id	sid	tid	token	lemma	pos
iajs-2425	1	1	microsoft	microsoft	PROPN
iajs-2425	1	2	word	word	NOUN
iajs-2425	1	3	156	156	NUM
iajs-2425	1	4	-	-	SYM
iajs-2425	1	5	166	166	NUM
iajs-2425	1	6	  	  	SPACE
iajs-2425	1	7	156	156	NUM
iajs-2425	1	8	  	  	SPACE
iajs-2425	1	9	ibn	ibn	PROPN
iajs-2425	1	10	al	al	PROPN
iajs-2425	1	11	-	-	PUNCT
iajs-2425	1	12	haitham	haitham	PROPN
iajs-2425	1	13	jour	jour	X
iajs-2425	1	14	.	.	PROPN
iajs-2425	2	1	for	for	ADP
iajs-2425	2	2	pure	pure	ADJ
iajs-2425	2	3	&	&	CCONJ
iajs-2425	2	4	appl	appl	PROPN
iajs-2425	2	5	.	.	PUNCT
iajs-2425	3	1	sci	sci	PROPN
iajs-2425	3	2	.	.	PROPN
iajs-2425	4	1	33	33	NUM
iajs-2425	4	2	(	(	PUNCT
iajs-2425	4	3	2	2	NUM
iajs-2425	4	4	)	)	PUNCT
iajs-2425	4	5	2020	2020	NUM
iajs-2425	4	6	      	      	SPACE
iajs-2425	4	7	design	design	VERB
iajs-2425	4	8	the	the	DET
iajs-2425	4	9	modified	modify	VERB
iajs-2425	4	10	multi	multi	ADJ
iajs-2425	4	11	 	 	SPACE
iajs-2425	4	12	practical	practical	ADJ
iajs-2425	4	13	swarm	swarm	NOUN
iajs-2425	4	14	optimization	optimization	NOUN
iajs-2425	4	15	to	to	PART
iajs-2425	4	16	enhance	enhance	VERB
iajs-2425	4	17	fraud	fraud	NOUN
iajs-2425	4	18	detection	detection	NOUN
iajs-2425	4	19	zainab	zainab	PROPN
iajs-2425	4	20	khamees	khamees	PROPN
iajs-2425	4	21	muter	muter	PROPN
iajs-2425	4	22	abeer	abeer	PROPN
iajs-2425	4	23	tariq	tariq	PROPN
iajs-2425	4	24	molood	molood	PROPN
iajs-2425	4	25	    	    	SPACE
iajs-2425	4	26	article	article	NOUN
iajs-2425	4	27	history	history	NOUN
iajs-2425	4	28	:	:	PUNCT
iajs-2425	4	29	received	receive	VERB
iajs-2425	4	30	13	13	NUM
iajs-2425	4	31	november	november	PROPN
iajs-2425	4	32	2019	2019	NUM
iajs-2425	4	33	,	,	PUNCT
iajs-2425	4	34	accepted	accept	VERB
iajs-2425	4	35	5	5	NUM
iajs-2425	4	36	january2020	january2020	NOUN
iajs-2425	4	37	,	,	PUNCT
iajs-2425	4	38	published	publish	VERB
iajs-2425	4	39	in	in	ADP
iajs-2425	4	40	april	april	PROPN
iajs-2425	4	41	2020	2020	NUM
iajs-2425	4	42	.	.	PUNCT
iajs-2425	5	1	abstract	abstract	ADJ
iajs-2425	5	2	financial	financial	ADJ
iajs-2425	5	3	fraud	fraud	NOUN
iajs-2425	5	4	remains	remain	VERB
iajs-2425	5	5	an	an	DET
iajs-2425	5	6	ever	ever	ADV
iajs-2425	5	7	-	-	PUNCT
iajs-2425	5	8	increasing	increase	VERB
iajs-2425	5	9	problem	problem	NOUN
iajs-2425	5	10	in	in	ADP
iajs-2425	5	11	the	the	DET
iajs-2425	5	12	financial	financial	ADJ
iajs-2425	5	13	industry	industry	NOUN
iajs-2425	5	14	with	with	ADP
iajs-2425	5	15	numerous	numerous	ADJ
iajs-2425	5	16	consequences	consequence	NOUN
iajs-2425	5	17	.	.	PUNCT
iajs-2425	6	1	the	the	DET
iajs-2425	6	2	detection	detection	NOUN
iajs-2425	6	3	of	of	ADP
iajs-2425	6	4	fraudulent	fraudulent	ADJ
iajs-2425	6	5	online	online	ADJ
iajs-2425	6	6	transactions	transaction	NOUN
iajs-2425	6	7	via	via	ADP
iajs-2425	6	8	credit	credit	NOUN
iajs-2425	6	9	cards	card	NOUN
iajs-2425	6	10	has	have	AUX
iajs-2425	6	11	always	always	ADV
iajs-2425	6	12	been	be	AUX
iajs-2425	6	13	done	do	VERB
iajs-2425	6	14	using	use	VERB
iajs-2425	6	15	data	datum	NOUN
iajs-2425	6	16	mining	mining	NOUN
iajs-2425	6	17	(	(	PUNCT
iajs-2425	6	18	dm	dm	NOUN
iajs-2425	6	19	)	)	PUNCT
iajs-2425	6	20	techniques	technique	NOUN
iajs-2425	6	21	.	.	PUNCT
iajs-2425	7	1	however	however	ADV
iajs-2425	7	2	,	,	PUNCT
iajs-2425	7	3	fraud	fraud	NOUN
iajs-2425	7	4	detection	detection	NOUN
iajs-2425	7	5	on	on	ADP
iajs-2425	7	6	credit	credit	NOUN
iajs-2425	7	7	card	card	NOUN
iajs-2425	7	8	transactions	transaction	NOUN
iajs-2425	7	9	(	(	PUNCT
iajs-2425	7	10	ccts	cct	NOUN
iajs-2425	7	11	)	)	PUNCT
iajs-2425	7	12	,	,	PUNCT
iajs-2425	7	13	which	which	PRON
iajs-2425	7	14	on	on	ADP
iajs-2425	7	15	its	its	PRON
iajs-2425	7	16	own	own	ADJ
iajs-2425	7	17	,	,	PUNCT
iajs-2425	7	18	is	be	AUX
iajs-2425	7	19	a	a	DET
iajs-2425	7	20	dm	dm	PROPN
iajs-2425	7	21	problem	problem	NOUN
iajs-2425	7	22	,	,	PUNCT
iajs-2425	7	23	has	have	AUX
iajs-2425	7	24	become	become	VERB
iajs-2425	7	25	a	a	DET
iajs-2425	7	26	serious	serious	ADJ
iajs-2425	7	27	challenge	challenge	NOUN
iajs-2425	7	28	because	because	SCONJ
iajs-2425	7	29	of	of	ADP
iajs-2425	7	30	two	two	NUM
iajs-2425	7	31	major	major	ADJ
iajs-2425	7	32	reasons	reason	NOUN
iajs-2425	7	33	,	,	PUNCT
iajs-2425	7	34	(	(	PUNCT
iajs-2425	7	35	i	i	NOUN
iajs-2425	7	36	)	)	PUNCT
iajs-2425	7	37	the	the	DET
iajs-2425	7	38	frequent	frequent	ADJ
iajs-2425	7	39	changes	change	NOUN
iajs-2425	7	40	in	in	ADP
iajs-2425	7	41	the	the	DET
iajs-2425	7	42	pattern	pattern	NOUN
iajs-2425	7	43	of	of	ADP
iajs-2425	7	44	normal	normal	ADJ
iajs-2425	7	45	and	and	CCONJ
iajs-2425	7	46	fraudulent	fraudulent	ADJ
iajs-2425	7	47	online	online	ADJ
iajs-2425	7	48	activities	activity	NOUN
iajs-2425	7	49	,	,	PUNCT
iajs-2425	7	50	and	and	CCONJ
iajs-2425	7	51	(	(	PUNCT
iajs-2425	7	52	ii	ii	NOUN
iajs-2425	7	53	)	)	PUNCT
iajs-2425	7	54	the	the	DET
iajs-2425	7	55	skewed	skewed	ADJ
iajs-2425	7	56	nature	nature	NOUN
iajs-2425	7	57	of	of	ADP
iajs-2425	7	58	credit	credit	NOUN
iajs-2425	7	59	card	card	NOUN
iajs-2425	7	60	fraud	fraud	NOUN
iajs-2425	7	61	datasets	dataset	NOUN
iajs-2425	7	62	.	.	PUNCT
iajs-2425	8	1	the	the	DET
iajs-2425	8	2	detection	detection	NOUN
iajs-2425	8	3	of	of	ADP
iajs-2425	8	4	fraudulent	fraudulent	ADJ
iajs-2425	8	5	ccts	cct	NOUN
iajs-2425	8	6	mainly	mainly	ADV
iajs-2425	8	7	depends	depend	VERB
iajs-2425	8	8	on	on	ADP
iajs-2425	8	9	the	the	DET
iajs-2425	8	10	data	datum	NOUN
iajs-2425	8	11	sampling	sample	VERB
iajs-2425	8	12	approach	approach	NOUN
iajs-2425	8	13	.	.	PUNCT
iajs-2425	9	1	this	this	DET
iajs-2425	9	2	paper	paper	NOUN
iajs-2425	9	3	proposes	propose	VERB
iajs-2425	9	4	a	a	DET
iajs-2425	9	5	combined	combined	ADJ
iajs-2425	9	6	svmmpsommpso	svmmpsommpso	NOUN
iajs-2425	9	7	technique	technique	NOUN
iajs-2425	9	8	for	for	ADP
iajs-2425	9	9	credit	credit	NOUN
iajs-2425	9	10	card	card	NOUN
iajs-2425	9	11	fraud	fraud	NOUN
iajs-2425	9	12	detection	detection	NOUN
iajs-2425	9	13	.	.	PUNCT
iajs-2425	10	1	the	the	DET
iajs-2425	10	2	dataset	dataset	NOUN
iajs-2425	10	3	of	of	ADP
iajs-2425	10	4	ccts	cct	NOUN
iajs-2425	10	5	which	which	PRON
iajs-2425	10	6	consists	consist	VERB
iajs-2425	10	7	of	of	ADP
iajs-2425	10	8	284,807	284,807	NUM
iajs-2425	10	9	transactions	transaction	NOUN
iajs-2425	10	10	performed	perform	VERB
iajs-2425	10	11	by	by	ADP
iajs-2425	10	12	european	european	ADJ
iajs-2425	10	13	cardholders	cardholder	NOUN
iajs-2425	10	14	in	in	ADP
iajs-2425	10	15	2013	2013	NUM
iajs-2425	10	16	was	be	AUX
iajs-2425	10	17	used	use	VERB
iajs-2425	10	18	in	in	ADP
iajs-2425	10	19	this	this	DET
iajs-2425	10	20	study	study	NOUN
iajs-2425	10	21	.	.	PUNCT
iajs-2425	11	1	the	the	DET
iajs-2425	11	2	proposed	propose	VERB
iajs-2425	11	3	technique	technique	NOUN
iajs-2425	11	4	was	be	AUX
iajs-2425	11	5	applied	apply	VERB
iajs-2425	11	6	to	to	ADP
iajs-2425	11	7	both	both	DET
iajs-2425	11	8	the	the	DET
iajs-2425	11	9	raw	raw	ADJ
iajs-2425	11	10	dataset	dataset	NOUN
iajs-2425	11	11	and	and	CCONJ
iajs-2425	11	12	the	the	DET
iajs-2425	11	13	pre	pre	ADJ
iajs-2425	11	14	-	-	ADJ
iajs-2425	11	15	processed	processed	ADJ
iajs-2425	11	16	dataset	dataset	NOUN
iajs-2425	11	17	.	.	PUNCT
iajs-2425	12	1	the	the	DET
iajs-2425	12	2	performance	performance	NOUN
iajs-2425	12	3	of	of	ADP
iajs-2425	12	4	these	these	DET
iajs-2425	12	5	techniques	technique	NOUN
iajs-2425	12	6	is	be	AUX
iajs-2425	12	7	evaluated	evaluate	VERB
iajs-2425	12	8	based	base	VERB
iajs-2425	12	9	on	on	ADP
iajs-2425	12	10	accuracy	accuracy	NOUN
iajs-2425	12	11	,	,	PUNCT
iajs-2425	12	12	and	and	CCONJ
iajs-2425	12	13	the	the	DET
iajs-2425	12	14	fastest	fast	ADJ
iajs-2425	12	15	time	time	NOUN
iajs-2425	12	16	it	it	PRON
iajs-2425	12	17	takes	take	VERB
iajs-2425	12	18	to	to	PART
iajs-2425	12	19	detect	detect	VERB
iajs-2425	12	20	fraud	fraud	NOUN
iajs-2425	12	21	.	.	PUNCT
iajs-2425	13	1	this	this	DET
iajs-2425	13	2	paper	paper	NOUN
iajs-2425	13	3	,	,	PUNCT
iajs-2425	13	4	proposed	propose	VERB
iajs-2425	13	5	a	a	DET
iajs-2425	13	6	technique	technique	NOUN
iajs-2425	13	7	that	that	PRON
iajs-2425	13	8	uses	use	VERB
iajs-2425	13	9	svm	svm	PROPN
iajs-2425	13	10	,	,	PUNCT
iajs-2425	13	11	mpso	mpso	ADJ
iajs-2425	13	12	and	and	CCONJ
iajs-2425	13	13	mmpso	mmpso	NOUN
iajs-2425	13	14	to	to	PART
iajs-2425	13	15	form	form	VERB
iajs-2425	13	16	an	an	DET
iajs-2425	13	17	ensemble	ensemble	ADJ
iajs-2425	13	18	for	for	ADP
iajs-2425	13	19	the	the	DET
iajs-2425	13	20	detection	detection	NOUN
iajs-2425	13	21	of	of	ADP
iajs-2425	13	22	credit	credit	NOUN
iajs-2425	13	23	card	card	NOUN
iajs-2425	13	24	fraud	fraud	NOUN
iajs-2425	13	25	.	.	PUNCT
iajs-2425	14	1	keywords	keyword	NOUN
iajs-2425	14	2	:	:	PUNCT
iajs-2425	14	3	fraud	fraud	NOUN
iajs-2425	14	4	detection	detection	NOUN
iajs-2425	14	5	,	,	PUNCT
iajs-2425	14	6	svm	svm	ADJ
iajs-2425	14	7	,	,	PUNCT
iajs-2425	14	8	mmpso	mmpso	ADJ
iajs-2425	14	9	,	,	PUNCT
iajs-2425	14	10	financial	financial	ADJ
iajs-2425	14	11	fraud	fraud	NOUN
iajs-2425	14	12	.	.	PUNCT
iajs-2425	15	1	1	1	X
iajs-2425	15	2	.	.	X
iajs-2425	15	3	introduction	introduction	NOUN
iajs-2425	15	4	fraud	fraud	NOUN
iajs-2425	15	5	is	be	AUX
iajs-2425	15	6	defined	define	VERB
iajs-2425	15	7	as	as	ADP
iajs-2425	15	8	unlawful	unlawful	ADJ
iajs-2425	15	9	activities	activity	NOUN
iajs-2425	15	10	or	or	CCONJ
iajs-2425	15	11	behaviors	behavior	NOUN
iajs-2425	15	12	encountered	encounter	VERB
iajs-2425	15	13	in	in	ADP
iajs-2425	15	14	industrial	industrial	ADJ
iajs-2425	15	15	&	&	CCONJ
iajs-2425	15	16	commercial	commercial	ADJ
iajs-2425	15	17	organizations	organization	NOUN
iajs-2425	15	18	like	like	ADP
iajs-2425	15	19	insurance	insurance	NOUN
iajs-2425	15	20	companies	company	NOUN
iajs-2425	15	21	,	,	PUNCT
iajs-2425	15	22	banks	bank	NOUN
iajs-2425	15	23	,	,	PUNCT
iajs-2425	15	24	and	and	CCONJ
iajs-2425	15	25	mobile	mobile	ADJ
iajs-2425	15	26	phone	phone	NOUN
iajs-2425	15	27	companies	company	NOUN
iajs-2425	15	28	.	.	PUNCT
iajs-2425	16	1	in	in	ADP
iajs-2425	16	2	the	the	DET
iajs-2425	16	3	credit	credit	NOUN
iajs-2425	16	4	card	card	NOUN
iajs-2425	16	5	companies	company	NOUN
iajs-2425	16	6	,	,	PUNCT
iajs-2425	16	7	fraud	fraud	NOUN
iajs-2425	16	8	is	be	AUX
iajs-2425	16	9	a	a	DET
iajs-2425	16	10	serious	serious	ADJ
iajs-2425	16	11	issue	issue	NOUN
iajs-2425	16	12	and	and	CCONJ
iajs-2425	16	13	the	the	DET
iajs-2425	16	14	rate	rate	NOUN
iajs-2425	16	15	of	of	ADP
iajs-2425	16	16	its	its	PRON
iajs-2425	16	17	increase	increase	NOUN
iajs-2425	16	18	demands	demand	VERB
iajs-2425	16	19	effective	effective	ADJ
iajs-2425	16	20	methods	method	NOUN
iajs-2425	16	21	for	for	ADP
iajs-2425	16	22	its	its	PRON
iajs-2425	16	23	early	early	ADJ
iajs-2425	16	24	prevention	prevention	NOUN
iajs-2425	16	25	and	and	CCONJ
iajs-2425	16	26	detection	detection	NOUN
iajs-2425	17	1	[	[	X
iajs-2425	17	2	1	1	NUM
iajs-2425	17	3	]	]	PUNCT
iajs-2425	17	4	.	.	PUNCT
iajs-2425	18	1	financial	financial	ADJ
iajs-2425	18	2	fraud	fraud	NOUN
iajs-2425	18	3	detection	detection	NOUN
iajs-2425	18	4	using	use	VERB
iajs-2425	18	5	the	the	DET
iajs-2425	18	6	conventional	conventional	ADJ
iajs-2425	18	7	internal	internal	ADJ
iajs-2425	18	8	audit	audit	NOUN
iajs-2425	18	9	technique	technique	NOUN
iajs-2425	18	10	is	be	AUX
iajs-2425	18	11	a	a	DET
iajs-2425	18	12	complicated	complicated	ADJ
iajs-2425	18	13	task	task	NOUN
iajs-2425	18	14	which	which	PRON
iajs-2425	18	15	in	in	ADP
iajs-2425	18	16	some	some	DET
iajs-2425	18	17	cases	case	NOUN
iajs-2425	18	18	,	,	PUNCT
iajs-2425	18	19	is	be	AUX
iajs-2425	18	20	even	even	ADV
iajs-2425	18	21	an	an	DET
iajs-2425	18	22	impossible	impossible	ADJ
iajs-2425	18	23	venture	venture	NOUN
iajs-2425	18	24	[	[	X
iajs-2425	18	25	2	2	NUM
iajs-2425	18	26	]	]	PUNCT
iajs-2425	18	27	.	.	PUNCT
iajs-2425	19	1	this	this	PRON
iajs-2425	19	2	is	be	AUX
iajs-2425	19	3	because	because	SCONJ
iajs-2425	19	4	,	,	PUNCT
iajs-2425	19	5	first	first	ADV
iajs-2425	19	6	,	,	PUNCT
iajs-2425	19	7	most	most	ADJ
iajs-2425	19	8	auditors	auditor	NOUN
iajs-2425	19	9	may	may	AUX
iajs-2425	19	10	not	not	PART
iajs-2425	19	11	be	be	AUX
iajs-2425	19	12	equipped	equip	VERB
iajs-2425	19	13	with	with	ADP
iajs-2425	19	14	the	the	DET
iajs-2425	19	15	current	current	ADJ
iajs-2425	19	16	knowledge	knowledge	NOUN
iajs-2425	19	17	of	of	ADP
iajs-2425	19	18	accounting	accounting	NOUN
iajs-2425	19	19	fraud	fraud	NOUN
iajs-2425	19	20	characteristics	characteristic	NOUN
iajs-2425	19	21	,	,	PUNCT
iajs-2425	19	22	and	and	CCONJ
iajs-2425	19	23	secondly	secondly	ADV
iajs-2425	19	24	,	,	PUNCT
iajs-2425	19	25	accounting	accounting	NOUN
iajs-2425	19	26	data	datum	NOUN
iajs-2425	19	27	manipulation	manipulation	NOUN
iajs-2425	19	28	is	be	AUX
iajs-2425	19	29	not	not	PART
iajs-2425	19	30	done	do	VERB
iajs-2425	19	31	always	always	ADV
iajs-2425	19	32	,	,	PUNCT
iajs-2425	19	33	hence	hence	ADV
iajs-2425	19	34	,	,	PUNCT
iajs-2425	19	35	most	most	ADJ
iajs-2425	19	36	auditors	auditor	NOUN
iajs-2425	19	37	may	may	AUX
iajs-2425	19	38	not	not	PART
iajs-2425	19	39	have	have	VERB
iajs-2425	19	40	the	the	DET
iajs-2425	19	41	required	require	VERB
iajs-2425	19	42	expertise	expertise	NOUN
iajs-2425	19	43	to	to	PART
iajs-2425	19	44	prevent	prevent	VERB
iajs-2425	19	45	or	or	CCONJ
iajs-2425	19	46	detect	detect	VERB
iajs-2425	19	47	such	such	ADJ
iajs-2425	19	48	manipulations	manipulation	NOUN
iajs-2425	19	49	.	.	PUNCT
iajs-2425	20	1	another	another	DET
iajs-2425	20	2	issue	issue	NOUN
iajs-2425	20	3	is	be	AUX
iajs-2425	20	4	related	relate	VERB
iajs-2425	20	5	to	to	ADP
iajs-2425	20	6	the	the	DET
iajs-2425	20	7	management	management	NOUN
iajs-2425	20	8	officers	officer	NOUN
iajs-2425	20	9	of	of	ADP
iajs-2425	20	10	banks	bank	NOUN
iajs-2425	20	11	,	,	PUNCT
iajs-2425	20	12	such	such	ADJ
iajs-2425	20	13	as	as	ADP
iajs-2425	20	14	the	the	DET
iajs-2425	20	15	chief	chief	ADJ
iajs-2425	20	16	financial	financial	ADJ
iajs-2425	20	17	officer	officer	NOUN
iajs-2425	20	18	(	(	PUNCT
iajs-2425	20	19	cfo	cfo	PROPN
iajs-2425	20	20	)	)	PUNCT
iajs-2425	20	21	,	,	PUNCT
iajs-2425	20	22	accountants	accountant	NOUN
iajs-2425	20	23	,	,	PUNCT
iajs-2425	20	24	and	and	CCONJ
iajs-2425	20	25	financial	financial	ADJ
iajs-2425	20	26	managers	manager	NOUN
iajs-2425	20	27	.	.	PUNCT
iajs-2425	21	1	these	these	DET
iajs-2425	21	2	people	people	NOUN
iajs-2425	21	3	always	always	ADV
iajs-2425	21	4	try	try	VERB
iajs-2425	21	5	to	to	PART
iajs-2425	21	6	intentionally	intentionally	ADV
iajs-2425	21	7	confuse	confuse	VERB
iajs-2425	21	8	or	or	CCONJ
iajs-2425	21	9	deceive	deceive	VERB
iajs-2425	21	10	the	the	DET
iajs-2425	21	11	auditors	auditor	NOUN
iajs-2425	21	12	[	[	X
iajs-2425	21	13	3	3	NUM
iajs-2425	21	14	]	]	PUNCT
iajs-2425	21	15	.	.	PUNCT
iajs-2425	22	1	since	since	SCONJ
iajs-2425	22	2	they	they	PRON
iajs-2425	22	3	are	be	AUX
iajs-2425	22	4	aware	aware	ADJ
iajs-2425	22	5	of	of	ADP
iajs-2425	22	6	the	the	DET
iajs-2425	22	7	limitations	limitation	NOUN
iajs-2425	22	8	of	of	ADP
iajs-2425	22	9	an	an	DET
iajs-2425	22	10	audit	audit	NOUN
iajs-2425	22	11	,	,	PUNCT
iajs-2425	22	12	they	they	PRON
iajs-2425	22	13	may	may	AUX
iajs-2425	22	14	decide	decide	VERB
iajs-2425	22	15	that	that	SCONJ
iajs-2425	22	16	the	the	DET
iajs-2425	22	17	standard	standard	ADJ
iajs-2425	22	18	or	or	CCONJ
iajs-2425	22	19	traditional	traditional	ADJ
iajs-2425	22	20	auditing	auditing	NOUN
iajs-2425	22	21	techniques	technique	NOUN
iajs-2425	22	22	are	be	AUX
iajs-2425	22	23	not	not	PART
iajs-2425	22	24	enough	enough	ADJ
iajs-2425	22	25	for	for	ADP
iajs-2425	22	26	fraud	fraud	NOUN
iajs-2425	22	27	detection	detection	NOUN
iajs-2425	22	28	.	.	PUNCT
iajs-2425	23	1	with	with	ADP
iajs-2425	23	2	these	these	DET
iajs-2425	23	3	ibn	ibn	PROPN
iajs-2425	23	4	al	al	PROPN
iajs-2425	23	5	haitham	haitham	PROPN
iajs-2425	23	6	journal	journal	PROPN
iajs-2425	23	7	for	for	ADP
iajs-2425	23	8	pure	pure	ADJ
iajs-2425	23	9	and	and	CCONJ
iajs-2425	23	10	applied	apply	VERB
iajs-2425	23	11	science	science	NOUN
iajs-2425	23	12	journal	journal	PROPN
iajs-2425	23	13	homepage	homepage	NOUN
iajs-2425	23	14	:	:	PUNCT
iajs-2425	23	15	http://jih.uobaghdad.edu.iq/index.php/j/index	http://jih.uobaghdad.edu.iq/index.php/j/index	PROPN
iajs-2425	23	16	110032@uotechnology.edu.iqzooz_kh1990@yahoo.com	110032@uotechnology.edu.iqzooz_kh1990@yahoo.com	NUM
iajs-2425	23	17	  	  	SPACE
iajs-2425	23	18	doi	doi	NOUN
iajs-2425	23	19	:	:	PUNCT
iajs-2425	23	20	10.30526/33.2.2425	10.30526/33.2.2425	PROPN
iajs-2425	23	21	department	department	NOUN
iajs-2425	23	22	of	of	ADP
iajs-2425	23	23	computer	computer	NOUN
iajs-2425	23	24	science	science	NOUN
iajs-2425	23	25	,	,	PUNCT
iajs-2425	23	26	university	university	NOUN
iajs-2425	23	27	of	of	ADP
iajs-2425	23	28	technology	technology	PROPN
iajs-2425	23	29	/	/	SYM
iajs-2425	23	30	baghdad	baghdad	PROPN
iajs-2425	23	31	  	  	SPACE
iajs-2425	23	32	157	157	NUM
iajs-2425	23	33	  	  	SPACE
iajs-2425	23	34	ibn	ibn	PROPN
iajs-2425	23	35	al	al	PROPN
iajs-2425	23	36	-	-	PUNCT
iajs-2425	23	37	haitham	haitham	PROPN
iajs-2425	23	38	jour	jour	X
iajs-2425	23	39	.	.	PROPN
iajs-2425	24	1	for	for	ADP
iajs-2425	24	2	pure	pure	ADJ
iajs-2425	24	3	&	&	CCONJ
iajs-2425	24	4	appl	appl	PROPN
iajs-2425	24	5	.	.	PUNCT
iajs-2425	25	1	sci	sci	PROPN
iajs-2425	25	2	.	.	PROPN
iajs-2425	26	1	33	33	NUM
iajs-2425	26	2	(	(	PUNCT
iajs-2425	26	3	2	2	NUM
iajs-2425	26	4	)	)	PUNCT
iajs-2425	26	5	2020	2020	NUM
iajs-2425	26	6	financial	financial	ADJ
iajs-2425	26	7	auditing	auditing	NOUN
iajs-2425	26	8	limitations	limitation	NOUN
iajs-2425	26	9	,	,	PUNCT
iajs-2425	26	10	it	it	PRON
iajs-2425	26	11	becomes	become	VERB
iajs-2425	26	12	necessary	necessary	ADJ
iajs-2425	26	13	to	to	PART
iajs-2425	26	14	device	device	VERB
iajs-2425	26	15	automatic	automatic	ADJ
iajs-2425	26	16	data	datum	NOUN
iajs-2425	26	17	analysis	analysis	NOUN
iajs-2425	26	18	tools	tool	NOUN
iajs-2425	26	19	and	and	CCONJ
iajs-2425	26	20	procedures	procedure	NOUN
iajs-2425	26	21	that	that	PRON
iajs-2425	26	22	will	will	AUX
iajs-2425	26	23	ensure	ensure	VERB
iajs-2425	26	24	perfect	perfect	ADJ
iajs-2425	26	25	and	and	CCONJ
iajs-2425	26	26	efficient	efficient	ADJ
iajs-2425	26	27	detection	detection	NOUN
iajs-2425	26	28	of	of	ADP
iajs-2425	26	29	financial	financial	ADJ
iajs-2425	26	30	statements	statement	NOUN
iajs-2425	26	31	’	'	PUNCT
iajs-2425	26	32	falsification	falsification	NOUN
iajs-2425	26	33	.	.	PUNCT
iajs-2425	27	1	the	the	DET
iajs-2425	27	2	security	security	NOUN
iajs-2425	27	3	of	of	ADP
iajs-2425	27	4	information	information	NOUN
iajs-2425	27	5	and	and	CCONJ
iajs-2425	27	6	communication	communication	NOUN
iajs-2425	27	7	systems	system	NOUN
iajs-2425	27	8	are	be	AUX
iajs-2425	27	9	ensured	ensure	VERB
iajs-2425	27	10	by	by	ADP
iajs-2425	27	11	using	use	VERB
iajs-2425	27	12	effective	effective	ADJ
iajs-2425	27	13	fraud	fraud	NOUN
iajs-2425	27	14	detection	detection	NOUN
iajs-2425	27	15	systems	system	NOUN
iajs-2425	27	16	(	(	PUNCT
iajs-2425	27	17	fds	fds	NOUN
iajs-2425	27	18	)	)	PUNCT
iajs-2425	27	19	which	which	PRON
iajs-2425	27	20	are	be	AUX
iajs-2425	27	21	similar	similar	ADJ
iajs-2425	27	22	to	to	ADP
iajs-2425	27	23	other	other	ADJ
iajs-2425	27	24	measures	measure	NOUN
iajs-2425	27	25	,	,	PUNCT
iajs-2425	27	26	such	such	ADJ
iajs-2425	27	27	as	as	ADP
iajs-2425	27	28	firewalls	firewall	NOUN
iajs-2425	27	29	,	,	PUNCT
iajs-2425	27	30	antivirus	antivirus	NOUN
iajs-2425	27	31	software	software	NOUN
iajs-2425	27	32	,	,	PUNCT
iajs-2425	27	33	and	and	CCONJ
iajs-2425	27	34	access	access	NOUN
iajs-2425	27	35	control	control	NOUN
iajs-2425	27	36	schemes	scheme	NOUN
iajs-2425	27	37	.	.	PUNCT
iajs-2425	28	1	fds	fds	NOUN
iajs-2425	28	2	is	be	AUX
iajs-2425	28	3	conventionally	conventionally	ADV
iajs-2425	28	4	categorized	categorize	VERB
iajs-2425	28	5	into	into	ADP
iajs-2425	28	6	signature	signature	NOUN
iajs-2425	28	7	-	-	PUNCT
iajs-2425	28	8	based	base	VERB
iajs-2425	28	9	,	,	PUNCT
iajs-2425	28	10	anomaly	anomaly	NOUN
iajs-2425	28	11	-	-	PUNCT
iajs-2425	28	12	based	base	VERB
iajs-2425	28	13	,	,	PUNCT
iajs-2425	28	14	and	and	CCONJ
iajs-2425	28	15	hybrid	hybrid	ADJ
iajs-2425	28	16	detection	detection	NOUN
iajs-2425	28	17	systems	system	NOUN
iajs-2425	28	18	[	[	X
iajs-2425	28	19	4	4	NUM
iajs-2425	28	20	]	]	PUNCT
iajs-2425	28	21	.	.	PUNCT
iajs-2425	29	1	for	for	ADP
iajs-2425	29	2	the	the	DET
iajs-2425	29	3	signature	signature	NOUN
iajs-2425	29	4	-	-	PUNCT
iajs-2425	29	5	based	base	VERB
iajs-2425	29	6	detection	detection	NOUN
iajs-2425	29	7	(	(	PUNCT
iajs-2425	29	8	sbd	sbd	NOUN
iajs-2425	29	9	)	)	PUNCT
iajs-2425	29	10	system	system	NOUN
iajs-2425	29	11	,	,	PUNCT
iajs-2425	29	12	the	the	DET
iajs-2425	29	13	pattern	pattern	NOUN
iajs-2425	29	14	of	of	ADP
iajs-2425	29	15	the	the	DET
iajs-2425	29	16	network	network	NOUN
iajs-2425	29	17	traffic	traffic	NOUN
iajs-2425	29	18	or	or	CCONJ
iajs-2425	29	19	application	application	NOUN
iajs-2425	29	20	data	datum	NOUN
iajs-2425	29	21	is	be	AUX
iajs-2425	29	22	taken	take	VERB
iajs-2425	29	23	to	to	PART
iajs-2425	29	24	be	be	AUX
iajs-2425	29	25	malicious	malicious	ADJ
iajs-2425	29	26	,	,	PUNCT
iajs-2425	29	27	but	but	CCONJ
iajs-2425	29	28	in	in	ADP
iajs-2425	29	29	the	the	DET
iajs-2425	29	30	anomaly	anomaly	NOUN
iajs-2425	29	31	-	-	PUNCT
iajs-2425	29	32	based	base	VERB
iajs-2425	29	33	detection	detection	NOUN
iajs-2425	29	34	(	(	PUNCT
iajs-2425	29	35	abd	abd	NOUN
iajs-2425	29	36	)	)	PUNCT
iajs-2425	29	37	systems	system	NOUN
iajs-2425	29	38	,	,	PUNCT
iajs-2425	29	39	network	network	NOUN
iajs-2425	29	40	activities	activity	NOUN
iajs-2425	29	41	are	be	AUX
iajs-2425	29	42	matched	match	VERB
iajs-2425	29	43	against	against	ADP
iajs-2425	29	44	a	a	DET
iajs-2425	29	45	pre	pre	ADJ
iajs-2425	29	46	-	-	ADJ
iajs-2425	29	47	defined	define	VERB
iajs-2425	29	48	normal	normal	ADJ
iajs-2425	29	49	pattern	pattern	NOUN
iajs-2425	29	50	.	.	PUNCT
iajs-2425	30	1	regarding	regard	VERB
iajs-2425	30	2	hybrid	hybrid	NOUN
iajs-2425	30	3	fraud	fraud	NOUN
iajs-2425	30	4	detection	detection	NOUN
iajs-2425	30	5	systems	system	NOUN
iajs-2425	30	6	,	,	PUNCT
iajs-2425	30	7	they	they	PRON
iajs-2425	30	8	are	be	AUX
iajs-2425	30	9	a	a	DET
iajs-2425	30	10	combination	combination	NOUN
iajs-2425	30	11	of	of	ADP
iajs-2425	30	12	sbd	sbd	NOUN
iajs-2425	30	13	and	and	CCONJ
iajs-2425	30	14	abd	abd	PROPN
iajs-2425	30	15	systems	system	NOUN
iajs-2425	30	16	.	.	PUNCT
iajs-2425	31	1	there	there	PRON
iajs-2425	31	2	are	be	VERB
iajs-2425	31	3	advantages	advantage	NOUN
iajs-2425	31	4	and	and	CCONJ
iajs-2425	31	5	challenges	challenge	NOUN
iajs-2425	31	6	of	of	ADP
iajs-2425	31	7	each	each	DET
iajs-2425	31	8	technique	technique	NOUN
iajs-2425	31	9	;	;	PUNCT
iajs-2425	31	10	some	some	PRON
iajs-2425	31	11	of	of	ADP
iajs-2425	31	12	the	the	DET
iajs-2425	31	13	advantages	advantage	NOUN
iajs-2425	31	14	of	of	ADP
iajs-2425	31	15	abd	abd	PROPN
iajs-2425	31	16	systems	system	NOUN
iajs-2425	31	17	over	over	ADP
iajs-2425	31	18	the	the	DET
iajs-2425	31	19	other	other	ADJ
iajs-2425	31	20	systems	system	NOUN
iajs-2425	31	21	include	include	VERB
iajs-2425	31	22	:	:	PUNCT
iajs-2425	31	23	(	(	PUNCT
iajs-2425	31	24	i	i	NOUN
iajs-2425	31	25	)	)	PUNCT
iajs-2425	31	26	ability	ability	NOUN
iajs-2425	31	27	to	to	PART
iajs-2425	31	28	detect	detect	VERB
iajs-2425	31	29	insider	insider	NOUN
iajs-2425	31	30	attacks	attack	NOUN
iajs-2425	31	31	(	(	PUNCT
iajs-2425	31	32	for	for	ADP
iajs-2425	31	33	instance	instance	NOUN
iajs-2425	31	34	,	,	PUNCT
iajs-2425	31	35	when	when	SCONJ
iajs-2425	31	36	a	a	DET
iajs-2425	31	37	stolen	steal	VERB
iajs-2425	31	38	account	account	NOUN
iajs-2425	31	39	is	be	AUX
iajs-2425	31	40	being	be	AUX
iajs-2425	31	41	used	use	VERB
iajs-2425	31	42	to	to	PART
iajs-2425	31	43	perform	perform	VERB
iajs-2425	31	44	transactions	transaction	NOUN
iajs-2425	31	45	beyond	beyond	ADP
iajs-2425	31	46	the	the	DET
iajs-2425	31	47	normal	normal	ADJ
iajs-2425	31	48	profile	profile	NOUN
iajs-2425	31	49	of	of	ADP
iajs-2425	31	50	the	the	DET
iajs-2425	31	51	legal	legal	ADJ
iajs-2425	31	52	owner	owner	NOUN
iajs-2425	31	53	of	of	ADP
iajs-2425	31	54	the	the	DET
iajs-2425	31	55	account	account	NOUN
iajs-2425	31	56	,	,	PUNCT
iajs-2425	31	57	the	the	DET
iajs-2425	31	58	system	system	NOUN
iajs-2425	31	59	will	will	AUX
iajs-2425	31	60	generate	generate	VERB
iajs-2425	31	61	alarm	alarm	NOUN
iajs-2425	31	62	)	)	PUNCT
iajs-2425	31	63	,	,	PUNCT
iajs-2425	31	64	(	(	PUNCT
iajs-2425	31	65	ii	ii	NOUN
iajs-2425	31	66	)	)	PUNCT
iajs-2425	31	67	ability	ability	NOUN
iajs-2425	31	68	to	to	PART
iajs-2425	31	69	detect	detect	VERB
iajs-2425	31	70	invasions	invasion	NOUN
iajs-2425	31	71	based	base	VERB
iajs-2425	31	72	on	on	ADP
iajs-2425	31	73	customized	customized	ADJ
iajs-2425	31	74	profiles	profile	NOUN
iajs-2425	31	75	(	(	PUNCT
iajs-2425	31	76	making	make	VERB
iajs-2425	31	77	it	it	PRON
iajs-2425	31	78	difficult	difficult	ADJ
iajs-2425	31	79	to	to	PART
iajs-2425	31	80	launch	launch	VERB
iajs-2425	31	81	an	an	DET
iajs-2425	31	82	attack	attack	NOUN
iajs-2425	31	83	without	without	ADP
iajs-2425	31	84	triggering	trigger	VERB
iajs-2425	31	85	the	the	DET
iajs-2425	31	86	alarm	alarm	NOUN
iajs-2425	31	87	)	)	PUNCT
iajs-2425	31	88	,	,	PUNCT
iajs-2425	31	89	and	and	CCONJ
iajs-2425	31	90	(	(	PUNCT
iajs-2425	31	91	iii	iii	NOUN
iajs-2425	31	92	)	)	PUNCT
iajs-2425	31	93	ability	ability	NOUN
iajs-2425	31	94	to	to	PART
iajs-2425	31	95	detect	detect	VERB
iajs-2425	31	96	previously	previously	ADV
iajs-2425	31	97	unknown	unknown	ADJ
iajs-2425	31	98	attacks	attack	NOUN
iajs-2425	31	99	.	.	PUNCT
iajs-2425	32	1	the	the	DET
iajs-2425	32	2	fds	fds	NOUN
iajs-2425	32	3	monitors	monitor	VERB
iajs-2425	32	4	the	the	DET
iajs-2425	32	5	network	network	NOUN
iajs-2425	32	6	for	for	ADP
iajs-2425	32	7	anomalous	anomalous	ADJ
iajs-2425	32	8	activities	activity	NOUN
iajs-2425	32	9	instead	instead	ADV
iajs-2425	32	10	of	of	ADP
iajs-2425	32	11	the	the	DET
iajs-2425	32	12	attacks	attack	NOUN
iajs-2425	32	13	.	.	PUNCT
iajs-2425	33	1	the	the	DET
iajs-2425	33	2	role	role	NOUN
iajs-2425	33	3	of	of	ADP
iajs-2425	33	4	credit	credit	NOUN
iajs-2425	33	5	cards	card	NOUN
iajs-2425	33	6	in	in	ADP
iajs-2425	33	7	today	today	NOUN
iajs-2425	33	8	's	's	PART
iajs-2425	33	9	economy	economy	NOUN
iajs-2425	33	10	is	be	AUX
iajs-2425	33	11	significant	significant	ADJ
iajs-2425	33	12	as	as	SCONJ
iajs-2425	33	13	it	it	PRON
iajs-2425	33	14	has	have	AUX
iajs-2425	33	15	become	become	VERB
iajs-2425	33	16	an	an	DET
iajs-2425	33	17	integral	integral	ADJ
iajs-2425	33	18	part	part	NOUN
iajs-2425	33	19	of	of	ADP
iajs-2425	33	20	peoples	people	NOUN
iajs-2425	33	21	’	'	PUNCT
iajs-2425	33	22	daily	daily	ADJ
iajs-2425	33	23	lives	live	VERB
iajs-2425	33	24	.	.	PUNCT
iajs-2425	34	1	despite	despite	SCONJ
iajs-2425	34	2	the	the	DET
iajs-2425	34	3	huge	huge	ADJ
iajs-2425	34	4	benefits	benefit	NOUN
iajs-2425	34	5	of	of	ADP
iajs-2425	34	6	using	use	VERB
iajs-2425	34	7	credit	credit	NOUN
iajs-2425	34	8	cards	card	NOUN
iajs-2425	34	9	when	when	SCONJ
iajs-2425	34	10	used	use	VERB
iajs-2425	34	11	responsibly	responsibly	ADV
iajs-2425	34	12	,	,	PUNCT
iajs-2425	34	13	fraudulent	fraudulent	ADJ
iajs-2425	34	14	activities	activity	NOUN
iajs-2425	34	15	on	on	ADP
iajs-2425	34	16	such	such	ADJ
iajs-2425	34	17	cards	card	NOUN
iajs-2425	34	18	can	can	AUX
iajs-2425	34	19	cause	cause	VERB
iajs-2425	34	20	significant	significant	ADJ
iajs-2425	34	21	financial	financial	ADJ
iajs-2425	34	22	damages	damage	NOUN
iajs-2425	34	23	.	.	PUNCT
iajs-2425	35	1	several	several	ADJ
iajs-2425	35	2	methods	method	NOUN
iajs-2425	35	3	of	of	ADP
iajs-2425	35	4	preventing	prevent	VERB
iajs-2425	35	5	the	the	DET
iajs-2425	35	6	proliferation	proliferation	NOUN
iajs-2425	35	7	of	of	ADP
iajs-2425	35	8	card	card	NOUN
iajs-2425	35	9	fraud	fraud	NOUN
iajs-2425	35	10	have	have	AUX
iajs-2425	35	11	been	be	AUX
iajs-2425	35	12	proposed	propose	VERB
iajs-2425	35	13	and	and	CCONJ
iajs-2425	35	14	among	among	ADP
iajs-2425	35	15	all	all	PRON
iajs-2425	35	16	,	,	PUNCT
iajs-2425	35	17	fraud	fraud	NOUN
iajs-2425	35	18	detection	detection	NOUN
iajs-2425	35	19	remains	remain	VERB
iajs-2425	35	20	the	the	DET
iajs-2425	35	21	most	most	ADV
iajs-2425	35	22	explored	explore	VERB
iajs-2425	35	23	aspect	aspect	NOUN
iajs-2425	36	1	[	[	X
iajs-2425	36	2	6	6	NUM
iajs-2425	36	3	]	]	PUNCT
iajs-2425	36	4	.	.	PUNCT
iajs-2425	37	1	credit	credit	NOUN
iajs-2425	37	2	card	card	NOUN
iajs-2425	37	3	frauds	fraud	NOUN
iajs-2425	37	4	are	be	AUX
iajs-2425	37	5	prevented	prevent	VERB
iajs-2425	37	6	using	use	VERB
iajs-2425	37	7	several	several	ADJ
iajs-2425	37	8	authorization	authorization	NOUN
iajs-2425	37	9	techniques	technique	NOUN
iajs-2425	37	10	,	,	PUNCT
iajs-2425	37	11	such	such	ADJ
iajs-2425	37	12	as	as	ADP
iajs-2425	37	13	credit	credit	NOUN
iajs-2425	37	14	card	card	NOUN
iajs-2425	37	15	number	number	NOUN
iajs-2425	37	16	,	,	PUNCT
iajs-2425	37	17	signatures	signature	NOUN
iajs-2425	37	18	,	,	PUNCT
iajs-2425	37	19	cardholder	cardholder	NOUN
iajs-2425	37	20	's	's	PART
iajs-2425	37	21	address	address	NOUN
iajs-2425	37	22	,	,	PUNCT
iajs-2425	37	23	identification	identification	NOUN
iajs-2425	37	24	number	number	NOUN
iajs-2425	37	25	,	,	PUNCT
iajs-2425	37	26	etc	etc	X
iajs-2425	37	27	.	.	X
iajs-2425	38	1	meanwhile	meanwhile	ADV
iajs-2425	38	2	,	,	PUNCT
iajs-2425	38	3	these	these	DET
iajs-2425	38	4	methods	method	NOUN
iajs-2425	38	5	can	can	AUX
iajs-2425	38	6	not	not	PART
iajs-2425	38	7	effectively	effectively	ADV
iajs-2425	38	8	prevent	prevent	VERB
iajs-2425	38	9	credit	credit	NOUN
iajs-2425	38	10	card	card	NOUN
iajs-2425	38	11	fraud	fraud	NOUN
iajs-2425	38	12	;	;	PUNCT
iajs-2425	38	13	thus	thus	ADV
iajs-2425	38	14	,	,	PUNCT
iajs-2425	38	15	fraud	fraud	NOUN
iajs-2425	38	16	detection	detection	NOUN
iajs-2425	38	17	techniques	technique	NOUN
iajs-2425	38	18	equipped	equip	VERB
iajs-2425	38	19	with	with	ADP
iajs-2425	38	20	the	the	DET
iajs-2425	38	21	capability	capability	NOUN
iajs-2425	38	22	to	to	PART
iajs-2425	38	23	analyze	analyze	VERB
iajs-2425	38	24	data	datum	NOUN
iajs-2425	38	25	in	in	ADP
iajs-2425	38	26	a	a	DET
iajs-2425	38	27	bid	bid	NOUN
iajs-2425	38	28	to	to	PART
iajs-2425	38	29	detect	detect	VERB
iajs-2425	38	30	and	and	CCONJ
iajs-2425	38	31	prevent	prevent	VERB
iajs-2425	38	32	credit	credit	NOUN
iajs-2425	38	33	card	card	NOUN
iajs-2425	38	34	-	-	PUNCT
iajs-2425	38	35	related	relate	VERB
iajs-2425	38	36	fraud	fraud	NOUN
iajs-2425	38	37	must	must	AUX
iajs-2425	38	38	be	be	AUX
iajs-2425	38	39	developed	develop	VERB
iajs-2425	38	40	and	and	CCONJ
iajs-2425	38	41	used	use	VERB
iajs-2425	38	42	[	[	PUNCT
iajs-2425	38	43	7	7	NUM
iajs-2425	38	44	]	]	PUNCT
iajs-2425	38	45	.	.	PUNCT
iajs-2425	39	1	pattern	pattern	NOUN
iajs-2425	39	2	recognition	recognition	NOUN
iajs-2425	39	3	remains	remain	VERB
iajs-2425	39	4	the	the	DET
iajs-2425	39	5	commonest	commonest	NOUN
iajs-2425	39	6	approach	approach	NOUN
iajs-2425	39	7	to	to	ADP
iajs-2425	39	8	credit	credit	NOUN
iajs-2425	39	9	card	card	NOUN
iajs-2425	39	10	fraud	fraud	NOUN
iajs-2425	39	11	detection	detection	NOUN
iajs-2425	39	12	;	;	PUNCT
iajs-2425	39	13	it	it	PRON
iajs-2425	39	14	involves	involve	VERB
iajs-2425	39	15	an	an	DET
iajs-2425	39	16	automatic	automatic	ADJ
iajs-2425	39	17	analysis	analysis	NOUN
iajs-2425	39	18	of	of	ADP
iajs-2425	39	19	the	the	DET
iajs-2425	39	20	users	user	NOUN
iajs-2425	39	21	’	’	PART
iajs-2425	39	22	spending	spending	NOUN
iajs-2425	39	23	pattern	pattern	NOUN
iajs-2425	39	24	as	as	SCONJ
iajs-2425	39	25	the	the	DET
iajs-2425	39	26	spending	spending	NOUN
iajs-2425	39	27	pattern	pattern	NOUN
iajs-2425	39	28	of	of	ADP
iajs-2425	39	29	a	a	DET
iajs-2425	39	30	user	user	NOUN
iajs-2425	39	31	normally	normally	ADV
iajs-2425	39	32	contains	contain	VERB
iajs-2425	39	33	information	information	NOUN
iajs-2425	39	34	related	relate	VERB
iajs-2425	39	35	to	to	ADP
iajs-2425	39	36	transaction	transaction	NOUN
iajs-2425	39	37	amount	amount	NOUN
iajs-2425	39	38	,	,	PUNCT
iajs-2425	39	39	item	item	NOUN
iajs-2425	39	40	category	category	NOUN
iajs-2425	39	41	,	,	PUNCT
iajs-2425	39	42	day	day	NOUN
iajs-2425	39	43	of	of	ADP
iajs-2425	39	44	the	the	DET
iajs-2425	39	45	week	week	NOUN
iajs-2425	39	46	,	,	PUNCT
iajs-2425	39	47	customer	customer	NOUN
iajs-2425	39	48	address	address	NOUN
iajs-2425	39	49	,	,	PUNCT
iajs-2425	39	50	and	and	CCONJ
iajs-2425	39	51	elapsed	elapse	VERB
iajs-2425	39	52	time	time	NOUN
iajs-2425	39	53	since	since	SCONJ
iajs-2425	39	54	last	last	ADJ
iajs-2425	39	55	purchase	purchase	NOUN
iajs-2425	39	56	.	.	PUNCT
iajs-2425	40	1	anomaly	anomaly	NOUN
iajs-2425	40	2	-	-	PUNCT
iajs-2425	40	3	based	base	VERB
iajs-2425	40	4	detection	detection	NOUN
iajs-2425	40	5	systems	system	NOUN
iajs-2425	40	6	can	can	AUX
iajs-2425	40	7	depend	depend	VERB
iajs-2425	40	8	on	on	ADP
iajs-2425	40	9	classification	classification	NOUN
iajs-2425	40	10	as	as	ADP
iajs-2425	40	11	a	a	DET
iajs-2425	40	12	technique	technique	NOUN
iajs-2425	40	13	to	to	PART
iajs-2425	40	14	learn	learn	VERB
iajs-2425	40	15	a	a	DET
iajs-2425	40	16	set	set	NOUN
iajs-2425	40	17	of	of	ADP
iajs-2425	40	18	training	training	NOUN
iajs-2425	40	19	data	datum	NOUN
iajs-2425	40	20	in	in	ADP
iajs-2425	40	21	order	order	NOUN
iajs-2425	40	22	to	to	PART
iajs-2425	40	23	be	be	AUX
iajs-2425	40	24	capable	capable	ADJ
iajs-2425	40	25	of	of	ADP
iajs-2425	40	26	efficiently	efficiently	ADV
iajs-2425	40	27	classifying	classify	VERB
iajs-2425	40	28	a	a	DET
iajs-2425	40	29	test	test	NOUN
iajs-2425	40	30	dataset	dataset	VERB
iajs-2425	40	31	into	into	ADP
iajs-2425	40	32	normal	normal	ADJ
iajs-2425	40	33	or	or	CCONJ
iajs-2425	40	34	anomalous	anomalous	ADJ
iajs-2425	40	35	categories	category	NOUN
iajs-2425	40	36	.	.	PUNCT
iajs-2425	41	1	this	this	DET
iajs-2425	41	2	study	study	NOUN
iajs-2425	41	3	proposes	propose	VERB
iajs-2425	41	4	the	the	DET
iajs-2425	41	5	utilization	utilization	NOUN
iajs-2425	41	6	of	of	ADP
iajs-2425	41	7	svm	svm	ADJ
iajs-2425	41	8	learning	learn	VERB
iajs-2425	41	9	for	for	ADP
iajs-2425	41	10	ccts	cct	NOUN
iajs-2425	41	11	detection	detection	NOUN
iajs-2425	41	12	;	;	PUNCT
iajs-2425	41	13	furthermore	furthermore	ADV
iajs-2425	41	14	,	,	PUNCT
iajs-2425	41	15	the	the	DET
iajs-2425	41	16	optimization	optimization	NOUN
iajs-2425	41	17	of	of	ADP
iajs-2425	41	18	the	the	DET
iajs-2425	41	19	svm	svm	ADJ
iajs-2425	41	20	parameters	parameter	NOUN
iajs-2425	41	21	using	use	VERB
iajs-2425	41	22	a	a	DET
iajs-2425	41	23	modified	modified	ADJ
iajs-2425	41	24	multi	multi	ADJ
iajs-2425	41	25	-	-	ADJ
iajs-2425	41	26	practical	practical	ADJ
iajs-2425	41	27	swarm	swarm	NOUN
iajs-2425	41	28	optimization	optimization	NOUN
iajs-2425	41	29	algorithm	algorithm	NOUN
iajs-2425	41	30	(	(	PUNCT
iajs-2425	41	31	mmpso	mmpso	NOUN
iajs-2425	41	32	)	)	PUNCT
iajs-2425	41	33	is	be	AUX
iajs-2425	41	34	also	also	ADV
iajs-2425	41	35	projected	project	VERB
iajs-2425	41	36	in	in	ADP
iajs-2425	41	37	this	this	DET
iajs-2425	41	38	study	study	NOUN
iajs-2425	41	39	.	.	PUNCT
iajs-2425	42	1	this	this	DET
iajs-2425	42	2	mmpso	mmpso	PROPN
iajs-2425	42	3	approach	approach	NOUN
iajs-2425	42	4	provides	provide	VERB
iajs-2425	42	5	chaos	chaos	NOUN
iajs-2425	42	6	optimization	optimization	NOUN
iajs-2425	42	7	,	,	PUNCT
iajs-2425	42	8	as	as	ADV
iajs-2425	42	9	well	well	ADV
iajs-2425	42	10	as	as	ADP
iajs-2425	42	11	a	a	DET
iajs-2425	42	12	processing	processing	NOUN
iajs-2425	42	13	mechanism	mechanism	NOUN
iajs-2425	42	14	and	and	CCONJ
iajs-2425	42	15	a	a	DET
iajs-2425	42	16	premature	premature	ADJ
iajs-2425	42	17	judgment	judgment	NOUN
iajs-2425	42	18	.	.	PUNCT
iajs-2425	43	1	2	2	X
iajs-2425	43	2	.	.	X
iajs-2425	43	3	related	relate	VERB
iajs-2425	43	4	work	work	NOUN
iajs-2425	43	5	johannes	johanne	NOUN
iajs-2425	43	6	et	et	PROPN
iajs-2425	43	7	al	al	PROPN
iajs-2425	43	8	(	(	PUNCT
iajs-2425	43	9	2016	2016	NUM
iajs-2425	43	10	)	)	PUNCT
iajs-2425	43	11	used	use	VERB
iajs-2425	43	12	long	long	ADJ
iajs-2425	43	13	short	short	ADJ
iajs-2425	43	14	-	-	PUNCT
iajs-2425	43	15	term	term	NOUN
iajs-2425	43	16	memory	memory	NOUN
iajs-2425	43	17	(	(	PUNCT
iajs-2425	43	18	lstm	lstm	NOUN
iajs-2425	43	19	)	)	PUNCT
iajs-2425	43	20	networks	network	NOUN
iajs-2425	43	21	to	to	PART
iajs-2425	43	22	integrate	integrate	VERB
iajs-2425	43	23	transaction	transaction	NOUN
iajs-2425	43	24	sequences	sequence	NOUN
iajs-2425	43	25	in	in	ADP
iajs-2425	43	26	order	order	NOUN
iajs-2425	43	27	to	to	PART
iajs-2425	43	28	describe	describe	VERB
iajs-2425	43	29	the	the	DET
iajs-2425	43	30	issue	issue	NOUN
iajs-2425	43	31	of	of	ADP
iajs-2425	43	32	fraud	fraud	NOUN
iajs-2425	43	33	detection	detection	NOUN
iajs-2425	43	34	as	as	ADP
iajs-2425	43	35	a	a	DET
iajs-2425	43	36	sequence	sequence	NOUN
iajs-2425	43	37	classification	classification	NOUN
iajs-2425	43	38	task	task	NOUN
iajs-2425	43	39	.	.	PUNCT
iajs-2425	44	1	they	they	PRON
iajs-2425	44	2	also	also	ADV
iajs-2425	44	3	incorporated	incorporate	VERB
iajs-2425	44	4	state	state	NOUN
iajs-2425	44	5	-	-	PUNCT
iajs-2425	44	6	of	of	ADP
iajs-2425	44	7	-	-	PUNCT
iajs-2425	44	8	the	the	DET
iajs-2425	44	9	-	-	PUNCT
iajs-2425	44	10	art	art	NOUN
iajs-2425	44	11	aggregation	aggregation	NOUN
iajs-2425	44	12	techniques	technique	NOUN
iajs-2425	44	13	for	for	ADP
iajs-2425	44	14	features	feature	NOUN
iajs-2425	44	15	and	and	CCONJ
iajs-2425	44	16	reported	report	VERB
iajs-2425	44	17	the	the	DET
iajs-2425	44	18	outcomes	outcome	NOUN
iajs-2425	44	19	using	use	VERB
iajs-2425	44	20	traditional	traditional	ADJ
iajs-2425	44	21	metrics	metric	NOUN
iajs-2425	44	22	for	for	ADP
iajs-2425	44	23	retrieval	retrieval	NOUN
iajs-2425	44	24	.	.	PUNCT
iajs-2425	45	1	a	a	DET
iajs-2425	45	2	comparison	comparison	NOUN
iajs-2425	45	3	with	with	ADP
iajs-2425	45	4	a	a	DET
iajs-2425	45	5	baseline	baseline	ADJ
iajs-2425	45	6	random	random	ADJ
iajs-2425	45	7	forest	forest	NOUN
iajs-2425	45	8	(	(	PUNCT
iajs-2425	45	9	rf	rf	NOUN
iajs-2425	45	10	)	)	PUNCT
iajs-2425	45	11	classification	classification	NOUN
iajs-2425	45	12	showed	show	VERB
iajs-2425	45	13	that	that	SCONJ
iajs-2425	45	14	the	the	DET
iajs-2425	45	15	lstm	lstm	NOUN
iajs-2425	45	16	increased	increase	VERB
iajs-2425	45	17	the	the	DET
iajs-2425	45	18	precision	precision	NOUN
iajs-2425	45	19	of	of	ADP
iajs-2425	45	20	detection	detection	NOUN
iajs-2425	45	21	on	on	ADP
iajs-2425	45	22	offline	offline	ADJ
iajs-2425	45	23	transactions	transaction	NOUN
iajs-2425	45	24	when	when	SCONJ
iajs-2425	45	25	the	the	DET
iajs-2425	45	26	cardholder	cardholder	NOUN
iajs-2425	45	27	is	be	AUX
iajs-2425	45	28	physically	physically	ADV
iajs-2425	45	29	present	present	ADJ
iajs-2425	45	30	at	at	ADP
iajs-2425	45	31	a	a	DET
iajs-2425	45	32	merchant	merchant	NOUN
iajs-2425	45	33	.	.	PUNCT
iajs-2425	46	1	both	both	PRON
iajs-2425	46	2	sequential	sequential	ADJ
iajs-2425	46	3	and	and	CCONJ
iajs-2425	46	4	non	non	ADJ
iajs-2425	46	5	-	-	ADJ
iajs-2425	46	6	sequential	sequential	ADJ
iajs-2425	46	7	learning	learning	NOUN
iajs-2425	46	8	methods	method	NOUN
iajs-2425	46	9	benefit	benefit	VERB
iajs-2425	46	10	greatly	greatly	ADV
iajs-2425	46	11	from	from	ADP
iajs-2425	46	12	aggregation	aggregation	NOUN
iajs-2425	46	13	strategies	strategy	NOUN
iajs-2425	46	14	for	for	ADP
iajs-2425	46	15	manual	manual	ADJ
iajs-2425	46	16	features	feature	NOUN
iajs-2425	46	17	.	.	PUNCT
iajs-2425	47	1	nuno	nuno	PROPN
iajs-2425	47	2	et	et	PROPN
iajs-2425	47	3	al	al	PROPN
iajs-2425	47	4	.	.	PROPN
iajs-2425	48	1	(	(	PUNCT
iajs-2425	48	2	2017	2017	NUM
iajs-2425	48	3	)	)	PUNCT
iajs-2425	48	4	explored	explore	VERB
iajs-2425	48	5	the	the	DET
iajs-2425	48	6	combination	combination	NOUN
iajs-2425	48	7	of	of	ADP
iajs-2425	48	8	manual	manual	ADJ
iajs-2425	48	9	and	and	CCONJ
iajs-2425	48	10	automatic	automatic	ADJ
iajs-2425	48	11	classifications	classification	NOUN
iajs-2425	48	12	to	to	PART
iajs-2425	48	13	provide	provide	VERB
iajs-2425	48	14	insights	insight	NOUN
iajs-2425	48	15	into	into	ADP
iajs-2425	48	16	the	the	DET
iajs-2425	48	17	entire	entire	ADJ
iajs-2425	48	18	process	process	NOUN
iajs-2425	48	19	of	of	ADP
iajs-2425	48	20	growth	growth	NOUN
iajs-2425	48	21	and	and	CCONJ
iajs-2425	48	22	compared	compare	VERB
iajs-2425	48	23	distinct	distinct	ADJ
iajs-2425	48	24	techniques	technique	NOUN
iajs-2425	48	25	of	of	ADP
iajs-2425	48	26	machine	machine	NOUN
iajs-2425	48	27	learning	learning	NOUN
iajs-2425	48	28	.	.	PUNCT
iajs-2425	49	1	the	the	DET
iajs-2425	49	2	study	study	NOUN
iajs-2425	49	3	can	can	AUX
iajs-2425	49	4	assist	assist	VERB
iajs-2425	49	5	scientists	scientist	NOUN
iajs-2425	49	6	and	and	CCONJ
iajs-2425	49	7	professionals	professional	NOUN
iajs-2425	49	8	in	in	ADP
iajs-2425	49	9	designing	design	VERB
iajs-2425	49	10	and	and	CCONJ
iajs-2425	49	11	executing	execute	VERB
iajs-2425	49	12	fraud	fraud	NOUN
iajs-2425	49	13	detection	detection	NOUN
iajs-2425	49	14	or	or	CCONJ
iajs-2425	49	15	comparable	comparable	ADJ
iajs-2425	49	16	  	  	SPACE
iajs-2425	49	17	158	158	NUM
iajs-2425	49	18	  	  	SPACE
iajs-2425	49	19	ibn	ibn	PROPN
iajs-2425	49	20	al	al	PROPN
iajs-2425	49	21	-	-	PUNCT
iajs-2425	49	22	haitham	haitham	PROPN
iajs-2425	49	23	jour	jour	X
iajs-2425	49	24	.	.	PROPN
iajs-2425	50	1	for	for	ADP
iajs-2425	50	2	pure	pure	ADJ
iajs-2425	50	3	&	&	CCONJ
iajs-2425	50	4	appl	appl	PROPN
iajs-2425	50	5	.	.	PUNCT
iajs-2425	51	1	sci	sci	PROPN
iajs-2425	51	2	.	.	PROPN
iajs-2425	52	1	33	33	NUM
iajs-2425	52	2	(	(	PUNCT
iajs-2425	52	3	2	2	NUM
iajs-2425	52	4	)	)	PUNCT
iajs-2425	52	5	2020	2020	NUM
iajs-2425	52	6	issues	issue	NOUN
iajs-2425	52	7	based	base	VERB
iajs-2425	52	8	on	on	ADP
iajs-2425	52	9	information	information	NOUN
iajs-2425	52	10	mining	mining	NOUN
iajs-2425	52	11	technologies	technology	NOUN
iajs-2425	52	12	.	.	PUNCT
iajs-2425	53	1	the	the	DET
iajs-2425	53	2	proposed	propose	VERB
iajs-2425	53	3	solution	solution	NOUN
iajs-2425	53	4	enhanced	enhance	VERB
iajs-2425	53	5	the	the	DET
iajs-2425	53	6	manual	manual	ADJ
iajs-2425	53	7	revision	revision	NOUN
iajs-2425	53	8	process	process	NOUN
iajs-2425	53	9	not	not	PART
iajs-2425	53	10	only	only	ADV
iajs-2425	53	11	with	with	ADP
iajs-2425	53	12	an	an	DET
iajs-2425	53	13	automatic	automatic	ADJ
iajs-2425	53	14	scheme	scheme	NOUN
iajs-2425	53	15	but	but	CCONJ
iajs-2425	53	16	also	also	ADV
iajs-2425	53	17	with	with	ADP
iajs-2425	53	18	insights	insight	NOUN
iajs-2425	53	19	to	to	ADP
iajs-2425	53	20	the	the	DET
iajs-2425	53	21	fraud	fraud	NOUN
iajs-2425	53	22	analysts	analyst	NOUN
iajs-2425	53	23	,	,	PUNCT
iajs-2425	53	24	resulting	result	VERB
iajs-2425	53	25	in	in	ADP
iajs-2425	53	26	a	a	DET
iajs-2425	53	27	superior	superior	ADJ
iajs-2425	53	28	overall	overall	ADJ
iajs-2425	53	29	result	result	NOUN
iajs-2425	53	30	.	.	PUNCT
iajs-2425	54	1	han	han	PROPN
iajs-2425	54	2	&	&	CCONJ
iajs-2425	54	3	cho	cho	PROPN
iajs-2425	54	4	(	(	PUNCT
iajs-2425	54	5	2005	2005	NUM
iajs-2425	54	6	)	)	PUNCT
iajs-2425	54	7	proposed	propose	VERB
iajs-2425	54	8	an	an	DET
iajs-2425	54	9	evolutionary	evolutionary	ADJ
iajs-2425	54	10	neural	neural	ADJ
iajs-2425	54	11	network	network	NOUN
iajs-2425	54	12	-	-	PUNCT
iajs-2425	54	13	based	base	VERB
iajs-2425	54	14	intrusion	intrusion	NOUN
iajs-2425	54	15	detection	detection	NOUN
iajs-2425	54	16	system	system	NOUN
iajs-2425	54	17	(	(	PUNCT
iajs-2425	54	18	ids	id	NOUN
iajs-2425	54	19	)	)	PUNCT
iajs-2425	54	20	for	for	ADP
iajs-2425	54	21	the	the	DET
iajs-2425	54	22	determination	determination	NOUN
iajs-2425	54	23	of	of	ADP
iajs-2425	54	24	the	the	DET
iajs-2425	54	25	weights	weight	NOUN
iajs-2425	54	26	and	and	CCONJ
iajs-2425	54	27	structure	structure	NOUN
iajs-2425	54	28	of	of	ADP
iajs-2425	54	29	call	call	NOUN
iajs-2425	54	30	sequences	sequence	NOUN
iajs-2425	54	31	,	,	PUNCT
iajs-2425	54	32	while	while	SCONJ
iajs-2425	54	33	a	a	DET
iajs-2425	54	34	hybrid	hybrid	ADJ
iajs-2425	54	35	flexible	flexible	ADJ
iajs-2425	54	36	neural	neural	ADJ
iajs-2425	54	37	tree	tree	NOUN
iajs-2425	54	38	-	-	PUNCT
iajs-2425	54	39	based	base	VERB
iajs-2425	54	40	ids	id	NOUN
iajs-2425	54	41	was	be	AUX
iajs-2425	54	42	developed	develop	VERB
iajs-2425	54	43	by	by	ADP
iajs-2425	54	44	chen	chen	PROPN
iajs-2425	54	45	,	,	PUNCT
iajs-2425	54	46	abraham	abraham	PROPN
iajs-2425	54	47	,	,	PUNCT
iajs-2425	54	48	&	&	CCONJ
iajs-2425	54	49	yang	yang	PROPN
iajs-2425	54	50	(	(	PUNCT
iajs-2425	54	51	2007	2007	NUM
iajs-2425	54	52	)	)	PUNCT
iajs-2425	54	53	;	;	PUNCT
iajs-2425	54	54	this	this	DET
iajs-2425	54	55	system	system	NOUN
iajs-2425	54	56	combined	combine	VERB
iajs-2425	54	57	three	three	NUM
iajs-2425	54	58	algorithms	algorithm	NOUN
iajs-2425	54	59	which	which	PRON
iajs-2425	54	60	are	be	AUX
iajs-2425	54	61	evolutionary	evolutionary	ADJ
iajs-2425	54	62	algorithm	algorithm	NOUN
iajs-2425	54	63	,	,	PUNCT
iajs-2425	54	64	flexible	flexible	ADJ
iajs-2425	54	65	neural	neural	ADJ
iajs-2425	54	66	tree	tree	NOUN
iajs-2425	54	67	,	,	PUNCT
iajs-2425	54	68	and	and	CCONJ
iajs-2425	54	69	pso	pso	NOUN
iajs-2425	54	70	.	.	PUNCT
iajs-2425	55	1	among	among	ADP
iajs-2425	55	2	the	the	DET
iajs-2425	55	3	ann	ann	PROPN
iajs-2425	55	4	-	-	PUNCT
iajs-2425	55	5	based	base	VERB
iajs-2425	55	6	ids	id	NOUN
iajs-2425	55	7	,	,	PUNCT
iajs-2425	55	8	hybrid	hybrid	ADJ
iajs-2425	55	9	ann	ann	PROPN
iajs-2425	55	10	has	have	AUX
iajs-2425	55	11	attracted	attract	VERB
iajs-2425	55	12	the	the	DET
iajs-2425	55	13	most	most	ADJ
iajs-2425	55	14	attention	attention	NOUN
iajs-2425	55	15	;	;	PUNCT
iajs-2425	55	16	however	however	ADV
iajs-2425	55	17	,	,	PUNCT
iajs-2425	55	18	the	the	DET
iajs-2425	55	19	performance	performance	NOUN
iajs-2425	55	20	of	of	ADP
iajs-2425	55	21	a	a	DET
iajs-2425	55	22	hybrid	hybrid	ADJ
iajs-2425	55	23	ids	id	NOUN
iajs-2425	55	24	is	be	AUX
iajs-2425	55	25	dependent	dependent	ADJ
iajs-2425	55	26	on	on	ADP
iajs-2425	55	27	the	the	DET
iajs-2425	55	28	way	way	NOUN
iajs-2425	55	29	that	that	PRON
iajs-2425	55	30	the	the	DET
iajs-2425	55	31	hybrid	hybrid	NOUN
iajs-2425	55	32	ann	ann	PROPN
iajs-2425	55	33	is	be	AUX
iajs-2425	55	34	constructed	construct	VERB
iajs-2425	55	35	.	.	PUNCT
iajs-2425	56	1	3	3	X
iajs-2425	56	2	.	.	X
iajs-2425	56	3	methods	method	NOUN
iajs-2425	56	4	&	&	CCONJ
iajs-2425	56	5	algorithms	algorithms	PROPN
iajs-2425	56	6			NOUN
iajs-2425	56	7	support	support	NOUN
iajs-2425	56	8	vector	vector	NOUN
iajs-2425	56	9	machine	machine	NOUN
iajs-2425	56	10	(	(	PUNCT
iajs-2425	56	11	svm	svm	ADJ
iajs-2425	56	12	)	)	PUNCT
iajs-2425	56	13	svm	svm	NOUN
iajs-2425	56	14	is	be	AUX
iajs-2425	56	15	one	one	NUM
iajs-2425	56	16	of	of	ADP
iajs-2425	56	17	the	the	DET
iajs-2425	56	18	commonest	commonest	NOUN
iajs-2425	56	19	algorithms	algorithms	NOUN
iajs-2425	56	20	for	for	ADP
iajs-2425	56	21	classification	classification	NOUN
iajs-2425	56	22	tasks	task	NOUN
iajs-2425	56	23	due	due	ADP
iajs-2425	56	24	to	to	ADP
iajs-2425	56	25	its	its	PRON
iajs-2425	56	26	strong	strong	ADJ
iajs-2425	56	27	theoretical	theoretical	ADJ
iajs-2425	56	28	basis	basis	NOUN
iajs-2425	56	29	[	[	X
iajs-2425	56	30	8	8	NUM
iajs-2425	56	31	]	]	PUNCT
iajs-2425	56	32	.	.	PUNCT
iajs-2425	57	1	the	the	DET
iajs-2425	57	2	ability	ability	NOUN
iajs-2425	57	3	to	to	PART
iajs-2425	57	4	process	process	VERB
iajs-2425	57	5	highly	highly	ADV
iajs-2425	57	6	dimensional	dimensional	ADJ
iajs-2425	57	7	dataset	dataset	NOUN
iajs-2425	57	8	,	,	PUNCT
iajs-2425	57	9	as	as	ADV
iajs-2425	57	10	well	well	ADV
iajs-2425	57	11	as	as	ADP
iajs-2425	57	12	its	its	PRON
iajs-2425	57	13	generalization	generalization	NOUN
iajs-2425	57	14	performance	performance	NOUN
iajs-2425	57	15	.	.	PUNCT
iajs-2425	58	1	an	an	DET
iajs-2425	58	2	overview	overview	NOUN
iajs-2425	58	3	of	of	ADP
iajs-2425	58	4	svm	svm	ADJ
iajs-2425	58	5	learning	learning	NOUN
iajs-2425	58	6	is	be	AUX
iajs-2425	58	7	provided	provide	VERB
iajs-2425	58	8	in	in	ADP
iajs-2425	58	9	this	this	DET
iajs-2425	58	10	section	section	NOUN
iajs-2425	58	11	,	,	PUNCT
iajs-2425	58	12	beginning	begin	VERB
iajs-2425	58	13	with	with	ADP
iajs-2425	58	14	linear	linear	PROPN
iajs-2425	58	15	svms	svms	NOUN
iajs-2425	58	16	,	,	PUNCT
iajs-2425	58	17	then	then	ADV
iajs-2425	58	18	,	,	PUNCT
iajs-2425	58	19	to	to	ADP
iajs-2425	58	20	their	their	PRON
iajs-2425	58	21	application	application	NOUN
iajs-2425	58	22	in	in	ADP
iajs-2425	58	23	non	non	ADJ
iajs-2425	58	24	-	-	ADJ
iajs-2425	58	25	linear	linear	ADJ
iajs-2425	58	26	cases	case	NOUN
iajs-2425	58	27	.	.	PUNCT
iajs-2425	59	1	as	as	ADP
iajs-2425	59	2	a	a	DET
iajs-2425	59	3	statistical	statistical	ADJ
iajs-2425	59	4	learning	learning	NOUN
iajs-2425	59	5	approach	approach	NOUN
iajs-2425	59	6	,	,	PUNCT
iajs-2425	59	7	svm	svm	PROPN
iajs-2425	59	8	has	have	AUX
iajs-2425	59	9	been	be	AUX
iajs-2425	59	10	applied	apply	VERB
iajs-2425	59	11	in	in	ADP
iajs-2425	59	12	several	several	ADJ
iajs-2425	59	13	fields	field	NOUN
iajs-2425	59	14	.	.	PUNCT
iajs-2425	60	1	its	its	PRON
iajs-2425	60	2	first	first	ADJ
iajs-2425	60	3	introduction	introduction	NOUN
iajs-2425	60	4	was	be	AUX
iajs-2425	60	5	made	make	VERB
iajs-2425	60	6	by	by	ADP
iajs-2425	60	7	cortes	corte	NOUN
iajs-2425	60	8	&	&	CCONJ
iajs-2425	60	9	vapnik	vapnik	X
iajs-2425	61	1	[	[	X
iajs-2425	61	2	9	9	NUM
iajs-2425	61	3	]	]	PUNCT
iajs-2425	61	4	.	.	PUNCT
iajs-2425	62	1	and	and	CCONJ
iajs-2425	62	2	then	then	ADV
iajs-2425	62	3	,	,	PUNCT
iajs-2425	62	4	has	have	AUX
iajs-2425	62	5	been	be	AUX
iajs-2425	62	6	successfully	successfully	ADV
iajs-2425	62	7	applied	apply	VERB
iajs-2425	62	8	in	in	ADP
iajs-2425	62	9	several	several	ADJ
iajs-2425	62	10	classification	classification	NOUN
iajs-2425	62	11	problems	problem	NOUN
iajs-2425	62	12	.	.	PUNCT
iajs-2425	63	1	svms	svms	NOUN
iajs-2425	63	2	are	be	AUX
iajs-2425	63	3	closely	closely	ADV
iajs-2425	63	4	related	relate	VERB
iajs-2425	63	5	to	to	ADP
iajs-2425	63	6	neural	neural	ADJ
iajs-2425	63	7	networks	network	NOUN
iajs-2425	63	8	(	(	PUNCT
iajs-2425	63	9	nn	nn	NOUN
iajs-2425	63	10	)	)	PUNCT
iajs-2425	63	11	;	;	PUNCT
iajs-2425	63	12	since	since	SCONJ
iajs-2425	63	13	svms	svms	NOUN
iajs-2425	63	14	depend	depend	VERB
iajs-2425	63	15	on	on	ADP
iajs-2425	63	16	kernel	kernel	NOUN
iajs-2425	63	17	functions	function	NOUN
iajs-2425	63	18	,	,	PUNCT
iajs-2425	63	19	they	they	PRON
iajs-2425	63	20	are	be	AUX
iajs-2425	63	21	normally	normally	ADV
iajs-2425	63	22	considered	consider	VERB
iajs-2425	63	23	an	an	DET
iajs-2425	63	24	alternative	alternative	ADJ
iajs-2425	63	25	approach	approach	NOUN
iajs-2425	63	26	to	to	ADP
iajs-2425	63	27	the	the	DET
iajs-2425	63	28	development	development	NOUN
iajs-2425	63	29	of	of	ADP
iajs-2425	63	30	nn	nn	PROPN
iajs-2425	63	31	classifiers	classifier	NOUN
iajs-2425	63	32	.	.	PUNCT
iajs-2425	64	1	svms	svms	NOUN
iajs-2425	64	2	are	be	AUX
iajs-2425	64	3	supervised	supervised	ADJ
iajs-2425	64	4	machine	machine	NOUN
iajs-2425	64	5	learning	learning	NOUN
iajs-2425	64	6	frameworks	framework	NOUN
iajs-2425	64	7	that	that	PRON
iajs-2425	64	8	have	have	AUX
iajs-2425	64	9	found	find	VERB
iajs-2425	64	10	application	application	NOUN
iajs-2425	64	11	in	in	ADP
iajs-2425	64	12	one	one	NUM
iajs-2425	64	13	-	-	PUNCT
iajs-2425	64	14	class	class	NOUN
iajs-2425	64	15	setting	setting	NOUN
iajs-2425	64	16	anomaly	anomaly	NOUN
iajs-2425	64	17	detection	detection	NOUN
iajs-2425	64	18	[	[	X
iajs-2425	64	19	9	9	NUM
iajs-2425	64	20	]	]	PUNCT
iajs-2425	64	21	.	.	PUNCT
iajs-2425	65	1	in	in	ADP
iajs-2425	65	2	such	such	ADJ
iajs-2425	65	3	techniques	technique	NOUN
iajs-2425	65	4	,	,	PUNCT
iajs-2425	65	5	one	one	NUM
iajs-2425	65	6	-	-	PUNCT
iajs-2425	65	7	class	class	NOUN
iajs-2425	65	8	learning	learning	NOUN
iajs-2425	65	9	techniques	technique	NOUN
iajs-2425	65	10	are	be	AUX
iajs-2425	65	11	used	use	VERB
iajs-2425	65	12	to	to	PART
iajs-2425	65	13	train	train	VERB
iajs-2425	65	14	svm	svm	NOUN
iajs-2425	65	15	in	in	ADP
iajs-2425	65	16	the	the	DET
iajs-2425	65	17	region	region	NOUN
iajs-2425	65	18	that	that	PRON
iajs-2425	65	19	contains	contain	VERB
iajs-2425	65	20	the	the	DET
iajs-2425	65	21	training	training	NOUN
iajs-2425	65	22	datasets	dataset	NOUN
iajs-2425	65	23	[	[	X
iajs-2425	65	24	8	8	NUM
iajs-2425	65	25	]	]	PUNCT
iajs-2425	65	26	.	.	PUNCT
iajs-2425	66	1	svm	svm	ADJ
iajs-2425	66	2	classification	classification	NOUN
iajs-2425	66	3	frameworks	framework	NOUN
iajs-2425	66	4	are	be	AUX
iajs-2425	66	5	based	base	VERB
iajs-2425	66	6	on	on	ADP
iajs-2425	66	7	the	the	DET
iajs-2425	66	8	concept	concept	NOUN
iajs-2425	66	9	of	of	ADP
iajs-2425	66	10	mapping	map	VERB
iajs-2425	66	11	a	a	DET
iajs-2425	66	12	hyperplane	hyperplane	NOUN
iajs-2425	66	13	as	as	ADP
iajs-2425	66	14	the	the	DET
iajs-2425	66	15	decision	decision	NOUN
iajs-2425	66	16	plane	plane	NOUN
iajs-2425	66	17	which	which	PRON
iajs-2425	66	18	maximizes	maximize	VERB
iajs-2425	66	19	the	the	DET
iajs-2425	66	20	distance	distance	NOUN
iajs-2425	66	21	between	between	ADP
iajs-2425	66	22	the	the	DET
iajs-2425	66	23	positive	positive	ADJ
iajs-2425	66	24	and	and	CCONJ
iajs-2425	66	25	negative	negative	ADJ
iajs-2425	66	26	modes	mode	NOUN
iajs-2425	66	27	.	.	PUNCT
iajs-2425	67	1	the	the	DET
iajs-2425	67	2	robustness	robustness	NOUN
iajs-2425	67	3	of	of	ADP
iajs-2425	67	4	svms	svms	NOUN
iajs-2425	67	5	is	be	AUX
iajs-2425	67	6	attributed	attribute	VERB
iajs-2425	67	7	to	to	ADP
iajs-2425	67	8	their	their	PRON
iajs-2425	67	9	kernel	kernel	NOUN
iajs-2425	67	10	representation	representation	NOUN
iajs-2425	67	11	and	and	CCONJ
iajs-2425	67	12	margin	margin	NOUN
iajs-2425	67	13	optimization	optimization	NOUN
iajs-2425	67	14	.	.	PUNCT
iajs-2425	68	1	svm	svm	PROPN
iajs-2425	68	2	can	can	AUX
iajs-2425	68	3	learn	learn	VERB
iajs-2425	68	4	complex	complex	ADJ
iajs-2425	68	5	regions	region	NOUN
iajs-2425	68	6	using	use	VERB
iajs-2425	68	7	rbf	rbf	PROPN
iajs-2425	68	8	kernel	kernel	PROPN
iajs-2425	68	9	.	.	PUNCT
iajs-2425	69	1	svms	svms	NOUN
iajs-2425	69	2	are	be	AUX
iajs-2425	69	3	mainly	mainly	ADV
iajs-2425	69	4	attractive	attractive	ADJ
iajs-2425	69	5	owing	owe	VERB
iajs-2425	69	6	to	to	ADP
iajs-2425	69	7	the	the	DET
iajs-2425	69	8	ease	ease	NOUN
iajs-2425	69	9	of	of	ADP
iajs-2425	69	10	their	their	PRON
iajs-2425	69	11	training	training	NOUN
iajs-2425	69	12	phase	phase	NOUN
iajs-2425	69	13	;	;	PUNCT
iajs-2425	69	14	they	they	PRON
iajs-2425	69	15	are	be	AUX
iajs-2425	69	16	not	not	PART
iajs-2425	69	17	prone	prone	ADJ
iajs-2425	69	18	to	to	ADP
iajs-2425	69	19	local	local	ADJ
iajs-2425	69	20	optimal	optimal	ADJ
iajs-2425	69	21	as	as	ADP
iajs-2425	69	22	in	in	ADP
iajs-2425	69	23	nn	nn	PROPN
iajs-2425	69	24	.	.	PROPN
iajs-2425	69	25	svms	svms	PROPN
iajs-2425	69	26	perform	perform	VERB
iajs-2425	69	27	extremely	extremely	ADV
iajs-2425	69	28	well	well	ADV
iajs-2425	69	29	in	in	ADP
iajs-2425	69	30	high	high	ADJ
iajs-2425	69	31	dimensional	dimensional	ADJ
iajs-2425	69	32	datasets	dataset	NOUN
iajs-2425	69	33	and	and	CCONJ
iajs-2425	69	34	the	the	DET
iajs-2425	69	35	balance	balance	NOUN
iajs-2425	69	36	between	between	ADP
iajs-2425	69	37	error	error	NOUN
iajs-2425	69	38	and	and	CCONJ
iajs-2425	69	39	classifier	classifier	NOUN
iajs-2425	69	40	complexity	complexity	NOUN
iajs-2425	69	41	can	can	AUX
iajs-2425	69	42	be	be	AUX
iajs-2425	69	43	explicitly	explicitly	ADV
iajs-2425	69	44	regulated	regulate	VERB
iajs-2425	69	45	.	.	PUNCT
iajs-2425	70	1	the	the	DET
iajs-2425	70	2	major	major	ADJ
iajs-2425	70	3	problem	problem	NOUN
iajs-2425	70	4	of	of	ADP
iajs-2425	70	5	svm	svm	PROPN
iajs-2425	70	6	is	be	AUX
iajs-2425	70	7	the	the	DET
iajs-2425	70	8	need	need	NOUN
iajs-2425	70	9	to	to	PART
iajs-2425	70	10	find	find	VERB
iajs-2425	70	11	the	the	DET
iajs-2425	70	12	best	good	ADJ
iajs-2425	70	13	kernel	kernel	NOUN
iajs-2425	70	14	function	function	NOUN
iajs-2425	70	15	to	to	PART
iajs-2425	70	16	apply	apply	VERB
iajs-2425	70	17	.	.	PUNCT
iajs-2425	71	1	in	in	ADP
iajs-2425	71	2	a	a	DET
iajs-2425	71	3	high	high	ADJ
iajs-2425	71	4	dimensional	dimensional	ADJ
iajs-2425	71	5	feature	feature	NOUN
iajs-2425	71	6	space	space	NOUN
iajs-2425	71	7	,	,	PUNCT
iajs-2425	71	8	the	the	DET
iajs-2425	71	9	dot	dot	NOUN
iajs-2425	71	10	product	product	NOUN
iajs-2425	71	11	of	of	ADP
iajs-2425	71	12	projections	projection	NOUN
iajs-2425	71	13	of	of	ADP
iajs-2425	71	14	2	2	NUM
iajs-2425	71	15	data	datum	NOUN
iajs-2425	71	16	points	point	NOUN
iajs-2425	71	17	is	be	AUX
iajs-2425	71	18	represented	represent	VERB
iajs-2425	71	19	by	by	ADP
iajs-2425	71	20	the	the	DET
iajs-2425	71	21	kernel	kernel	PROPN
iajs-2425	71	22	function	function	PROPN
iajs-2425	71	23	.	.	PUNCT
iajs-2425	72	1	the	the	DET
iajs-2425	72	2	classification	classification	NOUN
iajs-2425	72	3	function	function	NOUN
iajs-2425	72	4	in	in	ADP
iajs-2425	72	5	svms	svms	NOUN
iajs-2425	72	6	is	be	AUX
iajs-2425	72	7	a	a	DET
iajs-2425	72	8	hyper	hyper	NOUN
iajs-2425	72	9	-	-	NOUN
iajs-2425	72	10	plane	plane	NOUN
iajs-2425	72	11	that	that	PRON
iajs-2425	72	12	demarcates	demarcate	VERB
iajs-2425	72	13	the	the	DET
iajs-2425	72	14	different	different	ADJ
iajs-2425	72	15	data	datum	NOUN
iajs-2425	72	16	classes	class	NOUN
iajs-2425	72	17	.	.	PUNCT
iajs-2425	73	1	its	its	PRON
iajs-2425	73	2	basic	basic	ADJ
iajs-2425	73	3	concept	concept	NOUN
iajs-2425	73	4	requires	require	VERB
iajs-2425	73	5	the	the	DET
iajs-2425	73	6	demonstration	demonstration	NOUN
iajs-2425	73	7	of	of	ADP
iajs-2425	73	8	the	the	DET
iajs-2425	73	9	smallest	small	ADJ
iajs-2425	73	10	hypersphere	hypersphere	NOUN
iajs-2425	73	11	in	in	ADP
iajs-2425	73	12	the	the	DET
iajs-2425	73	13	kernel	kernel	NOUN
iajs-2425	73	14	space	space	NOUN
iajs-2425	73	15	with	with	ADP
iajs-2425	73	16	all	all	DET
iajs-2425	73	17	the	the	DET
iajs-2425	73	18	training	training	NOUN
iajs-2425	73	19	features	feature	NOUN
iajs-2425	73	20	,	,	PUNCT
iajs-2425	73	21	followed	follow	VERB
iajs-2425	73	22	by	by	ADP
iajs-2425	73	23	the	the	DET
iajs-2425	73	24	determination	determination	NOUN
iajs-2425	73	25	of	of	ADP
iajs-2425	73	26	the	the	DET
iajs-2425	73	27	side	side	NOUN
iajs-2425	73	28	of	of	ADP
iajs-2425	73	29	the	the	DET
iajs-2425	73	30	hypersphere	hypersphere	NOUN
iajs-2425	73	31	where	where	SCONJ
iajs-2425	73	32	the	the	DET
iajs-2425	73	33	test	test	NOUN
iajs-2425	73	34	case	case	NOUN
iajs-2425	73	35	lies	lie	VERB
iajs-2425	73	36	.	.	PUNCT
iajs-2425	74	1	test	test	NOUN
iajs-2425	74	2	cases	case	NOUN
iajs-2425	74	3	lying	lie	VERB
iajs-2425	74	4	on	on	ADP
iajs-2425	74	5	the	the	DET
iajs-2425	74	6	outer	outer	ADJ
iajs-2425	74	7	side	side	NOUN
iajs-2425	74	8	of	of	ADP
iajs-2425	74	9	the	the	DET
iajs-2425	74	10	hypersphere	hypersphere	NOUN
iajs-2425	74	11	are	be	AUX
iajs-2425	74	12	considered	consider	VERB
iajs-2425	74	13	suspicious	suspicious	ADJ
iajs-2425	74	14	.	.	PUNCT
iajs-2425	75	1	a	a	DET
iajs-2425	75	2	special	special	ADJ
iajs-2425	75	3	type	type	NOUN
iajs-2425	75	4	of	of	ADP
iajs-2425	75	5	linear	linear	PROPN
iajs-2425	75	6	model	model	NOUN
iajs-2425	75	7	called	call	VERB
iajs-2425	75	8	the	the	DET
iajs-2425	75	9	maximum	maximum	ADJ
iajs-2425	75	10	margin	margin	NOUN
iajs-2425	75	11	hyperplane	hyperplane	NOUN
iajs-2425	75	12	(	(	PUNCT
iajs-2425	75	13	mmh	mmh	PROPN
iajs-2425	75	14	)	)	PUNCT
iajs-2425	75	15	is	be	AUX
iajs-2425	75	16	found	find	VERB
iajs-2425	75	17	by	by	ADP
iajs-2425	75	18	the	the	DET
iajs-2425	75	19	algorithm	algorithm	NOUN
iajs-2425	75	20	;	;	PUNCT
iajs-2425	75	21	the	the	DET
iajs-2425	75	22	mmh	mmh	PROPN
iajs-2425	75	23	correctly	correctly	ADV
iajs-2425	75	24	classifies	classify	VERB
iajs-2425	75	25	all	all	DET
iajs-2425	75	26	the	the	DET
iajs-2425	75	27	training	training	NOUN
iajs-2425	75	28	cases	case	NOUN
iajs-2425	75	29	by	by	ADP
iajs-2425	75	30	inserting	insert	VERB
iajs-2425	75	31	a	a	DET
iajs-2425	75	32	hyperplane	hyperplane	NOUN
iajs-2425	75	33	that	that	PRON
iajs-2425	75	34	separates	separate	VERB
iajs-2425	75	35	them	they	PRON
iajs-2425	75	36	into	into	ADP
iajs-2425	75	37	correct	correct	ADJ
iajs-2425	75	38	classes	class	NOUN
iajs-2425	75	39	.	.	PUNCT
iajs-2425	76	1	the	the	DET
iajs-2425	76	2	mmh	mmh	PROPN
iajs-2425	76	3	provides	provide	VERB
iajs-2425	76	4	the	the	DET
iajs-2425	76	5	maximum	maximum	ADJ
iajs-2425	76	6	separation	separation	NOUN
iajs-2425	76	7	between	between	ADP
iajs-2425	76	8	the	the	DET
iajs-2425	76	9	classes	class	NOUN
iajs-2425	76	10	.	.	PUNCT
iajs-2425	77	1	the	the	DET
iajs-2425	77	2	mmh	mmh	PROPN
iajs-2425	77	3	is	be	AUX
iajs-2425	77	4	expressed	express	VERB
iajs-2425	77	5	as	as	SCONJ
iajs-2425	77	6	follows	follow	VERB
iajs-2425	77	7	:	:	PUNCT
iajs-2425	77	8	𝒎𝒂𝒈𝒊𝒏	𝒎𝒂𝒈𝒊𝒏	NOUN
iajs-2425	77	9	𝒂𝒓𝒈𝒙∈𝑫	𝒂𝒓𝒈𝒙∈𝑫	PROPN
iajs-2425	77	10	𝒅	𝒅	PRON
iajs-2425	77	11	𝒙	𝒙	PROPN
iajs-2425	77	12	𝒂𝒓𝒈𝒎𝒊𝒏𝒙∈𝑫	𝒂𝒓𝒈𝒎𝒊𝒏𝒙∈𝑫	PROPN
iajs-2425	77	13	|𝒙	|𝒙	ADP
iajs-2425	77	14	𝒘	𝒘	X
iajs-2425	77	15	𝒃	𝒃	NOUN
iajs-2425	77	16	∑	∑	ADP
iajs-2425	77	17	𝒘𝒊	𝒘𝒊	ADP
iajs-2425	77	18	𝟐𝒅	𝟐𝒅	NOUN
iajs-2425	77	19	𝒊	𝒊	X
iajs-2425	77	20	𝟏	𝟏	PUNCT
iajs-2425	77	21	𝟏	𝟏	NUM
iajs-2425	77	22	  	  	SPACE
iajs-2425	77	23	159	159	NUM
iajs-2425	77	24	  	  	SPACE
iajs-2425	77	25	ibn	ibn	PROPN
iajs-2425	77	26	al	al	PROPN
iajs-2425	77	27	-	-	PUNCT
iajs-2425	77	28	haitham	haitham	PROPN
iajs-2425	77	29	jour	jour	X
iajs-2425	77	30	.	.	PROPN
iajs-2425	78	1	for	for	ADP
iajs-2425	78	2	pure	pure	ADJ
iajs-2425	78	3	&	&	CCONJ
iajs-2425	78	4	appl	appl	PROPN
iajs-2425	78	5	.	.	PUNCT
iajs-2425	79	1	sci	sci	PROPN
iajs-2425	79	2	.	.	PROPN
iajs-2425	80	1	33	33	NUM
iajs-2425	80	2	(	(	PUNCT
iajs-2425	80	3	2	2	NUM
iajs-2425	80	4	)	)	PUNCT
iajs-2425	80	5	2020	2020	NUM
iajs-2425	81	1	where	where	SCONJ
iajs-2425	81	2	x	x	PRON
iajs-2425	81	3	represents	represent	VERB
iajs-2425	81	4	the	the	DET
iajs-2425	81	5	vector	vector	NOUN
iajs-2425	81	6	point	point	NOUN
iajs-2425	81	7	,	,	PUNCT
iajs-2425	81	8	w	w	NOUN
iajs-2425	81	9	represents	represent	VERB
iajs-2425	81	10	the	the	DET
iajs-2425	81	11	weight	weight	NOUN
iajs-2425	81	12	(	(	PUNCT
iajs-2425	81	13	also	also	ADV
iajs-2425	81	14	a	a	DET
iajs-2425	81	15	vector	vector	NOUN
iajs-2425	81	16	)	)	PUNCT
iajs-2425	81	17	.	.	PUNCT
iajs-2425	82	1	for	for	ADP
iajs-2425	82	2	a	a	DET
iajs-2425	82	3	correct	correct	ADJ
iajs-2425	82	4	data	datum	NOUN
iajs-2425	82	5	separation	separation	NOUN
iajs-2425	82	6	[	[	X
iajs-2425	82	7	a	a	X
iajs-2425	82	8	]	]	X
iajs-2425	82	9	must	must	AUX
iajs-2425	82	10	always	always	ADV
iajs-2425	82	11	be	be	AUX
iajs-2425	82	12	>	>	X
iajs-2425	82	13	0	0	X
iajs-2425	82	14	.	.	PUNCT
iajs-2425	83	1	from	from	ADP
iajs-2425	83	2	all	all	DET
iajs-2425	83	3	the	the	DET
iajs-2425	83	4	possible	possible	ADJ
iajs-2425	83	5	hyperplanes	hyperplane	NOUN
iajs-2425	83	6	,	,	PUNCT
iajs-2425	83	7	the	the	DET
iajs-2425	83	8	one	one	NOUN
iajs-2425	83	9	with	with	ADP
iajs-2425	83	10	the	the	DET
iajs-2425	83	11	largest	large	ADJ
iajs-2425	83	12	hyperplane	hyperplane	NOUN
iajs-2425	83	13	distance	distance	NOUN
iajs-2425	83	14	is	be	AUX
iajs-2425	83	15	selected	select	VERB
iajs-2425	83	16	by	by	ADP
iajs-2425	83	17	the	the	DET
iajs-2425	83	18	svm	svm	PROPN
iajs-2425	83	19	.	.	PROPN
iajs-2425	84	1	with	with	ADP
iajs-2425	84	2	good	good	ADJ
iajs-2425	84	3	training	training	NOUN
iajs-2425	84	4	data	datum	NOUN
iajs-2425	84	5	,	,	PUNCT
iajs-2425	84	6	every	every	DET
iajs-2425	84	7	test	test	NOUN
iajs-2425	84	8	vector	vector	NOUN
iajs-2425	84	9	should	should	AUX
iajs-2425	84	10	be	be	AUX
iajs-2425	84	11	located	locate	VERB
iajs-2425	84	12	within	within	ADP
iajs-2425	84	13	a	a	DET
iajs-2425	84	14	radius	radius	NOUN
iajs-2425	84	15	r	r	NOUN
iajs-2425	84	16	from	from	ADP
iajs-2425	84	17	the	the	DET
iajs-2425	84	18	training	training	NOUN
iajs-2425	84	19	vector	vector	NOUN
iajs-2425	84	20	.	.	PUNCT
iajs-2425	85	1	however	however	ADV
iajs-2425	85	2	,	,	PUNCT
iajs-2425	85	3	if	if	SCONJ
iajs-2425	85	4	the	the	DET
iajs-2425	85	5	farthest	farth	ADJ
iajs-2425	85	6	possible	possible	ADJ
iajs-2425	85	7	hyperplane	hyperplane	NOUN
iajs-2425	85	8	from	from	ADP
iajs-2425	85	9	the	the	DET
iajs-2425	85	10	data	datum	NOUN
iajs-2425	85	11	is	be	AUX
iajs-2425	85	12	selected	select	VERB
iajs-2425	85	13	[	[	PUNCT
iajs-2425	85	14	10	10	NUM
iajs-2425	85	15	]	]	PUNCT
iajs-2425	85	16	.	.	PUNCT
iajs-2425	86	1	this	this	DET
iajs-2425	86	2	anticipated	anticipate	VERB
iajs-2425	86	3	hyperplane	hyperplane	NOUN
iajs-2425	86	4	with	with	ADP
iajs-2425	86	5	the	the	DET
iajs-2425	86	6	maximum	maximum	ADJ
iajs-2425	86	7	margin	margin	NOUN
iajs-2425	86	8	will	will	AUX
iajs-2425	86	9	also	also	ADV
iajs-2425	86	10	divide	divide	VERB
iajs-2425	86	11	the	the	DET
iajs-2425	86	12	lines	line	NOUN
iajs-2425	86	13	between	between	ADP
iajs-2425	86	14	the	the	DET
iajs-2425	86	15	nearest	near	ADJ
iajs-2425	86	16	points	point	NOUN
iajs-2425	86	17	on	on	ADP
iajs-2425	86	18	the	the	DET
iajs-2425	86	19	convex	convex	PROPN
iajs-2425	86	20	hull	hull	NOUN
iajs-2425	86	21	of	of	ADP
iajs-2425	86	22	the	the	DET
iajs-2425	86	23	two	two	NUM
iajs-2425	86	24	datasets	dataset	NOUN
iajs-2425	86	25	.	.	PUNCT
iajs-2425	87	1	hence	hence	ADV
iajs-2425	87	2	,	,	PUNCT
iajs-2425	87	3	[	[	X
iajs-2425	87	4	a	a	X
iajs-2425	87	5	]	]	X
iajs-2425	87	6	,	,	PUNCT
iajs-2425	87	7	[	[	X
iajs-2425	87	8	b	b	X
iajs-2425	87	9	]	]	X
iajs-2425	87	10	&	&	CCONJ
iajs-2425	87	11	[	[	X
iajs-2425	87	12	c	c	X
iajs-2425	87	13	]	]	X
iajs-2425	87	14	will	will	AUX
iajs-2425	87	15	be	be	AUX
iajs-2425	87	16	derived	derive	VERB
iajs-2425	87	17	.	.	PUNCT
iajs-2425	88	1	being	be	AUX
iajs-2425	88	2	that	that	PRON
iajs-2425	88	3	x	x	PRON
iajs-2425	88	4	is	be	AUX
iajs-2425	88	5	on	on	ADP
iajs-2425	88	6	the	the	DET
iajs-2425	88	7	hyperplane	hyperplane	NOUN
iajs-2425	88	8	,	,	PUNCT
iajs-2425	88	9	the	the	DET
iajs-2425	88	10	distance	distance	NOUN
iajs-2425	88	11	of	of	ADP
iajs-2425	88	12	the	the	DET
iajs-2425	88	13	hyperplane	hyperplane	NOUN
iajs-2425	88	14	with	with	ADP
iajs-2425	88	15	the	the	DET
iajs-2425	88	16	closest	close	ADJ
iajs-2425	88	17	point	point	NOUN
iajs-2425	88	18	to	to	ADP
iajs-2425	88	19	the	the	DET
iajs-2425	88	20	origin	origin	NOUN
iajs-2425	88	21	can	can	AUX
iajs-2425	88	22	be	be	AUX
iajs-2425	88	23	determined	determine	VERB
iajs-2425	88	24	by	by	ADP
iajs-2425	88	25	maximizing	maximize	VERB
iajs-2425	88	26	the	the	DET
iajs-2425	88	27	x.	x.	NOUN
iajs-2425	88	28	the	the	DET
iajs-2425	88	29	closest	close	ADJ
iajs-2425	88	30	instances	instance	NOUN
iajs-2425	88	31	to	to	ADP
iajs-2425	88	32	the	the	DET
iajs-2425	88	33	mmh	mmh	PROPN
iajs-2425	88	34	are	be	AUX
iajs-2425	88	35	referred	refer	VERB
iajs-2425	88	36	to	to	ADP
iajs-2425	88	37	as	as	ADP
iajs-2425	88	38	the	the	DET
iajs-2425	88	39	support	support	NOUN
iajs-2425	88	40	vectors	vector	NOUN
iajs-2425	88	41	(	(	PUNCT
iajs-2425	88	42	sv	sv	NOUN
iajs-2425	88	43	)	)	PUNCT
iajs-2425	88	44	.	.	PUNCT
iajs-2425	89	1	each	each	DET
iajs-2425	89	2	class	class	NOUN
iajs-2425	89	3	has	have	VERB
iajs-2425	89	4	at	at	ADV
iajs-2425	89	5	least	least	ADV
iajs-2425	89	6	one	one	NUM
iajs-2425	89	7	sv	sv	NOUN
iajs-2425	89	8	but	but	CCONJ
iajs-2425	89	9	often	often	ADV
iajs-2425	89	10	,	,	PUNCT
iajs-2425	89	11	there	there	PRON
iajs-2425	89	12	are	be	VERB
iajs-2425	89	13	more	more	ADJ
iajs-2425	89	14	.	.	PUNCT
iajs-2425	90	1	for	for	ADP
iajs-2425	90	2	each	each	DET
iajs-2425	90	3	test	test	NOUN
iajs-2425	90	4	case	case	NOUN
iajs-2425	90	5	in	in	ADP
iajs-2425	90	6	the	the	DET
iajs-2425	90	7	detection	detection	NOUN
iajs-2425	90	8	of	of	ADP
iajs-2425	90	9	credit	credit	NOUN
iajs-2425	90	10	card	card	NOUN
iajs-2425	90	11	fraud	fraud	NOUN
iajs-2425	90	12	,	,	PUNCT
iajs-2425	90	13	the	the	DET
iajs-2425	90	14	aim	aim	NOUN
iajs-2425	90	15	is	be	AUX
iajs-2425	90	16	to	to	PART
iajs-2425	90	17	determine	determine	VERB
iajs-2425	90	18	the	the	DET
iajs-2425	90	19	location	location	NOUN
iajs-2425	90	20	of	of	ADP
iajs-2425	90	21	the	the	DET
iajs-2425	90	22	test	test	NOUN
iajs-2425	90	23	instance	instance	NOUN
iajs-2425	90	24	within	within	ADP
iajs-2425	90	25	the	the	DET
iajs-2425	90	26	learned	learn	VERB
iajs-2425	90	27	region	region	NOUN
iajs-2425	90	28	.	.	PUNCT
iajs-2425	91	1	test	test	NOUN
iajs-2425	91	2	instances	instance	NOUN
iajs-2425	91	3	that	that	PRON
iajs-2425	91	4	fall	fall	VERB
iajs-2425	91	5	within	within	ADP
iajs-2425	91	6	the	the	DET
iajs-2425	91	7	learned	learn	VERB
iajs-2425	91	8	region	region	NOUN
iajs-2425	91	9	are	be	AUX
iajs-2425	91	10	considered	consider	VERB
iajs-2425	91	11	normal	normal	ADJ
iajs-2425	91	12	while	while	SCONJ
iajs-2425	91	13	those	those	PRON
iajs-2425	91	14	outside	outside	ADP
iajs-2425	91	15	the	the	DET
iajs-2425	91	16	learned	learn	VERB
iajs-2425	91	17	region	region	NOUN
iajs-2425	91	18	are	be	AUX
iajs-2425	91	19	considered	consider	VERB
iajs-2425	91	20	anomalous	anomalous	ADJ
iajs-2425	91	21	.	.	PUNCT
iajs-2425	92	1	this	this	DET
iajs-2425	92	2	model	model	NOUN
iajs-2425	92	3	achieved	achieve	VERB
iajs-2425	92	4	higher	high	ADJ
iajs-2425	92	5	detection	detection	NOUN
iajs-2425	92	6	accuracy	accuracy	NOUN
iajs-2425	92	7	compared	compare	VERB
iajs-2425	92	8	to	to	ADP
iajs-2425	92	9	other	other	ADJ
iajs-2425	92	10	algorithms	algorithm	NOUN
iajs-2425	92	11	.	.	PUNCT
iajs-2425	93	1	it	it	PRON
iajs-2425	93	2	is	be	AUX
iajs-2425	93	3	time	time	NOUN
iajs-2425	93	4	-	-	PUNCT
iajs-2425	93	5	efficient	efficient	ADJ
iajs-2425	93	6	and	and	CCONJ
iajs-2425	93	7	has	have	VERB
iajs-2425	93	8	generalization	generalization	NOUN
iajs-2425	93	9	ability	ability	NOUN
iajs-2425	93	10	.	.	PUNCT
iajs-2425	94	1	when	when	SCONJ
iajs-2425	94	2	calculating	calculate	VERB
iajs-2425	94	3	the	the	DET
iajs-2425	94	4	svm	svm	NOUN
iajs-2425	94	5	,	,	PUNCT
iajs-2425	94	6	it	it	PRON
iajs-2425	94	7	is	be	AUX
iajs-2425	94	8	obvious	obvious	ADJ
iajs-2425	94	9	that	that	SCONJ
iajs-2425	94	10	the	the	DET
iajs-2425	94	11	aim	aim	NOUN
iajs-2425	94	12	is	be	AUX
iajs-2425	94	13	to	to	PART
iajs-2425	94	14	ensure	ensure	VERB
iajs-2425	94	15	the	the	DET
iajs-2425	94	16	correct	correct	ADJ
iajs-2425	94	17	classification	classification	NOUN
iajs-2425	94	18	of	of	ADP
iajs-2425	94	19	all	all	DET
iajs-2425	94	20	the	the	DET
iajs-2425	94	21	data	datum	NOUN
iajs-2425	94	22	.	.	PUNCT
iajs-2425	95	1	for	for	ADP
iajs-2425	95	2	mathematical	mathematical	ADJ
iajs-2425	95	3	calculations	calculation	NOUN
iajs-2425	95	4	:	:	PUNCT
iajs-2425	95	5	𝐴	𝐴	PROPN
iajs-2425	95	6	𝑖𝑓	𝑖𝑓	VERB
iajs-2425	95	7	𝑌	𝑌	PROPN
iajs-2425	95	8	1	1	NUM
iajs-2425	95	9	;	;	PUNCT
iajs-2425	95	10	 	 	SPACE
iajs-2425	95	11	𝐵	𝐵	NOUN
iajs-2425	95	12	𝑖𝑓	𝑖𝑓	ADP
iajs-2425	95	13	𝑌	𝑌	PROPN
iajs-2425	95	14	1	1	NUM
iajs-2425	95	15	;	;	PUNCT
iajs-2425	95	16	𝑤𝑥	𝑤𝑥	ADP
iajs-2425	95	17	𝑏	𝑏	PROPN
iajs-2425	95	18	1	1	NUM
iajs-2425	95	19	  	  	SPACE
iajs-2425	95	20	𝐹𝑜𝑟	𝐹𝑜𝑟	PROPN
iajs-2425	95	21	𝑎𝑙𝑙	𝑎𝑙𝑙	NOUN
iajs-2425	95	22	𝑖	𝑖	NOUN
iajs-2425	95	23	,	,	PUNCT
iajs-2425	95	24	𝑌	𝑌	PROPN
iajs-2425	95	25	𝑤	𝑤	PART
iajs-2425	95	26	𝑏	𝑏	SYM
iajs-2425	95	27	1	1	NUM
iajs-2425	95	28	the	the	DET
iajs-2425	95	29	scenario	scenario	NOUN
iajs-2425	95	30	is	be	AUX
iajs-2425	95	31	similar	similar	ADJ
iajs-2425	95	32	to	to	ADP
iajs-2425	95	33	the	the	DET
iajs-2425	95	34	other	other	ADJ
iajs-2425	95	35	side	side	NOUN
iajs-2425	95	36	points	point	NOUN
iajs-2425	95	37	.	.	PUNCT
iajs-2425	96	1	the	the	DET
iajs-2425	96	2	total	total	ADJ
iajs-2425	96	3	distance	distance	NOUN
iajs-2425	96	4	from	from	ADP
iajs-2425	96	5	the	the	DET
iajs-2425	96	6	separating	separate	VERB
iajs-2425	96	7	hyper	hyper	ADJ
iajs-2425	96	8	plane	plane	NOUN
iajs-2425	96	9	to	to	ADP
iajs-2425	96	10	the	the	DET
iajs-2425	96	11	closest	close	ADJ
iajs-2425	96	12	points	point	NOUN
iajs-2425	96	13	is	be	AUX
iajs-2425	96	14	derived	derive	VERB
iajs-2425	96	15	by	by	ADP
iajs-2425	96	16	solving	solve	VERB
iajs-2425	96	17	and	and	CCONJ
iajs-2425	96	18	subtracting	subtract	VERB
iajs-2425	96	19	the	the	DET
iajs-2425	96	20	two	two	NUM
iajs-2425	96	21	distances	distance	NOUN
iajs-2425	96	22	,	,	PUNCT
iajs-2425	96	23	maximum	maximum	ADJ
iajs-2425	96	24	margin	margin	NOUN
iajs-2425	96	25	=	=	NOUN
iajs-2425	96	26	m	m	VERB
iajs-2425	96	27	=	=	SYM
iajs-2425	96	28	2	2	NUM
iajs-2425	96	29	/	/	SYM
iajs-2425	96	30	||w||	||w||	PROPN
iajs-2425	96	31	.	.	PUNCT
iajs-2425	97	1	figure	figure	NOUN
iajs-2425	97	2	1	1	NUM
iajs-2425	97	3	.	.	PUNCT
iajs-2425	98	1	representation	representation	NOUN
iajs-2425	98	2	of	of	ADP
iajs-2425	98	3	hyper	hyper	ADJ
iajs-2425	98	4	planes	plane	NOUN
iajs-2425	98	5	.	.	PUNCT
iajs-2425	99	1			X
iajs-2425	99	2	multi	multi	ADJ
iajs-2425	99	3	-	-	ADJ
iajs-2425	99	4	swarm	swarm	ADJ
iajs-2425	99	5	pso	pso	NOUN
iajs-2425	99	6	(	(	PUNCT
iajs-2425	99	7	mpso	mpso	ADJ
iajs-2425	99	8	)	)	PUNCT
iajs-2425	99	9	multi	multi	ADJ
iajs-2425	99	10	-	-	ADJ
iajs-2425	99	11	swarm	swarm	ADJ
iajs-2425	99	12	concepts	concept	NOUN
iajs-2425	99	13	are	be	AUX
iajs-2425	99	14	mainly	mainly	ADV
iajs-2425	99	15	based	base	VERB
iajs-2425	99	16	on	on	ADP
iajs-2425	99	17	the	the	DET
iajs-2425	99	18	inter	inter	NOUN
iajs-2425	99	19	-	-	NOUN
iajs-2425	99	20	relationship	relationship	NOUN
iajs-2425	99	21	between	between	ADP
iajs-2425	99	22	natural	natural	ADJ
iajs-2425	99	23	groups	group	NOUN
iajs-2425	99	24	during	during	ADP
iajs-2425	99	25	a	a	DET
iajs-2425	99	26	search	search	NOUN
iajs-2425	99	27	for	for	ADP
iajs-2425	99	28	the	the	DET
iajs-2425	99	29	solution	solution	NOUN
iajs-2425	99	30	to	to	ADP
iajs-2425	99	31	a	a	DET
iajs-2425	99	32	common	common	ADJ
iajs-2425	99	33	problem	problem	NOUN
iajs-2425	99	34	.	.	PUNCT
iajs-2425	100	1	several	several	ADJ
iajs-2425	100	2	multi	multi	ADJ
iajs-2425	100	3	-	-	ADJ
iajs-2425	100	4	swarm	swarm	NOUN
iajs-2425	100	5	-	-	PUNCT
iajs-2425	100	6	inspired	inspire	VERB
iajs-2425	100	7	techniques	technique	NOUN
iajs-2425	100	8	have	have	AUX
iajs-2425	100	9	been	be	AUX
iajs-2425	100	10	presented	present	VERB
iajs-2425	100	11	based	base	VERB
iajs-2425	100	12	on	on	ADP
iajs-2425	100	13	inspiration	inspiration	NOUN
iajs-2425	100	14	from	from	ADP
iajs-2425	100	15	natural	natural	ADJ
iajs-2425	100	16	concepts	concept	NOUN
iajs-2425	100	17	.	.	PUNCT
iajs-2425	101	1	this	this	DET
iajs-2425	101	2	work	work	NOUN
iajs-2425	101	3	suggests	suggest	VERB
iajs-2425	101	4	a	a	DET
iajs-2425	101	5	novel	novel	ADJ
iajs-2425	101	6	multi	multi	ADJ
iajs-2425	101	7	-	-	ADJ
iajs-2425	101	8	swarm	swarm	ADJ
iajs-2425	101	9	interaction	interaction	NOUN
iajs-2425	101	10	scheme	scheme	NOUN
iajs-2425	101	11	based	base	VERB
iajs-2425	101	12	on	on	ADP
iajs-2425	101	13	the	the	DET
iajs-2425	101	14	inspiration	inspiration	NOUN
iajs-2425	101	15	from	from	ADP
iajs-2425	101	16	human	human	ADJ
iajs-2425	101	17	social	social	ADJ
iajs-2425	101	18	behavior	behavior	NOUN
iajs-2425	101	19	(	(	PUNCT
iajs-2425	101	20	inspired	inspire	VERB
iajs-2425	101	21	by	by	ADP
iajs-2425	101	22	the	the	DET
iajs-2425	101	23	way	way	NOUN
iajs-2425	101	24	a	a	DET
iajs-2425	101	25	group	group	NOUN
iajs-2425	101	26	of	of	ADP
iajs-2425	101	27	people	people	NOUN
iajs-2425	101	28	(	(	PUNCT
iajs-2425	101	29	clan	clan	NOUN
iajs-2425	101	30	)	)	PUNCT
iajs-2425	101	31	interact	interact	VERB
iajs-2425	101	32	with	with	ADP
iajs-2425	101	33	their	their	PRON
iajs-2425	101	34	leaders	leader	NOUN
iajs-2425	101	35	)	)	PUNCT
iajs-2425	101	36	.	.	PUNCT
iajs-2425	102	1	in	in	ADP
iajs-2425	102	2	the	the	DET
iajs-2425	102	3	suggested	suggest	VERB
iajs-2425	102	4	approach	approach	NOUN
iajs-2425	102	5	,	,	PUNCT
iajs-2425	102	6	there	there	PRON
iajs-2425	102	7	are	be	VERB
iajs-2425	102	8	several	several	ADJ
iajs-2425	102	9	swarms	swarm	NOUN
iajs-2425	102	10	known	know	VERB
iajs-2425	102	11	as	as	ADP
iajs-2425	102	12	clans	clan	NOUN
iajs-2425	102	13	and	and	CCONJ
iajs-2425	102	14	each	each	DET
iajs-2425	102	15	clan	clan	NOUN
iajs-2425	102	16	is	be	AUX
iajs-2425	102	17	made	make	VERB
iajs-2425	102	18	up	up	ADP
iajs-2425	102	19	of	of	ADP
iajs-2425	102	20	numerous	numerous	ADJ
iajs-2425	102	21	solutions	solution	NOUN
iajs-2425	102	22	that	that	PRON
iajs-2425	102	23	are	be	AUX
iajs-2425	102	24	represented	represent	VERB
iajs-2425	102	25	by	by	ADP
iajs-2425	102	26	the	the	DET
iajs-2425	102	27	members	member	NOUN
iajs-2425	102	28	of	of	ADP
iajs-2425	102	29	the	the	DET
iajs-2425	102	30	clan	clan	NOUN
iajs-2425	102	31	.	.	PUNCT
iajs-2425	103	1	each	each	DET
iajs-2425	103	2	clan	clan	NOUN
iajs-2425	103	3	's	's	PART
iajs-2425	103	4	greatest	great	ADJ
iajs-2425	103	5	member	member	NOUN
iajs-2425	103	6	is	be	AUX
iajs-2425	103	7	the	the	DET
iajs-2425	103	8	leader	leader	NOUN
iajs-2425	103	9	of	of	ADP
iajs-2425	103	10	the	the	DET
iajs-2425	103	11	clan	clan	NOUN
iajs-2425	103	12	and	and	CCONJ
iajs-2425	103	13	has	have	VERB
iajs-2425	103	14	power	power	NOUN
iajs-2425	103	15	over	over	ADP
iajs-2425	103	16	its	its	PRON
iajs-2425	103	17	clan	clan	NOUN
iajs-2425	103	18	members	member	NOUN
iajs-2425	103	19	as	as	ADP
iajs-2425	103	20	to	to	ADP
iajs-2425	103	21	when	when	SCONJ
iajs-2425	103	22	to	to	PART
iajs-2425	103	23	move	move	VERB
iajs-2425	103	24	and	and	CCONJ
iajs-2425	103	25	where	where	SCONJ
iajs-2425	103	26	to	to	PART
iajs-2425	103	27	move	move	VERB
iajs-2425	103	28	[	[	X
iajs-2425	103	29	11,12	11,12	NOUN
iajs-2425	103	30	]	]	PUNCT
iajs-2425	103	31	.	.	PUNCT
iajs-2425	103	32	  	  	SPACE
iajs-2425	104	1	160	160	NUM
iajs-2425	104	2	  	  	SPACE
iajs-2425	104	3	ibn	ibn	PROPN
iajs-2425	104	4	al	al	PROPN
iajs-2425	104	5	-	-	PUNCT
iajs-2425	104	6	haitham	haitham	PROPN
iajs-2425	104	7	jour	jour	X
iajs-2425	104	8	.	.	PROPN
iajs-2425	104	9	for	for	ADP
iajs-2425	104	10	pure	pure	ADJ
iajs-2425	104	11	&	&	CCONJ
iajs-2425	104	12	appl	appl	PROPN
iajs-2425	104	13	.	.	PUNCT
iajs-2425	105	1	sci	sci	PROPN
iajs-2425	105	2	.	.	PROPN
iajs-2425	106	1	33	33	NUM
iajs-2425	106	2	(	(	PUNCT
iajs-2425	106	3	2	2	NUM
iajs-2425	106	4	)	)	PUNCT
iajs-2425	106	5	2020	2020	NUM
iajs-2425	106	6	  	  	SPACE
iajs-2425	106	7	in	in	ADP
iajs-2425	106	8	each	each	DET
iajs-2425	106	9	generation	generation	NOUN
iajs-2425	107	1	,	,	PUNCT
iajs-2425	107	2	the	the	DET
iajs-2425	107	3	clan	clan	NOUN
iajs-2425	107	4	leaders	leader	NOUN
iajs-2425	107	5	occasionally	occasionally	ADV
iajs-2425	107	6	assemble	assemble	VERB
iajs-2425	107	7	in	in	ADP
iajs-2425	107	8	a	a	DET
iajs-2425	107	9	room	room	NOUN
iajs-2425	107	10	to	to	PART
iajs-2425	107	11	elect	elect	VERB
iajs-2425	107	12	an	an	DET
iajs-2425	107	13	overall	overall	ADJ
iajs-2425	107	14	best	good	ADJ
iajs-2425	107	15	leader	leader	NOUN
iajs-2425	107	16	(	(	PUNCT
iajs-2425	107	17	obl	obl	PROPN
iajs-2425	107	18	)	)	PUNCT
iajs-2425	107	19	whose	whose	DET
iajs-2425	107	20	new	new	ADV
iajs-2425	107	21	-	-	PUNCT
iajs-2425	107	22	found	find	VERB
iajs-2425	107	23	position	position	NOUN
iajs-2425	107	24	will	will	AUX
iajs-2425	107	25	be	be	AUX
iajs-2425	107	26	used	use	VERB
iajs-2425	107	27	to	to	PART
iajs-2425	107	28	adjust	adjust	VERB
iajs-2425	107	29	that	that	PRON
iajs-2425	107	30	of	of	ADP
iajs-2425	107	31	the	the	DET
iajs-2425	107	32	other	other	ADJ
iajs-2425	107	33	leaders	leader	NOUN
iajs-2425	107	34	using	use	VERB
iajs-2425	107	35	eqs	eqs	PROPN
iajs-2425	107	36	.	.	PROPN
iajs-2425	107	37	2	2	NUM
iajs-2425	107	38	,	,	PUNCT
iajs-2425	107	39	3	3	NUM
iajs-2425	107	40	,	,	PUNCT
iajs-2425	107	41	&	&	CCONJ
iajs-2425	107	42	4	4	NUM
iajs-2425	107	43	.	.	PUNCT
iajs-2425	108	1	𝑦	𝑦	NUM
iajs-2425	108	2	𝑡	𝑡	PROPN
iajs-2425	108	3	1	1	NUM
iajs-2425	108	4	𝑦𝑖	𝑦𝑖	NUM
iajs-2425	108	5	𝑡	𝑡	PROPN
iajs-2425	108	6	𝑖𝑓	𝑖𝑓	ADP
iajs-2425	108	7	𝑓	𝑓	PRON
iajs-2425	108	8	𝑥	𝑥	X
iajs-2425	108	9	𝑡	𝑡	PROPN
iajs-2425	108	10	1	1	NUM
iajs-2425	108	11	𝑓	𝑓	PRON
iajs-2425	108	12	𝑦	𝑦	NUM
iajs-2425	108	13	𝑡	𝑡	X
iajs-2425	108	14	𝑥𝑖	𝑥𝑖	ADP
iajs-2425	108	15	𝑡	𝑡	PROPN
iajs-2425	108	16	1	1	NUM
iajs-2425	108	17	𝑖𝑓	𝑖𝑓	ADP
iajs-2425	108	18	𝑓	𝑓	PRON
iajs-2425	108	19	𝑥	𝑥	X
iajs-2425	108	20	𝑡	𝑡	PROPN
iajs-2425	108	21	1	1	NUM
iajs-2425	108	22	𝑓	𝑓	PRON
iajs-2425	108	23	𝑦	𝑦	NUM
iajs-2425	108	24	𝑡	𝑡	PROPN
iajs-2425	108	25	2	2	NUM
iajs-2425	108	26	𝑉	𝑉	PROPN
iajs-2425	108	27	𝑡	𝑡	PROPN
iajs-2425	108	28	1	1	NUM
iajs-2425	108	29	𝑉	𝑉	PROPN
iajs-2425	108	30	𝑡	𝑡	X
iajs-2425	108	31	𝐶	𝐶	PROPN
iajs-2425	108	32	𝑟	𝑟	NOUN
iajs-2425	108	33	𝑡	𝑡	X
iajs-2425	108	34	𝑦	𝑦	NUM
iajs-2425	108	35	𝑡	𝑡	X
iajs-2425	108	36	𝑥	𝑥	PROPN
iajs-2425	108	37	𝑡	𝑡	X
iajs-2425	108	38	𝐶	𝐶	PROPN
iajs-2425	108	39	𝑟	𝑟	NOUN
iajs-2425	108	40	𝑡	𝑡	ADP
iajs-2425	108	41	ŷ	ŷ	PROPN
iajs-2425	108	42	𝑡	𝑡	X
iajs-2425	108	43	𝑥	𝑥	PROPN
iajs-2425	108	44	𝑡	𝑡	X
iajs-2425	108	45	(	(	PUNCT
iajs-2425	108	46	3	3	NUM
iajs-2425	108	47	)	)	PUNCT
iajs-2425	108	48	where	where	SCONJ
iajs-2425	108	49	ˆyij	ˆyij	NOUN
iajs-2425	108	50	is	be	AUX
iajs-2425	108	51	the	the	DET
iajs-2425	108	52	best	good	ADJ
iajs-2425	108	53	position	position	NOUN
iajs-2425	108	54	,	,	PUNCT
iajs-2425	108	55	found	find	VERB
iajs-2425	108	56	by	by	ADP
iajs-2425	108	57	the	the	DET
iajs-2425	108	58	neighborhood	neighborhood	NOUN
iajs-2425	108	59	of	of	ADP
iajs-2425	108	60	particle	particle	NOUN
iajs-2425	108	61	i	i	PRON
iajs-2425	108	62	in	in	ADP
iajs-2425	108	63	dimension	dimension	NOUN
iajs-2425	108	64	j.	j.	PROPN
iajs-2425	109	1	the	the	DET
iajs-2425	109	2	local	local	ADJ
iajs-2425	109	3	best	good	ADJ
iajs-2425	109	4	particle	particle	NOUN
iajs-2425	109	5	position	position	NOUN
iajs-2425	109	6	,	,	PUNCT
iajs-2425	109	7	yˆi	yˆi	NOUN
iajs-2425	109	8	,	,	PUNCT
iajs-2425	109	9	i.e.	i.e.	X
iajs-2425	109	10	the	the	DET
iajs-2425	109	11	best	good	ADJ
iajs-2425	109	12	position	position	NOUN
iajs-2425	109	13	found	find	VERB
iajs-2425	109	14	in	in	ADP
iajs-2425	109	15	the	the	DET
iajs-2425	109	16	neighborhood	neighborhood	NOUN
iajs-2425	109	17	ni	ni	NOUN
iajs-2425	109	18	,	,	PUNCT
iajs-2425	109	19	is	be	AUX
iajs-2425	109	20	defined	define	VERB
iajs-2425	109	21	as	as	ADP
iajs-2425	109	22	:	:	PUNCT
iajs-2425	109	23	ŷ	ŷ	PROPN
iajs-2425	109	24	𝑡	𝑡	PROPN
iajs-2425	109	25	1	1	NUM
iajs-2425	109	26	є	є	ADP
iajs-2425	109	27	𝑁	𝑁	PROPN
iajs-2425	109	28	│	│	NOUN
iajs-2425	109	29	𝑓	𝑓	PRON
iajs-2425	109	30	ŷ	ŷ	PROPN
iajs-2425	109	31	𝑡	𝑡	PROPN
iajs-2425	109	32	1	1	NUM
iajs-2425	109	33	min	min	NOUN
iajs-2425	109	34	𝑓	𝑓	ADP
iajs-2425	109	35	𝑥	𝑥	X
iajs-2425	109	36	,	,	PUNCT
iajs-2425	109	37	ɐ𝑥	ɐ𝑥	ADP
iajs-2425	109	38	є	є	PRON
iajs-2425	109	39	𝑁	𝑁	PROPN
iajs-2425	109	40	(	(	PUNCT
iajs-2425	109	41	4	4	NUM
iajs-2425	109	42	)	)	PUNCT
iajs-2425	109	43	this	this	DET
iajs-2425	109	44	knowledge	knowledge	NOUN
iajs-2425	109	45	-	-	PUNCT
iajs-2425	109	46	sharing	share	VERB
iajs-2425	109	47	behavior	behavior	NOUN
iajs-2425	109	48	ensures	ensure	VERB
iajs-2425	109	49	a	a	DET
iajs-2425	109	50	balanced	balanced	ADJ
iajs-2425	109	51	exploration	exploration	NOUN
iajs-2425	109	52	stage	stage	NOUN
iajs-2425	109	53	with	with	ADP
iajs-2425	109	54	the	the	DET
iajs-2425	109	55	exploitation	exploitation	NOUN
iajs-2425	109	56	stage	stage	NOUN
iajs-2425	109	57	of	of	ADP
iajs-2425	109	58	the	the	DET
iajs-2425	109	59	pso	pso	NOUN
iajs-2425	109	60	.	.	PUNCT
iajs-2425	110	1	the	the	DET
iajs-2425	110	2	model	model	NOUN
iajs-2425	110	3	of	of	ADP
iajs-2425	110	4	the	the	DET
iajs-2425	110	5	proposed	propose	VERB
iajs-2425	110	6	meeting	meeting	NOUN
iajs-2425	110	7	room	room	NOUN
iajs-2425	110	8	approach	approach	NOUN
iajs-2425	110	9	(	(	PUNCT
iajs-2425	110	10	mra	mra	PROPN
iajs-2425	110	11	)	)	PUNCT
iajs-2425	110	12	allows	allow	VERB
iajs-2425	110	13	that	that	SCONJ
iajs-2425	110	14	each	each	DET
iajs-2425	110	15	clan	clan	NOUN
iajs-2425	110	16	performs	perform	VERB
iajs-2425	110	17	only	only	ADV
iajs-2425	110	18	one	one	NUM
iajs-2425	110	19	pso	pso	NOUN
iajs-2425	110	20	search	search	NOUN
iajs-2425	110	21	(	(	PUNCT
iajs-2425	110	22	inclusive	inclusive	NOUN
iajs-2425	110	23	of	of	ADP
iajs-2425	110	24	velocity	velocity	NOUN
iajs-2425	110	25	and	and	CCONJ
iajs-2425	110	26	position	position	NOUN
iajs-2425	110	27	updating	updating	NOUN
iajs-2425	110	28	)	)	PUNCT
iajs-2425	110	29	during	during	ADP
iajs-2425	110	30	the	the	DET
iajs-2425	110	31	generation	generation	NOUN
iajs-2425	110	32	of	of	ADP
iajs-2425	110	33	a	a	DET
iajs-2425	110	34	new	new	ADJ
iajs-2425	110	35	local	local	ADJ
iajs-2425	110	36	population	population	NOUN
iajs-2425	110	37	.	.	PUNCT
iajs-2425	111	1	upon	upon	SCONJ
iajs-2425	111	2	the	the	DET
iajs-2425	111	3	emergence	emergence	NOUN
iajs-2425	111	4	of	of	ADP
iajs-2425	111	5	a	a	DET
iajs-2425	111	6	new	new	ADJ
iajs-2425	111	7	generation	generation	NOUN
iajs-2425	111	8	,	,	PUNCT
iajs-2425	111	9	a	a	DET
iajs-2425	111	10	clan	clan	NOUN
iajs-2425	111	11	leader	leader	NOUN
iajs-2425	111	12	is	be	AUX
iajs-2425	111	13	chosen	choose	VERB
iajs-2425	111	14	for	for	ADP
iajs-2425	111	15	each	each	DET
iajs-2425	111	16	clan	clan	NOUN
iajs-2425	111	17	and	and	CCONJ
iajs-2425	111	18	sent	send	VERB
iajs-2425	111	19	to	to	ADP
iajs-2425	111	20	the	the	DET
iajs-2425	111	21	common	common	ADJ
iajs-2425	111	22	meeting	meeting	NOUN
iajs-2425	111	23	room	room	NOUN
iajs-2425	111	24	where	where	SCONJ
iajs-2425	111	25	the	the	DET
iajs-2425	111	26	overall	overall	ADJ
iajs-2425	111	27	best	good	ADJ
iajs-2425	111	28	leader	leader	NOUN
iajs-2425	111	29	(	(	PUNCT
iajs-2425	111	30	global	global	ADJ
iajs-2425	111	31	best	good	ADJ
iajs-2425	111	32	)	)	PUNCT
iajs-2425	111	33	will	will	AUX
iajs-2425	111	34	be	be	AUX
iajs-2425	111	35	chosen	choose	VERB
iajs-2425	111	36	from	from	ADP
iajs-2425	111	37	the	the	DET
iajs-2425	111	38	local	local	ADJ
iajs-2425	111	39	clan	clan	NOUN
iajs-2425	111	40	leaders	leader	NOUN
iajs-2425	111	41	.	.	PUNCT
iajs-2425	112	1	the	the	DET
iajs-2425	112	2	position	position	NOUN
iajs-2425	112	3	of	of	ADP
iajs-2425	112	4	the	the	DET
iajs-2425	112	5	newly	newly	ADV
iajs-2425	112	6	-	-	PUNCT
iajs-2425	112	7	elected	elect	VERB
iajs-2425	112	8	overall	overall	ADJ
iajs-2425	112	9	best	good	ADJ
iajs-2425	112	10	leader	leader	NOUN
iajs-2425	112	11	is	be	AUX
iajs-2425	112	12	shared	share	VERB
iajs-2425	112	13	with	with	ADP
iajs-2425	112	14	the	the	DET
iajs-2425	112	15	rest	rest	NOUN
iajs-2425	112	16	of	of	ADP
iajs-2425	112	17	the	the	DET
iajs-2425	112	18	normal	normal	ADJ
iajs-2425	112	19	leaders	leader	NOUN
iajs-2425	112	20	as	as	SCONJ
iajs-2425	112	21	follows	follow	VERB
iajs-2425	112	22	:	:	PUNCT
iajs-2425	113	1	𝑤	𝑤	PART
iajs-2425	113	2	𝑥	𝑥	PROPN
iajs-2425	113	3	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
iajs-2425	113	4	(	(	PUNCT
iajs-2425	113	5	5	5	NUM
iajs-2425	113	6	)	)	PUNCT
iajs-2425	113	7	𝑣	𝑣	ADP
iajs-2425	113	8	𝑡	𝑡	PROPN
iajs-2425	113	9	1	1	NUM
iajs-2425	113	10	𝑤	𝑤	DET
iajs-2425	113	11	𝑥𝑣	𝑥𝑣	X
iajs-2425	113	12	𝑡	𝑡	X
iajs-2425	113	13	𝑟𝑐	𝑟𝑐	NOUN
iajs-2425	113	14	𝑃	𝑃	NOUN
iajs-2425	113	15	𝑃	𝑃	NOUN
iajs-2425	113	16	𝑡	𝑡	NOUN
iajs-2425	113	17	(	(	PUNCT
iajs-2425	113	18	6	6	NUM
iajs-2425	113	19	)	)	PUNCT
iajs-2425	113	20	𝑥	𝑥	NOUN
iajs-2425	113	21	𝑡	𝑡	PROPN
iajs-2425	113	22	1	1	NUM
iajs-2425	113	23	𝑥	𝑥	NOUN
iajs-2425	113	24	𝑡	𝑡	NOUN
iajs-2425	113	25	𝑣	𝑣	ADP
iajs-2425	113	26	𝑡	𝑡	X
iajs-2425	113	27	(	(	PUNCT
iajs-2425	113	28	7	7	NUM
iajs-2425	113	29	)	)	PUNCT
iajs-2425	113	30	where	where	SCONJ
iajs-2425	113	31	𝐿𝑛	𝐿𝑛	PROPN
iajs-2425	113	32	is	be	AUX
iajs-2425	113	33	the	the	DET
iajs-2425	113	34	normal	normal	ADJ
iajs-2425	113	35	clan	clan	NOUN
iajs-2425	113	36	leaders	leader	NOUN
iajs-2425	113	37	and	and	CCONJ
iajs-2425	113	38	𝐿𝑔	𝐿𝑔	PROPN
iajs-2425	113	39	is	be	AUX
iajs-2425	113	40	the	the	DET
iajs-2425	113	41	overall	overall	ADJ
iajs-2425	113	42	best	good	ADJ
iajs-2425	113	43	leader	leader	NOUN
iajs-2425	113	44	.	.	PUNCT
iajs-2425	114	1	𝑥𝑖𝐿	𝑥𝑖𝐿	PROPN
iajs-2425	114	2	is	be	AUX
iajs-2425	114	3	the	the	DET
iajs-2425	114	4	normal	normal	ADJ
iajs-2425	114	5	leaders	leader	NOUN
iajs-2425	114	6	’	’	PART
iajs-2425	114	7	current	current	ADJ
iajs-2425	114	8	position	position	NOUN
iajs-2425	114	9	,	,	PUNCT
iajs-2425	114	10	while	while	SCONJ
iajs-2425	114	11	𝑣𝑖	𝑣𝑖	SCONJ
iajs-2425	114	12	𝐿𝑛	𝐿𝑛	PROPN
iajs-2425	114	13	is	be	AUX
iajs-2425	114	14	the	the	DET
iajs-2425	114	15	normal	normal	ADJ
iajs-2425	114	16	leaders	leader	NOUN
iajs-2425	114	17	’	'	PUNCT
iajs-2425	114	18	velocity	velocity	NOUN
iajs-2425	114	19	.	.	PUNCT
iajs-2425	115	1	𝑤𝐿𝑔	𝑤𝐿𝑔	X
iajs-2425	115	2	is	be	AUX
iajs-2425	115	3	the	the	DET
iajs-2425	115	4	inertia	inertia	NOUN
iajs-2425	115	5	weight	weight	NOUN
iajs-2425	115	6	of	of	ADP
iajs-2425	115	7	the	the	DET
iajs-2425	115	8	overall	overall	ADJ
iajs-2425	115	9	best	good	ADJ
iajs-2425	115	10	leader	leader	NOUN
iajs-2425	115	11	and	and	CCONJ
iajs-2425	115	12	𝑤𝐿𝑛	𝑤𝐿𝑛	NOUN
iajs-2425	115	13	is	be	AUX
iajs-2425	115	14	the	the	DET
iajs-2425	115	15	inertia	inertia	NOUN
iajs-2425	115	16	weight	weight	NOUN
iajs-2425	115	17	of	of	ADP
iajs-2425	115	18	the	the	DET
iajs-2425	115	19	normal	normal	ADJ
iajs-2425	115	20	leaders	leader	NOUN
iajs-2425	115	21	.	.	PUNCT
iajs-2425	116	1	at	at	ADP
iajs-2425	116	2	the	the	DET
iajs-2425	116	3	end	end	NOUN
iajs-2425	116	4	of	of	ADP
iajs-2425	116	5	each	each	DET
iajs-2425	116	6	generation	generation	NOUN
iajs-2425	116	7	,	,	PUNCT
iajs-2425	116	8	there	there	PRON
iajs-2425	116	9	is	be	VERB
iajs-2425	116	10	a	a	DET
iajs-2425	116	11	change	change	NOUN
iajs-2425	116	12	in	in	ADP
iajs-2425	116	13	the	the	DET
iajs-2425	116	14	position	position	NOUN
iajs-2425	116	15	of	of	ADP
iajs-2425	116	16	the	the	DET
iajs-2425	116	17	swarm	swarm	NOUN
iajs-2425	116	18	members	member	NOUN
iajs-2425	116	19	;	;	PUNCT
iajs-2425	116	20	hence	hence	ADV
iajs-2425	116	21	,	,	PUNCT
iajs-2425	116	22	a	a	DET
iajs-2425	116	23	new	new	ADJ
iajs-2425	116	24	leader	leader	NOUN
iajs-2425	116	25	will	will	AUX
iajs-2425	116	26	be	be	AUX
iajs-2425	116	27	elected	elect	VERB
iajs-2425	116	28	for	for	ADP
iajs-2425	116	29	each	each	DET
iajs-2425	116	30	swarm	swarm	NOUN
iajs-2425	116	31	or	or	CCONJ
iajs-2425	116	32	should	should	AUX
iajs-2425	116	33	be	be	AUX
iajs-2425	116	34	updated	update	VERB
iajs-2425	116	35	in	in	ADP
iajs-2425	116	36	the	the	DET
iajs-2425	116	37	meeting	meeting	NOUN
iajs-2425	116	38	room	room	NOUN
iajs-2425	116	39	.	.	PUNCT
iajs-2425	117	1	the	the	DET
iajs-2425	117	2	exploration	exploration	NOUN
iajs-2425	117	3	search	search	NOUN
iajs-2425	117	4	of	of	ADP
iajs-2425	117	5	the	the	DET
iajs-2425	117	6	algorithm	algorithm	NOUN
iajs-2425	117	7	is	be	AUX
iajs-2425	117	8	controlled	control	VERB
iajs-2425	117	9	by	by	ADP
iajs-2425	117	10	the	the	DET
iajs-2425	117	11	new	new	ADJ
iajs-2425	117	12	inertia	inertia	NOUN
iajs-2425	117	13	equation	equation	NOUN
iajs-2425	117	14	in	in	ADP
iajs-2425	117	15	the	the	DET
iajs-2425	117	16	meeting	meeting	NOUN
iajs-2425	117	17	room	room	NOUN
iajs-2425	117	18	.	.	PUNCT
iajs-2425	118	1	the	the	DET
iajs-2425	118	2	evaluation	evaluation	NOUN
iajs-2425	118	3	of	of	ADP
iajs-2425	118	4	the	the	DET
iajs-2425	118	5	performance	performance	NOUN
iajs-2425	118	6	of	of	ADP
iajs-2425	118	7	mpso	mpso	NOUN
iajs-2425	118	8	showed	show	VERB
iajs-2425	118	9	that	that	SCONJ
iajs-2425	118	10	it	it	PRON
iajs-2425	118	11	can	can	AUX
iajs-2425	118	12	solve	solve	VERB
iajs-2425	118	13	various	various	ADJ
iajs-2425	118	14	numerical	numerical	ADJ
iajs-2425	118	15	problems	problem	NOUN
iajs-2425	118	16	.	.	PUNCT
iajs-2425	119	1	however	however	ADV
iajs-2425	119	2	,	,	PUNCT
iajs-2425	119	3	its	its	PRON
iajs-2425	119	4	dependence	dependence	NOUN
iajs-2425	119	5	on	on	ADP
iajs-2425	119	6	uniform	uniform	ADJ
iajs-2425	119	7	distribution	distribution	NOUN
iajs-2425	119	8	equations	equation	NOUN
iajs-2425	119	9	for	for	ADP
iajs-2425	119	10	initialization	initialization	NOUN
iajs-2425	119	11	can	can	AUX
iajs-2425	119	12	make	make	VERB
iajs-2425	119	13	it	it	PRON
iajs-2425	119	14	initiate	initiate	VERB
iajs-2425	119	15	from	from	ADP
iajs-2425	119	16	inappropriate	inappropriate	ADJ
iajs-2425	119	17	positions	position	NOUN
iajs-2425	119	18	;	;	PUNCT
iajs-2425	119	19	in	in	ADP
iajs-2425	119	20	this	this	DET
iajs-2425	119	21	situation	situation	NOUN
iajs-2425	119	22	,	,	PUNCT
iajs-2425	119	23	the	the	DET
iajs-2425	119	24	particles	particle	NOUN
iajs-2425	119	25	can	can	AUX
iajs-2425	119	26	search	search	VERB
iajs-2425	119	27	wrong	wrong	ADJ
iajs-2425	119	28	search	search	NOUN
iajs-2425	119	29	spaces	space	NOUN
iajs-2425	119	30	,	,	PUNCT
iajs-2425	119	31	making	make	VERB
iajs-2425	119	32	the	the	DET
iajs-2425	119	33	algorithm	algorithm	NOUN
iajs-2425	119	34	susceptible	susceptible	ADJ
iajs-2425	119	35	to	to	ADP
iajs-2425	119	36	local	local	ADJ
iajs-2425	119	37	optima	optima	NOUN
iajs-2425	119	38	.	.	PUNCT
iajs-2425	120	1	in	in	ADP
iajs-2425	120	2	this	this	DET
iajs-2425	120	3	study	study	NOUN
iajs-2425	120	4	,	,	PUNCT
iajs-2425	120	5	the	the	DET
iajs-2425	120	6	significant	significant	ADJ
iajs-2425	120	7	contribution	contribution	NOUN
iajs-2425	120	8	is	be	AUX
iajs-2425	120	9	the	the	DET
iajs-2425	120	10	initialization	initialization	NOUN
iajs-2425	120	11	of	of	ADP
iajs-2425	120	12	the	the	DET
iajs-2425	120	13	mpso	mpso	ADJ
iajs-2425	120	14	particles	particle	NOUN
iajs-2425	120	15	in	in	ADP
iajs-2425	120	16	each	each	DET
iajs-2425	120	17	swarm	swarm	NOUN
iajs-2425	120	18	using	use	VERB
iajs-2425	120	19	a	a	DET
iajs-2425	120	20	popular	popular	ADJ
iajs-2425	120	21	chaotic	chaotic	ADJ
iajs-2425	120	22	map	map	NOUN
iajs-2425	120	23	(	(	PUNCT
iajs-2425	120	24	logistic	logistic	ADJ
iajs-2425	120	25	map	map	NOUN
iajs-2425	120	26	)	)	PUNCT
iajs-2425	120	27	;	;	PUNCT
iajs-2425	120	28	this	this	PRON
iajs-2425	120	29	is	be	AUX
iajs-2425	120	30	aimed	aim	VERB
iajs-2425	120	31	at	at	ADP
iajs-2425	120	32	enhancing	enhance	VERB
iajs-2425	120	33	the	the	DET
iajs-2425	120	34	particles	particle	NOUN
iajs-2425	120	35	’	'	PUNCT
iajs-2425	120	36	starting	start	VERB
iajs-2425	120	37	positions	position	NOUN
iajs-2425	120	38	and	and	CCONJ
iajs-2425	120	39	improving	improve	VERB
iajs-2425	120	40	the	the	DET
iajs-2425	120	41	convergence	convergence	NOUN
iajs-2425	120	42	performance	performance	NOUN
iajs-2425	120	43	of	of	ADP
iajs-2425	120	44	the	the	DET
iajs-2425	120	45	framework	framework	NOUN
iajs-2425	120	46	[	[	X
iajs-2425	120	47	13	13	NUM
iajs-2425	120	48	]	]	PUNCT
iajs-2425	120	49	.	.	PUNCT
iajs-2425	121	1	the	the	DET
iajs-2425	121	2	figure	figure	NOUN
iajs-2425	121	3	2	2	NUM
iajs-2425	121	4	.	.	PUNCT
iajs-2425	121	5	shows	show	VERB
iajs-2425	121	6	the	the	DET
iajs-2425	121	7	mpso	mpso	ADJ
iajs-2425	121	8	-	-	PUNCT
iajs-2425	121	9	svm	svm	NOUN
iajs-2425	121	10	algorithm	algorithm	NOUN
iajs-2425	121	11	:	:	PUNCT
iajs-2425	121	12	output	output	NOUN
iajs-2425	121	13	:	:	PUNCT
iajs-2425	121	14	best	good	ADJ
iajs-2425	121	15	position	position	NOUN
iajs-2425	122	1	[	[	X
iajs-2425	122	2	x	x	X
iajs-2425	122	3	,	,	PUNCT
iajs-2425	122	4	y	y	PROPN
iajs-2425	122	5	]	]	X
iajs-2425	122	6	;	;	PUNCT
iajs-2425	122	7	input	input	NOUN
iajs-2425	122	8	:	:	PUNCT
iajs-2425	122	9	learning	learn	VERB
iajs-2425	122	10	dataset	dataset	NOUN
iajs-2425	122	11	;	;	PUNCT
iajs-2425	122	12	  	  	SPACE
iajs-2425	122	13	161	161	NUM
iajs-2425	122	14	  	  	SPACE
iajs-2425	122	15	ibn	ibn	PROPN
iajs-2425	122	16	al	al	PROPN
iajs-2425	122	17	-	-	PUNCT
iajs-2425	122	18	haitham	haitham	PROPN
iajs-2425	122	19	jour	jour	X
iajs-2425	122	20	.	.	PROPN
iajs-2425	122	21	for	for	ADP
iajs-2425	122	22	pure	pure	ADJ
iajs-2425	122	23	&	&	CCONJ
iajs-2425	122	24	appl	appl	PROPN
iajs-2425	122	25	.	.	PUNCT
iajs-2425	123	1	sci	sci	PROPN
iajs-2425	123	2	.	.	PROPN
iajs-2425	124	1	33	33	NUM
iajs-2425	124	2	(	(	PUNCT
iajs-2425	124	3	2	2	NUM
iajs-2425	124	4	)	)	PUNCT
iajs-2425	124	5	2020	2020	NUM
iajs-2425	124	6	set	set	VERB
iajs-2425	124	7	number	number	NOUN
iajs-2425	124	8	of	of	ADP
iajs-2425	124	9	swarms	swarm	NOUN
iajs-2425	124	10	(	(	PUNCT
iajs-2425	124	11	s	s	NOUN
iajs-2425	124	12	)	)	PUNCT
iajs-2425	124	13	;	;	PUNCT
iajs-2425	124	14	set	set	VERB
iajs-2425	124	15	number	number	NOUN
iajs-2425	124	16	of	of	ADP
iajs-2425	124	17	particles	particle	NOUN
iajs-2425	124	18	in	in	ADP
iajs-2425	124	19	swarms	swarm	NOUN
iajs-2425	124	20	(	(	PUNCT
iajs-2425	124	21	p	p	NOUN
iajs-2425	124	22	)	)	PUNCT
iajs-2425	124	23	;	;	PUNCT
iajs-2425	124	24	set	set	VERB
iajs-2425	124	25	number	number	NOUN
iajs-2425	124	26	of	of	ADP
iajs-2425	124	27	generations	generation	NOUN
iajs-2425	124	28	(	(	PUNCT
iajs-2425	124	29	g	g	NOUN
iajs-2425	124	30	)	)	PUNCT
iajs-2425	124	31	;	;	PUNCT
iajs-2425	124	32	initialize	initialize	VERB
iajs-2425	124	33	particles	particle	NOUN
iajs-2425	124	34	with	with	ADP
iajs-2425	124	35	random	random	ADJ
iajs-2425	124	36	positions	position	NOUN
iajs-2425	124	37	(	(	PUNCT
iajs-2425	124	38	pp	pp	ADJ
iajs-2425	124	39	)	)	PUNCT
iajs-2425	124	40	;	;	PUNCT
iajs-2425	124	41	initialize	initialize	VERB
iajs-2425	124	42	swarm	swarm	NOUN
iajs-2425	124	43	best	good	ADJ
iajs-2425	124	44	fitness	fitness	NOUN
iajs-2425	124	45	(	(	PUNCT
iajs-2425	124	46	sbf	sbf	NOUN
iajs-2425	124	47	)	)	PUNCT
iajs-2425	124	48	;	;	PUNCT
iajs-2425	124	49	initialize	initialize	VERB
iajs-2425	124	50	swarm	swarm	NOUN
iajs-2425	124	51	best	good	ADJ
iajs-2425	124	52	position	position	NOUN
iajs-2425	124	53	(	(	PUNCT
iajs-2425	124	54	sbp	sbp	NOUN
iajs-2425	124	55	)	)	PUNCT
iajs-2425	124	56	;	;	PUNCT
iajs-2425	124	57	initialize	initialize	VERB
iajs-2425	124	58	leader	leader	NOUN
iajs-2425	124	59	best	good	ADJ
iajs-2425	124	60	fitness	fitness	NOUN
iajs-2425	124	61	(	(	PUNCT
iajs-2425	124	62	lbf	lbf	PROPN
iajs-2425	124	63	)	)	PUNCT
iajs-2425	124	64	;	;	PUNCT
iajs-2425	124	65	initialize	initialize	VERB
iajs-2425	124	66	leader	leader	NOUN
iajs-2425	124	67	best	good	ADJ
iajs-2425	124	68	position	position	NOUN
iajs-2425	124	69	(	(	PUNCT
iajs-2425	124	70	lbp	lbp	PROPN
iajs-2425	124	71	)	)	PUNCT
iajs-2425	124	72	;	;	PUNCT
iajs-2425	124	73	initialize	initialize	VERB
iajs-2425	124	74	worst	bad	ADJ
iajs-2425	124	75	-	-	PUNCT
iajs-2425	124	76	swarms	swarm	NOUN
iajs-2425	124	77	(	(	PUNCT
iajs-2425	124	78	ws	ws	NOUN
iajs-2425	124	79	)	)	PUNCT
iajs-2425	124	80	;	;	PUNCT
iajs-2425	124	81	while	while	SCONJ
iajs-2425	124	82	gcount	gcount	NOUN
iajs-2425	124	83	i	i	PRON
iajs-2425	124	84	generation	generation	NOUN
iajs-2425	124	85	do	do	VERB
iajs-2425	124	86	for	for	ADP
iajs-2425	124	87	swarm	swarm	NOUN
iajs-2425	124	88	in	in	ADP
iajs-2425	124	89	swarms	swarm	NOUN
iajs-2425	124	90	do	do	VERB
iajs-2425	124	91	for	for	ADP
iajs-2425	124	92	particle	particle	NOUN
iajs-2425	124	93	in	in	ADP
iajs-2425	124	94	swarm.particles	swarm.particle	NOUN
iajs-2425	124	95	do	do	AUX
iajs-2425	124	96	particle.fitness	particle.fitness	NUM
iajs-2425	124	97	(	(	PUNCT
iajs-2425	124	98	pf	pf	NOUN
iajs-2425	124	99	)	)	PUNCT
iajs-2425	124	100	=	=	NOUN
iajs-2425	124	101	svm(particle.position	svm(particle.position	NOUN
iajs-2425	124	102	)	)	PUNCT
iajs-2425	124	103	;	;	PUNCT
iajs-2425	124	104	if	if	SCONJ
iajs-2425	124	105	pf	pf	PROPN
iajs-2425	124	106	<	<	X
iajs-2425	124	107	sbf	sbf	NOUN
iajs-2425	124	108	then	then	ADV
iajs-2425	124	109	sbf	sbf	VERB
iajs-2425	124	110	=	=	PUNCT
iajs-2425	124	111	bf	bf	NOUN
iajs-2425	124	112	;	;	PUNCT
iajs-2425	124	113	sbp	sbp	NOUN
iajs-2425	124	114	=	=	SYM
iajs-2425	124	115	particle[pp	particle[pp	PROPN
iajs-2425	124	116	]	]	PUNCT
iajs-2425	124	117	;	;	PUNCT
iajs-2425	124	118	end	end	NOUN
iajs-2425	124	119	end	end	NOUN
iajs-2425	124	120	if	if	SCONJ
iajs-2425	124	121	sbf	sbf	NOUN
iajs-2425	124	122	<	<	X
iajs-2425	124	123	lbf	lbf	PROPN
iajs-2425	124	124	then	then	ADV
iajs-2425	124	125	ibf	ibf	PROPN
iajs-2425	124	126	=	=	PUNCT
iajs-2425	124	127	sbf	sbf	NOUN
iajs-2425	124	128	;	;	PUNCT
iajs-2425	124	129	ibp	ibp	NOUN
iajs-2425	124	130	=	=	SYM
iajs-2425	124	131	sbp	sbp	NOUN
iajs-2425	124	132	;	;	PUNCT
iajs-2425	124	133	end	end	VERB
iajs-2425	124	134	if	if	SCONJ
iajs-2425	124	135	ws.fitness	ws.fitness	PRON
iajs-2425	124	136	<	<	X
iajs-2425	124	137	swarms.fitness	swarms.fitness	PROPN
iajs-2425	124	138	then	then	ADV
iajs-2425	124	139	ws	ws	PROPN
iajs-2425	124	140	=	=	PUNCT
iajs-2425	124	141	swarmcurrent	swarmcurrent	NOUN
iajs-2425	124	142	;	;	PUNCT
iajs-2425	124	143	end	end	VERB
iajs-2425	124	144	end	end	NOUN
iajs-2425	124	145	generate	generate	VERB
iajs-2425	124	146	new	new	ADJ
iajs-2425	124	147	swarm	swarm	NOUN
iajs-2425	124	148	(	(	PUNCT
iajs-2425	124	149	ns	ns	NUM
iajs-2425	124	150	)	)	PUNCT
iajs-2425	124	151	;	;	PUNCT
iajs-2425	124	152	while	while	SCONJ
iajs-2425	124	153	true	true	ADJ
iajs-2425	124	154	do	do	VERB
iajs-2425	124	155	;	;	PUNCT
iajs-2425	124	156	if	if	SCONJ
iajs-2425	124	157	ws	ws	PROPN
iajs-2425	124	158	in	in	ADP
iajs-2425	124	159	meeting	meeting	NOUN
iajs-2425	124	160	-	-	PUNCT
iajs-2425	124	161	room	room	NOUN
iajs-2425	124	162	ns.fitness	ns.fitness	NOUN
iajs-2425	124	163	i	i	PRON
iajs-2425	124	164	ws.fitness	ws.fitness	PRON
iajs-2425	124	165	then	then	ADV
iajs-2425	124	166	if	if	SCONJ
iajs-2425	124	167	meeting	meeting	NOUN
iajs-2425	124	168	-	-	PUNCT
iajs-2425	124	169	room	room	NOUN
iajs-2425	124	170	is	be	AUX
iajs-2425	124	171	full	full	ADJ
iajs-2425	124	172	then	then	ADV
iajs-2425	124	173	remove	remove	VERB
iajs-2425	124	174	ws	ws	NOUN
iajs-2425	124	175	from	from	ADP
iajs-2425	124	176	swarms	swarm	NOUN
iajs-2425	124	177	list	list	NOUN
iajs-2425	124	178	;	;	PUNCT
iajs-2425	124	179	end	end	NOUN
iajs-2425	124	180	else	else	ADV
iajs-2425	124	181	generate	generate	VERB
iajs-2425	124	182	new	new	ADJ
iajs-2425	124	183	swarm	swarm	NOUN
iajs-2425	124	184	(	(	PUNCT
iajs-2425	124	185	ns	ns	NOUN
iajs-2425	124	186	)	)	PUNCT
iajs-2425	124	187	end	end	NOUN
iajs-2425	124	188	end	end	NOUN
iajs-2425	125	1	gcount	gcount	NOUN
iajs-2425	125	2	=	=	X
iajs-2425	125	3	gcount	gcount	NOUN
iajs-2425	125	4	+	+	CCONJ
iajs-2425	125	5	1	1	NUM
iajs-2425	125	6	end	end	NOUN
iajs-2425	125	7	figure	figure	NOUN
iajs-2425	125	8	2	2	NUM
iajs-2425	125	9	.	.	PUNCT
iajs-2425	125	10	mpso	mpso	ADJ
iajs-2425	125	11	-	-	PUNCT
iajs-2425	125	12	svm	svm	NOUN
iajs-2425	125	13	algorithm	algorithm	NOUN
iajs-2425	125	14	.	.	PUNCT
iajs-2425	126	1			NOUN
iajs-2425	126	2	modified	modify	VERB
iajs-2425	126	3	mpso	mpso	NOUN
iajs-2425	126	4	(	(	PUNCT
iajs-2425	126	5	mmpso	mmpso	NOUN
iajs-2425	126	6	)	)	PUNCT
iajs-2425	126	7	multi	multi	ADJ
iajs-2425	126	8	-	-	ADJ
iajs-2425	126	9	swarm	swarm	ADJ
iajs-2425	126	10	optimization	optimization	NOUN
iajs-2425	126	11	was	be	AUX
iajs-2425	126	12	based	base	VERB
iajs-2425	126	13	on	on	ADP
iajs-2425	126	14	the	the	DET
iajs-2425	126	15	decomposition	decomposition	NOUN
iajs-2425	126	16	method	method	NOUN
iajs-2425	126	17	which	which	PRON
iajs-2425	126	18	uses	use	VERB
iajs-2425	126	19	the	the	DET
iajs-2425	126	20	conventional	conventional	ADJ
iajs-2425	126	21	mathematic	mathematic	ADJ
iajs-2425	126	22	technique	technique	NOUN
iajs-2425	126	23	to	to	PART
iajs-2425	126	24	decompose	decompose	VERB
iajs-2425	126	25	the	the	DET
iajs-2425	126	26	mpso	mpso	NOUN
iajs-2425	126	27	into	into	ADP
iajs-2425	126	28	several	several	ADJ
iajs-2425	126	29	single	single	ADJ
iajs-2425	126	30	objective	objective	ADJ
iajs-2425	126	31	problems	problem	NOUN
iajs-2425	126	32	(	(	PUNCT
iajs-2425	126	33	also	also	ADV
iajs-2425	126	34	known	know	VERB
iajs-2425	126	35	as	as	ADP
iajs-2425	126	36	sub	sub	NOUN
iajs-2425	126	37	-	-	NOUN
iajs-2425	126	38	problems	problem	NOUN
iajs-2425	126	39	to	to	PART
iajs-2425	126	40	be	be	AUX
iajs-2425	126	41	solved	solve	VERB
iajs-2425	126	42	)	)	PUNCT
iajs-2425	126	43	.	.	PUNCT
iajs-2425	127	1	each	each	PRON
iajs-2425	127	2	sub	sub	NOUN
iajs-2425	127	3	-	-	NOUN
iajs-2425	127	4	problem	problem	NOUN
iajs-2425	127	5	represented	represent	VERB
iajs-2425	127	6	a	a	DET
iajs-2425	127	7	multi	multi	ADJ
iajs-2425	127	8	  	  	SPACE
iajs-2425	127	9	162	162	NUM
iajs-2425	127	10	  	  	SPACE
iajs-2425	127	11	ibn	ibn	PROPN
iajs-2425	127	12	al	al	PROPN
iajs-2425	127	13	-	-	PUNCT
iajs-2425	127	14	haitham	haitham	PROPN
iajs-2425	127	15	jour	jour	X
iajs-2425	127	16	.	.	PROPN
iajs-2425	128	1	for	for	ADP
iajs-2425	128	2	pure	pure	ADJ
iajs-2425	128	3	&	&	CCONJ
iajs-2425	128	4	appl	appl	PROPN
iajs-2425	128	5	.	.	PUNCT
iajs-2425	129	1	sci	sci	PROPN
iajs-2425	129	2	.	.	PROPN
iajs-2425	130	1	33	33	NUM
iajs-2425	130	2	(	(	PUNCT
iajs-2425	130	3	2	2	NUM
iajs-2425	130	4	)	)	PUNCT
iajs-2425	130	5	2020	2020	NUM
iajs-2425	130	6	objective	objective	ADJ
iajs-2425	130	7	weight	weight	NOUN
iajs-2425	130	8	vector	vector	NOUN
iajs-2425	130	9	,	,	PUNCT
iajs-2425	130	10	and	and	CCONJ
iajs-2425	130	11	the	the	DET
iajs-2425	130	12	optimal	optimal	ADJ
iajs-2425	130	13	solution	solution	NOUN
iajs-2425	130	14	to	to	ADP
iajs-2425	130	15	each	each	DET
iajs-2425	130	16	sub	sub	NOUN
iajs-2425	130	17	-	-	NOUN
iajs-2425	130	18	problem	problem	NOUN
iajs-2425	130	19	was	be	AUX
iajs-2425	130	20	a	a	DET
iajs-2425	130	21	pareto	pareto	ADJ
iajs-2425	130	22	solution	solution	NOUN
iajs-2425	130	23	of	of	ADP
iajs-2425	130	24	the	the	DET
iajs-2425	130	25	mpso	mpso	NOUN
iajs-2425	130	26	.	.	PUNCT
iajs-2425	131	1	each	each	DET
iajs-2425	131	2	sub	sub	NOUN
iajs-2425	131	3	-	-	NOUN
iajs-2425	131	4	problem	problem	NOUN
iajs-2425	131	5	is	be	AUX
iajs-2425	131	6	optimized	optimize	VERB
iajs-2425	131	7	by	by	ADP
iajs-2425	131	8	the	the	DET
iajs-2425	131	9	neighborhood	neighborhood	NOUN
iajs-2425	131	10	sub	sub	NOUN
iajs-2425	131	11	-	-	NOUN
iajs-2425	131	12	problems	problem	NOUN
iajs-2425	131	13	with	with	ADP
iajs-2425	131	14	closest	close	ADJ
iajs-2425	131	15	weight	weight	NOUN
iajs-2425	131	16	vector	vector	NOUN
iajs-2425	131	17	owing	owe	VERB
iajs-2425	131	18	to	to	ADP
iajs-2425	131	19	their	their	PRON
iajs-2425	131	20	closeness	closeness	NOUN
iajs-2425	131	21	to	to	ADP
iajs-2425	131	22	the	the	DET
iajs-2425	131	23	pareto	pareto	ADJ
iajs-2425	131	24	solution	solution	NOUN
iajs-2425	131	25	on	on	ADP
iajs-2425	131	26	the	the	DET
iajs-2425	131	27	pareto	pareto	ADJ
iajs-2425	131	28	front	front	NOUN
iajs-2425	131	29	.	.	PUNCT
iajs-2425	132	1	this	this	PRON
iajs-2425	132	2	was	be	AUX
iajs-2425	132	3	achieved	achieve	VERB
iajs-2425	132	4	by	by	ADP
iajs-2425	132	5	estimating	estimate	VERB
iajs-2425	132	6	the	the	DET
iajs-2425	132	7	euclidean	euclidean	ADJ
iajs-2425	132	8	distance	distance	NOUN
iajs-2425	132	9	of	of	ADP
iajs-2425	132	10	the	the	DET
iajs-2425	132	11	weight	weight	NOUN
iajs-2425	132	12	vectors	vector	NOUN
iajs-2425	132	13	,	,	PUNCT
iajs-2425	132	14	thereby	thereby	ADV
iajs-2425	132	15	determining	determine	VERB
iajs-2425	132	16	the	the	DET
iajs-2425	132	17	neighborhood	neighborhood	NOUN
iajs-2425	132	18	problem	problem	NOUN
iajs-2425	132	19	of	of	ADP
iajs-2425	132	20	the	the	DET
iajs-2425	132	21	sub	sub	NOUN
iajs-2425	132	22	-	-	NOUN
iajs-2425	132	23	problem	problem	NOUN
iajs-2425	132	24	.	.	PUNCT
iajs-2425	133	1	this	this	PRON
iajs-2425	133	2	is	be	AUX
iajs-2425	133	3	the	the	DET
iajs-2425	133	4	major	major	ADJ
iajs-2425	133	5	concept	concept	NOUN
iajs-2425	133	6	of	of	ADP
iajs-2425	133	7	the	the	DET
iajs-2425	133	8	multi	multi	ADJ
iajs-2425	133	9	-	-	ADJ
iajs-2425	133	10	objective	objective	ADJ
iajs-2425	133	11	decomposition	decomposition	NOUN
iajs-2425	133	12	evolution	evolution	NOUN
iajs-2425	133	13	strategy	strategy	NOUN
iajs-2425	133	14	.	.	PUNCT
iajs-2425	134	1	the	the	DET
iajs-2425	134	2	problem	problem	NOUN
iajs-2425	134	3	of	of	ADP
iajs-2425	134	4	the	the	DET
iajs-2425	134	5	mpso	mpso	ADJ
iajs-2425	134	6	algorithm	algorithm	NOUN
iajs-2425	134	7	is	be	AUX
iajs-2425	134	8	the	the	DET
iajs-2425	134	9	performance	performance	NOUN
iajs-2425	134	10	of	of	ADP
iajs-2425	134	11	the	the	DET
iajs-2425	134	12	meeting	meeting	NOUN
iajs-2425	134	13	room	room	NOUN
iajs-2425	134	14	.	.	PUNCT
iajs-2425	135	1	the	the	DET
iajs-2425	135	2	existence	existence	NOUN
iajs-2425	135	3	of	of	ADP
iajs-2425	135	4	many	many	ADJ
iajs-2425	135	5	swarms	swarm	NOUN
iajs-2425	135	6	in	in	ADP
iajs-2425	135	7	the	the	DET
iajs-2425	135	8	meeting	meeting	NOUN
iajs-2425	135	9	room	room	NOUN
iajs-2425	135	10	degrades	degrade	VERB
iajs-2425	135	11	the	the	DET
iajs-2425	135	12	learning	learning	NOUN
iajs-2425	135	13	performance	performance	NOUN
iajs-2425	135	14	.	.	PUNCT
iajs-2425	136	1	the	the	DET
iajs-2425	136	2	proposed	propose	VERB
iajs-2425	136	3	solution	solution	NOUN
iajs-2425	136	4	suggests	suggest	VERB
iajs-2425	136	5	the	the	DET
iajs-2425	136	6	use	use	NOUN
iajs-2425	136	7	of	of	ADP
iajs-2425	136	8	a	a	DET
iajs-2425	136	9	new	new	ADJ
iajs-2425	136	10	mechanism	mechanism	NOUN
iajs-2425	136	11	for	for	ADP
iajs-2425	136	12	the	the	DET
iajs-2425	136	13	meeting	meeting	NOUN
iajs-2425	136	14	room	room	NOUN
iajs-2425	136	15	in	in	ADP
iajs-2425	136	16	order	order	NOUN
iajs-2425	136	17	to	to	PART
iajs-2425	136	18	improve	improve	VERB
iajs-2425	136	19	performance	performance	NOUN
iajs-2425	136	20	.	.	PUNCT
iajs-2425	137	1	adding	add	VERB
iajs-2425	137	2	and	and	CCONJ
iajs-2425	137	3	removing	remove	VERB
iajs-2425	137	4	swarms	swarm	NOUN
iajs-2425	137	5	from	from	ADP
iajs-2425	137	6	the	the	DET
iajs-2425	137	7	learning	learning	NOUN
iajs-2425	137	8	space	space	NOUN
iajs-2425	137	9	leads	lead	VERB
iajs-2425	137	10	to	to	ADP
iajs-2425	137	11	the	the	DET
iajs-2425	137	12	execution	execution	NOUN
iajs-2425	137	13	of	of	ADP
iajs-2425	137	14	many	many	ADJ
iajs-2425	137	15	operations	operation	NOUN
iajs-2425	137	16	as	as	SCONJ
iajs-2425	137	17	each	each	DET
iajs-2425	137	18	new	new	ADJ
iajs-2425	137	19	swarm	swarm	NOUN
iajs-2425	137	20	needs	need	VERB
iajs-2425	137	21	to	to	PART
iajs-2425	137	22	start	start	VERB
iajs-2425	137	23	learning	learn	VERB
iajs-2425	137	24	from	from	ADP
iajs-2425	137	25	zero	zero	NUM
iajs-2425	137	26	.	.	PUNCT
iajs-2425	138	1	furthermore	furthermore	ADV
iajs-2425	138	2	,	,	PUNCT
iajs-2425	138	3	adding	add	VERB
iajs-2425	138	4	new	new	ADJ
iajs-2425	138	5	swarms	swarm	NOUN
iajs-2425	138	6	to	to	ADP
iajs-2425	138	7	the	the	DET
iajs-2425	138	8	learning	learning	NOUN
iajs-2425	138	9	space	space	NOUN
iajs-2425	138	10	will	will	AUX
iajs-2425	138	11	not	not	PART
iajs-2425	138	12	always	always	ADV
iajs-2425	138	13	give	give	VERB
iajs-2425	138	14	a	a	DET
iajs-2425	138	15	better	well	ADJ
iajs-2425	138	16	solution	solution	NOUN
iajs-2425	138	17	because	because	SCONJ
iajs-2425	138	18	the	the	DET
iajs-2425	138	19	new	new	ADJ
iajs-2425	138	20	swarm	swarm	NOUN
iajs-2425	138	21	may	may	AUX
iajs-2425	138	22	not	not	PART
iajs-2425	138	23	offer	offer	VERB
iajs-2425	138	24	better	well	ADJ
iajs-2425	138	25	fitness	fitness	NOUN
iajs-2425	138	26	.	.	PUNCT
iajs-2425	139	1	additionally	additionally	ADV
iajs-2425	139	2	,	,	PUNCT
iajs-2425	139	3	the	the	DET
iajs-2425	139	4	new	new	ADJ
iajs-2425	139	5	swarm	swarm	NOUN
iajs-2425	139	6	may	may	AUX
iajs-2425	139	7	be	be	AUX
iajs-2425	139	8	removed	remove	VERB
iajs-2425	139	9	after	after	ADP
iajs-2425	139	10	one	one	NUM
iajs-2425	139	11	iteration	iteration	NOUN
iajs-2425	139	12	due	due	ADP
iajs-2425	139	13	to	to	ADP
iajs-2425	139	14	the	the	DET
iajs-2425	139	15	fitness	fitness	NOUN
iajs-2425	139	16	value	value	NOUN
iajs-2425	139	17	if	if	SCONJ
iajs-2425	139	18	it	it	PRON
iajs-2425	139	19	has	have	VERB
iajs-2425	139	20	the	the	DET
iajs-2425	139	21	worst	bad	ADJ
iajs-2425	139	22	solution	solution	NOUN
iajs-2425	139	23	.	.	PUNCT
iajs-2425	140	1	to	to	PART
iajs-2425	140	2	improve	improve	VERB
iajs-2425	140	3	the	the	DET
iajs-2425	140	4	effectiveness	effectiveness	NOUN
iajs-2425	140	5	of	of	ADP
iajs-2425	140	6	the	the	DET
iajs-2425	140	7	pso	pso	NOUN
iajs-2425	140	8	algorithm	algorithm	NOUN
iajs-2425	140	9	,	,	PUNCT
iajs-2425	140	10	a	a	DET
iajs-2425	140	11	number	number	NOUN
iajs-2425	140	12	of	of	ADP
iajs-2425	140	13	modifications	modification	NOUN
iajs-2425	140	14	towards	towards	ADP
iajs-2425	140	15	the	the	DET
iajs-2425	140	16	standard	standard	ADJ
iajs-2425	140	17	version	version	NOUN
iajs-2425	140	18	were	be	AUX
iajs-2425	140	19	introduced	introduce	VERB
iajs-2425	140	20	.	.	PUNCT
iajs-2425	141	1	these	these	DET
iajs-2425	141	2	improvements	improvement	NOUN
iajs-2425	141	3	were	be	AUX
iajs-2425	141	4	on	on	ADP
iajs-2425	141	5	exploring	explore	VERB
iajs-2425	141	6	the	the	DET
iajs-2425	141	7	search	search	NOUN
iajs-2425	141	8	space	space	NOUN
iajs-2425	141	9	and	and	CCONJ
iajs-2425	141	10	the	the	DET
iajs-2425	141	11	way	way	NOUN
iajs-2425	141	12	of	of	ADP
iajs-2425	141	13	information	information	NOUN
iajs-2425	141	14	collection	collection	NOUN
iajs-2425	141	15	by	by	ADP
iajs-2425	141	16	the	the	DET
iajs-2425	141	17	swarm	swarm	NOUN
iajs-2425	141	18	.	.	PUNCT
iajs-2425	142	1	the	the	DET
iajs-2425	142	2	essential	essential	ADJ
iajs-2425	142	3	modification	modification	NOUN
iajs-2425	142	4	relies	rely	VERB
iajs-2425	142	5	on	on	ADP
iajs-2425	142	6	a	a	DET
iajs-2425	142	7	rebuilt	rebuilt	NOUN
iajs-2425	142	8	of	of	ADP
iajs-2425	142	9	the	the	DET
iajs-2425	142	10	velocity	velocity	NOUN
iajs-2425	142	11	vector	vector	NOUN
iajs-2425	142	12	updating	update	VERB
iajs-2425	142	13	equation	equation	NOUN
iajs-2425	142	14	to	to	PART
iajs-2425	142	15	which	which	PRON
iajs-2425	142	16	an	an	DET
iajs-2425	142	17	additional	additional	ADJ
iajs-2425	142	18	element	element	NOUN
iajs-2425	142	19	was	be	AUX
iajs-2425	142	20	introduced	introduce	VERB
iajs-2425	142	21	.	.	PUNCT
iajs-2425	143	1	the	the	DET
iajs-2425	143	2	modified	modify	VERB
iajs-2425	143	3	mpso	mpso	NOUN
iajs-2425	143	4	focused	focus	VERB
iajs-2425	143	5	on	on	ADP
iajs-2425	143	6	the	the	DET
iajs-2425	143	7	mechanism	mechanism	NOUN
iajs-2425	143	8	of	of	ADP
iajs-2425	143	9	the	the	DET
iajs-2425	143	10	meeting	meeting	NOUN
iajs-2425	143	11	room	room	NOUN
iajs-2425	143	12	.	.	PUNCT
iajs-2425	144	1	in	in	ADP
iajs-2425	144	2	the	the	DET
iajs-2425	144	3	meeting	meeting	NOUN
iajs-2425	144	4	room	room	NOUN
iajs-2425	144	5	,	,	PUNCT
iajs-2425	144	6	the	the	DET
iajs-2425	144	7	swarms	swarm	NOUN
iajs-2425	144	8	were	be	AUX
iajs-2425	144	9	being	be	AUX
iajs-2425	144	10	tested	test	VERB
iajs-2425	144	11	in	in	ADP
iajs-2425	144	12	every	every	DET
iajs-2425	144	13	iteration	iteration	NOUN
iajs-2425	144	14	in	in	ADP
iajs-2425	144	15	order	order	NOUN
iajs-2425	144	16	to	to	PART
iajs-2425	144	17	find	find	VERB
iajs-2425	144	18	the	the	DET
iajs-2425	144	19	worst	bad	ADJ
iajs-2425	144	20	swarm	swarm	NOUN
iajs-2425	144	21	with	with	ADP
iajs-2425	144	22	the	the	DET
iajs-2425	144	23	worst	bad	ADJ
iajs-2425	144	24	fitness	fitness	NOUN
iajs-2425	144	25	.	.	PUNCT
iajs-2425	145	1	the	the	DET
iajs-2425	145	2	detected	detect	VERB
iajs-2425	145	3	swarm	swarm	NOUN
iajs-2425	145	4	was	be	AUX
iajs-2425	145	5	not	not	PART
iajs-2425	145	6	removed	remove	VERB
iajs-2425	145	7	from	from	ADP
iajs-2425	145	8	the	the	DET
iajs-2425	145	9	room	room	NOUN
iajs-2425	145	10	until	until	SCONJ
iajs-2425	145	11	a	a	DET
iajs-2425	145	12	new	new	ADJ
iajs-2425	145	13	swarm	swarm	NOUN
iajs-2425	145	14	was	be	AUX
iajs-2425	145	15	generated	generate	VERB
iajs-2425	145	16	and	and	CCONJ
iajs-2425	145	17	added	add	VERB
iajs-2425	145	18	to	to	ADP
iajs-2425	145	19	the	the	DET
iajs-2425	145	20	learning	learning	NOUN
iajs-2425	145	21	space	space	NOUN
iajs-2425	145	22	.	.	PUNCT
iajs-2425	146	1	the	the	DET
iajs-2425	146	2	new	new	ADJ
iajs-2425	146	3	swam	swam	NOUN
iajs-2425	146	4	was	be	AUX
iajs-2425	146	5	compared	compare	VERB
iajs-2425	146	6	with	with	ADP
iajs-2425	146	7	the	the	DET
iajs-2425	146	8	worst	bad	ADJ
iajs-2425	146	9	swarm	swarm	NOUN
iajs-2425	146	10	in	in	ADP
iajs-2425	146	11	order	order	NOUN
iajs-2425	146	12	to	to	PART
iajs-2425	146	13	find	find	VERB
iajs-2425	146	14	if	if	SCONJ
iajs-2425	146	15	the	the	DET
iajs-2425	146	16	new	new	ADJ
iajs-2425	146	17	swarm	swarm	NOUN
iajs-2425	146	18	could	could	AUX
iajs-2425	146	19	present	present	VERB
iajs-2425	146	20	better	well	ADJ
iajs-2425	146	21	fitness	fitness	NOUN
iajs-2425	146	22	for	for	ADP
iajs-2425	146	23	the	the	DET
iajs-2425	146	24	learning	learning	NOUN
iajs-2425	146	25	space	space	NOUN
iajs-2425	146	26	.	.	PUNCT
iajs-2425	147	1	if	if	SCONJ
iajs-2425	147	2	the	the	DET
iajs-2425	147	3	new	new	ADJ
iajs-2425	147	4	swarm	swarm	NOUN
iajs-2425	147	5	is	be	AUX
iajs-2425	147	6	better	well	ADJ
iajs-2425	147	7	than	than	ADP
iajs-2425	147	8	the	the	DET
iajs-2425	147	9	worst	bad	ADJ
iajs-2425	147	10	one	one	NOUN
iajs-2425	147	11	,	,	PUNCT
iajs-2425	147	12	a	a	DET
iajs-2425	147	13	new	new	ADJ
iajs-2425	147	14	swarm	swarm	NOUN
iajs-2425	147	15	was	be	AUX
iajs-2425	147	16	added	add	VERB
iajs-2425	147	17	to	to	ADP
iajs-2425	147	18	the	the	DET
iajs-2425	147	19	space	space	NOUN
iajs-2425	147	20	and	and	CCONJ
iajs-2425	147	21	the	the	DET
iajs-2425	147	22	worst	bad	ADJ
iajs-2425	147	23	one	one	NOUN
iajs-2425	147	24	was	be	AUX
iajs-2425	147	25	removed	remove	VERB
iajs-2425	147	26	,	,	PUNCT
iajs-2425	147	27	else	else	ADV
iajs-2425	147	28	,	,	PUNCT
iajs-2425	147	29	the	the	DET
iajs-2425	147	30	new	new	ADJ
iajs-2425	147	31	swarm	swarm	NOUN
iajs-2425	147	32	will	will	AUX
iajs-2425	147	33	be	be	AUX
iajs-2425	147	34	discarded	discard	VERB
iajs-2425	147	35	,	,	PUNCT
iajs-2425	147	36	and	and	CCONJ
iajs-2425	147	37	another	another	DET
iajs-2425	147	38	new	new	ADJ
iajs-2425	147	39	swarm	swarm	NOUN
iajs-2425	147	40	will	will	AUX
iajs-2425	147	41	be	be	AUX
iajs-2425	147	42	generated	generate	VERB
iajs-2425	147	43	.	.	PUNCT
iajs-2425	148	1	this	this	DET
iajs-2425	148	2	mechanism	mechanism	NOUN
iajs-2425	148	3	was	be	AUX
iajs-2425	148	4	repeated	repeat	VERB
iajs-2425	148	5	until	until	SCONJ
iajs-2425	148	6	a	a	DET
iajs-2425	148	7	better	well	ADJ
iajs-2425	148	8	swarm	swarm	NOUN
iajs-2425	148	9	with	with	ADP
iajs-2425	148	10	better	well	ADJ
iajs-2425	148	11	fitness	fitness	NOUN
iajs-2425	148	12	was	be	AUX
iajs-2425	148	13	found	find	VERB
iajs-2425	148	14	.	.	PUNCT
iajs-2425	149	1	this	this	PRON
iajs-2425	149	2	has	have	AUX
iajs-2425	149	3	allow	allow	VERB
iajs-2425	149	4	finding	find	VERB
iajs-2425	149	5	the	the	DET
iajs-2425	149	6	best	good	ADJ
iajs-2425	149	7	swarm	swarm	NOUN
iajs-2425	149	8	in	in	ADP
iajs-2425	149	9	less	less	ADJ
iajs-2425	149	10	time	time	NOUN
iajs-2425	149	11	with	with	ADP
iajs-2425	149	12	higher	high	ADJ
iajs-2425	149	13	accuracy	accuracy	NOUN
iajs-2425	149	14	because	because	SCONJ
iajs-2425	149	15	there	there	PRON
iajs-2425	149	16	was	be	VERB
iajs-2425	149	17	no	no	DET
iajs-2425	149	18	useless	useless	ADJ
iajs-2425	149	19	swarm	swarm	NOUN
iajs-2425	149	20	added	add	VERB
iajs-2425	149	21	or	or	CCONJ
iajs-2425	149	22	removed	remove	VERB
iajs-2425	149	23	until	until	SCONJ
iajs-2425	149	24	a	a	DET
iajs-2425	149	25	better	well	ADJ
iajs-2425	149	26	one	one	NOUN
iajs-2425	149	27	is	be	AUX
iajs-2425	149	28	found	find	VERB
iajs-2425	149	29	.	.	PUNCT
iajs-2425	150	1	the	the	DET
iajs-2425	150	2	mpso	mpso	ADJ
iajs-2425	150	3	-	-	PUNCT
iajs-2425	150	4	svm	svm	NOUN
iajs-2425	150	5	algorithm	algorithm	NOUN
iajs-2425	150	6	,	,	PUNCT
iajs-2425	150	7	as	as	SCONJ
iajs-2425	150	8	shown	show	VERB
iajs-2425	150	9	in	in	ADP
iajs-2425	150	10	figure	figure	NOUN
iajs-2425	150	11	3	3	NUM
iajs-2425	150	12	.	.	PUNCT
iajs-2425	150	13	represents	represent	VERB
iajs-2425	150	14	the	the	DET
iajs-2425	150	15	main	main	ADJ
iajs-2425	150	16	steps	step	NOUN
iajs-2425	150	17	and	and	CCONJ
iajs-2425	150	18	modifications	modification	NOUN
iajs-2425	150	19	that	that	PRON
iajs-2425	150	20	were	be	AUX
iajs-2425	150	21	made	make	VERB
iajs-2425	150	22	to	to	PART
iajs-2425	150	23	use	use	VERB
iajs-2425	150	24	mmpso	mmpso	NOUN
iajs-2425	150	25	with	with	ADP
iajs-2425	150	26	svm	svm	PROPN
iajs-2425	150	27	for	for	ADP
iajs-2425	150	28	credit	credit	NOUN
iajs-2425	150	29	card	card	NOUN
iajs-2425	150	30	fraud	fraud	NOUN
iajs-2425	150	31	detection	detection	NOUN
iajs-2425	150	32	.	.	PUNCT
iajs-2425	151	1	to	to	PART
iajs-2425	151	2	summarize	summarize	VERB
iajs-2425	151	3	the	the	DET
iajs-2425	151	4	concepts	concept	NOUN
iajs-2425	151	5	and	and	CCONJ
iajs-2425	151	6	process	process	NOUN
iajs-2425	151	7	of	of	ADP
iajs-2425	151	8	mmpso	mmpso	ADJ
iajs-2425	151	9	-	-	PUNCT
iajs-2425	151	10	svm	svm	NOUN
iajs-2425	151	11	solution	solution	NOUN
iajs-2425	151	12	,	,	PUNCT
iajs-2425	151	13	the	the	DET
iajs-2425	151	14	steps	step	NOUN
iajs-2425	151	15	of	of	ADP
iajs-2425	151	16	learning	learning	NOUN
iajs-2425	151	17	should	should	AUX
iajs-2425	151	18	be	be	AUX
iajs-2425	151	19	described	describe	VERB
iajs-2425	151	20	.	.	PUNCT
iajs-2425	152	1	the	the	DET
iajs-2425	152	2	proposed	propose	VERB
iajs-2425	152	3	solution	solution	NOUN
iajs-2425	152	4	involved	involve	VERB
iajs-2425	152	5	the	the	DET
iajs-2425	152	6	following	follow	VERB
iajs-2425	152	7	steps	step	NOUN
iajs-2425	152	8	towards	towards	ADP
iajs-2425	152	9	finding	find	VERB
iajs-2425	152	10	the	the	DET
iajs-2425	152	11	best	good	ADJ
iajs-2425	152	12	position	position	NOUN
iajs-2425	152	13	for	for	ADP
iajs-2425	152	14	the	the	DET
iajs-2425	152	15	learning	learning	NOUN
iajs-2425	152	16	of	of	ADP
iajs-2425	152	17	fraud	fraud	NOUN
iajs-2425	152	18	detection	detection	NOUN
iajs-2425	152	19	:	:	PUNCT
iajs-2425	152	20	1	1	X
iajs-2425	152	21	.	.	X
iajs-2425	152	22	first	first	ADV
iajs-2425	152	23	,	,	PUNCT
iajs-2425	152	24	the	the	DET
iajs-2425	152	25	dataset	dataset	NOUN
iajs-2425	152	26	was	be	AUX
iajs-2425	152	27	loaded	load	VERB
iajs-2425	152	28	to	to	ADP
iajs-2425	152	29	the	the	DET
iajs-2425	152	30	svm	svm	ADJ
iajs-2425	152	31	model	model	NOUN
iajs-2425	152	32	after	after	ADP
iajs-2425	152	33	reading	read	VERB
iajs-2425	152	34	all	all	DET
iajs-2425	152	35	the	the	DET
iajs-2425	152	36	dataset	dataset	NOUN
iajs-2425	152	37	records	record	NOUN
iajs-2425	152	38	and	and	CCONJ
iajs-2425	152	39	selecting	select	VERB
iajs-2425	152	40	30	30	NUM
iajs-2425	152	41	%	%	NOUN
iajs-2425	152	42	of	of	ADP
iajs-2425	152	43	those	those	DET
iajs-2425	152	44	records	record	NOUN
iajs-2425	152	45	for	for	ADP
iajs-2425	152	46	learning	learn	VERB
iajs-2425	152	47	purpose	purpose	NOUN
iajs-2425	152	48	.	.	PUNCT
iajs-2425	153	1	2	2	X
iajs-2425	153	2	.	.	X
iajs-2425	153	3	mmpso	mmpso	ADJ
iajs-2425	153	4	algorithm	algorithm	NOUN
iajs-2425	153	5	was	be	AUX
iajs-2425	153	6	initialized	initialize	VERB
iajs-2425	153	7	with	with	ADP
iajs-2425	153	8	the	the	DET
iajs-2425	153	9	specific	specific	ADJ
iajs-2425	153	10	number	number	NOUN
iajs-2425	153	11	of	of	ADP
iajs-2425	153	12	swarms	swarm	NOUN
iajs-2425	153	13	and	and	CCONJ
iajs-2425	153	14	particles	particle	NOUN
iajs-2425	153	15	in	in	ADP
iajs-2425	153	16	each	each	DET
iajs-2425	153	17	swarm	swarm	NOUN
iajs-2425	153	18	.	.	PUNCT
iajs-2425	154	1	3	3	X
iajs-2425	154	2	.	.	X
iajs-2425	154	3	each	each	DET
iajs-2425	154	4	particle	particle	NOUN
iajs-2425	154	5	in	in	ADP
iajs-2425	154	6	each	each	DET
iajs-2425	154	7	swarm	swarm	NOUN
iajs-2425	154	8	was	be	AUX
iajs-2425	154	9	initialized	initialize	VERB
iajs-2425	154	10	with	with	ADP
iajs-2425	154	11	initial	initial	ADJ
iajs-2425	154	12	position	position	NOUN
iajs-2425	154	13	and	and	CCONJ
iajs-2425	154	14	speed	speed	NOUN
iajs-2425	154	15	.	.	PUNCT
iajs-2425	155	1	4	4	X
iajs-2425	155	2	.	.	X
iajs-2425	155	3	now	now	ADV
iajs-2425	155	4	,	,	PUNCT
iajs-2425	155	5	each	each	DET
iajs-2425	155	6	swarm	swarm	NOUN
iajs-2425	155	7	run	run	VERB
iajs-2425	155	8	its	its	PRON
iajs-2425	155	9	particles	particle	NOUN
iajs-2425	155	10	by	by	ADP
iajs-2425	155	11	performing	perform	VERB
iajs-2425	155	12	the	the	DET
iajs-2425	155	13	svm	svm	ADJ
iajs-2425	155	14	model	model	NOUN
iajs-2425	155	15	as	as	ADP
iajs-2425	155	16	fitness	fitness	NOUN
iajs-2425	155	17	function	function	NOUN
iajs-2425	155	18	for	for	ADP
iajs-2425	155	19	the	the	DET
iajs-2425	155	20	particles	particle	NOUN
iajs-2425	155	21	.	.	PUNCT
iajs-2425	156	1	5	5	X
iajs-2425	156	2	.	.	X
iajs-2425	156	3	the	the	DET
iajs-2425	156	4	error	error	NOUN
iajs-2425	156	5	value	value	NOUN
iajs-2425	156	6	was	be	AUX
iajs-2425	156	7	used	use	VERB
iajs-2425	156	8	as	as	ADP
iajs-2425	156	9	the	the	DET
iajs-2425	156	10	fitness	fitness	NOUN
iajs-2425	156	11	value	value	NOUN
iajs-2425	156	12	for	for	ADP
iajs-2425	156	13	the	the	DET
iajs-2425	156	14	particle	particle	NOUN
iajs-2425	156	15	;	;	PUNCT
iajs-2425	156	16	therefore	therefore	ADV
iajs-2425	156	17	,	,	PUNCT
iajs-2425	156	18	the	the	DET
iajs-2425	156	19	particle	particle	NOUN
iajs-2425	156	20	with	with	ADP
iajs-2425	156	21	the	the	DET
iajs-2425	156	22	least	least	ADJ
iajs-2425	156	23	error	error	NOUN
iajs-2425	156	24	value	value	NOUN
iajs-2425	156	25	was	be	AUX
iajs-2425	156	26	considered	consider	VERB
iajs-2425	156	27	as	as	ADP
iajs-2425	156	28	the	the	DET
iajs-2425	156	29	best	good	ADJ
iajs-2425	156	30	fitness	fitness	NOUN
iajs-2425	156	31	particle	particle	NOUN
iajs-2425	156	32	.	.	PUNCT
iajs-2425	157	1	6	6	NUM
iajs-2425	157	2	.	.	PUNCT
iajs-2425	157	3	the	the	DET
iajs-2425	157	4	swarm	swarm	NOUN
iajs-2425	157	5	leader	leader	NOUN
iajs-2425	157	6	toked	toke	VERB
iajs-2425	157	7	the	the	DET
iajs-2425	157	8	position	position	NOUN
iajs-2425	157	9	and	and	CCONJ
iajs-2425	157	10	the	the	DET
iajs-2425	157	11	fitness	fitness	NOUN
iajs-2425	157	12	value	value	NOUN
iajs-2425	157	13	of	of	ADP
iajs-2425	157	14	the	the	DET
iajs-2425	157	15	best	good	ADJ
iajs-2425	157	16	particle	particle	NOUN
iajs-2425	157	17	in	in	ADP
iajs-2425	157	18	the	the	DET
iajs-2425	157	19	clan	clan	NOUN
iajs-2425	157	20	.	.	PUNCT
iajs-2425	158	1	7	7	X
iajs-2425	158	2	.	.	X
iajs-2425	158	3	the	the	DET
iajs-2425	158	4	global	global	ADJ
iajs-2425	158	5	leader	leader	NOUN
iajs-2425	158	6	of	of	ADP
iajs-2425	158	7	mpso	mpso	NOUN
iajs-2425	158	8	toked	toke	VERB
iajs-2425	158	9	the	the	DET
iajs-2425	158	10	value	value	NOUN
iajs-2425	158	11	of	of	ADP
iajs-2425	158	12	the	the	DET
iajs-2425	158	13	position	position	NOUN
iajs-2425	158	14	and	and	CCONJ
iajs-2425	158	15	fitness	fitness	NOUN
iajs-2425	158	16	of	of	ADP
iajs-2425	158	17	the	the	DET
iajs-2425	158	18	best	good	ADJ
iajs-2425	158	19	swarm	swarm	NOUN
iajs-2425	158	20	.	.	PUNCT
iajs-2425	159	1	8	8	X
iajs-2425	159	2	.	.	X
iajs-2425	160	1	each	each	DET
iajs-2425	160	2	swarm	swarm	NOUN
iajs-2425	160	3	was	be	AUX
iajs-2425	160	4	examined	examine	VERB
iajs-2425	160	5	to	to	PART
iajs-2425	160	6	find	find	VERB
iajs-2425	160	7	the	the	DET
iajs-2425	160	8	worst	bad	ADJ
iajs-2425	160	9	swarm	swarm	NOUN
iajs-2425	160	10	in	in	ADP
iajs-2425	160	11	the	the	DET
iajs-2425	160	12	clan	clan	NOUN
iajs-2425	160	13	.	.	PUNCT
iajs-2425	161	1	9	9	X
iajs-2425	161	2	.	.	X
iajs-2425	161	3	the	the	DET
iajs-2425	161	4	worst	bad	ADJ
iajs-2425	161	5	swarm	swarm	NOUN
iajs-2425	161	6	was	be	AUX
iajs-2425	161	7	removed	remove	VERB
iajs-2425	161	8	if	if	SCONJ
iajs-2425	161	9	the	the	DET
iajs-2425	161	10	mmpso	mmpso	NOUN
iajs-2425	161	11	finds	find	VERB
iajs-2425	161	12	a	a	DET
iajs-2425	161	13	better	well	ADJ
iajs-2425	161	14	new	new	ADJ
iajs-2425	161	15	swarm	swarm	NOUN
iajs-2425	161	16	.	.	PUNCT
iajs-2425	161	17	  	  	SPACE
iajs-2425	162	1	163	163	NUM
iajs-2425	162	2	  	  	SPACE
iajs-2425	162	3	ibn	ibn	PROPN
iajs-2425	162	4	al	al	PROPN
iajs-2425	162	5	-	-	PUNCT
iajs-2425	162	6	haitham	haitham	PROPN
iajs-2425	162	7	jour	jour	X
iajs-2425	162	8	.	.	PROPN
iajs-2425	162	9	for	for	ADP
iajs-2425	162	10	pure	pure	ADJ
iajs-2425	162	11	&	&	CCONJ
iajs-2425	162	12	appl	appl	PROPN
iajs-2425	162	13	.	.	PUNCT
iajs-2425	163	1	sci	sci	PROPN
iajs-2425	163	2	.	.	PROPN
iajs-2425	164	1	33	33	NUM
iajs-2425	164	2	(	(	PUNCT
iajs-2425	164	3	2	2	NUM
iajs-2425	164	4	)	)	PUNCT
iajs-2425	164	5	2020	2020	NUM
iajs-2425	164	6	10	10	NUM
iajs-2425	164	7	.	.	PUNCT
iajs-2425	165	1	the	the	DET
iajs-2425	165	2	fitness	fitness	NOUN
iajs-2425	165	3	value	value	NOUN
iajs-2425	165	4	,	,	PUNCT
iajs-2425	165	5	meeting	meeting	NOUN
iajs-2425	165	6	room	room	NOUN
iajs-2425	165	7	size	size	NOUN
iajs-2425	165	8	,	,	PUNCT
iajs-2425	165	9	and	and	CCONJ
iajs-2425	165	10	the	the	DET
iajs-2425	165	11	fitness	fitness	NOUN
iajs-2425	165	12	of	of	ADP
iajs-2425	165	13	the	the	DET
iajs-2425	165	14	new	new	ADJ
iajs-2425	165	15	swarm	swarm	NOUN
iajs-2425	165	16	were	be	AUX
iajs-2425	165	17	controlled	control	VERB
iajs-2425	165	18	.	.	PUNCT
iajs-2425	166	1	11	11	NUM
iajs-2425	166	2	.	.	PUNCT
iajs-2425	167	1	the	the	DET
iajs-2425	167	2	meeting	meeting	NOUN
iajs-2425	167	3	room	room	NOUN
iajs-2425	167	4	manages	manage	VERB
iajs-2425	167	5	the	the	DET
iajs-2425	167	6	swarm	swarm	NOUN
iajs-2425	167	7	addition	addition	NOUN
iajs-2425	167	8	/	/	SYM
iajs-2425	167	9	removal	removal	NOUN
iajs-2425	167	10	mechanism	mechanism	NOUN
iajs-2425	167	11	.	.	PUNCT
iajs-2425	168	1	figure	figure	NOUN
iajs-2425	168	2	3	3	NUM
iajs-2425	168	3	.	.	PUNCT
iajs-2425	168	4	shows	show	VERB
iajs-2425	168	5	flowchart	flowchart	PROPN
iajs-2425	168	6	of	of	ADP
iajs-2425	168	7	the	the	DET
iajs-2425	168	8	mmpso	mmpso	NOUN
iajs-2425	168	9	.	.	PUNCT
iajs-2425	169	1	4	4	X
iajs-2425	169	2	.	.	NOUN
iajs-2425	169	3	results	result	NOUN
iajs-2425	169	4	and	and	CCONJ
iajs-2425	169	5	performance	performance	NOUN
iajs-2425	169	6	measures	measure	NOUN
iajs-2425	169	7	:	:	PUNCT
iajs-2425	169	8	the	the	DET
iajs-2425	169	9	proposed	propose	VERB
iajs-2425	169	10	solution	solution	NOUN
iajs-2425	169	11	was	be	AUX
iajs-2425	169	12	implemented	implement	VERB
iajs-2425	169	13	and	and	CCONJ
iajs-2425	169	14	developed	develop	VERB
iajs-2425	169	15	using	use	VERB
iajs-2425	169	16	the	the	DET
iajs-2425	169	17	python	python	NOUN
iajs-2425	169	18	programming	programming	NOUN
iajs-2425	169	19	language	language	NOUN
iajs-2425	169	20	with	with	ADP
iajs-2425	169	21	a	a	DET
iajs-2425	169	22	real	real	ADJ
iajs-2425	169	23	dataset	dataset	NOUN
iajs-2425	169	24	.	.	PUNCT
iajs-2425	170	1	using	use	VERB
iajs-2425	170	2	such	such	ADJ
iajs-2425	170	3	tools	tool	NOUN
iajs-2425	170	4	to	to	PART
iajs-2425	170	5	implement	implement	VERB
iajs-2425	170	6	the	the	DET
iajs-2425	170	7	proposed	propose	VERB
iajs-2425	170	8	solution	solution	NOUN
iajs-2425	170	9	was	be	AUX
iajs-2425	170	10	to	to	PART
iajs-2425	170	11	ensure	ensure	VERB
iajs-2425	170	12	getting	get	VERB
iajs-2425	170	13	the	the	DET
iajs-2425	170	14	best	good	ADJ
iajs-2425	170	15	performance	performance	NOUN
iajs-2425	170	16	and	and	CCONJ
iajs-2425	170	17	results	result	NOUN
iajs-2425	170	18	with	with	ADP
iajs-2425	170	19	real	real	ADJ
iajs-2425	170	20	-	-	PUNCT
iajs-2425	170	21	world	world	NOUN
iajs-2425	170	22	data	datum	NOUN
iajs-2425	170	23	.	.	PUNCT
iajs-2425	171	1	datasets	dataset	NOUN
iajs-2425	171	2	are	be	AUX
iajs-2425	171	3	an	an	DET
iajs-2425	171	4	integral	integral	ADJ
iajs-2425	171	5	part	part	NOUN
iajs-2425	171	6	of	of	ADP
iajs-2425	171	7	the	the	DET
iajs-2425	171	8	field	field	NOUN
iajs-2425	171	9	of	of	ADP
iajs-2425	171	10	machine	machine	NOUN
iajs-2425	171	11	learning	learning	NOUN
iajs-2425	171	12	.	.	PUNCT
iajs-2425	172	1	gathering	gather	VERB
iajs-2425	172	2	data	datum	NOUN
iajs-2425	172	3	is	be	AUX
iajs-2425	172	4	one	one	NUM
iajs-2425	172	5	of	of	ADP
iajs-2425	172	6	the	the	DET
iajs-2425	172	7	hardest	hard	ADJ
iajs-2425	172	8	tasks	task	NOUN
iajs-2425	172	9	,	,	PUNCT
iajs-2425	172	10	especially	especially	ADV
iajs-2425	172	11	when	when	SCONJ
iajs-2425	172	12	it	it	PRON
iajs-2425	172	13	is	be	AUX
iajs-2425	172	14	related	relate	VERB
iajs-2425	172	15	to	to	ADP
iajs-2425	172	16	the	the	DET
iajs-2425	172	17	financial	financial	ADJ
iajs-2425	172	18	domain	domain	NOUN
iajs-2425	172	19	such	such	ADJ
iajs-2425	172	20	as	as	ADP
iajs-2425	172	21	credit	credit	NOUN
iajs-2425	172	22	card	card	NOUN
iajs-2425	172	23	fraud	fraud	NOUN
iajs-2425	172	24	.	.	PUNCT
iajs-2425	173	1	in	in	ADP
iajs-2425	173	2	this	this	DET
iajs-2425	173	3	study	study	NOUN
iajs-2425	173	4	,	,	PUNCT
iajs-2425	173	5	the	the	DET
iajs-2425	173	6	dataset	dataset	NOUN
iajs-2425	173	7	comprised	comprise	VERB
iajs-2425	173	8	of	of	ADP
iajs-2425	173	9	credit	credit	NOUN
iajs-2425	173	10	card	card	NOUN
iajs-2425	173	11	start	start	AUX
iajs-2425	173	12	determine	determine	VERB
iajs-2425	173	13	 	 	SPACE
iajs-2425	173	14	the	the	DET
iajs-2425	173	15	 	 	SPACE
iajs-2425	173	16	number	number	NOUN
iajs-2425	173	17	 	 	SPACE
iajs-2425	173	18	of	of	ADP
iajs-2425	173	19	 	 	SPACE
iajs-2425	173	20	swarms	swarm	NOUN
iajs-2425	173	21	 	 	SPACE
iajs-2425	173	22	and	and	CCONJ
iajs-2425	173	23	 	 	SPACE
iajs-2425	173	24	the	the	DET
iajs-2425	173	25	 	 	SPACE
iajs-2425	173	26	number	number	NOUN
iajs-2425	173	27	 	 	SPACE
iajs-2425	173	28	of	of	ADP
iajs-2425	173	29	 	 	SPACE
iajs-2425	173	30	particles	particle	NOUN
iajs-2425	173	31	identify	identify	VERB
iajs-2425	173	32	 	 	SPACE
iajs-2425	173	33	the	the	DET
iajs-2425	173	34	 	 	SPACE
iajs-2425	173	35	best	good	ADJ
iajs-2425	173	36	 	 	SPACE
iajs-2425	173	37	particle	particle	NOUN
iajs-2425	173	38	 	 	SPACE
iajs-2425	173	39	within	within	ADP
iajs-2425	173	40	 	 	SPACE
iajs-2425	173	41	each	each	DET
iajs-2425	173	42	 	 	SPACE
iajs-2425	173	43	swarm	swarm	NOUN
iajs-2425	173	44	 	 	SPACE
iajs-2425	173	45	as	as	ADP
iajs-2425	173	46	 	 	SPACE
iajs-2425	173	47	leader	leader	NOUN
iajs-2425	173	48	 	 	SPACE
iajs-2425	173	49	by	by	ADP
iajs-2425	173	50	  	  	SPACE
iajs-2425	173	51	fitness	fitness	NOUN
iajs-2425	173	52	 	 	SPACE
iajs-2425	173	53	fun	fun	NOUN
iajs-2425	173	54	.	.	PUNCT
iajs-2425	173	55	  	  	SPACE
iajs-2425	173	56	global	global	ADJ
iajs-2425	173	57	 	 	SPACE
iajs-2425	173	58	leader	leader	NOUN
iajs-2425	173	59	 	 	SPACE
iajs-2425	173	60	selection	selection	NOUN
iajs-2425	173	61	 	 	SPACE
iajs-2425	173	62	in	in	ADP
iajs-2425	173	63	 	 	SPACE
iajs-2425	173	64	meeting	meeting	NOUN
iajs-2425	173	65	 	 	SPACE
iajs-2425	173	66	room	room	NOUN
iajs-2425	173	67	 	 	SPACE
iajs-2425	173	68	take	take	VERB
iajs-2425	173	69	 	 	SPACE
iajs-2425	173	70	best	good	ADJ
iajs-2425	173	71	 	 	SPACE
iajs-2425	173	72	position	position	NOUN
iajs-2425	173	73	,	,	PUNCT
iajs-2425	173	74	  	  	SPACE
iajs-2425	173	75	fitness	fitness	NOUN
iajs-2425	173	76	 	 	SPACE
iajs-2425	173	77	value	value	NOUN
iajs-2425	173	78	    	    	SPACE
iajs-2425	173	79	initialize	initialize	NOUN
iajs-2425	173	80	 	 	SPACE
iajs-2425	173	81	for	for	ADP
iajs-2425	173	82	 	 	SPACE
iajs-2425	173	83	each	each	DET
iajs-2425	173	84	 	 	SPACE
iajs-2425	173	85	particle	particle	NOUN
iajs-2425	173	86	:	:	PUNCT
iajs-2425	173	87	 	 	SPACE
iajs-2425	173	88	initial	initial	ADJ
iajs-2425	173	89	 	 	SPACE
iajs-2425	173	90	position	position	NOUN
iajs-2425	173	91	 	 	SPACE
iajs-2425	173	92	and	and	CCONJ
iajs-2425	173	93	 	 	SPACE
iajs-2425	173	94	speed	speed	NOUN
iajs-2425	173	95	  	  	SPACE
iajs-2425	173	96	identify	identify	VERB
iajs-2425	173	97	 	 	SPACE
iajs-2425	173	98	the	the	DET
iajs-2425	173	99	 	 	SPACE
iajs-2425	173	100	worst	bad	ADJ
iajs-2425	173	101	  	  	SPACE
iajs-2425	173	102	leader	leader	NOUN
iajs-2425	173	103	 	 	SPACE
iajs-2425	173	104	in	in	ADP
iajs-2425	173	105	 	 	SPACE
iajs-2425	173	106	the	the	DET
iajs-2425	173	107	 	 	SPACE
iajs-2425	173	108	meeting	meeting	NOUN
iajs-2425	173	109	  	  	SPACE
iajs-2425	173	110	room	room	NOUN
iajs-2425	173	111	create	create	VERB
iajs-2425	173	112	 	 	SPACE
iajs-2425	173	113	better	well	ADJ
iajs-2425	173	114	 	 	SPACE
iajs-2425	173	115	new	new	ADJ
iajs-2425	173	116	  	  	SPACE
iajs-2425	173	117	swarm	swarm	NOUN
iajs-2425	173	118	 	 	SPACE
iajs-2425	173	119	by	by	ADP
iajs-2425	173	120	 	 	SPACE
iajs-2425	173	121	mmpso	mmpso	NOUN
iajs-2425	173	122	  	  	SPACE
iajs-2425	173	123	output	output	NOUN
iajs-2425	173	124	 	 	SPACE
iajs-2425	173	125	the	the	DET
iajs-2425	173	126	 	 	SPACE
iajs-2425	173	127	gbest	gb	ADJ
iajs-2425	173	128	 	 	SPACE
iajs-2425	173	129	best	good	ADJ
iajs-2425	173	130	 	 	SPACE
iajs-2425	173	131	solution	solution	NOUN
iajs-2425	173	132	  	  	SPACE
iajs-2425	173	133	end	end	NOUN
iajs-2425	173	134	   	   	SPACE
iajs-2425	173	135	figure	figure	NOUN
iajs-2425	173	136	3	3	NUM
iajs-2425	173	137	.	.	PUNCT
iajs-2425	173	138	flow	flow	VERB
iajs-2425	173	139	chart	chart	NOUN
iajs-2425	173	140	of	of	ADP
iajs-2425	173	141	mmpso	mmpso	NOUN
iajs-2425	173	142	.	.	PUNCT
iajs-2425	173	143	  	  	SPACE
iajs-2425	174	1	164	164	NUM
iajs-2425	174	2	  	  	SPACE
iajs-2425	174	3	ibn	ibn	PROPN
iajs-2425	174	4	al	al	PROPN
iajs-2425	174	5	-	-	PUNCT
iajs-2425	174	6	haitham	haitham	PROPN
iajs-2425	174	7	jour	jour	X
iajs-2425	174	8	.	.	PROPN
iajs-2425	174	9	for	for	ADP
iajs-2425	174	10	pure	pure	ADJ
iajs-2425	174	11	&	&	CCONJ
iajs-2425	174	12	appl	appl	PROPN
iajs-2425	174	13	.	.	PUNCT
iajs-2425	175	1	sci	sci	PROPN
iajs-2425	175	2	.	.	PROPN
iajs-2425	176	1	33	33	NUM
iajs-2425	176	2	(	(	PUNCT
iajs-2425	176	3	2	2	NUM
iajs-2425	176	4	)	)	PUNCT
iajs-2425	176	5	2020	2020	NUM
iajs-2425	176	6	transactions	transaction	NOUN
iajs-2425	176	7	performed	perform	VERB
iajs-2425	176	8	by	by	ADP
iajs-2425	176	9	european	european	ADJ
iajs-2425	176	10	cardholders	cardholder	NOUN
iajs-2425	176	11	within	within	ADP
iajs-2425	176	12	two	two	NUM
iajs-2425	176	13	days	day	NOUN
iajs-2425	176	14	in	in	ADP
iajs-2425	176	15	september	september	PROPN
iajs-2425	176	16	2013	2013	NUM
iajs-2425	176	17	.	.	PUNCT
iajs-2425	177	1	the	the	DET
iajs-2425	177	2	datasets	dataset	NOUN
iajs-2425	177	3	contain	contain	VERB
iajs-2425	177	4	284,807	284,807	NUM
iajs-2425	177	5	records	record	NOUN
iajs-2425	177	6	and	and	CCONJ
iajs-2425	177	7	28	28	NUM
iajs-2425	177	8	features	feature	NOUN
iajs-2425	177	9	for	for	ADP
iajs-2425	177	10	each	each	DET
iajs-2425	177	11	record	record	NOUN
iajs-2425	177	12	.	.	PUNCT
iajs-2425	178	1	this	this	DET
iajs-2425	178	2	section	section	NOUN
iajs-2425	178	3	presents	present	VERB
iajs-2425	178	4	the	the	DET
iajs-2425	178	5	results	result	NOUN
iajs-2425	178	6	of	of	ADP
iajs-2425	178	7	the	the	DET
iajs-2425	178	8	benchmarking	benchmarke	VERB
iajs-2425	178	9	functions	function	NOUN
iajs-2425	178	10	usually	usually	ADV
iajs-2425	178	11	deployed	deploy	VERB
iajs-2425	178	12	in	in	ADP
iajs-2425	178	13	evolutionary	evolutionary	ADJ
iajs-2425	178	14	studies	study	NOUN
iajs-2425	178	15	[	[	X
iajs-2425	178	16	14	14	NUM
iajs-2425	178	17	]	]	PUNCT
iajs-2425	178	18	.	.	PUNCT
iajs-2425	179	1	there	there	PRON
iajs-2425	179	2	are	be	VERB
iajs-2425	179	3	variations	variation	NOUN
iajs-2425	179	4	in	in	ADP
iajs-2425	179	5	each	each	DET
iajs-2425	179	6	test	test	NOUN
iajs-2425	179	7	function	function	NOUN
iajs-2425	179	8	with	with	ADP
iajs-2425	179	9	respect	respect	NOUN
iajs-2425	179	10	to	to	ADP
iajs-2425	179	11	the	the	DET
iajs-2425	179	12	number	number	NOUN
iajs-2425	179	13	of	of	ADP
iajs-2425	179	14	dimensions	dimension	NOUN
iajs-2425	179	15	(	(	PUNCT
iajs-2425	179	16	fixed	fix	VERB
iajs-2425	179	17	and	and	CCONJ
iajs-2425	179	18	dynamic	dynamic	ADJ
iajs-2425	179	19	)	)	PUNCT
iajs-2425	179	20	and	and	CCONJ
iajs-2425	179	21	modality	modality	NOUN
iajs-2425	179	22	(	(	PUNCT
iajs-2425	179	23	unimodal	unimodal	ADJ
iajs-2425	179	24	and	and	CCONJ
iajs-2425	179	25	multimodal	multimodal	NOUN
iajs-2425	179	26	)	)	PUNCT
iajs-2425	179	27	.	.	PUNCT
iajs-2425	180	1	the	the	DET
iajs-2425	180	2	evaluation	evaluation	NOUN
iajs-2425	180	3	of	of	ADP
iajs-2425	180	4	the	the	DET
iajs-2425	180	5	mpso	mpso	NOUN
iajs-2425	180	6	for	for	ADP
iajs-2425	180	7	performance	performance	NOUN
iajs-2425	180	8	in	in	ADP
iajs-2425	180	9	this	this	DET
iajs-2425	180	10	study	study	NOUN
iajs-2425	180	11	was	be	AUX
iajs-2425	180	12	based	base	VERB
iajs-2425	180	13	on	on	ADP
iajs-2425	180	14	comparison	comparison	NOUN
iajs-2425	180	15	with	with	ADP
iajs-2425	180	16	the	the	DET
iajs-2425	180	17	standard	standard	ADJ
iajs-2425	180	18	pso	pso	NOUN
iajs-2425	180	19	[	[	X
iajs-2425	180	20	15	15	NUM
iajs-2425	180	21	]	]	PUNCT
iajs-2425	180	22	.	.	PUNCT
iajs-2425	181	1	the	the	DET
iajs-2425	181	2	proposed	propose	VERB
iajs-2425	181	3	solution	solution	NOUN
iajs-2425	181	4	has	have	AUX
iajs-2425	181	5	been	be	AUX
iajs-2425	181	6	implemented	implement	VERB
iajs-2425	181	7	using	use	VERB
iajs-2425	181	8	specific	specific	ADJ
iajs-2425	181	9	parameters	parameter	NOUN
iajs-2425	181	10	in	in	ADP
iajs-2425	181	11	order	order	NOUN
iajs-2425	181	12	to	to	PART
iajs-2425	181	13	balance	balance	VERB
iajs-2425	181	14	the	the	DET
iajs-2425	181	15	number	number	NOUN
iajs-2425	181	16	of	of	ADP
iajs-2425	181	17	swarms	swarm	NOUN
iajs-2425	181	18	,	,	PUNCT
iajs-2425	181	19	particles	particle	NOUN
iajs-2425	181	20	,	,	PUNCT
iajs-2425	181	21	and	and	CCONJ
iajs-2425	181	22	the	the	DET
iajs-2425	181	23	amount	amount	NOUN
iajs-2425	181	24	of	of	ADP
iajs-2425	181	25	processing	processing	NOUN
iajs-2425	181	26	that	that	PRON
iajs-2425	181	27	is	be	AUX
iajs-2425	181	28	needed	need	VERB
iajs-2425	181	29	to	to	PART
iajs-2425	181	30	perform	perform	VERB
iajs-2425	181	31	the	the	DET
iajs-2425	181	32	solution	solution	NOUN
iajs-2425	181	33	in	in	ADP
iajs-2425	181	34	the	the	DET
iajs-2425	181	35	environment	environment	NOUN
iajs-2425	181	36	.	.	PUNCT
iajs-2425	182	1	the	the	DET
iajs-2425	182	2	mpso	mpso	ADJ
iajs-2425	182	3	-	-	PUNCT
iajs-2425	182	4	svm	svm	NOUN
iajs-2425	182	5	parameters	parameter	NOUN
iajs-2425	182	6	are	be	AUX
iajs-2425	182	7	set	set	VERB
iajs-2425	182	8	to	to	ADP
iajs-2425	182	9	number	number	NOUN
iajs-2425	182	10	of	of	ADP
iajs-2425	182	11	swarms	swarm	NOUN
iajs-2425	182	12	=	=	SYM
iajs-2425	182	13	5	5	NUM
iajs-2425	182	14	,	,	PUNCT
iajs-2425	182	15	number	number	NOUN
iajs-2425	182	16	of	of	ADP
iajs-2425	182	17	particles	particle	NOUN
iajs-2425	182	18	in	in	ADP
iajs-2425	182	19	each	each	DET
iajs-2425	182	20	swarm	swarm	NOUN
iajs-2425	182	21	=	=	SYM
iajs-2425	182	22	5	5	NUM
iajs-2425	182	23	,	,	PUNCT
iajs-2425	182	24	number	number	NOUN
iajs-2425	182	25	of	of	ADP
iajs-2425	182	26	generations	generation	NOUN
iajs-2425	182	27	for	for	ADP
iajs-2425	182	28	learning	learn	VERB
iajs-2425	182	29	=	=	SYM
iajs-2425	182	30	10	10	NUM
iajs-2425	182	31	,	,	PUNCT
iajs-2425	182	32	amount	amount	NOUN
iajs-2425	182	33	of	of	ADP
iajs-2425	182	34	learning	learn	VERB
iajs-2425	182	35	data	datum	NOUN
iajs-2425	182	36	=	=	SYM
iajs-2425	182	37	30	30	NUM
iajs-2425	182	38	%	%	NOUN
iajs-2425	182	39	of	of	ADP
iajs-2425	182	40	the	the	DET
iajs-2425	182	41	overall	overall	ADJ
iajs-2425	182	42	data	datum	NOUN
iajs-2425	182	43	,	,	PUNCT
iajs-2425	182	44	amount	amount	NOUN
iajs-2425	182	45	of	of	ADP
iajs-2425	182	46	accuracy	accuracy	NOUN
iajs-2425	182	47	testing	testing	NOUN
iajs-2425	182	48	data	datum	NOUN
iajs-2425	182	49	=	=	NOUN
iajs-2425	182	50	100	100	NUM
iajs-2425	182	51	%	%	NOUN
iajs-2425	182	52	of	of	ADP
iajs-2425	182	53	the	the	DET
iajs-2425	182	54	dataset	dataset	NOUN
iajs-2425	182	55	records	record	NOUN
iajs-2425	182	56	,	,	PUNCT
iajs-2425	182	57	inertia	inertia	NOUN
iajs-2425	182	58	factor	factor	NOUN
iajs-2425	182	59	=	=	NOUN
iajs-2425	182	60	0.729	0.729	NUM
iajs-2425	182	61	,	,	PUNCT
iajs-2425	182	62	cognitive	cognitive	ADJ
iajs-2425	182	63	weight	weight	NOUN
iajs-2425	182	64	=	=	SYM
iajs-2425	182	65	1.49445	1.49445	NUM
iajs-2425	182	66	,	,	PUNCT
iajs-2425	182	67	social	social	ADJ
iajs-2425	182	68	weight	weight	NOUN
iajs-2425	182	69	=	=	SYM
iajs-2425	182	70	1.49445	1.49445	NUM
iajs-2425	182	71	,	,	PUNCT
iajs-2425	182	72	global	global	ADJ
iajs-2425	182	73	weight	weight	NOUN
iajs-2425	182	74	=	=	SYM
iajs-2425	182	75	0.3645	0.3645	NUM
iajs-2425	182	76	.	.	PUNCT
iajs-2425	183	1	4.1	4.1	NUM
iajs-2425	183	2	.	.	PUNCT
iajs-2425	183	3	accuracy	accuracy	NOUN
iajs-2425	183	4	the	the	DET
iajs-2425	183	5	accuracy	accuracy	NOUN
iajs-2425	183	6	value	value	NOUN
iajs-2425	183	7	represents	represent	VERB
iajs-2425	183	8	the	the	DET
iajs-2425	183	9	number	number	NOUN
iajs-2425	183	10	of	of	ADP
iajs-2425	183	11	frauds	fraud	NOUN
iajs-2425	183	12	successfully	successfully	ADV
iajs-2425	183	13	detected	detect	VERB
iajs-2425	183	14	by	by	ADP
iajs-2425	183	15	the	the	DET
iajs-2425	183	16	detection	detection	NOUN
iajs-2425	183	17	system	system	NOUN
iajs-2425	183	18	over	over	ADP
iajs-2425	183	19	the	the	DET
iajs-2425	183	20	number	number	NOUN
iajs-2425	183	21	of	of	ADP
iajs-2425	183	22	frauds	fraud	NOUN
iajs-2425	183	23	in	in	ADP
iajs-2425	183	24	the	the	DET
iajs-2425	183	25	dataset	dataset	NOUN
iajs-2425	183	26	;	;	PUNCT
iajs-2425	183	27	therefore	therefore	ADV
iajs-2425	183	28	,	,	PUNCT
iajs-2425	183	29	the	the	PRON
iajs-2425	183	30	higher	high	ADJ
iajs-2425	183	31	the	the	DET
iajs-2425	183	32	accuracy	accuracy	NOUN
iajs-2425	183	33	value	value	NOUN
iajs-2425	183	34	,	,	PUNCT
iajs-2425	183	35	the	the	PRON
iajs-2425	183	36	better	well	ADJ
iajs-2425	183	37	the	the	DET
iajs-2425	183	38	detection	detection	NOUN
iajs-2425	183	39	system	system	NOUN
iajs-2425	183	40	.	.	PUNCT
iajs-2425	184	1	the	the	DET
iajs-2425	184	2	accuracy	accuracy	NOUN
iajs-2425	184	3	of	of	ADP
iajs-2425	184	4	learning	learning	NOUN
iajs-2425	184	5	was	be	AUX
iajs-2425	184	6	calculated	calculate	VERB
iajs-2425	184	7	for	for	ADP
iajs-2425	184	8	svm	svm	ADJ
iajs-2425	184	9	,	,	PUNCT
iajs-2425	184	10	pso	pso	NOUN
iajs-2425	184	11	-	-	PUNCT
iajs-2425	184	12	svm	svm	NOUN
iajs-2425	184	13	,	,	PUNCT
iajs-2425	184	14	and	and	CCONJ
iajs-2425	184	15	mpso	mpso	ADJ
iajs-2425	184	16	-	-	PUNCT
iajs-2425	184	17	svm	svm	NOUN
iajs-2425	184	18	algorithms	algorithm	NOUN
iajs-2425	184	19	.	.	PUNCT
iajs-2425	185	1	the	the	DET
iajs-2425	185	2	results	result	NOUN
iajs-2425	185	3	show	show	VERB
iajs-2425	185	4	that	that	SCONJ
iajs-2425	185	5	the	the	DET
iajs-2425	185	6	mpso	mpso	ADJ
iajs-2425	185	7	-	-	PUNCT
iajs-2425	185	8	svm	svm	NOUN
iajs-2425	185	9	algorithm	algorithm	NOUN
iajs-2425	185	10	obtained	obtain	VERB
iajs-2425	185	11	higher	high	ADJ
iajs-2425	185	12	learning	learning	NOUN
iajs-2425	185	13	accuracy	accuracy	NOUN
iajs-2425	185	14	than	than	ADP
iajs-2425	185	15	svm	svm	ADJ
iajs-2425	185	16	and	and	CCONJ
iajs-2425	185	17	pso	pso	NOUN
iajs-2425	185	18	-	-	PUNCT
iajs-2425	185	19	svm	svm	PROPN
iajs-2425	185	20	as	as	SCONJ
iajs-2425	185	21	shown	show	VERB
iajs-2425	185	22	in	in	ADP
iajs-2425	185	23	figure	figure	NOUN
iajs-2425	185	24	4	4	NUM
iajs-2425	185	25	.	.	PUNCT
iajs-2425	185	26	and	and	CCONJ
iajs-2425	185	27	table	table	VERB
iajs-2425	185	28	1	1	NUM
iajs-2425	185	29	.	.	PUNCT
iajs-2425	185	30	pso	pso	NOUN
iajs-2425	185	31	-	-	PUNCT
iajs-2425	185	32	svm	svm	PROPN
iajs-2425	185	33	achieved	achieve	VERB
iajs-2425	185	34	less	less	ADJ
iajs-2425	185	35	accuracy	accuracy	NOUN
iajs-2425	185	36	because	because	SCONJ
iajs-2425	185	37	the	the	DET
iajs-2425	185	38	algorithm	algorithm	NOUN
iajs-2425	185	39	requires	require	VERB
iajs-2425	185	40	a	a	DET
iajs-2425	185	41	high	high	ADJ
iajs-2425	185	42	number	number	NOUN
iajs-2425	185	43	of	of	ADP
iajs-2425	185	44	iterations	iteration	NOUN
iajs-2425	185	45	to	to	PART
iajs-2425	185	46	find	find	VERB
iajs-2425	185	47	the	the	DET
iajs-2425	185	48	best	good	ADJ
iajs-2425	185	49	result	result	NOUN
iajs-2425	185	50	and	and	CCONJ
iajs-2425	185	51	improve	improve	VERB
iajs-2425	185	52	the	the	DET
iajs-2425	185	53	accuracy	accuracy	NOUN
iajs-2425	185	54	of	of	ADP
iajs-2425	185	55	svm	svm	PROPN
iajs-2425	185	56	.	.	PROPN
iajs-2425	185	57	4.2	4.2	NUM
iajs-2425	185	58	.	.	PUNCT
iajs-2425	186	1	mean	mean	VERB
iajs-2425	186	2	square	square	ADJ
iajs-2425	186	3	error	error	NOUN
iajs-2425	186	4	(	(	PUNCT
iajs-2425	186	5	mse	mse	NOUN
iajs-2425	186	6	)	)	PUNCT
iajs-2425	186	7	the	the	DET
iajs-2425	186	8	mse	mse	PROPN
iajs-2425	186	9	is	be	AUX
iajs-2425	186	10	another	another	DET
iajs-2425	186	11	comparison	comparison	NOUN
iajs-2425	186	12	parameter	parameter	NOUN
iajs-2425	186	13	used	use	VERB
iajs-2425	186	14	in	in	ADP
iajs-2425	186	15	many	many	ADJ
iajs-2425	186	16	literature	literature	NOUN
iajs-2425	186	17	solutions	solution	NOUN
iajs-2425	186	18	to	to	PART
iajs-2425	186	19	compare	compare	VERB
iajs-2425	186	20	between	between	ADP
iajs-2425	186	21	optimization	optimization	NOUN
iajs-2425	186	22	algorithms	algorithm	NOUN
iajs-2425	186	23	.	.	PUNCT
iajs-2425	187	1	the	the	DET
iajs-2425	187	2	mse	mse	PROPN
iajs-2425	187	3	value	value	NOUN
iajs-2425	187	4	was	be	AUX
iajs-2425	187	5	calculated	calculate	VERB
iajs-2425	187	6	for	for	ADP
iajs-2425	187	7	svm	svm	ADJ
iajs-2425	187	8	,	,	PUNCT
iajs-2425	187	9	pso	pso	NOUN
iajs-2425	187	10	-	-	PUNCT
iajs-2425	187	11	svm	svm	NOUN
iajs-2425	187	12	,	,	PUNCT
iajs-2425	187	13	and	and	CCONJ
iajs-2425	187	14	mpso	mpso	ADJ
iajs-2425	187	15	-	-	PUNCT
iajs-2425	187	16	svm	svm	NOUN
iajs-2425	187	17	as	as	SCONJ
iajs-2425	187	18	shown	show	VERB
iajs-2425	187	19	in	in	ADP
iajs-2425	187	20	figure	figure	NOUN
iajs-2425	187	21	3	3	NUM
iajs-2425	187	22	.	.	PUNCT
iajs-2425	187	23	and	and	CCONJ
iajs-2425	187	24	table	table	NOUN
iajs-2425	187	25	1	1	NUM
iajs-2425	187	26	.	.	PUNCT
iajs-2425	187	27	from	from	ADP
iajs-2425	187	28	the	the	DET
iajs-2425	187	29	table	table	NOUN
iajs-2425	187	30	,	,	PUNCT
iajs-2425	187	31	the	the	DET
iajs-2425	187	32	best	good	ADJ
iajs-2425	187	33	value	value	NOUN
iajs-2425	187	34	of	of	ADP
iajs-2425	187	35	mse	mse	NOUN
iajs-2425	187	36	was	be	AUX
iajs-2425	187	37	achieved	achieve	VERB
iajs-2425	187	38	with	with	ADP
iajs-2425	187	39	mpso	mpso	ADJ
iajs-2425	187	40	-	-	PUNCT
iajs-2425	187	41	svm	svm	NOUN
iajs-2425	187	42	because	because	SCONJ
iajs-2425	187	43	of	of	ADP
iajs-2425	187	44	its	its	PRON
iajs-2425	187	45	high	high	ADJ
iajs-2425	187	46	accuracy	accuracy	NOUN
iajs-2425	187	47	,	,	PUNCT
iajs-2425	187	48	followed	follow	VERB
iajs-2425	187	49	by	by	ADP
iajs-2425	187	50	svm	svm	NOUN
iajs-2425	187	51	with	with	ADP
iajs-2425	187	52	about	about	ADV
iajs-2425	187	53	0.5	0.5	NUM
iajs-2425	187	54	and	and	CCONJ
iajs-2425	187	55	pso	pso	NOUN
iajs-2425	187	56	-	-	PUNCT
iajs-2425	187	57	svm	svm	NOUN
iajs-2425	187	58	with	with	ADP
iajs-2425	187	59	about	about	ADV
iajs-2425	187	60	0.55	0.55	NUM
iajs-2425	187	61	.	.	PUNCT
iajs-2425	188	1	4.3	4.3	NUM
iajs-2425	188	2	.	.	PUNCT
iajs-2425	189	1	learning	learn	VERB
iajs-2425	189	2	speed	speed	NOUN
iajs-2425	189	3	it	it	PRON
iajs-2425	189	4	can	can	AUX
iajs-2425	189	5	be	be	AUX
iajs-2425	189	6	noticed	notice	VERB
iajs-2425	189	7	that	that	SCONJ
iajs-2425	189	8	the	the	DET
iajs-2425	189	9	pso	pso	NOUN
iajs-2425	189	10	-	-	PUNCT
iajs-2425	189	11	svm	svm	NOUN
iajs-2425	189	12	algorithm	algorithm	NOUN
iajs-2425	189	13	gave	give	VERB
iajs-2425	189	14	better	well	ADV
iajs-2425	189	15	learning	learn	VERB
iajs-2425	189	16	speed	speed	NOUN
iajs-2425	189	17	than	than	ADP
iajs-2425	189	18	mmpso	mmpso	ADJ
iajs-2425	189	19	-	-	PUNCT
iajs-2425	189	20	svm	svm	NOUN
iajs-2425	189	21	because	because	SCONJ
iajs-2425	189	22	there	there	PRON
iajs-2425	189	23	was	be	VERB
iajs-2425	189	24	only	only	ADV
iajs-2425	189	25	one	one	NUM
iajs-2425	189	26	swarm	swarm	NOUN
iajs-2425	189	27	in	in	ADP
iajs-2425	189	28	the	the	DET
iajs-2425	189	29	learning	learning	NOUN
iajs-2425	189	30	space	space	NOUN
iajs-2425	189	31	;	;	PUNCT
iajs-2425	189	32	however	however	ADV
iajs-2425	189	33	,	,	PUNCT
iajs-2425	189	34	the	the	DET
iajs-2425	189	35	accuracy	accuracy	NOUN
iajs-2425	189	36	was	be	AUX
iajs-2425	189	37	worse	bad	ADJ
iajs-2425	189	38	than	than	ADP
iajs-2425	189	39	that	that	PRON
iajs-2425	189	40	of	of	ADP
iajs-2425	189	41	svm	svm	PROPN
iajs-2425	189	42	without	without	ADP
iajs-2425	189	43	any	any	DET
iajs-2425	189	44	improvement	improvement	NOUN
iajs-2425	189	45	as	as	SCONJ
iajs-2425	189	46	mentioned	mention	VERB
iajs-2425	189	47	before	before	ADV
iajs-2425	189	48	.	.	PUNCT
iajs-2425	190	1	compared	compare	VERB
iajs-2425	190	2	with	with	ADP
iajs-2425	190	3	the	the	DET
iajs-2425	190	4	mpso	mpso	ADJ
iajs-2425	190	5	-	-	PUNCT
iajs-2425	190	6	svm	svm	NOUN
iajs-2425	190	7	algorithm	algorithm	NOUN
iajs-2425	190	8	,	,	PUNCT
iajs-2425	190	9	the	the	DET
iajs-2425	190	10	proposed	propose	VERB
iajs-2425	190	11	solution	solution	NOUN
iajs-2425	190	12	offered	offer	VERB
iajs-2425	190	13	better	well	ADJ
iajs-2425	190	14	performance	performance	NOUN
iajs-2425	190	15	,	,	PUNCT
iajs-2425	190	16	being	be	AUX
iajs-2425	190	17	about	about	ADV
iajs-2425	190	18	4	4	NUM
iajs-2425	190	19	sec	sec	NOUN
iajs-2425	190	20	faster	fast	ADV
iajs-2425	190	21	than	than	ADP
iajs-2425	190	22	mpso	mpso	ADJ
iajs-2425	190	23	-	-	PUNCT
iajs-2425	190	24	svm	svm	NOUN
iajs-2425	190	25	.	.	PUNCT
iajs-2425	191	1	the	the	DET
iajs-2425	191	2	amount	amount	NOUN
iajs-2425	191	3	of	of	ADP
iajs-2425	191	4	time	time	NOUN
iajs-2425	191	5	needed	need	VERB
iajs-2425	191	6	to	to	PART
iajs-2425	191	7	perform	perform	VERB
iajs-2425	191	8	mmpso	mmpso	ADJ
iajs-2425	191	9	-	-	PUNCT
iajs-2425	191	10	svm	svm	NOUN
iajs-2425	191	11	algorithm	algorithm	NOUN
iajs-2425	191	12	was	be	AUX
iajs-2425	191	13	acceptable	acceptable	ADJ
iajs-2425	191	14	compared	compare	VERB
iajs-2425	191	15	with	with	ADP
iajs-2425	191	16	the	the	DET
iajs-2425	191	17	accuracy	accuracy	NOUN
iajs-2425	191	18	value	value	NOUN
iajs-2425	191	19	since	since	SCONJ
iajs-2425	191	20	accuracy	accuracy	NOUN
iajs-2425	191	21	is	be	AUX
iajs-2425	191	22	a	a	DET
iajs-2425	191	23	very	very	ADV
iajs-2425	191	24	critical	critical	ADJ
iajs-2425	191	25	part	part	NOUN
iajs-2425	191	26	of	of	ADP
iajs-2425	191	27	credit	credit	NOUN
iajs-2425	191	28	card	card	NOUN
iajs-2425	191	29	transactions	transaction	NOUN
iajs-2425	191	30	.	.	PUNCT
iajs-2425	192	1	so	so	ADV
iajs-2425	192	2	,	,	PUNCT
iajs-2425	192	3	using	use	VERB
iajs-2425	192	4	the	the	DET
iajs-2425	192	5	mpso	mpso	ADJ
iajs-2425	192	6	-	-	PUNCT
iajs-2425	192	7	svm	svm	NOUN
iajs-2425	192	8	algorithm	algorithm	NOUN
iajs-2425	192	9	for	for	ADP
iajs-2425	192	10	fraud	fraud	NOUN
iajs-2425	192	11	detection	detection	NOUN
iajs-2425	192	12	can	can	AUX
iajs-2425	192	13	efficiently	efficiently	ADV
iajs-2425	192	14	increase	increase	VERB
iajs-2425	192	15	the	the	DET
iajs-2425	192	16	learning	learning	NOUN
iajs-2425	192	17	accuracy	accuracy	NOUN
iajs-2425	192	18	with	with	ADP
iajs-2425	192	19	better	well	ADJ
iajs-2425	192	20	performance	performance	NOUN
iajs-2425	192	21	.	.	PUNCT
iajs-2425	192	22	  	  	SPACE
iajs-2425	193	1	165	165	NUM
iajs-2425	193	2	  	  	SPACE
iajs-2425	193	3	ibn	ibn	PROPN
iajs-2425	193	4	al	al	PROPN
iajs-2425	193	5	-	-	PUNCT
iajs-2425	193	6	haitham	haitham	PROPN
iajs-2425	193	7	jour	jour	X
iajs-2425	193	8	.	.	PROPN
iajs-2425	193	9	for	for	ADP
iajs-2425	193	10	pure	pure	ADJ
iajs-2425	193	11	&	&	CCONJ
iajs-2425	193	12	appl	appl	PROPN
iajs-2425	193	13	.	.	PUNCT
iajs-2425	194	1	sci	sci	PROPN
iajs-2425	194	2	.	.	PROPN
iajs-2425	195	1	33	33	NUM
iajs-2425	195	2	(	(	PUNCT
iajs-2425	195	3	2	2	NUM
iajs-2425	195	4	)	)	PUNCT
iajs-2425	195	5	2020	2020	NUM
iajs-2425	195	6	75	75	NUM
iajs-2425	195	7	%	%	NOUN
iajs-2425	195	8	80	80	NUM
iajs-2425	195	9	%	%	NOUN
iajs-2425	195	10	85	85	NUM
iajs-2425	195	11	%	%	NOUN
iajs-2425	195	12	90	90	NUM
iajs-2425	195	13	%	%	NOUN
iajs-2425	195	14	95	95	NUM
iajs-2425	195	15	%	%	NOUN
iajs-2425	195	16	100	100	NUM
iajs-2425	195	17	%	%	NOUN
iajs-2425	195	18	svm	svm	PROPN
iajs-2425	195	19	pso‐svm	pso‐svm	VERB
iajs-2425	195	20	mpso‐svm	mpso‐svm	NOUN
iajs-2425	195	21	mmpso‐svm	mmpso‐svm	NOUN
iajs-2425	195	22	95.312	95.312	NUM
iajs-2425	195	23	94.79	94.79	NUM
iajs-2425	195	24	96.42	96.42	NUM
iajs-2425	195	25	97.21	97.21	NUM
iajs-2425	195	26	5.474	5.474	NUM
iajs-2425	195	27	8.78	8.78	NUM
iajs-2425	195	28	15.64	15.64	NUM
iajs-2425	195	29	11.645	11.645	NUM
iajs-2425	195	30	0.49206349	0.49206349	NUM
iajs-2425	196	1	0.5566853	0.5566853	NUM
iajs-2425	196	2	0.04761924	0.04761924	NUM
iajs-2425	196	3	0.03451221	0.03451221	NUM
iajs-2425	196	4	acuraccy	acuraccy	NOUN
iajs-2425	196	5	time	time	NOUN
iajs-2425	196	6	mse	mse	PROPN
iajs-2425	196	7	figure	figure	NOUN
iajs-2425	196	8	4	4	NUM
iajs-2425	196	9	.	.	NOUN
iajs-2425	196	10	comparison	comparison	NOUN
iajs-2425	196	11	of	of	ADP
iajs-2425	196	12	the	the	DET
iajs-2425	196	13	performance	performance	NOUN
iajs-2425	196	14	of	of	ADP
iajs-2425	196	15	the	the	DET
iajs-2425	196	16	proposed	propose	VERB
iajs-2425	196	17	approach	approach	NOUN
iajs-2425	196	18	with	with	ADP
iajs-2425	196	19	other	other	ADJ
iajs-2425	196	20	techniques	technique	NOUN
iajs-2425	196	21	.	.	PUNCT
iajs-2425	197	1	table	table	NOUN
iajs-2425	197	2	1	1	NUM
iajs-2425	197	3	.	.	PUNCT
iajs-2425	197	4	performance	performance	NOUN
iajs-2425	197	5	evaluation	evaluation	NOUN
iajs-2425	197	6	of	of	ADP
iajs-2425	197	7	the	the	DET
iajs-2425	197	8	proposed	propose	VERB
iajs-2425	197	9	approach	approach	NOUN
iajs-2425	197	10	.	.	PUNCT
iajs-2425	198	1	algorithm	algorithm	NOUN
iajs-2425	198	2	accuracy	accuracy	NOUN
iajs-2425	198	3	(	(	PUNCT
iajs-2425	198	4	%	%	INTJ
iajs-2425	198	5	)	)	PUNCT
iajs-2425	198	6	time(sec	time(sec	PROPN
iajs-2425	198	7	)	)	PUNCT
iajs-2425	198	8	mse	mse	PROPN
iajs-2425	198	9	svm	svm	PROPN
iajs-2425	198	10	95.31	95.31	NUM
iajs-2425	198	11	5.47	5.47	NUM
iajs-2425	198	12	0.4920635	0.4920635	NUM
iajs-2425	198	13	pso	pso	NOUN
iajs-2425	198	14	-	-	PUNCT
iajs-2425	198	15	svm	svm	PROPN
iajs-2425	198	16	94.79	94.79	NUM
iajs-2425	198	17	8.78	8.78	NUM
iajs-2425	198	18	0.5566853	0.5566853	NUM
iajs-2425	198	19	mpso	mpso	ADJ
iajs-2425	198	20	-	-	PUNCT
iajs-2425	198	21	svm	svm	NOUN
iajs-2425	198	22	96.42	96.42	NUM
iajs-2425	198	23	15.65	15.65	NUM
iajs-2425	198	24	0.0476192	0.0476192	NUM
iajs-2425	198	25	mmpso	mmpso	NOUN
iajs-2425	198	26	-	-	PUNCT
iajs-2425	198	27	svm	svm	NOUN
iajs-2425	198	28	97.21	97.21	NUM
iajs-2425	198	29	11.65	11.65	NUM
iajs-2425	198	30	0.0345122	0.0345122	NUM
iajs-2425	198	31	5	5	NUM
iajs-2425	198	32	.	.	PUNCT
iajs-2425	198	33	conclusion	conclusion	NOUN
iajs-2425	198	34	in	in	ADP
iajs-2425	198	35	this	this	DET
iajs-2425	198	36	paper	paper	NOUN
iajs-2425	198	37	,	,	PUNCT
iajs-2425	198	38	the	the	DET
iajs-2425	198	39	modified	modify	VERB
iajs-2425	198	40	mpso	mpso	ADJ
iajs-2425	198	41	-	-	PUNCT
iajs-2425	198	42	svm	svm	NOUN
iajs-2425	198	43	(	(	PUNCT
iajs-2425	198	44	mmpso	mmpso	NOUN
iajs-2425	198	45	-	-	PUNCT
iajs-2425	198	46	svm	svm	NOUN
iajs-2425	198	47	)	)	PUNCT
iajs-2425	198	48	algorithm	algorithm	NOUN
iajs-2425	198	49	was	be	AUX
iajs-2425	198	50	used	use	VERB
iajs-2425	198	51	to	to	PART
iajs-2425	198	52	predict	predict	VERB
iajs-2425	198	53	and	and	CCONJ
iajs-2425	198	54	classify	classify	VERB
iajs-2425	198	55	credit	credit	NOUN
iajs-2425	198	56	card	card	NOUN
iajs-2425	198	57	transactions	transaction	NOUN
iajs-2425	198	58	into	into	ADP
iajs-2425	198	59	fraudulent	fraudulent	ADJ
iajs-2425	198	60	or	or	CCONJ
iajs-2425	198	61	normal	normal	ADJ
iajs-2425	198	62	categories	category	NOUN
iajs-2425	198	63	.	.	PUNCT
iajs-2425	199	1	the	the	DET
iajs-2425	199	2	data	datum	NOUN
iajs-2425	199	3	set	set	NOUN
iajs-2425	199	4	contains	contain	VERB
iajs-2425	199	5	the	the	DET
iajs-2425	199	6	record	record	NOUN
iajs-2425	199	7	of	of	ADP
iajs-2425	199	8	credit	credit	NOUN
iajs-2425	199	9	card	card	NOUN
iajs-2425	199	10	transactions	transaction	NOUN
iajs-2425	199	11	performed	perform	VERB
iajs-2425	199	12	by	by	ADP
iajs-2425	199	13	european	european	ADJ
iajs-2425	199	14	cardholders	cardholder	NOUN
iajs-2425	199	15	within	within	ADP
iajs-2425	199	16	two	two	NUM
iajs-2425	199	17	days	day	NOUN
iajs-2425	199	18	in	in	ADP
iajs-2425	199	19	september	september	PROPN
iajs-2425	199	20	2013	2013	NUM
iajs-2425	199	21	.	.	PUNCT
iajs-2425	200	1	there	there	PRON
iajs-2425	200	2	are	be	VERB
iajs-2425	200	3	several	several	ADJ
iajs-2425	200	4	conclusions	conclusion	NOUN
iajs-2425	200	5	drawn	draw	VERB
iajs-2425	200	6	from	from	ADP
iajs-2425	200	7	the	the	DET
iajs-2425	200	8	performance	performance	NOUN
iajs-2425	200	9	of	of	ADP
iajs-2425	200	10	the	the	DET
iajs-2425	200	11	modified	modify	VERB
iajs-2425	200	12	hybrid	hybrid	NOUN
iajs-2425	200	13	algorithm	algorithm	NOUN
iajs-2425	200	14	.	.	PUNCT
iajs-2425	201	1	the	the	DET
iajs-2425	201	2	present	present	ADJ
iajs-2425	201	3	research	research	NOUN
iajs-2425	201	4	investigated	investigate	VERB
iajs-2425	201	5	a	a	DET
iajs-2425	201	6	new	new	ADJ
iajs-2425	201	7	method	method	NOUN
iajs-2425	201	8	of	of	ADP
iajs-2425	201	9	optimizing	optimize	VERB
iajs-2425	201	10	credit	credit	NOUN
iajs-2425	201	11	card	card	NOUN
iajs-2425	201	12	fraud	fraud	NOUN
iajs-2425	201	13	detection	detection	NOUN
iajs-2425	201	14	based	base	VERB
iajs-2425	201	15	on	on	ADP
iajs-2425	201	16	multi	multi	ADJ
iajs-2425	201	17	-	-	ADJ
iajs-2425	201	18	swarm	swarm	ADJ
iajs-2425	201	19	particle	particle	NOUN
iajs-2425	201	20	optimization	optimization	NOUN
iajs-2425	201	21	and	and	CCONJ
iajs-2425	201	22	svm	svm	ADJ
iajs-2425	201	23	algorithm	algorithm	NOUN
iajs-2425	201	24	to	to	PART
iajs-2425	201	25	ensure	ensure	VERB
iajs-2425	201	26	a	a	DET
iajs-2425	201	27	better	well	ADJ
iajs-2425	201	28	detection	detection	NOUN
iajs-2425	201	29	system	system	NOUN
iajs-2425	201	30	.	.	PUNCT
iajs-2425	202	1	the	the	DET
iajs-2425	202	2	mpso	mpso	NOUN
iajs-2425	202	3	's	's	PART
iajs-2425	202	4	performance	performance	NOUN
iajs-2425	202	5	was	be	AUX
iajs-2425	202	6	validated	validate	VERB
iajs-2425	202	7	in	in	ADP
iajs-2425	202	8	terms	term	NOUN
iajs-2425	202	9	of	of	ADP
iajs-2425	202	10	accuracy	accuracy	NOUN
iajs-2425	202	11	and	and	CCONJ
iajs-2425	202	12	learning	learn	VERB
iajs-2425	202	13	speed	speed	NOUN
iajs-2425	202	14	and	and	CCONJ
iajs-2425	202	15	compared	compare	VERB
iajs-2425	202	16	with	with	ADP
iajs-2425	202	17	the	the	DET
iajs-2425	202	18	traditional	traditional	ADJ
iajs-2425	202	19	svm	svm	NOUN
iajs-2425	202	20	and	and	CCONJ
iajs-2425	202	21	pso	pso	NOUN
iajs-2425	202	22	-	-	PUNCT
iajs-2425	202	23	svm	svm	NOUN
iajs-2425	202	24	detection	detection	NOUN
iajs-2425	202	25	systems	system	NOUN
iajs-2425	202	26	.	.	PUNCT
iajs-2425	203	1	the	the	DET
iajs-2425	203	2	results	result	NOUN
iajs-2425	203	3	show	show	VERB
iajs-2425	203	4	that	that	SCONJ
iajs-2425	203	5	the	the	DET
iajs-2425	203	6	proposed	propose	VERB
iajs-2425	203	7	solution	solution	NOUN
iajs-2425	203	8	achieved	achieve	VERB
iajs-2425	203	9	better	well	ADJ
iajs-2425	203	10	accuracy	accuracy	NOUN
iajs-2425	203	11	with	with	ADP
iajs-2425	203	12	acceptable	acceptable	ADJ
iajs-2425	203	13	performance	performance	NOUN
iajs-2425	203	14	.	.	PUNCT
iajs-2425	204	1	it	it	PRON
iajs-2425	204	2	outperformed	outperform	VERB
iajs-2425	204	3	svm	svm	PROPN
iajs-2425	204	4	and	and	CCONJ
iajs-2425	204	5	pso	pso	NOUN
iajs-2425	204	6	-	-	PUNCT
iajs-2425	204	7	svm	svm	NOUN
iajs-2425	204	8	in	in	ADP
iajs-2425	204	9	terms	term	NOUN
iajs-2425	204	10	of	of	ADP
iajs-2425	204	11	accuracy	accuracy	NOUN
iajs-2425	204	12	.	.	PUNCT
iajs-2425	205	1	the	the	DET
iajs-2425	205	2	optimization	optimization	NOUN
iajs-2425	205	3	process	process	NOUN
iajs-2425	205	4	was	be	AUX
iajs-2425	205	5	executed	execute	VERB
iajs-2425	205	6	on	on	ADP
iajs-2425	205	7	the	the	DET
iajs-2425	205	8	performance	performance	NOUN
iajs-2425	205	9	of	of	ADP
iajs-2425	205	10	the	the	DET
iajs-2425	205	11	detection	detection	NOUN
iajs-2425	205	12	system	system	NOUN
iajs-2425	205	13	.	.	PUNCT
iajs-2425	206	1	using	use	VERB
iajs-2425	206	2	multi	multi	NOUN
iajs-2425	206	3	-	-	NOUN
iajs-2425	206	4	swarm	swarm	NOUN
iajs-2425	206	5	with	with	ADP
iajs-2425	206	6	many	many	ADJ
iajs-2425	206	7	particles	particle	NOUN
iajs-2425	206	8	in	in	ADP
iajs-2425	206	9	the	the	DET
iajs-2425	206	10	learning	learning	NOUN
iajs-2425	206	11	space	space	NOUN
iajs-2425	206	12	can	can	AUX
iajs-2425	206	13	decrease	decrease	VERB
iajs-2425	206	14	performance	performance	NOUN
iajs-2425	206	15	because	because	SCONJ
iajs-2425	206	16	of	of	ADP
iajs-2425	206	17	the	the	DET
iajs-2425	206	18	number	number	NOUN
iajs-2425	206	19	of	of	ADP
iajs-2425	206	20	processes	process	NOUN
iajs-2425	206	21	and	and	CCONJ
iajs-2425	206	22	learning	learn	VERB
iajs-2425	206	23	tasks	task	NOUN
iajs-2425	206	24	to	to	PART
iajs-2425	206	25	be	be	AUX
iajs-2425	206	26	performed	perform	VERB
iajs-2425	206	27	on	on	ADP
iajs-2425	206	28	the	the	DET
iajs-2425	206	29	dataset	dataset	NOUN
iajs-2425	206	30	.	.	PUNCT
iajs-2425	207	1	in	in	ADP
iajs-2425	207	2	all	all	PRON
iajs-2425	207	3	,	,	PUNCT
iajs-2425	207	4	the	the	DET
iajs-2425	207	5	use	use	NOUN
iajs-2425	207	6	of	of	ADP
iajs-2425	207	7	this	this	DET
iajs-2425	207	8	hybrid	hybrid	ADJ
iajs-2425	207	9	technique	technique	NOUN
iajs-2425	207	10	to	to	PART
iajs-2425	207	11	enhance	enhance	VERB
iajs-2425	207	12	fraud	fraud	NOUN
iajs-2425	207	13	detection	detection	NOUN
iajs-2425	207	14	can	can	AUX
iajs-2425	207	15	offer	offer	VERB
iajs-2425	207	16	better	well	ADJ
iajs-2425	207	17	performance	performance	NOUN
iajs-2425	207	18	accuracy	accuracy	NOUN
iajs-2425	207	19	and	and	CCONJ
iajs-2425	207	20	enhanced	enhanced	ADJ
iajs-2425	207	21	fraud	fraud	NOUN
iajs-2425	207	22	transaction	transaction	NOUN
iajs-2425	207	23	detection	detection	NOUN
iajs-2425	207	24	.	.	PUNCT
iajs-2425	207	25	  	  	SPACE
iajs-2425	208	1	166	166	NUM
iajs-2425	208	2	  	  	SPACE
iajs-2425	208	3	ibn	ibn	PROPN
iajs-2425	208	4	al	al	PROPN
iajs-2425	208	5	-	-	PUNCT
iajs-2425	208	6	haitham	haitham	PROPN
iajs-2425	208	7	jour	jour	X
iajs-2425	208	8	.	.	PROPN
iajs-2425	208	9	for	for	ADP
iajs-2425	208	10	pure	pure	ADJ
iajs-2425	208	11	&	&	CCONJ
iajs-2425	208	12	appl	appl	PROPN
iajs-2425	208	13	.	.	PUNCT
iajs-2425	209	1	sci	sci	PROPN
iajs-2425	209	2	.	.	PROPN
iajs-2425	210	1	33	33	NUM
iajs-2425	210	2	(	(	PUNCT
iajs-2425	210	3	2	2	NUM
iajs-2425	210	4	)	)	PUNCT
iajs-2425	210	5	2020	2020	NUM
iajs-2425	210	6	references	reference	NOUN
iajs-2425	210	7	1	1	NUM
iajs-2425	210	8	.	.	PUNCT
iajs-2425	210	9	accounting	accounting	NOUN
iajs-2425	210	10	fraud	fraud	NOUN
iajs-2425	210	11	definition	definition	NOUN
iajs-2425	210	12	and	and	CCONJ
iajs-2425	210	13	examples	example	NOUN
iajs-2425	210	14	retrieved	retrieve	VERB
iajs-2425	210	15	http://www.accountingelite.com/accountingtips/accounting-fraud-definition-and-examplesfreeaccounting-fraud-article	http://www.accountingelite.com/accountingtips/accounting-fraud-definition-and-examplesfreeaccounting-fraud-article	NOUN
iajs-2425	210	16	.	.	PUNCT
iajs-2425	211	1	2	2	NUM
iajs-2425	211	2	.	.	X
iajs-2425	212	1	ngai	ngai	PROPN
iajs-2425	212	2	,	,	PUNCT
iajs-2425	212	3	e.w.t	e.w.t	PROPN
iajs-2425	212	4	.	.	PUNCT
iajs-2425	212	5	;	;	PUNCT
iajs-2425	212	6	hu	hu	PROPN
iajs-2425	212	7	,	,	PUNCT
iajs-2425	212	8	y.	y.	PROPN
iajs-2425	212	9	;	;	PUNCT
iajs-2425	212	10	wong	wong	PROPN
iajs-2425	212	11	,	,	PUNCT
iajs-2425	212	12	y.	y.	PROPN
iajs-2425	212	13	h.	h.	PROPN
iajs-2425	212	14	;	;	PUNCT
iajs-2425	212	15	chen	chen	PROPN
iajs-2425	212	16	,	,	PUNCT
iajs-2425	212	17	y.	y.	PROPN
iajs-2425	212	18	;	;	PUNCT
iajs-2425	212	19	sun	sun	NOUN
iajs-2425	212	20	,	,	PUNCT
iajs-2425	212	21	x.	x.	NOUN
iajs-2425	213	1	the	the	DET
iajs-2425	213	2	application	application	NOUN
iajs-2425	213	3	of	of	ADP
iajs-2425	213	4	data	datum	NOUN
iajs-2425	213	5	mining	mining	NOUN
iajs-2425	213	6	techniques	technique	NOUN
iajs-2425	213	7	in	in	ADP
iajs-2425	213	8	financial	financial	ADJ
iajs-2425	213	9	fraud	fraud	NOUN
iajs-2425	213	10	detection	detection	NOUN
iajs-2425	213	11	:	:	PUNCT
iajs-2425	213	12	a	a	DET
iajs-2425	213	13	classification	classification	NOUN
iajs-2425	213	14	framework	framework	NOUN
iajs-2425	213	15	and	and	CCONJ
iajs-2425	213	16	an	an	DET
iajs-2425	213	17	academic	academic	ADJ
iajs-2425	213	18	review	review	NOUN
iajs-2425	213	19	of	of	ADP
iajs-2425	213	20	literature	literature	NOUN
iajs-2425	213	21	,	,	PUNCT
iajs-2425	213	22	decision	decision	NOUN
iajs-2425	213	23	support	support	NOUN
iajs-2425	213	24	system	system	NOUN
iajs-2425	213	25	.	.	PUNCT
iajs-2425	214	1	2010	2010	NUM
iajs-2425	214	2	,	,	PUNCT
iajs-2425	214	3	doi:10.1016	doi:10.1016	PROPN
iajs-2425	214	4	/	/	SYM
iajs-2425	214	5	j.dss.2010.08.006	j.dss.2010.08.006	PROPN
iajs-2425	214	6	.	.	PUNCT
iajs-2425	215	1	3	3	X
iajs-2425	215	2	.	.	X
iajs-2425	215	3	fanning	fan	VERB
iajs-2425	215	4	,	,	PUNCT
iajs-2425	215	5	k.	k.	PROPN
iajs-2425	215	6	;	;	PUNCT
iajs-2425	215	7	cogger	cogger	NOUN
iajs-2425	215	8	,	,	PUNCT
iajs-2425	215	9	k.	k.	PROPN
iajs-2425	215	10	;	;	PUNCT
iajs-2425	215	11	srivastava	srivastava	PROPN
iajs-2425	215	12	,	,	PUNCT
iajs-2425	215	13	r.	r.	PROPN
iajs-2425	215	14	detection	detection	NOUN
iajs-2425	215	15	of	of	ADP
iajs-2425	215	16	management	management	NOUN
iajs-2425	215	17	fraud	fraud	NOUN
iajs-2425	215	18	:	:	PUNCT
iajs-2425	215	19	a	a	DET
iajs-2425	215	20	neural	neural	ADJ
iajs-2425	215	21	network	network	NOUN
iajs-2425	215	22	approach	approach	NOUN
iajs-2425	215	23	.	.	PUNCT
iajs-2425	216	1	international	international	ADJ
iajs-2425	216	2	journal	journal	NOUN
iajs-2425	216	3	of	of	ADP
iajs-2425	216	4	intelligent	intelligent	ADJ
iajs-2425	216	5	systems	system	NOUN
iajs-2425	216	6	in	in	ADP
iajs-2425	216	7	accounting	accounting	NOUN
iajs-2425	216	8	,	,	PUNCT
iajs-2425	216	9	finance	finance	NOUN
iajs-2425	216	10	&	&	CCONJ
iajs-2425	216	11	management.1995	management.1995	PROPN
iajs-2425	216	12	,	,	PUNCT
iajs-2425	216	13	4	4	NUM
iajs-2425	216	14	,	,	PUNCT
iajs-2425	216	15	2	2	NUM
iajs-2425	216	16	,	,	PUNCT
iajs-2425	216	17	113	113	NUM
iajs-2425	216	18	–	–	SYM
iajs-2425	216	19	26	26	NUM
iajs-2425	216	20	.	.	NOUN
iajs-2425	216	21	4	4	X
iajs-2425	216	22	.	.	X
iajs-2425	216	23	fanning	fan	VERB
iajs-2425	216	24	,	,	PUNCT
iajs-2425	216	25	k.	k.	PROPN
iajs-2425	216	26	;	;	PUNCT
iajs-2425	216	27	cogger	cogger	NOUN
iajs-2425	216	28	,	,	PUNCT
iajs-2425	216	29	k.	k.	PROPN
iajs-2425	216	30	neural	neural	PROPN
iajs-2425	216	31	network	network	NOUN
iajs-2425	216	32	detection	detection	NOUN
iajs-2425	216	33	of	of	ADP
iajs-2425	216	34	management	management	NOUN
iajs-2425	216	35	fraud	fraud	NOUN
iajs-2425	216	36	using	use	VERB
iajs-2425	216	37	published	publish	VERB
iajs-2425	216	38	financial	financial	ADJ
iajs-2425	216	39	data	datum	NOUN
iajs-2425	216	40	.	.	PUNCT
iajs-2425	217	1	international	international	ADJ
iajs-2425	217	2	journal	journal	NOUN
iajs-2425	217	3	of	of	ADP
iajs-2425	217	4	intelligent	intelligent	ADJ
iajs-2425	217	5	systems	system	NOUN
iajs-2425	217	6	in	in	ADP
iajs-2425	217	7	accounting	accounting	NOUN
iajs-2425	217	8	,	,	PUNCT
iajs-2425	217	9	finance	finance	NOUN
iajs-2425	217	10	&	&	CCONJ
iajs-2425	217	11	management	management	NOUN
iajs-2425	217	12	.	.	PUNCT
iajs-2425	218	1	1998	1998	NUM
iajs-2425	218	2	,	,	PUNCT
iajs-2425	218	3	7	7	NUM
iajs-2425	218	4	,	,	PUNCT
iajs-2425	218	5	1	1	NUM
iajs-2425	218	6	,	,	PUNCT
iajs-2425	218	7	2124	2124	NUM
iajs-2425	218	8	.	.	PUNCT
iajs-2425	219	1	5	5	X
iajs-2425	219	2	.	.	X
iajs-2425	219	3	patcha	patcha	PROPN
iajs-2425	219	4	,	,	PUNCT
iajs-2425	219	5	a.	a.	NOUN
iajs-2425	219	6	;	;	PUNCT
iajs-2425	219	7	park	park	NOUN
iajs-2425	219	8	,	,	PUNCT
iajs-2425	219	9	j.m	j.m	PROPN
iajs-2425	219	10	.	.	PROPN
iajs-2425	220	1	an	an	DET
iajs-2425	220	2	overview	overview	NOUN
iajs-2425	220	3	of	of	ADP
iajs-2425	220	4	anomaly	anomaly	NOUN
iajs-2425	220	5	detection	detection	NOUN
iajs-2425	220	6	techniques	technique	NOUN
iajs-2425	220	7	:	:	PUNCT
iajs-2425	220	8	existing	exist	VERB
iajs-2425	220	9	solutions	solution	NOUN
iajs-2425	220	10	and	and	CCONJ
iajs-2425	220	11	latest	late	ADJ
iajs-2425	220	12	technological	technological	ADJ
iajs-2425	220	13	trends	trend	NOUN
iajs-2425	220	14	;	;	PUNCT
iajs-2425	220	15	computer	computer	NOUN
iajs-2425	220	16	networks	network	NOUN
iajs-2425	220	17	.	.	PUNCT
iajs-2425	221	1	2007	2007	NUM
iajs-2425	221	2	.	.	PUNCT
iajs-2425	222	1	6	6	NUM
iajs-2425	222	2	.	.	X
iajs-2425	222	3	bolton	bolton	PROPN
iajs-2425	222	4	,	,	PUNCT
iajs-2425	222	5	r.j	r.j	PROPN
iajs-2425	222	6	.	.	PROPN
iajs-2425	222	7	;	;	PUNCT
iajs-2425	222	8	hand	hand	NOUN
iajs-2425	222	9	,	,	PUNCT
iajs-2425	222	10	d.j	d.j	PROPN
iajs-2425	222	11	.	.	PROPN
iajs-2425	222	12	statistical	statistical	PROPN
iajs-2425	222	13	fraud	fraud	NOUN
iajs-2425	222	14	detection	detection	NOUN
iajs-2425	222	15	:	:	PUNCT
iajs-2425	222	16	a	a	DET
iajs-2425	222	17	review	review	NOUN
iajs-2425	222	18	.	.	PUNCT
iajs-2425	223	1	statistical	statistical	ADJ
iajs-2425	223	2	science	science	NOUN
iajs-2425	223	3	.	.	PUNCT
iajs-2425	224	1	2002	2002	NUM
iajs-2425	224	2	.	.	PUNCT
iajs-2425	225	1	7	7	X
iajs-2425	225	2	.	.	X
iajs-2425	225	3	awoyemi	awoyemi	PROPN
iajs-2425	225	4	,	,	PUNCT
iajs-2425	225	5	j.o	j.o	PROPN
iajs-2425	225	6	.	.	PROPN
iajs-2425	225	7	;	;	PUNCT
iajs-2425	225	8	adetunmbi	adetunmbi	PROPN
iajs-2425	225	9	,	,	PUNCT
iajs-2425	225	10	a.o	a.o	PROPN
iajs-2425	225	11	.	.	PROPN
iajs-2425	225	12	;	;	PUNCT
iajs-2425	225	13	oluwadare	oluwadare	NOUN
iajs-2425	225	14	,	,	PUNCT
iajs-2425	225	15	s.a	s.a	PROPN
iajs-2425	225	16	.	.	PROPN
iajs-2425	225	17	credit	credit	NOUN
iajs-2425	225	18	card	card	NOUN
iajs-2425	225	19	fraud	fraud	NOUN
iajs-2425	225	20	detection	detection	NOUN
iajs-2425	225	21	using	use	VERB
iajs-2425	225	22	machine	machine	NOUN
iajs-2425	225	23	learning	learn	VERB
iajs-2425	225	24	techniques	technique	NOUN
iajs-2425	225	25	:	:	PUNCT
iajs-2425	225	26	a	a	DET
iajs-2425	225	27	comparative	comparative	ADJ
iajs-2425	225	28	analysis	analysis	NOUN
iajs-2425	225	29	.	.	PUNCT
iajs-2425	226	1	in	in	ADP
iajs-2425	226	2	2017	2017	NUM
iajs-2425	226	3	international	international	ADJ
iajs-2425	226	4	conference	conference	NOUN
iajs-2425	226	5	on	on	ADP
iajs-2425	226	6	computing	compute	VERB
iajs-2425	226	7	networking	networking	NOUN
iajs-2425	226	8	and	and	CCONJ
iajs-2425	226	9	informatics	informatic	NOUN
iajs-2425	226	10	(	(	PUNCT
iajs-2425	226	11	iccni	iccni	ADJ
iajs-2425	226	12	)	)	PUNCT
iajs-2425	226	13	,	,	PUNCT
iajs-2425	226	14	ieee	ieee	NOUN
iajs-2425	226	15	.	.	PROPN
iajs-2425	226	16	2017	2017	NUM
iajs-2425	226	17	,	,	PUNCT
iajs-2425	226	18	1	1	NUM
iajs-2425	226	19	-	-	SYM
iajs-2425	226	20	9	9	NUM
iajs-2425	226	21	.	.	NOUN
iajs-2425	226	22	8	8	NUM
iajs-2425	226	23	.	.	PUNCT
iajs-2425	226	24	chapelle	chapelle	PROPN
iajs-2425	226	25	,	,	PUNCT
iajs-2425	226	26	o.	o.	PROPN
iajs-2425	226	27	;	;	PUNCT
iajs-2425	226	28	vapnik	vapnik	X
iajs-2425	226	29	,	,	PUNCT
iajs-2425	226	30	v.	v.	PROPN
iajs-2425	226	31	;	;	PUNCT
iajs-2425	226	32	bousquet	bousquet	PROPN
iajs-2425	226	33	,	,	PUNCT
iajs-2425	226	34	o.	o.	PROPN
iajs-2425	226	35	;	;	PUNCT
iajs-2425	226	36	mukherjee	mukherjee	PROPN
iajs-2425	226	37	,	,	PUNCT
iajs-2425	226	38	s.	s.	PROPN
iajs-2425	226	39	choosing	choose	VERB
iajs-2425	226	40	multiple	multiple	ADJ
iajs-2425	226	41	parameters	parameter	NOUN
iajs-2425	226	42	for	for	ADP
iajs-2425	226	43	support	support	NOUN
iajs-2425	226	44	vector	vector	NOUN
iajs-2425	226	45	machines	machine	NOUN
iajs-2425	226	46	.	.	PUNCT
iajs-2425	227	1	machine	machine	NOUN
iajs-2425	227	2	learning	learning	NOUN
iajs-2425	227	3	.	.	PUNCT
iajs-2425	228	1	2002	2002	NUM
iajs-2425	228	2	,	,	PUNCT
iajs-2425	228	3	46	46	NUM
iajs-2425	228	4	,	,	PUNCT
iajs-2425	228	5	1	1	NUM
iajs-2425	228	6	-	-	SYM
iajs-2425	228	7	3	3	NUM
iajs-2425	228	8	,	,	PUNCT
iajs-2425	228	9	131	131	NUM
iajs-2425	228	10	-	-	SYM
iajs-2425	228	11	159	159	NUM
iajs-2425	228	12	9	9	NUM
iajs-2425	228	13	.	.	PUNCT
iajs-2425	229	1	shi	shi	PROPN
iajs-2425	229	2	,	,	PUNCT
iajs-2425	229	3	y.	y.	PROPN
iajs-2425	229	4	particle	particle	PROPN
iajs-2425	229	5	swarm	swarm	NOUN
iajs-2425	229	6	optimization	optimization	NOUN
iajs-2425	229	7	:	:	PUNCT
iajs-2425	229	8	developments	development	NOUN
iajs-2425	229	9	,	,	PUNCT
iajs-2425	229	10	applications	application	NOUN
iajs-2425	229	11	,	,	PUNCT
iajs-2425	229	12	and	and	CCONJ
iajs-2425	229	13	resources	resource	NOUN
iajs-2425	229	14	.	.	PUNCT
iajs-2425	230	1	in	in	ADP
iajs-2425	230	2	proceedings	proceeding	NOUN
iajs-2425	230	3	of	of	ADP
iajs-2425	230	4	the	the	DET
iajs-2425	230	5	2001	2001	NUM
iajs-2425	230	6	congress	congress	PROPN
iajs-2425	230	7	on	on	ADP
iajs-2425	230	8	evolutionary	evolutionary	ADJ
iajs-2425	230	9	computation	computation	NOUN
iajs-2425	230	10	(	(	PUNCT
iajs-2425	230	11	ieee	ieee	NOUN
iajs-2425	230	12	cat	cat	NOUN
iajs-2425	230	13	.	.	PUNCT
iajs-2425	231	1	no	no	INTJ
iajs-2425	231	2	.	.	PUNCT
iajs-2425	232	1	01th8546	01th8546	NUM
iajs-2425	232	2	)	)	PUNCT
iajs-2425	232	3	ieee	ieee	NOUN
iajs-2425	232	4	.	.	PUNCT
iajs-2425	232	5	2002	2002	NUM
iajs-2425	232	6	,	,	PUNCT
iajs-2425	232	7	1	1	NUM
iajs-2425	232	8	,	,	PUNCT
iajs-2425	232	9	81	81	NUM
iajs-2425	232	10	-	-	SYM
iajs-2425	232	11	86	86	NUM
iajs-2425	232	12	.	.	PUNCT
iajs-2425	233	1	10	10	NUM
iajs-2425	233	2	.	.	X
iajs-2425	234	1	singh	singh	PROPN
iajs-2425	234	2	,	,	PUNCT
iajs-2425	234	3	a.	a.	NOUN
iajs-2425	234	4	;	;	PUNCT
iajs-2425	234	5	jain	jain	PROPN
iajs-2425	234	6	,	,	PUNCT
iajs-2425	234	7	a.	a.	PROPN
iajs-2425	234	8	adaptive	adaptive	ADJ
iajs-2425	234	9	credit	credit	NOUN
iajs-2425	234	10	card	card	NOUN
iajs-2425	234	11	fraud	fraud	NOUN
iajs-2425	234	12	detection	detection	NOUN
iajs-2425	234	13	techniques	technique	NOUN
iajs-2425	234	14	based	base	VERB
iajs-2425	234	15	on	on	ADP
iajs-2425	234	16	feature	feature	NOUN
iajs-2425	234	17	selection	selection	NOUN
iajs-2425	234	18	method	method	NOUN
iajs-2425	234	19	.	.	PUNCT
iajs-2425	235	1	in	in	ADP
iajs-2425	235	2	advances	advance	NOUN
iajs-2425	235	3	in	in	ADP
iajs-2425	235	4	computer	computer	NOUN
iajs-2425	235	5	communication	communication	NOUN
iajs-2425	235	6	and	and	CCONJ
iajs-2425	235	7	computational	computational	ADJ
iajs-2425	235	8	sciences	science	NOUN
iajs-2425	235	9	.	.	PUNCT
iajs-2425	235	10	springer	springer	PROPN
iajs-2425	235	11	,	,	PUNCT
iajs-2425	235	12	singapore	singapore	PROPN
iajs-2425	235	13	.	.	PROPN
iajs-2425	235	14	2019	2019	NUM
iajs-2425	235	15	,	,	PUNCT
iajs-2425	235	16	167	167	NUM
iajs-2425	235	17	-	-	SYM
iajs-2425	235	18	178	178	NUM
iajs-2425	235	19	.	.	PUNCT
iajs-2425	235	20	11	11	NUM
iajs-2425	235	21	.	.	X
iajs-2425	235	22	singleton	singleton	PROPN
iajs-2425	235	23	,	,	PUNCT
iajs-2425	235	24	t.w	t.w	PROPN
iajs-2425	235	25	.	.	PROPN
iajs-2425	235	26	;	;	PUNCT
iajs-2425	235	27	singleton	singleton	PROPN
iajs-2425	235	28	,	,	PUNCT
iajs-2425	235	29	a.j	a.j	PROPN
iajs-2425	235	30	.	.	PROPN
iajs-2425	235	31	;	;	PUNCT
iajs-2425	235	32	bologna	bologna	PROPN
iajs-2425	235	33	,	,	PUNCT
iajs-2425	235	34	g.j	g.j	PROPN
iajs-2425	235	35	.	.	PROPN
iajs-2425	235	36	;	;	PUNCT
iajs-2425	235	37	lindquist	lindquist	PROPN
iajs-2425	235	38	,	,	PUNCT
iajs-2425	235	39	r.j	r.j	PROPN
iajs-2425	235	40	.	.	PROPN
iajs-2425	235	41	fraud	fraud	NOUN
iajs-2425	235	42	auditing	auditing	NOUN
iajs-2425	235	43	and	and	CCONJ
iajs-2425	235	44	forensic	forensic	ADJ
iajs-2425	235	45	accounting	accounting	NOUN
iajs-2425	235	46	.	.	PUNCT
iajs-2425	236	1	john	john	PROPN
iajs-2425	236	2	wiley	wiley	PROPN
iajs-2425	236	3	&	&	CCONJ
iajs-2425	236	4	sons	son	NOUN
iajs-2425	236	5	.	.	PUNCT
iajs-2425	237	1	2006	2006	NUM
iajs-2425	237	2	.	.	PUNCT
iajs-2425	238	1	12	12	NUM
iajs-2425	238	2	.	.	PUNCT
iajs-2425	238	3	panigrahi	panigrahi	NOUN
iajs-2425	238	4	,	,	PUNCT
iajs-2425	238	5	s.	s.	PROPN
iajs-2425	238	6	;	;	PUNCT
iajs-2425	238	7	kundu	kundu	NOUN
iajs-2425	238	8	,	,	PUNCT
iajs-2425	238	9	a.	a.	NOUN
iajs-2425	238	10	;	;	PUNCT
iajs-2425	238	11	sural	sural	ADJ
iajs-2425	238	12	,	,	PUNCT
iajs-2425	238	13	s.	s.	PROPN
iajs-2425	238	14	,	,	PUNCT
iajs-2425	238	15	majumdar	majumdar	PROPN
iajs-2425	238	16	,	,	PUNCT
iajs-2425	238	17	a.k	a.k	PROPN
iajs-2425	238	18	.	.	PROPN
iajs-2425	238	19	credit	credit	NOUN
iajs-2425	238	20	card	card	NOUN
iajs-2425	238	21	fraud	fraud	NOUN
iajs-2425	238	22	detection	detection	NOUN
iajs-2425	238	23	:	:	PUNCT
iajs-2425	238	24	a	a	DET
iajs-2425	238	25	fusion	fusion	NOUN
iajs-2425	238	26	approach	approach	NOUN
iajs-2425	238	27	using	use	VERB
iajs-2425	238	28	dempster	dempster	PROPN
iajs-2425	238	29	–	–	PUNCT
iajs-2425	238	30	shafer	shafer	NOUN
iajs-2425	238	31	theory	theory	NOUN
iajs-2425	238	32	and	and	CCONJ
iajs-2425	238	33	bayesian	bayesian	NOUN
iajs-2425	238	34	learning	learning	NOUN
iajs-2425	238	35	.	.	PUNCT
iajs-2425	239	1	information	information	NOUN
iajs-2425	239	2	fusion	fusion	NOUN
iajs-2425	239	3	.	.	PUNCT
iajs-2425	240	1	2009	2009	NUM
iajs-2425	240	2	.	.	PUNCT
iajs-2425	241	1	13	13	NUM
iajs-2425	241	2	.	.	PUNCT
iajs-2425	242	1	salih	salih	PROPN
iajs-2425	242	2	,	,	PUNCT
iajs-2425	242	3	s.	s.	PROPN
iajs-2425	242	4	;	;	PUNCT
iajs-2425	242	5	alsewari	alsewari	PROPN
iajs-2425	242	6	,	,	PUNCT
iajs-2425	242	7	q.a	q.a	PROPN
iajs-2425	242	8	.	.	PROPN
iajs-2425	242	9	;	;	PUNCT
iajs-2425	242	10	al	al	PROPN
iajs-2425	242	11	-	-	PUNCT
iajs-2425	242	12	khateeb	khateeb	PROPN
iajs-2425	242	13	,	,	PUNCT
iajs-2425	242	14	a.b	a.b	PROPN
iajs-2425	242	15	.	.	PROPN
iajs-2425	242	16	;	;	PUNCT
iajs-2425	242	17	zolkipli	zolkipli	PROPN
iajs-2425	242	18	,	,	PUNCT
iajs-2425	242	19	m.f	m.f	PROPN
iajs-2425	242	20	.	.	PROPN
iajs-2425	242	21	novel	novel	ADJ
iajs-2425	242	22	multi	multi	ADJ
iajs-2425	242	23	-	-	ADJ
iajs-2425	242	24	swarm	swarm	ADJ
iajs-2425	242	25	approach	approach	NOUN
iajs-2425	242	26	for	for	ADP
iajs-2425	242	27	balancing	balance	VERB
iajs-2425	242	28	exploration	exploration	NOUN
iajs-2425	242	29	and	and	CCONJ
iajs-2425	242	30	exploitation	exploitation	NOUN
iajs-2425	242	31	in	in	ADP
iajs-2425	242	32	particle	particle	NOUN
iajs-2425	242	33	swarm	swarm	NOUN
iajs-2425	242	34	optimization	optimization	NOUN
iajs-2425	242	35	,	,	PUNCT
iajs-2425	242	36	in	in	ADP
iajs-2425	242	37	recent	recent	ADJ
iajs-2425	242	38	trends	trend	NOUN
iajs-2425	242	39	in	in	ADP
iajs-2425	242	40	data	datum	NOUN
iajs-2425	242	41	science	science	NOUN
iajs-2425	242	42	and	and	CCONJ
iajs-2425	242	43	soft	soft	ADJ
iajs-2425	242	44	computing	computing	NOUN
iajs-2425	242	45	.	.	PUNCT
iajs-2425	243	1	2019	2019	NUM
iajs-2425	243	2	.	.	PUNCT
iajs-2425	244	1	14	14	NUM
iajs-2425	244	2	.	.	PUNCT
iajs-2425	245	1	jamil	jamil	PROPN
iajs-2425	245	2	,	,	PUNCT
iajs-2425	245	3	m.	m.	NOUN
iajs-2425	245	4	;	;	PUNCT
iajs-2425	245	5	x.s	x.s	PROPN
iajs-2425	245	6	.	.	PROPN
iajs-2425	245	7	yang	yang	PROPN
iajs-2425	245	8	,	,	PUNCT
iajs-2425	245	9	h.j.d	h.j.d	NOUN
iajs-2425	245	10	.	.	PUNCT
iajs-2425	246	1	zepernick	zepernick	NOUN
iajs-2425	246	2	.	.	PUNCT
iajs-2425	246	3	test	test	NOUN
iajs-2425	246	4	functions	function	NOUN
iajs-2425	246	5	for	for	ADP
iajs-2425	246	6	global	global	ADJ
iajs-2425	246	7	optimization	optimization	NOUN
iajs-2425	246	8	:	:	PUNCT
iajs-2425	246	9	a	a	DET
iajs-2425	246	10	comprehensive	comprehensive	ADJ
iajs-2425	246	11	survey	survey	NOUN
iajs-2425	246	12	,	,	PUNCT
iajs-2425	246	13	in	in	ADP
iajs-2425	246	14	swarm	swarm	NOUN
iajs-2425	246	15	intell	intell	PROPN
iajs-2425	246	16	.	.	PUNCT
iajs-2425	247	1	bio	bio	PROPN
iajs-2425	247	2	-	-	PUNCT
iajs-2425	247	3	inspired	inspire	VERB
iajs-2425	247	4	comput	comput	NOUN
iajs-2425	247	5	.	.	PUNCT
iajs-2425	248	1	2013	2013	NUM
iajs-2425	248	2	,	,	PUNCT
iajs-2425	248	3	https://doi.org/10.1016/b978-0-12-405163-8.00008-9	https://doi.org/10.1016/b978-0-12-405163-8.00008-9	PROPN
iajs-2425	248	4	.	.	PROPN
iajs-2425	248	5	15	15	NUM
iajs-2425	248	6	.	.	PUNCT
iajs-2425	249	1	shi	shi	PROPN
iajs-2425	249	2	,	,	PUNCT
iajs-2425	249	3	y.	y.	PROPN
iajs-2425	249	4	;	;	PUNCT
iajs-2425	249	5	eberhart	eberhart	PROPN
iajs-2425	249	6	,	,	PUNCT
iajs-2425	249	7	r.c	r.c	PROPN
iajs-2425	249	8	.	.	PROPN
iajs-2425	249	9	empirical	empirical	ADJ
iajs-2425	249	10	study	study	NOUN
iajs-2425	249	11	of	of	ADP
iajs-2425	249	12	particle	particle	NOUN
iajs-2425	249	13	swarm	swarm	NOUN
iajs-2425	249	14	optimization	optimization	NOUN
iajs-2425	249	15	,	,	PUNCT
iajs-2425	249	16	evol	evol	NOUN
iajs-2425	249	17	.	.	PUNCT
iajs-2425	250	1	comput	comput	NOUN
iajs-2425	250	2	.	.	PUNCT
iajs-2425	251	1	1999	1999	NUM
iajs-2425	251	2	,	,	PUNCT
iajs-2425	251	3	https://doi.org/10.1109/cec.1999.785511	https://doi.org/10.1109/cec.1999.785511	NOUN
iajs-2425	251	4	.	.	PUNCT