	303	49	,	,	PUNCT
easat-10909	303	50	pp	pp	ADJ
easat-10909	303	51	.	.	PUNCT
easat-10909	304	1	1512	1512	NUM
easat-10909	304	2	-	-	SYM
easat-10909	304	3	1523	1523	NUM
easat-10909	304	4	,	,	PUNCT
easat-10909	304	5	2020	2020	NUM
easat-10909	304	6	.	.	PUNCT
easat-10909	305	1	[	[	X
easat-10909	305	2	20	20	NUM
easat-10909	305	3	]	]	PUNCT
easat-10909	305	4	b.	b.	PROPN
easat-10909	305	5	omair	omair	PROPN
easat-10909	305	6	and	and	CCONJ
easat-10909	305	7	a.	a.	NOUN
easat-10909	305	8	alturki	alturki	PROPN
easat-10909	305	9	,	,	PUNCT
easat-10909	305	10	"	"	PUNCT
easat-10909	305	11	a	a	DET
easat-10909	305	12	systematic	systematic	ADJ
easat-10909	305	13	literature	literature	NOUN
easat-10909	305	14	review	review	NOUN
easat-10909	305	15	of	of	ADP
easat-10909	305	16	fraud	fraud	NOUN
easat-10909	305	17	detection	detection	NOUN
easat-10909	305	18	metrics	metric	NOUN
easat-10909	305	19	in	in	ADP
easat-10909	305	20	business	business	NOUN
easat-10909	305	21	processes	process	NOUN
easat-10909	305	22	,	,	PUNCT
easat-10909	305	23	"	"	PUNCT
easat-10909	305	24	ieee	ieee	NOUN
easat-10909	305	25	access	access	NOUN
easat-10909	305	26	,	,	PUNCT
easat-10909	305	27	vol	vol	NOUN
easat-10909	305	28	.	.	PROPN
easat-10909	305	29	8	8	NUM
easat-10909	305	30	,	,	PUNCT
easat-10909	305	31	pp	pp	ADJ
easat-10909	305	32	.	.	PUNCT
easat-10909	306	1	26893	26893	NUM
easat-10909	306	2	-	-	SYM
easat-10909	306	3	26903	26903	NUM
easat-10909	306	4	,	,	PUNCT
easat-10909	306	5	2020	2020	NUM
easat-10909	306	6	.	.	PUNCT
easat-10909	307	1	https://doi.org/10.1109/access.2020.2971604	https://doi.org/10.1109/access.2020.2971604	PROPN
easat-10909	307	2	[	[	X
easat-10909	307	3	21	21	NUM
easat-10909	307	4	]	]	X
easat-10909	307	5	f.	f.	PROPN
easat-10909	307	6	s.	s.	PROPN
easat-10909	307	7	gharehchopogh	gharehchopogh	PROPN
easat-10909	307	8	,	,	PUNCT
easat-10909	307	9	"	"	PUNCT
easat-10909	307	10	quantum	quantum	NOUN
easat-10909	307	11	-	-	PUNCT
easat-10909	307	12	inspired	inspire	VERB
easat-10909	307	13	metaheuristic	metaheuristic	ADJ
easat-10909	307	14	algorithms	algorithm	NOUN
easat-10909	307	15	:	:	PUNCT
easat-10909	307	16	comprehensive	comprehensive	ADJ
easat-10909	307	17	survey	survey	NOUN
easat-10909	307	18	and	and	CCONJ
easat-10909	307	19	classification	classification	NOUN
easat-10909	307	20	,	,	PUNCT
easat-10909	307	21	"	"	PUNCT
easat-10909	307	22	artificial	artificial	ADJ
easat-10909	307	23	intelligence	intelligence	NOUN
easat-10909	307	24	review	review	NOUN
easat-10909	307	25	,	,	PUNCT
easat-10909	307	26	vol	vol	NOUN
easat-10909	307	27	.	.	PROPN
easat-10909	307	28	56	56	NUM
easat-10909	307	29	,	,	PUNCT
easat-10909	307	30	pp	pp	ADJ
easat-10909	307	31	.	.	PUNCT
easat-10909	308	1	5479	5479	NUM
easat-10909	308	2	-	-	SYM
easat-10909	308	3	5543	5543	NUM
easat-10909	308	4	,	,	PUNCT
easat-10909	308	5	2023	2023	NUM
easat-10909	308	6	.	.	PUNCT
easat-10909	309	1	https://doi.org/10.1007/s10462-022-10280-8	https://doi.org/10.1007/s10462-022-10280-8	NUM
easat-10909	310	1	[	[	X
easat-10909	310	2	22	22	NUM
easat-10909	310	3	]	]	PUNCT
easat-10909	310	4	k.	k.	PROPN
easat-10909	310	5	s.	s.	PROPN
easat-10909	310	6	perera	perera	PROPN
easat-10909	310	7	,	,	PUNCT
easat-10909	310	8	b.	b.	PROPN
easat-10909	310	9	neupane	neupane	PROPN
easat-10909	310	10	,	,	PUNCT
easat-10909	310	11	m.	m.	NOUN
easat-10909	310	12	a.	a.	PROPN
easat-10909	310	13	faisal	faisal	PROPN
easat-10909	310	14	,	,	PUNCT
easat-10909	310	15	z.	z.	PROPN
easat-10909	310	16	aung	aung	PROPN
easat-10909	310	17	,	,	PUNCT
easat-10909	310	18	and	and	CCONJ
easat-10909	310	19	w.	w.	PROPN
easat-10909	310	20	l.	l.	PROPN
easat-10909	310	21	woon	woon	PROPN
easat-10909	310	22	,	,	PUNCT
easat-10909	310	23	"	"	PUNCT
easat-10909	310	24	a	a	DET
easat-10909	310	25	novel	novel	ADJ
easat-10909	310	26	ensemble	ensemble	ADJ
easat-10909	310	27	learning	learning	NOUN
easat-10909	310	28	-	-	PUNCT
easat-10909	310	29	based	base	VERB
easat-10909	310	30	approach	approach	NOUN
easat-10909	310	31	for	for	ADP
easat-10909	310	32	click	click	NOUN
easat-10909	310	33	fraud	fraud	NOUN
easat-10909	310	34	detection	detection	NOUN
easat-10909	310	35	in	in	ADP
easat-10909	310	36	mobile	mobile	ADJ
easat-10909	310	37	advertising	advertising	NOUN
easat-10909	310	38	,	,	PUNCT
easat-10909	310	39	"	"	PUNCT
easat-10909	310	40	in	in	ADP
easat-10909	310	41	mining	mining	NOUN
easat-10909	310	42	intelligence	intelligence	NOUN
easat-10909	310	43	and	and	CCONJ
easat-10909	310	44	knowledge	knowledge	NOUN
easat-10909	310	45	exploration	exploration	NOUN
easat-10909	310	46	:	:	PUNCT
easat-10909	310	47	first	first	ADJ
easat-10909	310	48	international	international	ADJ
easat-10909	310	49	conference	conference	NOUN
easat-10909	310	50	,	,	PUNCT
easat-10909	310	51	mike	mike	PROPN
easat-10909	310	52	2013	2013	NUM
easat-10909	310	53	,	,	PUNCT
easat-10909	310	54	tamil	tamil	PROPN
easat-10909	310	55	nadu	nadu	PROPN
easat-10909	310	56	,	,	PUNCT
easat-10909	310	57	india	india	PROPN
easat-10909	310	58	,	,	PUNCT
easat-10909	310	59	december	december	PROPN
easat-10909	310	60	18	18	NUM
easat-10909	310	61	-	-	SYM
easat-10909	310	62	20	20	NUM
easat-10909	310	63	,	,	PUNCT
easat-10909	310	64	2013	2013	NUM
easat-10909	310	65	.	.	PUNCT
easat-10909	311	1	proceedings	proceeding	NOUN
easat-10909	311	2	(	(	PUNCT
easat-10909	311	3	pp	pp	ADJ
easat-10909	311	4	.	.	PUNCT
easat-10909	312	1	370	370	NUM
easat-10909	312	2	-	-	SYM
easat-10909	312	3	382	382	NUM
easat-10909	312	4	)	)	PUNCT
easat-10909	312	5	.	.	PUNCT
easat-10909	313	1	cham	cham	PROPN
easat-10909	313	2	:	:	PUNCT
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easat-10909	313	5	publishing	publishing	NOUN
easat-10909	313	6	,	,	PUNCT
easat-10909	313	7	2013	2013	NUM
easat-10909	313	8	.	.	PUNCT
easat-10909	314	1	[	[	X
easat-10909	314	2	23	23	NUM
easat-10909	314	3	]	]	X
easat-10909	314	4	r.	r.	PROPN
easat-10909	314	5	oentaryo	oentaryo	PROPN
easat-10909	314	6	et	et	PROPN
easat-10909	314	7	al	al	PROPN
easat-10909	314	8	.	.	PROPN
easat-10909	314	9	,	,	PUNCT
easat-10909	314	10	"	"	PUNCT
easat-10909	314	11	detecting	detect	VERB
easat-10909	314	12	click	click	VERB
easat-10909	314	13	fraud	fraud	NOUN
easat-10909	314	14	in	in	ADP
easat-10909	314	15	online	online	ADJ
easat-10909	314	16	advertising	advertising	NOUN
easat-10909	314	17	:	:	PUNCT
easat-10909	314	18	a	a	DET
easat-10909	314	19	data	data	NOUN
easat-10909	314	20	mining	mining	NOUN
easat-10909	314	21	approach	approach	NOUN
easat-10909	314	22	,	,	PUNCT
easat-10909	314	23	"	"	PUNCT
easat-10909	314	24	the	the	DET
easat-10909	314	25	journal	journal	NOUN
easat-10909	314	26	of	of	ADP
easat-10909	314	27	machine	machine	NOUN
easat-10909	314	28	learning	learn	VERB
easat-10909	314	29	research	research	NOUN
easat-10909	314	30	,	,	PUNCT
easat-10909	314	31	vol	vol	NOUN
easat-10909	314	32	.	.	PROPN
easat-10909	314	33	15	15	NUM
easat-10909	314	34	,	,	PUNCT
easat-10909	314	35	no	no	INTJ
easat-10909	314	36	.	.	NOUN
easat-10909	314	37	1	1	NUM
easat-10909	314	38	,	,	PUNCT
easat-10909	314	39	pp	pp	ADJ
easat-10909	314	40	.	.	PUNCT
easat-10909	315	1	99	99	NUM
easat-10909	315	2	-	-	SYM
easat-10909	315	3	140	140	NUM
easat-10909	315	4	,	,	PUNCT
easat-10909	315	5	2014	2014	NUM
easat-10909	315	6	.	.	PUNCT
easat-10909	316	1	https://doi.org/10.1016/j.compchemeng.2019.106630	https://doi.org/10.1016/j.compchemeng.2019.106630	PROPN
easat-10909	316	2	https://doi.org/10.1109/tcst.2024.3437142	https://doi.org/10.1109/tcst.2024.3437142	PROPN
easat-10909	316	3	https://doi.org/10.1109/lwc.2021.3089876	https://doi.org/10.1109/lwc.2021.3089876	ADP
easat-10909	316	4	https://doi.org/10.1109/tmech.2010.2090896	https://doi.org/10.1109/tmech.2010.2090896	PROPN
easat-10909	316	5	https://doi.org/10.1109/access.2020.2968980	https://doi.org/10.1109/access.2020.2968980	PROPN
easat-10909	316	6	https://doi.org/10.1109/access.2020.2971604	https://doi.org/10.1109/access.2020.2971604	PROPN
easat-10909	316	7	https://doi.org/10.1007/s10462-022-10280-8	https://doi.org/10.1007/s10462-022-10280-8	NUM