id	sid	tid	token	lemma	pos
ajema-5882	1	1	20	20	NUM
ajema-5882	1	2	journal	journal	NOUN
ajema-5882	1	3	of	of	ADP
ajema-5882	1	4	engineering	engineering	NOUN
ajema-5882	1	5	,	,	PUNCT
ajema-5882	1	6	mechanics	mechanic	NOUN
ajema-5882	1	7	and	and	CCONJ
ajema-5882	1	8	architecture	architecture	NOUN
ajema-5882	1	9	www	www	NOUN
ajema-5882	1	10	.	.	PUNCT
ajema-5882	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-5882	2	2	american	american	PROPN
ajema-5882	2	3	journal	journal	PROPN
ajema-5882	2	4	of	of	ADP
ajema-5882	2	5	engineering	engineering	NOUN
ajema-5882	2	6	,	,	PUNCT
ajema-5882	2	7	mechanics	mechanic	NOUN
ajema-5882	2	8	and	and	CCONJ
ajema-5882	2	9	architecture	architecture	NOUN
ajema-5882	2	10	volume	volume	NOUN
ajema-5882	2	11	2	2	NUM
ajema-5882	2	12	,	,	PUNCT
ajema-5882	2	13	issue	issue	NOUN
ajema-5882	2	14	10	10	NUM
ajema-5882	2	15	,	,	PUNCT
ajema-5882	2	16	2024	2024	NUM
ajema-5882	2	17	issn	issn	X
ajema-5882	2	18	(	(	PUNCT
ajema-5882	2	19	e	e	NOUN
ajema-5882	2	20	):	):	PUNCT
ajema-5882	2	21	2993	2993	NUM
ajema-5882	2	22	-	-	SYM
ajema-5882	2	23	2637	2637	NUM
ajema-5882	2	24	network	network	NOUN
ajema-5882	2	25	security	security	NOUN
ajema-5882	2	26	for	for	ADP
ajema-5882	2	27	cyber	cyber	NOUN
ajema-5882	2	28	-	-	PUNCT
ajema-5882	2	29	physical	physical	ADJ
ajema-5882	2	30	systems	system	NOUN
ajema-5882	2	31	using	use	VERB
ajema-5882	2	32	deep	deep	ADJ
ajema-5882	2	33	neural	neural	ADJ
ajema-5882	2	34	network	network	NOUN
ajema-5882	2	35	-	-	PUNCT
ajema-5882	2	36	based	base	VERB
ajema-5882	2	37	anomaly	anomaly	NOUN
ajema-5882	2	38	detection	detection	NOUN
ajema-5882	2	39	maytham	maytham	PROPN
ajema-5882	2	40	mohammed	mohammed	PROPN
ajema-5882	2	41	tuaama	tuaama	PROPN
ajema-5882	2	42	imam	imam	PROPN
ajema-5882	2	43	al	al	PROPN
ajema-5882	2	44	-	-	PUNCT
ajema-5882	2	45	kadhum	kadhum	PROPN
ajema-5882	2	46	college	college	PROPN
ajema-5882	2	47	(	(	PUNCT
ajema-5882	2	48	ikc	ikc	PROPN
ajema-5882	2	49	)	)	PUNCT
ajema-5882	2	50	,	,	PUNCT
ajema-5882	2	51	department	department	NOUN
ajema-5882	2	52	of	of	ADP
ajema-5882	2	53	computer	computer	NOUN
ajema-5882	2	54	technical	technical	ADJ
ajema-5882	2	55	engineering	engineering	NOUN
ajema-5882	2	56	abstract	abstract	NOUN
ajema-5882	2	57	:	:	PUNCT
ajema-5882	2	58	in	in	ADP
ajema-5882	2	59	recent	recent	ADJ
ajema-5882	2	60	years	year	NOUN
ajema-5882	2	61	,	,	PUNCT
ajema-5882	2	62	cyber	cyber	NOUN
ajema-5882	2	63	-	-	PUNCT
ajema-5882	2	64	physical	physical	ADJ
ajema-5882	2	65	systems	system	NOUN
ajema-5882	2	66	(	(	PUNCT
ajema-5882	2	67	cps	cps	PROPN
ajema-5882	2	68	)	)	PUNCT
ajema-5882	2	69	have	have	AUX
ajema-5882	2	70	seen	see	VERB
ajema-5882	2	71	explosive	explosive	ADJ
ajema-5882	2	72	growth	growth	NOUN
ajema-5882	2	73	in	in	ADP
ajema-5882	2	74	popularity	popularity	NOUN
ajema-5882	2	75	thanks	thank	NOUN
ajema-5882	2	76	to	to	ADP
ajema-5882	2	77	their	their	PRON
ajema-5882	2	78	many	many	ADJ
ajema-5882	2	79	practical	practical	ADJ
ajema-5882	2	80	uses	use	NOUN
ajema-5882	2	81	.	.	PUNCT
ajema-5882	3	1	network	network	NOUN
ajema-5882	3	2	security	security	NOUN
ajema-5882	3	3	and	and	CCONJ
ajema-5882	3	4	user	user	NOUN
ajema-5882	3	5	privacy	privacy	NOUN
ajema-5882	3	6	are	be	AUX
ajema-5882	3	7	key	key	ADJ
ajema-5882	3	8	concerns	concern	NOUN
ajema-5882	3	9	while	while	SCONJ
ajema-5882	3	10	deploying	deploy	VERB
ajema-5882	3	11	cps	cps	NOUN
ajema-5882	3	12	networks	network	NOUN
ajema-5882	3	13	because	because	SCONJ
ajema-5882	3	14	of	of	ADP
ajema-5882	3	15	the	the	DET
ajema-5882	3	16	high	high	ADJ
ajema-5882	3	17	number	number	NOUN
ajema-5882	3	18	of	of	ADP
ajema-5882	3	19	internet	internet	NOUN
ajema-5882	3	20	-	-	PUNCT
ajema-5882	3	21	connected	connect	VERB
ajema-5882	3	22	devices	device	NOUN
ajema-5882	3	23	in	in	ADP
ajema-5882	3	24	such	such	DET
ajema-5882	3	25	an	an	DET
ajema-5882	3	26	ecosystem	ecosystem	NOUN
ajema-5882	3	27	,	,	PUNCT
ajema-5882	3	28	which	which	PRON
ajema-5882	3	29	makes	make	VERB
ajema-5882	3	30	them	they	PRON
ajema-5882	3	31	more	more	ADV
ajema-5882	3	32	susceptible	susceptible	ADJ
ajema-5882	3	33	to	to	ADP
ajema-5882	3	34	cyber	cyber	NOUN
ajema-5882	3	35	-	-	PUNCT
ajema-5882	3	36	attacks	attack	NOUN
ajema-5882	3	37	.	.	PUNCT
ajema-5882	4	1	an	an	DET
ajema-5882	4	2	effective	effective	ADJ
ajema-5882	4	3	and	and	CCONJ
ajema-5882	4	4	efficient	efficient	ADJ
ajema-5882	4	5	intrusion	intrusion	NOUN
ajema-5882	4	6	detection	detection	NOUN
ajema-5882	4	7	system	system	NOUN
ajema-5882	4	8	(	(	PUNCT
ajema-5882	4	9	ids	id	NOUN
ajema-5882	4	10	)	)	PUNCT
ajema-5882	4	11	might	might	AUX
ajema-5882	4	12	be	be	AUX
ajema-5882	4	13	a	a	DET
ajema-5882	4	14	feasible	feasible	ADJ
ajema-5882	4	15	way	way	NOUN
ajema-5882	4	16	to	to	PART
ajema-5882	4	17	defend	defend	VERB
ajema-5882	4	18	cps	cps	PROPN
ajema-5882	4	19	networks	network	NOUN
ajema-5882	4	20	from	from	ADP
ajema-5882	4	21	different	different	ADJ
ajema-5882	4	22	threats	threat	NOUN
ajema-5882	4	23	.	.	PUNCT
ajema-5882	5	1	this	this	DET
ajema-5882	5	2	study	study	NOUN
ajema-5882	5	3	proposes	propose	VERB
ajema-5882	5	4	a	a	DET
ajema-5882	5	5	new	new	ADJ
ajema-5882	5	6	intrusion	intrusion	NOUN
ajema-5882	5	7	detection	detection	NOUN
ajema-5882	5	8	system	system	NOUN
ajema-5882	5	9	(	(	PUNCT
ajema-5882	5	10	ids	id	NOUN
ajema-5882	5	11	)	)	PUNCT
ajema-5882	5	12	for	for	ADP
ajema-5882	5	13	cyberphysical	cyberphysical	ADJ
ajema-5882	5	14	systems	system	NOUN
ajema-5882	5	15	networks	network	NOUN
ajema-5882	5	16	that	that	PRON
ajema-5882	5	17	uses	use	VERB
ajema-5882	5	18	deep	deep	ADJ
ajema-5882	5	19	learning	learning	NOUN
ajema-5882	5	20	to	to	PART
ajema-5882	5	21	detect	detect	VERB
ajema-5882	5	22	anomalies	anomaly	NOUN
ajema-5882	5	23	.	.	PUNCT
ajema-5882	6	1	in	in	ADP
ajema-5882	6	2	particular	particular	ADJ
ajema-5882	6	3	,	,	PUNCT
ajema-5882	6	4	we	we	PRON
ajema-5882	6	5	have	have	AUX
ajema-5882	6	6	introduced	introduce	VERB
ajema-5882	6	7	a	a	DET
ajema-5882	6	8	deep	deep	ADJ
ajema-5882	6	9	neural	neural	ADJ
ajema-5882	6	10	network	network	NOUN
ajema-5882	6	11	(	(	PUNCT
ajema-5882	6	12	dnn	dnn	PROPN
ajema-5882	6	13	)	)	PUNCT
ajema-5882	6	14	model	model	NOUN
ajema-5882	6	15	for	for	ADP
ajema-5882	6	16	filter	filter	NOUN
ajema-5882	6	17	-	-	PUNCT
ajema-5882	6	18	based	base	VERB
ajema-5882	6	19	feature	feature	NOUN
ajema-5882	6	20	selection	selection	NOUN
ajema-5882	6	21	that	that	PRON
ajema-5882	6	22	drops	drop	VERB
ajema-5882	6	23	features	feature	NOUN
ajema-5882	6	24	with	with	ADP
ajema-5882	6	25	strong	strong	ADJ
ajema-5882	6	26	correlations	correlation	NOUN
ajema-5882	6	27	.	.	PUNCT
ajema-5882	7	1	in	in	ADP
ajema-5882	7	2	addition	addition	NOUN
ajema-5882	7	3	,	,	PUNCT
ajema-5882	7	4	several	several	ADJ
ajema-5882	7	5	parameters	parameter	NOUN
ajema-5882	7	6	and	and	CCONJ
ajema-5882	7	7	hyperparameters	hyperparameter	NOUN
ajema-5882	7	8	are	be	AUX
ajema-5882	7	9	used	use	VERB
ajema-5882	7	10	to	to	ADP
ajema-5882	7	11	fine	fine	ADJ
ajema-5882	7	12	-	-	PUNCT
ajema-5882	7	13	tune	tune	NOUN
ajema-5882	7	14	the	the	DET
ajema-5882	7	15	model	model	NOUN
ajema-5882	7	16	.	.	PUNCT
ajema-5882	8	1	the	the	DET
ajema-5882	8	2	unsw	unsw	PROPN
ajema-5882	8	3	-	-	PUNCT
ajema-5882	8	4	nb15	nb15	PROPN
ajema-5882	8	5	dataset	dataset	NOUN
ajema-5882	8	6	,	,	PUNCT
ajema-5882	8	7	which	which	PRON
ajema-5882	8	8	includes	include	VERB
ajema-5882	8	9	four	four	NUM
ajema-5882	8	10	types	type	NOUN
ajema-5882	8	11	of	of	ADP
ajema-5882	8	12	attacks	attack	NOUN
ajema-5882	8	13	,	,	PUNCT
ajema-5882	8	14	is	be	AUX
ajema-5882	8	15	used	use	VERB
ajema-5882	8	16	for	for	ADP
ajema-5882	8	17	this	this	PRON
ajema-5882	8	18	.	.	PUNCT
ajema-5882	9	1	to	to	PART
ajema-5882	9	2	address	address	VERB
ajema-5882	9	3	class	class	NOUN
ajema-5882	9	4	imbalance	imbalance	NOUN
ajema-5882	9	5	concerns	concern	NOUN
ajema-5882	9	6	in	in	ADP
ajema-5882	9	7	the	the	DET
ajema-5882	9	8	dataset	dataset	NOUN
ajema-5882	9	9	,	,	PUNCT
ajema-5882	9	10	the	the	DET
ajema-5882	9	11	suggested	suggest	VERB
ajema-5882	9	12	model	model	NOUN
ajema-5882	9	13	was	be	AUX
ajema-5882	9	14	trained	train	VERB
ajema-5882	9	15	using	use	VERB
ajema-5882	9	16	generative	generative	ADJ
ajema-5882	9	17	adversarial	adversarial	ADJ
ajema-5882	9	18	networks	network	NOUN
ajema-5882	9	19	(	(	PUNCT
ajema-5882	9	20	gans	gan	NOUN
ajema-5882	9	21	)	)	PUNCT
ajema-5882	9	22	.	.	PUNCT
ajema-5882	10	1	it	it	PRON
ajema-5882	10	2	then	then	ADV
ajema-5882	10	3	generated	generate	VERB
ajema-5882	10	4	synthetic	synthetic	ADJ
ajema-5882	10	5	data	datum	NOUN
ajema-5882	10	6	of	of	ADP
ajema-5882	10	7	minority	minority	NOUN
ajema-5882	10	8	assaults	assault	NOUN
ajema-5882	10	9	and	and	CCONJ
ajema-5882	10	10	attained	attain	VERB
ajema-5882	10	11	a	a	DET
ajema-5882	10	12	98	98	NUM
ajema-5882	10	13	%	%	NOUN
ajema-5882	10	14	accuracy	accuracy	NOUN
ajema-5882	10	15	rate	rate	NOUN
ajema-5882	10	16	with	with	ADP
ajema-5882	10	17	the	the	DET
ajema-5882	10	18	balanced	balanced	ADJ
ajema-5882	10	19	class	class	NOUN
ajema-5882	10	20	dataset	dataset	NOUN
ajema-5882	10	21	.	.	PUNCT
ajema-5882	11	1	keywords	keyword	NOUN
ajema-5882	11	2	:	:	PUNCT
ajema-5882	11	3	cps	cps	PROPN
ajema-5882	11	4	;	;	PUNCT
ajema-5882	11	5	dnn	dnn	PROPN
ajema-5882	11	6	;	;	PUNCT
ajema-5882	11	7	dl	dl	X
ajema-5882	11	8	;	;	PUNCT
ajema-5882	11	9	ml	ml	X
ajema-5882	11	10	;	;	PUNCT
ajema-5882	11	11	cyber	cyber	ADJ
ajema-5882	11	12	-	-	PUNCT
ajema-5882	11	13	physical	physical	ADJ
ajema-5882	11	14	systems	system	NOUN
ajema-5882	11	15	;	;	PUNCT
ajema-5882	11	16	deep	deep	ADJ
ajema-5882	11	17	neural	neural	ADJ
ajema-5882	11	18	network	network	NOUN
ajema-5882	11	19	.	.	PUNCT
ajema-5882	12	1	1	1	X
ajema-5882	12	2	.	.	X
ajema-5882	12	3	introduction	introduction	NOUN
ajema-5882	12	4	cyber	cyber	PROPN
ajema-5882	12	5	-	-	PUNCT
ajema-5882	12	6	physical	physical	ADJ
ajema-5882	12	7	systems	system	NOUN
ajema-5882	12	8	(	(	PUNCT
ajema-5882	12	9	cps	cps	PROPN
ajema-5882	12	10	)	)	PUNCT
ajema-5882	12	11	play	play	VERB
ajema-5882	12	12	an	an	DET
ajema-5882	12	13	important	important	ADJ
ajema-5882	12	14	role	role	NOUN
ajema-5882	12	15	in	in	ADP
ajema-5882	12	16	smart	smart	ADJ
ajema-5882	12	17	grids	grid	NOUN
ajema-5882	12	18	,	,	PUNCT
ajema-5882	12	19	healthcare	healthcare	PROPN
ajema-5882	12	20	,	,	PUNCT
ajema-5882	12	21	and	and	CCONJ
ajema-5882	12	22	various	various	ADJ
ajema-5882	12	23	industry	industry	NOUN
ajema-5882	12	24	applications[1	applications[1	PROPN
ajema-5882	12	25	]	]	PUNCT
ajema-5882	12	26	.	.	PUNCT
ajema-5882	13	1	however	however	ADV
ajema-5882	13	2	,	,	PUNCT
ajema-5882	13	3	there	there	PRON
ajema-5882	13	4	are	be	VERB
ajema-5882	13	5	several	several	ADJ
ajema-5882	13	6	challenges	challenge	NOUN
ajema-5882	13	7	,	,	PUNCT
ajema-5882	13	8	including	include	VERB
ajema-5882	13	9	the	the	DET
ajema-5882	13	10	vulnerability	vulnerability	NOUN
ajema-5882	13	11	of	of	ADP
ajema-5882	13	12	protocols	protocol	NOUN
ajema-5882	13	13	and	and	CCONJ
ajema-5882	13	14	service	service	NOUN
ajema-5882	13	15	frameworks	framework	NOUN
ajema-5882	13	16	used	use	VERB
ajema-5882	13	17	in	in	ADP
ajema-5882	13	18	cps	cps	PROPN
ajema-5882	13	19	.	.	PROPN
ajema-5882	13	20	wireless	wireless	ADJ
ajema-5882	13	21	networks	network	NOUN
ajema-5882	13	22	with	with	ADP
ajema-5882	13	23	characteristics	characteristic	NOUN
ajema-5882	13	24	such	such	ADJ
ajema-5882	13	25	as	as	ADP
ajema-5882	13	26	low	low	ADJ
ajema-5882	13	27	cost	cost	NOUN
ajema-5882	13	28	,	,	PUNCT
ajema-5882	13	29	fast	fast	ADJ
ajema-5882	13	30	deployment	deployment	NOUN
ajema-5882	13	31	,	,	PUNCT
ajema-5882	13	32	mobility	mobility	NOUN
ajema-5882	13	33	,	,	PUNCT
ajema-5882	13	34	flexible	flexible	ADJ
ajema-5882	13	35	connection	connection	NOUN
ajema-5882	13	36	,	,	PUNCT
ajema-5882	13	37	and	and	CCONJ
ajema-5882	13	38	service	service	NOUN
ajema-5882	13	39	compared	compare	VERB
ajema-5882	13	40	to	to	ADP
ajema-5882	13	41	wired	wire	VERB
ajema-5882	13	42	networks	network	NOUN
ajema-5882	13	43	are	be	AUX
ajema-5882	13	44	widely	widely	ADV
ajema-5882	13	45	used	use	VERB
ajema-5882	13	46	[	[	PUNCT
ajema-5882	13	47	2	2	NUM
ajema-5882	13	48	]	]	PUNCT
ajema-5882	13	49	.	.	PUNCT
ajema-5882	14	1	however	however	ADV
ajema-5882	14	2	,	,	PUNCT
ajema-5882	14	3	they	they	PRON
ajema-5882	14	4	are	be	AUX
ajema-5882	14	5	still	still	ADV
ajema-5882	14	6	a	a	DET
ajema-5882	14	7	popular	popular	ADJ
ajema-5882	14	8	target	target	NOUN
ajema-5882	14	9	for	for	ADP
ajema-5882	14	10	attacks	attack	NOUN
ajema-5882	14	11	because	because	SCONJ
ajema-5882	14	12	they	they	PRON
ajema-5882	14	13	have	have	VERB
ajema-5882	14	14	weaknesses	weakness	NOUN
ajema-5882	14	15	such	such	ADJ
ajema-5882	14	16	as	as	ADP
ajema-5882	14	17	open	open	ADJ
ajema-5882	14	18	environments	environment	NOUN
ajema-5882	14	19	,	,	PUNCT
ajema-5882	14	20	lack	lack	NOUN
ajema-5882	14	21	of	of	ADP
ajema-5882	14	22	centralized	centralized	ADJ
ajema-5882	14	23	management	management	NOUN
ajema-5882	14	24	,	,	PUNCT
ajema-5882	14	25	widely	widely	ADV
ajema-5882	14	26	available	available	ADJ
ajema-5882	14	27	attack	attack	NOUN
ajema-5882	14	28	tools	tool	NOUN
ajema-5882	14	29	,	,	PUNCT
ajema-5882	14	30	and	and	CCONJ
ajema-5882	14	31	not	not	PART
ajema-5882	14	32	all	all	DET
ajema-5882	14	33	security	security	NOUN
ajema-5882	14	34	mechanisms	mechanism	NOUN
ajema-5882	14	35	functioning	function	VERB
ajema-5882	14	36	.	.	PUNCT
ajema-5882	15	1	attacks	attack	NOUN
ajema-5882	15	2	that	that	PRON
ajema-5882	15	3	exploit	exploit	VERB
ajema-5882	15	4	the	the	DET
ajema-5882	15	5	vulnerabilities	vulnerability	NOUN
ajema-5882	15	6	of	of	ADP
ajema-5882	15	7	wireless	wireless	ADJ
ajema-5882	15	8	networks	network	NOUN
ajema-5882	15	9	can	can	AUX
ajema-5882	15	10	lead	lead	VERB
ajema-5882	15	11	to	to	ADP
ajema-5882	15	12	information	information	NOUN
ajema-5882	15	13	leakage	leakage	NOUN
ajema-5882	15	14	,	,	PUNCT
ajema-5882	15	15	connection	connection	NOUN
ajema-5882	15	16	interference	interference	NOUN
ajema-5882	15	17	,	,	PUNCT
ajema-5882	15	18	denial	denial	NOUN
ajema-5882	15	19	of	of	ADP
ajema-5882	15	20	service	service	NOUN
ajema-5882	15	21	,	,	PUNCT
ajema-5882	15	22	and	and	CCONJ
ajema-5882	15	23	control	control	NOUN
ajema-5882	15	24	signal	signal	PROPN
ajema-5882	15	25	manipulations[3	manipulations[3	PROPN
ajema-5882	15	26	]	]	X
ajema-5882	15	27	.	.	PUNCT
ajema-5882	16	1	therefore	therefore	ADV
ajema-5882	16	2	,	,	PUNCT
ajema-5882	16	3	various	various	ADJ
ajema-5882	16	4	studies	study	NOUN
ajema-5882	16	5	are	be	AUX
ajema-5882	16	6	being	be	AUX
ajema-5882	16	7	conducted	conduct	VERB
ajema-5882	16	8	to	to	PART
ajema-5882	16	9	enhance	enhance	VERB
ajema-5882	16	10	the	the	DET
ajema-5882	16	11	level	level	NOUN
ajema-5882	16	12	of	of	ADP
ajema-5882	16	13	security	security	NOUN
ajema-5882	16	14	of	of	ADP
ajema-5882	16	15	wireless	wireless	ADJ
ajema-5882	16	16	networks	network	NOUN
ajema-5882	16	17	.	.	PUNCT
ajema-5882	17	1	however	however	ADV
ajema-5882	17	2	,	,	PUNCT
ajema-5882	17	3	all	all	DET
ajema-5882	17	4	existing	exist	VERB
ajema-5882	17	5	methods	method	NOUN
ajema-5882	17	6	have	have	VERB
ajema-5882	17	7	vulnerabilities	vulnerability	NOUN
ajema-5882	17	8	,	,	PUNCT
ajema-5882	17	9	and	and	CCONJ
ajema-5882	17	10	new	new	ADJ
ajema-5882	17	11	methods	method	NOUN
ajema-5882	17	12	are	be	AUX
ajema-5882	17	13	required	require	VERB
ajema-5882	17	14	for	for	ADP
ajema-5882	17	15	unknown	unknown	ADJ
ajema-5882	17	16	attacks	attack	NOUN
ajema-5882	17	17	[	[	X
ajema-5882	17	18	4	4	NUM
ajema-5882	17	19	]	]	PUNCT
ajema-5882	17	20	.	.	PUNCT
ajema-5882	18	1	deep	deep	ADJ
ajema-5882	18	2	learning	learning	NOUN
ajema-5882	18	3	-	-	PUNCT
ajema-5882	18	4	based	base	VERB
ajema-5882	18	5	intrusion	intrusion	NOUN
ajema-5882	18	6	detection	detection	NOUN
ajema-5882	18	7	that	that	SCONJ
ajema-5882	18	8	shares	share	VERB
ajema-5882	18	9	learning	learn	VERB
ajema-5882	18	10	data	datum	NOUN
ajema-5882	18	11	through	through	ADP
ajema-5882	18	12	accuracy	accuracy	NOUN
ajema-5882	18	13	improvement	improvement	NOUN
ajema-5882	18	14	with	with	ADP
ajema-5882	18	15	fewer	few	ADJ
ajema-5882	18	16	features	feature	NOUN
ajema-5882	18	17	shows	show	VERB
ajema-5882	18	18	the	the	DET
ajema-5882	18	19	potential	potential	NOUN
ajema-5882	18	20	of	of	ADP
ajema-5882	18	21	being	be	AUX
ajema-5882	18	22	a	a	DET
ajema-5882	18	23	good	good	ADJ
ajema-5882	18	24	classifier	classifier	NOUN
ajema-5882	18	25	while	while	SCONJ
ajema-5882	18	26	ensuring	ensure	VERB
ajema-5882	18	27	higher	high	ADJ
ajema-5882	18	28	accuracy[5	accuracy[5	NOUN
ajema-5882	18	29	]	]	X
ajema-5882	18	30	.	.	PUNCT
ajema-5882	19	1	however	however	ADV
ajema-5882	19	2	,	,	PUNCT
ajema-5882	19	3	prior	prior	ADJ
ajema-5882	19	4	work	work	NOUN
ajema-5882	19	5	using	use	VERB
ajema-5882	19	6	dnn	dnn	PROPN
ajema-5882	19	7	for	for	ADP
ajema-5882	19	8	anomaly	anomaly	NOUN
ajema-5882	19	9	-	-	PUNCT
ajema-5882	19	10	based	base	VERB
ajema-5882	19	11	intrusion	intrusion	NOUN
ajema-5882	19	12	detection	detection	NOUN
ajema-5882	19	13	includes	include	VERB
ajema-5882	19	14	various	various	ADJ
ajema-5882	19	15	hand	hand	NOUN
ajema-5882	19	16	-	-	PUNCT
ajema-5882	19	17	crafted	craft	VERB
ajema-5882	19	18	algorithms	algorithm	NOUN
ajema-5882	19	19	for	for	ADP
ajema-5882	19	20	preprocessing	preprocesse	VERB
ajema-5882	19	21	the	the	DET
ajema-5882	19	22	raw	raw	ADJ
ajema-5882	19	23	input	input	NOUN
ajema-5882	19	24	data	datum	NOUN
ajema-5882	19	25	.	.	PUNCT
ajema-5882	20	1	given	give	VERB
ajema-5882	20	2	this	this	DET
ajema-5882	20	3	purpose	purpose	NOUN
ajema-5882	20	4	,	,	PUNCT
ajema-5882	20	5	we	we	PRON
ajema-5882	20	6	propose	propose	VERB
ajema-5882	20	7	a	a	DET
ajema-5882	20	8	deep	deep	ADJ
ajema-5882	20	9	learning	learning	NOUN
ajema-5882	20	10	-	-	PUNCT
ajema-5882	20	11	based	base	VERB
ajema-5882	20	12	anomaly	anomaly	NOUN
ajema-5882	20	13	detection	detection	NOUN
ajema-5882	20	14	scheme	scheme	NOUN
ajema-5882	20	15	.	.	PUNCT
ajema-5882	21	1	specifically	specifically	ADV
ajema-5882	21	2	,	,	PUNCT
ajema-5882	21	3	we	we	PRON
ajema-5882	21	4	utilize	utilize	VERB
ajema-5882	21	5	an	an	DET
ajema-5882	21	6	autoencoder	autoencoder	NOUN
ajema-5882	21	7	-	-	PUNCT
ajema-5882	21	8	based	base	VERB
ajema-5882	21	9	neural	neural	ADJ
ajema-5882	21	10	network	network	NOUN
ajema-5882	21	11	structure	structure	NOUN
ajema-5882	21	12	to	to	PART
ajema-5882	21	13	extract	extract	VERB
ajema-5882	21	14	higher	high	ADJ
ajema-5882	21	15	abstract	abstract	ADJ
ajema-5882	21	16	features	feature	NOUN
ajema-5882	21	17	prior	prior	ADV
ajema-5882	21	18	to	to	ADP
ajema-5882	21	19	the	the	DET
ajema-5882	21	20	21	21	NUM
ajema-5882	21	21	journal	journal	NOUN
ajema-5882	21	22	of	of	ADP
ajema-5882	21	23	engineering	engineering	NOUN
ajema-5882	21	24	,	,	PUNCT
ajema-5882	21	25	mechanics	mechanic	NOUN
ajema-5882	21	26	and	and	CCONJ
ajema-5882	21	27	architecture	architecture	NOUN
ajema-5882	21	28	www	www	NOUN
ajema-5882	21	29	.	.	PUNCT
ajema-5882	22	1	grnjournal.us	grnjournal.us	X
ajema-5882	22	2	training	training	NOUN
ajema-5882	22	3	process	process	NOUN
ajema-5882	22	4	.	.	PUNCT
ajema-5882	23	1	the	the	DET
ajema-5882	23	2	training	training	NOUN
ajema-5882	23	3	process	process	NOUN
ajema-5882	23	4	is	be	AUX
ajema-5882	23	5	conducted	conduct	VERB
ajema-5882	23	6	through	through	ADP
ajema-5882	23	7	the	the	DET
ajema-5882	23	8	extracted	extract	VERB
ajema-5882	23	9	features	feature	NOUN
ajema-5882	23	10	to	to	PART
ajema-5882	23	11	achieve	achieve	VERB
ajema-5882	23	12	better	well	ADJ
ajema-5882	23	13	performance	performance	NOUN
ajema-5882	23	14	than	than	ADP
ajema-5882	23	15	those	those	PRON
ajema-5882	23	16	obtained	obtain	VERB
ajema-5882	23	17	from	from	ADP
ajema-5882	23	18	conventional	conventional	ADJ
ajema-5882	23	19	hand	hand	NOUN
ajema-5882	23	20	-	-	PUNCT
ajema-5882	23	21	crafted	craft	VERB
ajema-5882	23	22	preprocessing	preprocessing	NOUN
ajema-5882	23	23	[	[	X
ajema-5882	23	24	6	6	NUM
ajema-5882	23	25	]	]	PUNCT
ajema-5882	23	26	.	.	PUNCT
ajema-5882	24	1	it	it	PRON
ajema-5882	24	2	is	be	AUX
ajema-5882	24	3	worth	worth	ADJ
ajema-5882	24	4	noting	note	VERB
ajema-5882	24	5	that	that	SCONJ
ajema-5882	24	6	the	the	DET
ajema-5882	24	7	higher	high	ADJ
ajema-5882	24	8	abstract	abstract	ADJ
ajema-5882	24	9	features	feature	NOUN
ajema-5882	24	10	lead	lead	VERB
ajema-5882	24	11	to	to	ADP
ajema-5882	24	12	better	well	ADJ
ajema-5882	24	13	classification	classification	NOUN
ajema-5882	24	14	results	result	NOUN
ajema-5882	24	15	if	if	SCONJ
ajema-5882	24	16	the	the	DET
ajema-5882	24	17	feature	feature	NOUN
ajema-5882	24	18	space	space	NOUN
ajema-5882	24	19	is	be	AUX
ajema-5882	24	20	well	well	ADV
ajema-5882	24	21	clustered	cluster	VERB
ajema-5882	24	22	.	.	PUNCT
ajema-5882	25	1	the	the	DET
ajema-5882	25	2	proposed	propose	VERB
ajema-5882	25	3	method	method	NOUN
ajema-5882	25	4	,	,	PUNCT
ajema-5882	25	5	as	as	ADV
ajema-5882	25	6	well	well	ADV
ajema-5882	25	7	as	as	ADP
ajema-5882	25	8	the	the	DET
ajema-5882	25	9	baseline	baseline	NOUN
ajema-5882	25	10	approaches	approach	NOUN
ajema-5882	25	11	,	,	PUNCT
ajema-5882	25	12	is	be	AUX
ajema-5882	25	13	evaluated	evaluate	VERB
ajema-5882	25	14	using	use	VERB
ajema-5882	25	15	a	a	DET
ajema-5882	25	16	simulation	simulation	NOUN
ajema-5882	25	17	.	.	PUNCT
ajema-5882	26	1	our	our	PRON
ajema-5882	26	2	process	process	NOUN
ajema-5882	26	3	ensures	ensure	VERB
ajema-5882	26	4	higher	high	ADJ
ajema-5882	26	5	accuracy	accuracy	NOUN
ajema-5882	26	6	in	in	ADP
ajema-5882	26	7	simulated	simulated	ADJ
ajema-5882	26	8	scenarios	scenario	NOUN
ajema-5882	26	9	compared	compare	VERB
ajema-5882	26	10	to	to	ADP
ajema-5882	26	11	the	the	DET
ajema-5882	26	12	baseline	baseline	NOUN
ajema-5882	26	13	schemes	scheme	NOUN
ajema-5882	26	14	.	.	PUNCT
ajema-5882	27	1	1.1	1.1	NUM
ajema-5882	27	2	.	.	PUNCT
ajema-5882	27	3	overview	overview	NOUN
ajema-5882	27	4	of	of	ADP
ajema-5882	27	5	cyber	cyber	NOUN
ajema-5882	27	6	-	-	PUNCT
ajema-5882	27	7	physical	physical	ADJ
ajema-5882	27	8	systems	system	NOUN
ajema-5882	27	9	(	(	PUNCT
ajema-5882	27	10	cps	cps	PROPN
ajema-5882	27	11	)	)	PUNCT
ajema-5882	27	12	cyber	cyber	NOUN
ajema-5882	27	13	-	-	PUNCT
ajema-5882	27	14	physical	physical	ADJ
ajema-5882	27	15	systems	system	NOUN
ajema-5882	27	16	(	(	PUNCT
ajema-5882	27	17	cps	cps	PROPN
ajema-5882	27	18	)	)	PUNCT
ajema-5882	27	19	are	be	AUX
ajema-5882	27	20	systems	system	NOUN
ajema-5882	27	21	that	that	PRON
ajema-5882	27	22	tightly	tightly	ADV
ajema-5882	27	23	integrate	integrate	VERB
ajema-5882	27	24	cyber	cyber	NOUN
ajema-5882	27	25	capabilities	capability	NOUN
ajema-5882	27	26	with	with	ADP
ajema-5882	27	27	physical	physical	ADJ
ajema-5882	27	28	components	component	NOUN
ajema-5882	27	29	in	in	ADP
ajema-5882	27	30	smart	smart	ADJ
ajema-5882	27	31	motion	motion	NOUN
ajema-5882	27	32	systems	system	NOUN
ajema-5882	27	33	and	and	CCONJ
ajema-5882	27	34	smart	smart	ADJ
ajema-5882	27	35	control	control	NOUN
ajema-5882	27	36	systems[7	systems[7	ADV
ajema-5882	27	37	]	]	X
ajema-5882	27	38	.	.	PUNCT
ajema-5882	28	1	while	while	SCONJ
ajema-5882	28	2	the	the	DET
ajema-5882	28	3	first	first	ADJ
ajema-5882	28	4	layer	layer	NOUN
ajema-5882	28	5	of	of	ADP
ajema-5882	28	6	the	the	DET
ajema-5882	28	7	smart	smart	ADJ
ajema-5882	28	8	motion	motion	NOUN
ajema-5882	28	9	system	system	NOUN
ajema-5882	28	10	includes	include	VERB
ajema-5882	28	11	the	the	DET
ajema-5882	28	12	mechanical	mechanical	ADJ
ajema-5882	28	13	components	component	NOUN
ajema-5882	28	14	such	such	ADJ
ajema-5882	28	15	as	as	ADP
ajema-5882	28	16	steps	step	NOUN
ajema-5882	28	17	,	,	PUNCT
ajema-5882	28	18	joints	joint	NOUN
ajema-5882	28	19	,	,	PUNCT
ajema-5882	28	20	links	link	NOUN
ajema-5882	28	21	,	,	PUNCT
ajema-5882	28	22	etc	etc	X
ajema-5882	28	23	.	.	X
ajema-5882	28	24	,	,	PUNCT
ajema-5882	28	25	the	the	DET
ajema-5882	28	26	second	second	ADJ
ajema-5882	28	27	layer	layer	NOUN
ajema-5882	28	28	includes	include	VERB
ajema-5882	28	29	the	the	DET
ajema-5882	28	30	physical	physical	ADJ
ajema-5882	28	31	controllers	controller	NOUN
ajema-5882	28	32	for	for	ADP
ajema-5882	28	33	motion	motion	NOUN
ajema-5882	28	34	control	control	NOUN
ajema-5882	28	35	,	,	PUNCT
ajema-5882	28	36	which	which	PRON
ajema-5882	28	37	are	be	AUX
ajema-5882	28	38	the	the	DET
ajema-5882	28	39	analog	analog	NOUN
ajema-5882	28	40	and	and	CCONJ
ajema-5882	28	41	digital	digital	ADJ
ajema-5882	28	42	electronic	electronic	ADJ
ajema-5882	28	43	devices	device	NOUN
ajema-5882	28	44	and	and	CCONJ
ajema-5882	28	45	the	the	DET
ajema-5882	28	46	actuators	actuator	NOUN
ajema-5882	28	47	,	,	PUNCT
ajema-5882	28	48	and	and	CCONJ
ajema-5882	28	49	the	the	DET
ajema-5882	28	50	third	third	ADJ
ajema-5882	28	51	layer	layer	NOUN
ajema-5882	28	52	comprises	comprise	VERB
ajema-5882	28	53	the	the	DET
ajema-5882	28	54	sensory	sensory	ADJ
ajema-5882	28	55	monitoring	monitoring	NOUN
ajema-5882	28	56	devices	device	NOUN
ajema-5882	28	57	in	in	ADP
ajema-5882	28	58	the	the	DET
ajema-5882	28	59	form	form	NOUN
ajema-5882	28	60	of	of	ADP
ajema-5882	28	61	smart	smart	ADJ
ajema-5882	28	62	sensors	sensor	NOUN
ajema-5882	28	63	and	and	CCONJ
ajema-5882	28	64	image	image	NOUN
ajema-5882	28	65	sensors	sensor	NOUN
ajema-5882	28	66	[	[	X
ajema-5882	28	67	8	8	NUM
ajema-5882	28	68	]	]	PUNCT
ajema-5882	28	69	.	.	PUNCT
ajema-5882	29	1	the	the	DET
ajema-5882	29	2	first	first	ADJ
ajema-5882	29	3	layer	layer	NOUN
ajema-5882	29	4	in	in	ADP
ajema-5882	29	5	the	the	DET
ajema-5882	29	6	smart	smart	ADJ
ajema-5882	29	7	control	control	NOUN
ajema-5882	29	8	system	system	NOUN
ajema-5882	29	9	has	have	VERB
ajema-5882	29	10	the	the	DET
ajema-5882	29	11	power	power	NOUN
ajema-5882	29	12	management	management	NOUN
ajema-5882	29	13	components	component	NOUN
ajema-5882	29	14	,	,	PUNCT
ajema-5882	29	15	including	include	VERB
ajema-5882	29	16	the	the	DET
ajema-5882	29	17	energy	energy	NOUN
ajema-5882	29	18	harvesting	harvesting	NOUN
ajema-5882	29	19	modules	module	NOUN
ajema-5882	29	20	and	and	CCONJ
ajema-5882	29	21	the	the	DET
ajema-5882	29	22	power	power	NOUN
ajema-5882	29	23	storage	storage	NOUN
ajema-5882	29	24	devices	device	NOUN
ajema-5882	29	25	;	;	PUNCT
ajema-5882	29	26	the	the	DET
ajema-5882	29	27	second	second	ADJ
ajema-5882	29	28	layer	layer	NOUN
ajema-5882	29	29	houses	house	VERB
ajema-5882	29	30	the	the	DET
ajema-5882	29	31	physical	physical	ADJ
ajema-5882	29	32	controllers	controller	NOUN
ajema-5882	29	33	for	for	ADP
ajema-5882	29	34	stability	stability	NOUN
ajema-5882	29	35	analysis	analysis	NOUN
ajema-5882	29	36	and	and	CCONJ
ajema-5882	29	37	networked	networked	ADJ
ajema-5882	29	38	/	/	SYM
ajema-5882	29	39	adaptive	adaptive	ADJ
ajema-5882	29	40	control	control	NOUN
ajema-5882	29	41	and	and	CCONJ
ajema-5882	29	42	the	the	DET
ajema-5882	29	43	sensor	sensor	NOUN
ajema-5882	29	44	signal	signal	NOUN
ajema-5882	29	45	conditioning	conditioning	NOUN
ajema-5882	29	46	,	,	PUNCT
ajema-5882	29	47	followed	follow	VERB
ajema-5882	29	48	by	by	ADP
ajema-5882	29	49	the	the	DET
ajema-5882	29	50	third	third	ADJ
ajema-5882	29	51	layer	layer	NOUN
ajema-5882	29	52	that	that	PRON
ajema-5882	29	53	includes	include	VERB
ajema-5882	29	54	ultrasonic	ultrasonic	ADJ
ajema-5882	29	55	,	,	PUNCT
ajema-5882	29	56	video	video	NOUN
ajema-5882	29	57	,	,	PUNCT
ajema-5882	29	58	and	and	CCONJ
ajema-5882	29	59	lightwave	lightwave	PROPN
ajema-5882	29	60	communication	communication	NOUN
ajema-5882	29	61	devices	device	NOUN
ajema-5882	29	62	for	for	ADP
ajema-5882	29	63	nearest	near	ADJ
ajema-5882	29	64	neighbor	neighbor	NOUN
ajema-5882	29	65	and	and	CCONJ
ajema-5882	29	66	endto	endto	NOUN
ajema-5882	29	67	-	-	PUNCT
ajema-5882	29	68	end	end	NOUN
ajema-5882	29	69	communication	communication	NOUN
ajema-5882	29	70	[	[	X
ajema-5882	29	71	9	9	NUM
ajema-5882	29	72	]	]	PUNCT
ajema-5882	29	73	.	.	PUNCT
ajema-5882	30	1	there	there	PRON
ajema-5882	30	2	are	be	VERB
ajema-5882	30	3	significant	significant	ADJ
ajema-5882	30	4	design	design	NOUN
ajema-5882	30	5	challenges	challenge	NOUN
ajema-5882	30	6	for	for	ADP
ajema-5882	30	7	preserving	preserve	VERB
ajema-5882	30	8	the	the	DET
ajema-5882	30	9	integrity	integrity	NOUN
ajema-5882	30	10	,	,	PUNCT
ajema-5882	30	11	security	security	NOUN
ajema-5882	30	12	,	,	PUNCT
ajema-5882	30	13	and	and	CCONJ
ajema-5882	30	14	safety	safety	NOUN
ajema-5882	30	15	of	of	ADP
ajema-5882	30	16	networked	networked	ADJ
ajema-5882	30	17	cyber	cyber	NOUN
ajema-5882	30	18	-	-	PUNCT
ajema-5882	30	19	physical	physical	ADJ
ajema-5882	30	20	layered	layered	ADJ
ajema-5882	30	21	structures	structure	NOUN
ajema-5882	30	22	in	in	ADP
ajema-5882	30	23	smart	smart	ADJ
ajema-5882	30	24	motion	motion	NOUN
ajema-5882	30	25	systems	system	NOUN
ajema-5882	30	26	or	or	CCONJ
ajema-5882	30	27	control	control	NOUN
ajema-5882	30	28	systems	system	NOUN
ajema-5882	30	29	[	[	X
ajema-5882	30	30	10	10	NUM
ajema-5882	30	31	]	]	PUNCT
ajema-5882	30	32	.	.	PUNCT
ajema-5882	31	1	cybersecurity	cybersecurity	NOUN
ajema-5882	31	2	is	be	AUX
ajema-5882	31	3	an	an	DET
ajema-5882	31	4	increase	increase	NOUN
ajema-5882	31	5	in	in	ADP
ajema-5882	31	6	complexity	complexity	NOUN
ajema-5882	31	7	and	and	CCONJ
ajema-5882	31	8	requires	require	VERB
ajema-5882	31	9	that	that	SCONJ
ajema-5882	31	10	a	a	DET
ajema-5882	31	11	new	new	ADJ
ajema-5882	31	12	layer	layer	NOUN
ajema-5882	31	13	consisting	consist	VERB
ajema-5882	31	14	of	of	ADP
ajema-5882	31	15	security	security	NOUN
ajema-5882	31	16	monitors	monitor	NOUN
ajema-5882	31	17	and	and	CCONJ
ajema-5882	31	18	anomaly	anomaly	NOUN
ajema-5882	31	19	detectors	detector	NOUN
ajema-5882	31	20	be	be	AUX
ajema-5882	31	21	added	add	VERB
ajema-5882	31	22	to	to	ADP
ajema-5882	31	23	the	the	DET
ajema-5882	31	24	physical	physical	ADJ
ajema-5882	31	25	layer	layer	NOUN
ajema-5882	31	26	control	control	NOUN
ajema-5882	31	27	system	system	NOUN
ajema-5882	31	28	,	,	PUNCT
ajema-5882	31	29	which	which	PRON
ajema-5882	31	30	leads	lead	VERB
ajema-5882	31	31	to	to	ADP
ajema-5882	31	32	a	a	DET
ajema-5882	31	33	new	new	ADJ
ajema-5882	31	34	concept	concept	NOUN
ajema-5882	31	35	of	of	ADP
ajema-5882	31	36	cyber	cyber	NOUN
ajema-5882	31	37	-	-	PUNCT
ajema-5882	31	38	physical	physical	ADJ
ajema-5882	31	39	security	security	NOUN
ajema-5882	31	40	monitoring[11	monitoring[11	NOUN
ajema-5882	31	41	]	]	PUNCT
ajema-5882	31	42	.	.	PUNCT
ajema-5882	32	1	1.2	1.2	NUM
ajema-5882	32	2	.	.	PUNCT
ajema-5882	32	3	importance	importance	NOUN
ajema-5882	32	4	of	of	ADP
ajema-5882	32	5	network	network	NOUN
ajema-5882	32	6	security	security	NOUN
ajema-5882	32	7	in	in	ADP
ajema-5882	32	8	cps	cps	PROPN
ajema-5882	32	9	cyber	cyber	PROPN
ajema-5882	32	10	-	-	PUNCT
ajema-5882	32	11	physical	physical	ADJ
ajema-5882	32	12	systems	system	NOUN
ajema-5882	32	13	(	(	PUNCT
ajema-5882	32	14	cps	cps	PROPN
ajema-5882	32	15	)	)	PUNCT
ajema-5882	32	16	are	be	AUX
ajema-5882	32	17	crucially	crucially	ADV
ajema-5882	32	18	important	important	ADJ
ajema-5882	32	19	to	to	ADP
ajema-5882	32	20	the	the	DET
ajema-5882	32	21	public	public	NOUN
ajema-5882	32	22	in	in	ADP
ajema-5882	32	23	the	the	DET
ajema-5882	32	24	form	form	NOUN
ajema-5882	32	25	of	of	ADP
ajema-5882	32	26	transportation	transportation	NOUN
ajema-5882	32	27	,	,	PUNCT
ajema-5882	32	28	communication	communication	NOUN
ajema-5882	32	29	,	,	PUNCT
ajema-5882	32	30	energy	energy	NOUN
ajema-5882	32	31	,	,	PUNCT
ajema-5882	32	32	and	and	CCONJ
ajema-5882	32	33	manufacturing	manufacturing	NOUN
ajema-5882	32	34	.	.	PUNCT
ajema-5882	33	1	as	as	SCONJ
ajema-5882	33	2	a	a	DET
ajema-5882	33	3	result	result	NOUN
ajema-5882	33	4	,	,	PUNCT
ajema-5882	33	5	cyber	cyber	NOUN
ajema-5882	33	6	and	and	CCONJ
ajema-5882	33	7	physical	physical	ADJ
ajema-5882	33	8	elements	element	NOUN
ajema-5882	33	9	are	be	AUX
ajema-5882	33	10	increasingly	increasingly	ADV
ajema-5882	33	11	merging	merge	VERB
ajema-5882	33	12	,	,	PUNCT
ajema-5882	33	13	and	and	CCONJ
ajema-5882	33	14	an	an	DET
ajema-5882	33	15	infrastructure	infrastructure	NOUN
ajema-5882	33	16	that	that	PRON
ajema-5882	33	17	integrates	integrate	VERB
ajema-5882	33	18	network	network	NOUN
ajema-5882	33	19	and	and	CCONJ
ajema-5882	33	20	systems	system	NOUN
ajema-5882	33	21	management	management	NOUN
ajema-5882	33	22	and	and	CCONJ
ajema-5882	33	23	security	security	NOUN
ajema-5882	33	24	technologies	technology	NOUN
ajema-5882	33	25	is	be	AUX
ajema-5882	33	26	enabling	enable	VERB
ajema-5882	33	27	cps[1	cps[1	X
ajema-5882	33	28	]	]	PUNCT
ajema-5882	33	29	,	,	PUNCT
ajema-5882	34	1	[	[	X
ajema-5882	34	2	12	12	NUM
ajema-5882	34	3	]	]	PUNCT
ajema-5882	34	4	.	.	PUNCT
ajema-5882	35	1	in	in	ADP
ajema-5882	35	2	addition	addition	NOUN
ajema-5882	35	3	,	,	PUNCT
ajema-5882	35	4	however	however	ADV
ajema-5882	35	5	,	,	PUNCT
ajema-5882	35	6	the	the	DET
ajema-5882	35	7	integration	integration	NOUN
ajema-5882	35	8	of	of	ADP
ajema-5882	35	9	cps	cps	PROPN
ajema-5882	35	10	makes	make	VERB
ajema-5882	35	11	it	it	PRON
ajema-5882	35	12	easier	easy	ADJ
ajema-5882	35	13	to	to	PART
ajema-5882	35	14	interfere	interfere	VERB
ajema-5882	35	15	with	with	ADP
ajema-5882	35	16	psychological	psychological	ADJ
ajema-5882	35	17	or	or	CCONJ
ajema-5882	35	18	physical	physical	ADJ
ajema-5882	35	19	systems	system	NOUN
ajema-5882	35	20	by	by	ADP
ajema-5882	35	21	attacking	attack	VERB
ajema-5882	35	22	digital	digital	ADJ
ajema-5882	35	23	systems	system	NOUN
ajema-5882	35	24	over	over	ADP
ajema-5882	35	25	the	the	DET
ajema-5882	35	26	network	network	NOUN
ajema-5882	35	27	.	.	PUNCT
ajema-5882	36	1	the	the	DET
ajema-5882	36	2	act	act	NOUN
ajema-5882	36	3	of	of	ADP
ajema-5882	36	4	taking	take	VERB
ajema-5882	36	5	over	over	ADP
ajema-5882	36	6	control	control	NOUN
ajema-5882	36	7	decisions	decision	NOUN
ajema-5882	36	8	inappropriately	inappropriately	ADV
ajema-5882	36	9	and	and	CCONJ
ajema-5882	36	10	altering	alter	VERB
ajema-5882	36	11	the	the	DET
ajema-5882	36	12	actual	actual	ADJ
ajema-5882	36	13	states	state	NOUN
ajema-5882	36	14	of	of	ADP
ajema-5882	36	15	physical	physical	ADJ
ajema-5882	36	16	systems	system	NOUN
ajema-5882	36	17	is	be	AUX
ajema-5882	36	18	called	call	VERB
ajema-5882	36	19	network	network	NOUN
ajema-5882	36	20	intrusion	intrusion	NOUN
ajema-5882	36	21	or	or	CCONJ
ajema-5882	36	22	attack	attack	NOUN
ajema-5882	36	23	[	[	X
ajema-5882	36	24	13	13	NUM
ajema-5882	36	25	]	]	PUNCT
ajema-5882	36	26	.	.	PUNCT
ajema-5882	37	1	a	a	DET
ajema-5882	37	2	number	number	NOUN
ajema-5882	37	3	of	of	ADP
ajema-5882	37	4	network	network	NOUN
ajema-5882	37	5	intrusions	intrusion	NOUN
ajema-5882	37	6	have	have	AUX
ajema-5882	37	7	already	already	ADV
ajema-5882	37	8	occurred	occur	VERB
ajema-5882	37	9	that	that	PRON
ajema-5882	37	10	have	have	AUX
ajema-5882	37	11	succeeded	succeed	VERB
ajema-5882	37	12	in	in	ADP
ajema-5882	37	13	affecting	affect	VERB
ajema-5882	37	14	physical	physical	ADJ
ajema-5882	37	15	systems	system	NOUN
ajema-5882	37	16	.	.	PUNCT
ajema-5882	38	1	as	as	SCONJ
ajema-5882	38	2	concern	concern	NOUN
ajema-5882	38	3	grows	grow	VERB
ajema-5882	38	4	worldwide	worldwide	ADV
ajema-5882	38	5	over	over	ADP
ajema-5882	38	6	the	the	DET
ajema-5882	38	7	security	security	NOUN
ajema-5882	38	8	of	of	ADP
ajema-5882	38	9	cps	cps	PROPN
ajema-5882	38	10	,	,	PUNCT
ajema-5882	38	11	a	a	DET
ajema-5882	38	12	plethora	plethora	NOUN
ajema-5882	38	13	of	of	ADP
ajema-5882	38	14	research	research	NOUN
ajema-5882	38	15	is	be	AUX
ajema-5882	38	16	underway	underway	ADJ
ajema-5882	38	17	to	to	PART
ajema-5882	38	18	resolve	resolve	VERB
ajema-5882	38	19	security	security	NOUN
ajema-5882	38	20	problems	problem	NOUN
ajema-5882	38	21	related	relate	VERB
ajema-5882	38	22	to	to	ADP
ajema-5882	38	23	cps	cps	PROPN
ajema-5882	38	24	[	[	X
ajema-5882	38	25	14	14	NUM
ajema-5882	38	26	]	]	PUNCT
ajema-5882	38	27	.	.	PUNCT
ajema-5882	39	1	many	many	ADJ
ajema-5882	39	2	of	of	ADP
ajema-5882	39	3	these	these	DET
ajema-5882	39	4	studies	study	NOUN
ajema-5882	39	5	are	be	AUX
ajema-5882	39	6	designed	design	VERB
ajema-5882	39	7	to	to	PART
ajema-5882	39	8	solve	solve	VERB
ajema-5882	39	9	security	security	NOUN
ajema-5882	39	10	problems	problem	NOUN
ajema-5882	39	11	by	by	ADP
ajema-5882	39	12	specifically	specifically	ADV
ajema-5882	39	13	integrating	integrate	VERB
ajema-5882	39	14	the	the	DET
ajema-5882	39	15	operating	operating	NOUN
ajema-5882	39	16	systems	system	NOUN
ajema-5882	39	17	or	or	CCONJ
ajema-5882	39	18	communication	communication	NOUN
ajema-5882	39	19	technologies	technology	NOUN
ajema-5882	39	20	that	that	PRON
ajema-5882	39	21	serve	serve	VERB
ajema-5882	39	22	as	as	ADP
ajema-5882	39	23	components	component	NOUN
ajema-5882	39	24	in	in	ADP
ajema-5882	39	25	cps	cps	PROPN
ajema-5882	39	26	[	[	X
ajema-5882	39	27	15	15	NUM
ajema-5882	39	28	]	]	PUNCT
ajema-5882	39	29	.	.	PUNCT
ajema-5882	40	1	the	the	DET
ajema-5882	40	2	primary	primary	ADJ
ajema-5882	40	3	method	method	NOUN
ajema-5882	40	4	to	to	PART
ajema-5882	40	5	defend	defend	VERB
ajema-5882	40	6	cps	cps	PROPN
ajema-5882	40	7	is	be	AUX
ajema-5882	40	8	to	to	PART
ajema-5882	40	9	prevent	prevent	VERB
ajema-5882	40	10	cyber	cyber	NOUN
ajema-5882	40	11	-	-	PUNCT
ajema-5882	40	12	attacks	attack	NOUN
ajema-5882	40	13	on	on	ADP
ajema-5882	40	14	cps	cps	PROPN
ajema-5882	40	15	components	component	NOUN
ajema-5882	40	16	such	such	ADJ
ajema-5882	40	17	as	as	ADP
ajema-5882	40	18	firewalls	firewall	NOUN
ajema-5882	40	19	,	,	PUNCT
ajema-5882	40	20	intrusion	intrusion	NOUN
ajema-5882	40	21	detection	detection	NOUN
ajema-5882	40	22	systems	system	NOUN
ajema-5882	40	23	,	,	PUNCT
ajema-5882	40	24	and	and	CCONJ
ajema-5882	40	25	intrusion	intrusion	NOUN
ajema-5882	40	26	prevention	prevention	NOUN
ajema-5882	40	27	systems	system	NOUN
ajema-5882	40	28	.	.	PUNCT
ajema-5882	41	1	however	however	ADV
ajema-5882	41	2	,	,	PUNCT
ajema-5882	41	3	since	since	SCONJ
ajema-5882	41	4	general	general	ADJ
ajema-5882	41	5	security	security	NOUN
ajema-5882	41	6	technologies	technology	NOUN
ajema-5882	41	7	can	can	AUX
ajema-5882	41	8	not	not	PART
ajema-5882	41	9	completely	completely	ADV
ajema-5882	41	10	guarantee	guarantee	VERB
ajema-5882	41	11	the	the	DET
ajema-5882	41	12	security	security	NOUN
ajema-5882	41	13	of	of	ADP
ajema-5882	41	14	cps	cps	PROPN
ajema-5882	41	15	,	,	PUNCT
ajema-5882	41	16	a	a	DET
ajema-5882	41	17	new	new	ADJ
ajema-5882	41	18	security	security	NOUN
ajema-5882	41	19	method	method	NOUN
ajema-5882	41	20	tailored	tailor	VERB
ajema-5882	41	21	to	to	ADP
ajema-5882	41	22	cps	cps	PROPN
ajema-5882	41	23	,	,	PUNCT
ajema-5882	41	24	called	call	VERB
ajema-5882	41	25	deep	deep	ADJ
ajema-5882	41	26	learning	learning	NOUN
ajema-5882	41	27	-	-	PUNCT
ajema-5882	41	28	based	base	VERB
ajema-5882	41	29	anomaly	anomaly	NOUN
ajema-5882	41	30	detection	detection	NOUN
ajema-5882	41	31	,	,	PUNCT
ajema-5882	41	32	is	be	AUX
ajema-5882	41	33	needed	need	VERB
ajema-5882	41	34	.	.	PUNCT
ajema-5882	42	1	2	2	X
ajema-5882	42	2	.	.	X
ajema-5882	42	3	deep	deep	ADJ
ajema-5882	42	4	learning	learning	NOUN
ajema-5882	42	5	and	and	CCONJ
ajema-5882	42	6	neural	neural	ADJ
ajema-5882	42	7	networks	network	NOUN
ajema-5882	42	8	a	a	DET
ajema-5882	42	9	kind	kind	NOUN
ajema-5882	42	10	of	of	ADP
ajema-5882	42	11	machine	machine	NOUN
ajema-5882	42	12	learning	learning	NOUN
ajema-5882	42	13	known	know	VERB
ajema-5882	42	14	as	as	ADP
ajema-5882	42	15	"	"	PUNCT
ajema-5882	42	16	deep	deep	ADJ
ajema-5882	42	17	learning	learning	NOUN
ajema-5882	42	18	"	"	PUNCT
ajema-5882	42	19	trains	train	NOUN
ajema-5882	42	20	models	model	NOUN
ajema-5882	42	21	to	to	PART
ajema-5882	42	22	learn	learn	VERB
ajema-5882	42	23	representations	representation	NOUN
ajema-5882	42	24	of	of	ADP
ajema-5882	42	25	data	datum	NOUN
ajema-5882	42	26	and	and	CCONJ
ajema-5882	42	27	one	one	NUM
ajema-5882	42	28	of	of	ADP
ajema-5882	42	29	its	its	PRON
ajema-5882	42	30	cornerstones	cornerstone	NOUN
ajema-5882	42	31	,	,	PUNCT
ajema-5882	42	32	neural	neural	ADJ
ajema-5882	42	33	networks	network	NOUN
ajema-5882	42	34	.	.	PUNCT
ajema-5882	43	1	in	in	ADP
ajema-5882	43	2	general	general	ADJ
ajema-5882	43	3	,	,	PUNCT
ajema-5882	43	4	deep	deep	ADJ
ajema-5882	43	5	learning	learning	NOUN
ajema-5882	43	6	uses	use	VERB
ajema-5882	43	7	multiple	multiple	ADJ
ajema-5882	43	8	layers	layer	NOUN
ajema-5882	43	9	to	to	PART
ajema-5882	43	10	learn	learn	VERB
ajema-5882	43	11	higher	high	ADJ
ajema-5882	43	12	-	-	PUNCT
ajema-5882	43	13	level	level	NOUN
ajema-5882	43	14	representations	representation	NOUN
ajema-5882	43	15	that	that	PRON
ajema-5882	43	16	make	make	VERB
ajema-5882	43	17	sense	sense	NOUN
ajema-5882	43	18	of	of	ADP
ajema-5882	43	19	the	the	DET
ajema-5882	43	20	data	datum	NOUN
ajema-5882	43	21	.	.	PUNCT
ajema-5882	44	1	these	these	DET
ajema-5882	44	2	methods	method	NOUN
ajema-5882	44	3	specialize	specialize	VERB
ajema-5882	44	4	in	in	ADP
ajema-5882	44	5	one	one	NUM
ajema-5882	44	6	kind	kind	NOUN
ajema-5882	44	7	of	of	ADP
ajema-5882	44	8	representation	representation	NOUN
ajema-5882	44	9	learning	learning	NOUN
ajema-5882	44	10	and	and	CCONJ
ajema-5882	44	11	can	can	AUX
ajema-5882	44	12	be	be	AUX
ajema-5882	44	13	seen	see	VERB
ajema-5882	44	14	as	as	ADP
ajema-5882	44	15	methods	method	NOUN
ajema-5882	44	16	of	of	ADP
ajema-5882	44	17	compressing	compress	VERB
ajema-5882	44	18	data	datum	NOUN
ajema-5882	44	19	into	into	ADP
ajema-5882	44	20	multiple	multiple	ADJ
ajema-5882	44	21	layers	layer	NOUN
ajema-5882	44	22	of	of	ADP
ajema-5882	44	23	learned	learn	VERB
ajema-5882	44	24	intermediate	intermediate	ADJ
ajema-5882	44	25	features[16	features[16	PROPN
ajema-5882	44	26	]	]	PUNCT
ajema-5882	45	1	[	[	X
ajema-5882	45	2	17	17	NUM
ajema-5882	45	3	]	]	PUNCT
ajema-5882	45	4	.	.	PUNCT
ajema-5882	46	1	deep	deep	ADJ
ajema-5882	46	2	learning	learning	NOUN
ajema-5882	46	3	models	model	NOUN
ajema-5882	46	4	consist	consist	VERB
ajema-5882	46	5	of	of	ADP
ajema-5882	46	6	neural	neural	ADJ
ajema-5882	46	7	networks	network	NOUN
ajema-5882	46	8	:	:	PUNCT
ajema-5882	46	9	a	a	DET
ajema-5882	46	10	core	core	NOUN
ajema-5882	46	11	concept	concept	NOUN
ajema-5882	46	12	of	of	ADP
ajema-5882	46	13	deep	deep	ADJ
ajema-5882	46	14	learning	learning	NOUN
ajema-5882	46	15	is	be	AUX
ajema-5882	46	16	neural	neural	ADJ
ajema-5882	46	17	networks	network	NOUN
ajema-5882	46	18	.	.	PUNCT
ajema-5882	47	1	in	in	ADP
ajema-5882	47	2	a	a	DET
ajema-5882	47	3	numerical	numerical	ADJ
ajema-5882	47	4	representation	representation	NOUN
ajema-5882	47	5	of	of	ADP
ajema-5882	47	6	a	a	DET
ajema-5882	47	7	biological	biological	ADJ
ajema-5882	47	8	brain	brain	NOUN
ajema-5882	47	9	,	,	PUNCT
ajema-5882	47	10	numerous	numerous	ADJ
ajema-5882	47	11	artificial	artificial	ADJ
ajema-5882	47	12	neurons	neuron	NOUN
ajema-5882	47	13	are	be	AUX
ajema-5882	47	14	connected	connect	VERB
ajema-5882	47	15	with	with	ADP
ajema-5882	47	16	each	each	DET
ajema-5882	47	17	other	other	ADJ
ajema-5882	47	18	to	to	PART
ajema-5882	47	19	mimic	mimic	VERB
ajema-5882	47	20	the	the	DET
ajema-5882	47	21	learning	learning	NOUN
ajema-5882	47	22	process	process	NOUN
ajema-5882	47	23	as	as	SCONJ
ajema-5882	47	24	human	human	ADJ
ajema-5882	47	25	neurons	neuron	NOUN
ajema-5882	47	26	do	do	VERB
ajema-5882	47	27	.	.	PUNCT
ajema-5882	48	1	the	the	DET
ajema-5882	48	2	input	input	NOUN
ajema-5882	48	3	layer	layer	NOUN
ajema-5882	48	4	22	22	NUM
ajema-5882	48	5	journal	journal	NOUN
ajema-5882	48	6	of	of	ADP
ajema-5882	48	7	engineering	engineering	NOUN
ajema-5882	48	8	,	,	PUNCT
ajema-5882	48	9	mechanics	mechanic	NOUN
ajema-5882	48	10	and	and	CCONJ
ajema-5882	48	11	architecture	architecture	NOUN
ajema-5882	48	12	www	www	NOUN
ajema-5882	48	13	.	.	PUNCT
ajema-5882	49	1	grnjournal.us	grnjournal.us	X
ajema-5882	49	2	receives	receive	VERB
ajema-5882	49	3	signals	signal	NOUN
ajema-5882	49	4	and	and	CCONJ
ajema-5882	49	5	the	the	DET
ajema-5882	49	6	output	output	NOUN
ajema-5882	49	7	signals	signal	NOUN
ajema-5882	49	8	diverge	diverge	VERB
ajema-5882	49	9	into	into	ADP
ajema-5882	49	10	output	output	NOUN
ajema-5882	49	11	units	unit	NOUN
ajema-5882	49	12	where	where	SCONJ
ajema-5882	49	13	pairs	pair	NOUN
ajema-5882	49	14	of	of	ADP
ajema-5882	49	15	activation	activation	NOUN
ajema-5882	49	16	and	and	CCONJ
ajema-5882	49	17	weight	weight	NOUN
ajema-5882	49	18	form	form	NOUN
ajema-5882	49	19	.	.	PUNCT
ajema-5882	50	1	activation	activation	NOUN
ajema-5882	50	2	refers	refer	VERB
ajema-5882	50	3	to	to	ADP
ajema-5882	50	4	responders	responder	NOUN
ajema-5882	50	5	and	and	CCONJ
ajema-5882	50	6	weight	weight	NOUN
ajema-5882	50	7	refers	refer	VERB
ajema-5882	50	8	to	to	ADP
ajema-5882	50	9	a	a	DET
ajema-5882	50	10	channel	channel	NOUN
ajema-5882	50	11	of	of	ADP
ajema-5882	50	12	information	information	NOUN
ajema-5882	50	13	[	[	X
ajema-5882	50	14	18	18	NUM
ajema-5882	50	15	]	]	PUNCT
ajema-5882	50	16	.	.	PUNCT
ajema-5882	51	1	in	in	ADP
ajema-5882	51	2	deep	deep	ADJ
ajema-5882	51	3	learning	learning	NOUN
ajema-5882	51	4	,	,	PUNCT
ajema-5882	51	5	neural	neural	ADJ
ajema-5882	51	6	networks	network	NOUN
ajema-5882	51	7	consist	consist	VERB
ajema-5882	51	8	of	of	ADP
ajema-5882	51	9	many	many	ADJ
ajema-5882	51	10	layers	layer	NOUN
ajema-5882	51	11	.	.	PUNCT
ajema-5882	52	1	these	these	DET
ajema-5882	52	2	layers	layer	NOUN
ajema-5882	52	3	include	include	VERB
ajema-5882	52	4	an	an	DET
ajema-5882	52	5	input	input	NOUN
ajema-5882	52	6	layer	layer	NOUN
ajema-5882	52	7	,	,	PUNCT
ajema-5882	52	8	hidden	hidden	ADJ
ajema-5882	52	9	layers	layer	NOUN
ajema-5882	52	10	,	,	PUNCT
ajema-5882	52	11	and	and	CCONJ
ajema-5882	52	12	an	an	DET
ajema-5882	52	13	output	output	NOUN
ajema-5882	52	14	layer	layer	NOUN
ajema-5882	52	15	,	,	PUNCT
ajema-5882	52	16	as	as	SCONJ
ajema-5882	52	17	shown	show	VERB
ajema-5882	52	18	in	in	ADP
ajema-5882	52	19	figure	figure	NOUN
ajema-5882	52	20	1	1	NUM
ajema-5882	52	21	.	.	PUNCT
ajema-5882	53	1	the	the	DET
ajema-5882	53	2	layers	layer	NOUN
ajema-5882	53	3	are	be	AUX
ajema-5882	53	4	used	use	VERB
ajema-5882	53	5	to	to	PART
ajema-5882	53	6	compute	compute	VERB
ajema-5882	53	7	the	the	DET
ajema-5882	53	8	input	input	NOUN
ajema-5882	53	9	feature	feature	NOUN
ajema-5882	53	10	into	into	ADP
ajema-5882	53	11	the	the	DET
ajema-5882	53	12	next	next	ADJ
ajema-5882	53	13	layers	layer	NOUN
ajema-5882	53	14	.	.	PUNCT
ajema-5882	54	1	each	each	DET
ajema-5882	54	2	layer	layer	NOUN
ajema-5882	54	3	includes	include	VERB
ajema-5882	54	4	intermediate	intermediate	ADJ
ajema-5882	54	5	activations	activation	NOUN
ajema-5882	54	6	that	that	PRON
ajema-5882	54	7	are	be	AUX
ajema-5882	54	8	generally	generally	ADV
ajema-5882	54	9	used	use	VERB
ajema-5882	54	10	for	for	ADP
ajema-5882	54	11	computation[19	computation[19	ADJ
ajema-5882	54	12	]	]	PUNCT
ajema-5882	54	13	.	.	PUNCT
ajema-5882	55	1	in	in	ADP
ajema-5882	55	2	a	a	DET
ajema-5882	55	3	linear	linear	ADJ
ajema-5882	55	4	system	system	NOUN
ajema-5882	55	5	,	,	PUNCT
ajema-5882	55	6	the	the	DET
ajema-5882	55	7	output	output	NOUN
ajema-5882	55	8	of	of	ADP
ajema-5882	55	9	a	a	DET
ajema-5882	55	10	layer	layer	NOUN
ajema-5882	55	11	can	can	AUX
ajema-5882	55	12	be	be	AUX
ajema-5882	55	13	represented	represent	VERB
ajema-5882	55	14	mathematically	mathematically	ADV
ajema-5882	55	15	as	as	ADP
ajema-5882	55	16	a	a	DET
ajema-5882	55	17	linear	linear	ADJ
ajema-5882	55	18	combination	combination	NOUN
ajema-5882	55	19	of	of	ADP
ajema-5882	55	20	the	the	DET
ajema-5882	55	21	input	input	NOUN
ajema-5882	55	22	.	.	PUNCT
ajema-5882	56	1	from	from	ADP
ajema-5882	56	2	primitive	primitive	ADJ
ajema-5882	56	3	layer	layer	NOUN
ajema-5882	56	4	models	model	NOUN
ajema-5882	56	5	to	to	ADP
ajema-5882	56	6	advanced	advanced	ADJ
ajema-5882	56	7	layer	layer	NOUN
ajema-5882	56	8	models	model	NOUN
ajema-5882	56	9	,	,	PUNCT
ajema-5882	56	10	all	all	DET
ajema-5882	56	11	layer	layer	NOUN
ajema-5882	56	12	models	model	NOUN
ajema-5882	56	13	use	use	VERB
ajema-5882	56	14	the	the	DET
ajema-5882	56	15	same	same	ADJ
ajema-5882	56	16	kind	kind	NOUN
ajema-5882	56	17	of	of	ADP
ajema-5882	56	18	equation	equation	NOUN
ajema-5882	56	19	[	[	X
ajema-5882	56	20	20	20	NUM
ajema-5882	56	21	]	]	PUNCT
ajema-5882	56	22	.	.	PUNCT
ajema-5882	57	1	however	however	ADV
ajema-5882	57	2	,	,	PUNCT
ajema-5882	57	3	the	the	DET
ajema-5882	57	4	equation	equation	NOUN
ajema-5882	57	5	is	be	AUX
ajema-5882	57	6	different	different	ADJ
ajema-5882	57	7	among	among	ADP
ajema-5882	57	8	uncomplicated	uncomplicated	ADJ
ajema-5882	57	9	versus	versus	ADP
ajema-5882	57	10	viable	viable	ADJ
ajema-5882	57	11	systems	system	NOUN
ajema-5882	57	12	.	.	PUNCT
ajema-5882	58	1	fig	fig	NOUN
ajema-5882	58	2	.1	.1	PROPN
ajema-5882	58	3	dnn	dnn	PROPN
ajema-5882	58	4	architecture	architecture	NOUN
ajema-5882	58	5	2.1	2.1	NUM
ajema-5882	58	6	.	.	PUNCT
ajema-5882	59	1	introduction	introduction	NOUN
ajema-5882	59	2	to	to	ADP
ajema-5882	59	3	deep	deep	ADJ
ajema-5882	59	4	learning	learning	NOUN
ajema-5882	59	5	as	as	ADP
ajema-5882	59	6	the	the	DET
ajema-5882	59	7	depth	depth	NOUN
ajema-5882	59	8	of	of	ADP
ajema-5882	59	9	architectures	architecture	NOUN
ajema-5882	59	10	for	for	ADP
ajema-5882	59	11	neural	neural	ADJ
ajema-5882	59	12	networks	network	NOUN
ajema-5882	59	13	becomes	become	VERB
ajema-5882	59	14	deeper	deep	ADJ
ajema-5882	59	15	,	,	PUNCT
ajema-5882	59	16	their	their	PRON
ajema-5882	59	17	abilities	ability	NOUN
ajema-5882	59	18	also	also	ADV
ajema-5882	59	19	improve	improve	VERB
ajema-5882	59	20	.	.	PUNCT
ajema-5882	60	1	particularly	particularly	ADV
ajema-5882	60	2	,	,	PUNCT
ajema-5882	60	3	learning	learn	VERB
ajema-5882	60	4	ability	ability	NOUN
ajema-5882	60	5	and	and	CCONJ
ajema-5882	60	6	discrimination	discrimination	NOUN
ajema-5882	60	7	ability	ability	NOUN
ajema-5882	60	8	are	be	AUX
ajema-5882	60	9	dramatically	dramatically	ADV
ajema-5882	60	10	enhanced[21	enhanced[21	VERB
ajema-5882	60	11	]	]	X
ajema-5882	60	12	.	.	PUNCT
ajema-5882	61	1	the	the	DET
ajema-5882	61	2	potential	potential	NOUN
ajema-5882	61	3	of	of	ADP
ajema-5882	61	4	deep	deep	ADJ
ajema-5882	61	5	architectures	architecture	NOUN
ajema-5882	61	6	is	be	AUX
ajema-5882	61	7	a	a	DET
ajema-5882	61	8	subject	subject	NOUN
ajema-5882	61	9	of	of	ADP
ajema-5882	61	10	much	much	ADJ
ajema-5882	61	11	revived	revive	VERB
ajema-5882	61	12	interest	interest	NOUN
ajema-5882	61	13	.	.	PUNCT
ajema-5882	62	1	noticeably	noticeably	ADV
ajema-5882	62	2	,	,	PUNCT
ajema-5882	62	3	deep	deep	ADJ
ajema-5882	62	4	learning	learning	NOUN
ajema-5882	62	5	reveals	reveal	VERB
ajema-5882	62	6	its	its	PRON
ajema-5882	62	7	state	state	NOUN
ajema-5882	62	8	-	-	PUNCT
ajema-5882	62	9	of	of	ADP
ajema-5882	62	10	-	-	PUNCT
ajema-5882	62	11	the	the	DET
ajema-5882	62	12	-	-	PUNCT
ajema-5882	62	13	art	art	NOUN
ajema-5882	62	14	performance	performance	NOUN
ajema-5882	62	15	in	in	ADP
ajema-5882	62	16	many	many	ADJ
ajema-5882	62	17	complex	complex	ADJ
ajema-5882	62	18	image	image	NOUN
ajema-5882	62	19	problems[16	problems[16	NOUN
ajema-5882	62	20	]	]	PUNCT
ajema-5882	62	21	,	,	PUNCT
ajema-5882	62	22	[	[	X
ajema-5882	62	23	22	22	NUM
ajema-5882	62	24	]	]	PUNCT
ajema-5882	62	25	.	.	PUNCT
ajema-5882	63	1	furthermore	furthermore	ADV
ajema-5882	63	2	,	,	PUNCT
ajema-5882	63	3	deep	deep	ADJ
ajema-5882	63	4	architectures	architecture	NOUN
ajema-5882	63	5	are	be	AUX
ajema-5882	63	6	applied	apply	VERB
ajema-5882	63	7	in	in	ADP
ajema-5882	63	8	practical	practical	ADJ
ajema-5882	63	9	use	use	NOUN
ajema-5882	63	10	for	for	ADP
ajema-5882	63	11	search	search	NOUN
ajema-5882	63	12	engines	engine	NOUN
ajema-5882	63	13	and	and	CCONJ
ajema-5882	63	14	speech	speech	NOUN
ajema-5882	63	15	recognition	recognition	NOUN
ajema-5882	63	16	.	.	PUNCT
ajema-5882	64	1	if	if	SCONJ
ajema-5882	64	2	the	the	DET
ajema-5882	64	3	concepts	concept	NOUN
ajema-5882	64	4	regarding	regard	VERB
ajema-5882	64	5	deep	deep	ADJ
ajema-5882	64	6	learning	learning	NOUN
ajema-5882	64	7	are	be	AUX
ajema-5882	64	8	well	well	ADV
ajema-5882	64	9	understood	understand	VERB
ajema-5882	64	10	,	,	PUNCT
ajema-5882	64	11	correctly	correctly	ADV
ajema-5882	64	12	implementing	implement	VERB
ajema-5882	64	13	deep	deep	ADJ
ajema-5882	64	14	learning	learning	NOUN
ajema-5882	64	15	algorithms	algorithm	NOUN
ajema-5882	64	16	is	be	AUX
ajema-5882	64	17	a	a	DET
ajema-5882	64	18	significant	significant	ADJ
ajema-5882	64	19	issue	issue	NOUN
ajema-5882	64	20	.	.	PUNCT
ajema-5882	65	1	the	the	DET
ajema-5882	65	2	training	training	NOUN
ajema-5882	65	3	duration	duration	NOUN
ajema-5882	65	4	of	of	ADP
ajema-5882	65	5	deep	deep	ADJ
ajema-5882	65	6	architectures	architecture	NOUN
ajema-5882	65	7	takes	take	VERB
ajema-5882	65	8	a	a	DET
ajema-5882	65	9	considerable	considerable	ADJ
ajema-5882	65	10	amount	amount	NOUN
ajema-5882	65	11	of	of	ADP
ajema-5882	65	12	time	time	NOUN
ajema-5882	65	13	on	on	ADP
ajema-5882	65	14	conventional	conventional	ADJ
ajema-5882	65	15	resources[23	resources[23	NOUN
ajema-5882	65	16	]	]	PUNCT
ajema-5882	65	17	.	.	PUNCT
ajema-5882	66	1	an	an	DET
ajema-5882	66	2	obstacle	obstacle	NOUN
ajema-5882	66	3	to	to	ADP
ajema-5882	66	4	attaining	attain	VERB
ajema-5882	66	5	state	state	NOUN
ajema-5882	66	6	-	-	PUNCT
ajema-5882	66	7	of	of	ADP
ajema-5882	66	8	-	-	PUNCT
ajema-5882	66	9	the	the	DET
ajema-5882	66	10	-	-	PUNCT
ajema-5882	66	11	art	art	NOUN
ajema-5882	66	12	performance	performance	NOUN
ajema-5882	66	13	using	use	VERB
ajema-5882	66	14	deep	deep	ADJ
ajema-5882	66	15	models	model	NOUN
ajema-5882	66	16	is	be	AUX
ajema-5882	66	17	the	the	DET
ajema-5882	66	18	time	time	NOUN
ajema-5882	66	19	-	-	PUNCT
ajema-5882	66	20	consuming	consume	VERB
ajema-5882	66	21	restrictions	restriction	NOUN
ajema-5882	66	22	of	of	ADP
ajema-5882	66	23	the	the	DET
ajema-5882	66	24	training	training	NOUN
ajema-5882	66	25	process	process	NOUN
ajema-5882	66	26	.	.	PUNCT
ajema-5882	67	1	with	with	ADP
ajema-5882	67	2	the	the	DET
ajema-5882	67	3	rapid	rapid	ADJ
ajema-5882	67	4	increase	increase	NOUN
ajema-5882	67	5	in	in	ADP
ajema-5882	67	6	the	the	DET
ajema-5882	67	7	architecture	architecture	NOUN
ajema-5882	67	8	size	size	NOUN
ajema-5882	67	9	of	of	ADP
ajema-5882	67	10	deep	deep	ADJ
ajema-5882	67	11	models	model	NOUN
ajema-5882	67	12	,	,	PUNCT
ajema-5882	67	13	deep	deep	ADJ
ajema-5882	67	14	learning	learning	NOUN
ajema-5882	67	15	models	model	NOUN
ajema-5882	67	16	are	be	AUX
ajema-5882	67	17	designed	design	VERB
ajema-5882	67	18	with	with	ADP
ajema-5882	67	19	millions	million	NOUN
ajema-5882	67	20	of	of	ADP
ajema-5882	67	21	weights	weight	NOUN
ajema-5882	67	22	and	and	CCONJ
ajema-5882	67	23	billions	billion	NOUN
ajema-5882	67	24	of	of	ADP
ajema-5882	67	25	neurons	neuron	NOUN
ajema-5882	67	26	[	[	X
ajema-5882	67	27	24	24	NUM
ajema-5882	67	28	]	]	PUNCT
ajema-5882	67	29	.	.	PUNCT
ajema-5882	68	1	although	although	SCONJ
ajema-5882	68	2	high	high	ADJ
ajema-5882	68	3	performance	performance	NOUN
ajema-5882	68	4	is	be	AUX
ajema-5882	68	5	achieved	achieve	VERB
ajema-5882	68	6	using	use	VERB
ajema-5882	68	7	large	large	ADJ
ajema-5882	68	8	models	model	NOUN
ajema-5882	68	9	,	,	PUNCT
ajema-5882	68	10	the	the	DET
ajema-5882	68	11	impetus	impetus	NOUN
ajema-5882	68	12	behind	behind	ADP
ajema-5882	68	13	this	this	DET
ajema-5882	68	14	issue	issue	NOUN
ajema-5882	68	15	stems	stem	VERB
ajema-5882	68	16	from	from	ADP
ajema-5882	68	17	both	both	PRON
ajema-5882	68	18	human	human	ADJ
ajema-5882	68	19	understanding	understanding	NOUN
ajema-5882	68	20	and	and	CCONJ
ajema-5882	68	21	modern	modern	ADJ
ajema-5882	68	22	computer	computer	NOUN
ajema-5882	68	23	technologies[25	technologies[25	X
ajema-5882	68	24	]	]	PUNCT
ajema-5882	68	25	.	.	PUNCT
ajema-5882	69	1	the	the	DET
ajema-5882	69	2	learning	learning	NOUN
ajema-5882	69	3	capability	capability	NOUN
ajema-5882	69	4	becomes	become	VERB
ajema-5882	69	5	remarkable	remarkable	ADJ
ajema-5882	69	6	,	,	PUNCT
ajema-5882	69	7	without	without	ADP
ajema-5882	69	8	demonstrating	demonstrate	VERB
ajema-5882	69	9	deep	deep	ADJ
ajema-5882	69	10	human	human	ADJ
ajema-5882	69	11	knowledge	knowledge	NOUN
ajema-5882	69	12	.	.	PUNCT
ajema-5882	70	1	until	until	ADP
ajema-5882	70	2	now	now	ADV
ajema-5882	70	3	,	,	PUNCT
ajema-5882	70	4	many	many	ADJ
ajema-5882	70	5	shallow	shallow	ADJ
ajema-5882	70	6	networks	network	NOUN
ajema-5882	70	7	shared	share	VERB
ajema-5882	70	8	parameters	parameter	NOUN
ajema-5882	70	9	or	or	CCONJ
ajema-5882	70	10	only	only	ADV
ajema-5882	70	11	one	one	NUM
ajema-5882	70	12	layer	layer	NOUN
ajema-5882	70	13	had	have	AUX
ajema-5882	70	14	been	be	AUX
ajema-5882	70	15	adopted[26	adopted[26	NOUN
ajema-5882	70	16	]	]	PUNCT
ajema-5882	70	17	.	.	PUNCT
ajema-5882	71	1	however	however	ADV
ajema-5882	71	2	,	,	PUNCT
ajema-5882	71	3	the	the	DET
ajema-5882	71	4	concept	concept	NOUN
ajema-5882	71	5	of	of	ADP
ajema-5882	71	6	state	state	NOUN
ajema-5882	71	7	-	-	PUNCT
ajema-5882	71	8	of	of	ADP
ajema-5882	71	9	-	-	PUNCT
ajema-5882	71	10	the	the	DET
ajema-5882	71	11	-	-	PUNCT
ajema-5882	71	12	art	art	NOUN
ajema-5882	71	13	deep	deep	ADJ
ajema-5882	71	14	learning	learning	NOUN
ajema-5882	71	15	is	be	AUX
ajema-5882	71	16	merely	merely	ADV
ajema-5882	71	17	a	a	DET
ajema-5882	71	18	good	good	ADJ
ajema-5882	71	19	idea	idea	NOUN
ajema-5882	71	20	.	.	PUNCT
ajema-5882	72	1	based	base	VERB
ajema-5882	72	2	on	on	ADP
ajema-5882	72	3	a	a	DET
ajema-5882	72	4	simple	simple	ADJ
ajema-5882	72	5	scaling	scaling	NOUN
ajema-5882	72	6	model	model	NOUN
ajema-5882	72	7	,	,	PUNCT
ajema-5882	72	8	the	the	DET
ajema-5882	72	9	large	large	ADJ
ajema-5882	72	10	size	size	NOUN
ajema-5882	72	11	of	of	ADP
ajema-5882	72	12	the	the	DET
ajema-5882	72	13	network	network	NOUN
ajema-5882	72	14	contributes	contribute	VERB
ajema-5882	72	15	to	to	ADP
ajema-5882	72	16	high	high	ADJ
ajema-5882	72	17	performance	performance	NOUN
ajema-5882	72	18	as	as	ADV
ajema-5882	72	19	well	well	ADV
ajema-5882	72	20	as	as	ADP
ajema-5882	72	21	a	a	DET
ajema-5882	72	22	single	single	ADJ
ajema-5882	72	23	parameter	parameter	NOUN
ajema-5882	72	24	effect	effect	NOUN
ajema-5882	72	25	.	.	PUNCT
ajema-5882	73	1	proper	proper	ADJ
ajema-5882	73	2	scaling	scaling	NOUN
ajema-5882	73	3	makes	make	VERB
ajema-5882	73	4	the	the	DET
ajema-5882	73	5	weights	weight	NOUN
ajema-5882	73	6	of	of	ADP
ajema-5882	73	7	deep	deep	ADJ
ajema-5882	73	8	architectures	architecture	NOUN
ajema-5882	73	9	converge	converge	VERB
ajema-5882	73	10	to	to	ADP
ajema-5882	73	11	reasonable	reasonable	ADJ
ajema-5882	73	12	ranges[27	ranges[27	PROPN
ajema-5882	73	13	]	]	PUNCT
ajema-5882	74	1	[	[	X
ajema-5882	74	2	24	24	NUM
ajema-5882	74	3	]	]	PUNCT
ajema-5882	74	4	.	.	PUNCT
ajema-5882	75	1	even	even	ADV
ajema-5882	75	2	though	though	SCONJ
ajema-5882	75	3	a	a	DET
ajema-5882	75	4	large	large	ADJ
ajema-5882	75	5	model	model	NOUN
ajema-5882	75	6	is	be	AUX
ajema-5882	75	7	properly	properly	ADV
ajema-5882	75	8	based	base	VERB
ajema-5882	75	9	,	,	PUNCT
ajema-5882	75	10	the	the	DET
ajema-5882	75	11	power	power	NOUN
ajema-5882	75	12	of	of	ADP
ajema-5882	75	13	deep	deep	ADJ
ajema-5882	75	14	learning	learning	NOUN
ajema-5882	75	15	is	be	AUX
ajema-5882	75	16	driven	drive	VERB
ajema-5882	75	17	by	by	ADP
ajema-5882	75	18	the	the	DET
ajema-5882	75	19	computations	computation	NOUN
ajema-5882	75	20	that	that	PRON
ajema-5882	75	21	an	an	DET
ajema-5882	75	22	extensive	extensive	ADJ
ajema-5882	75	23	computer	computer	NOUN
ajema-5882	75	24	system	system	NOUN
ajema-5882	75	25	requires	require	VERB
ajema-5882	75	26	.	.	PUNCT
ajema-5882	76	1	the	the	DET
ajema-5882	76	2	research	research	NOUN
ajema-5882	76	3	can	can	AUX
ajema-5882	76	4	not	not	PART
ajema-5882	76	5	utilize	utilize	VERB
ajema-5882	76	6	deep	deep	ADJ
ajema-5882	76	7	learning	learning	NOUN
ajema-5882	76	8	to	to	ADP
ajema-5882	76	9	significant	significant	ADJ
ajema-5882	76	10	effects	effect	NOUN
ajema-5882	76	11	in	in	ADP
ajema-5882	76	12	other	other	ADJ
ajema-5882	76	13	systems	system	NOUN
ajema-5882	76	14	that	that	PRON
ajema-5882	76	15	do	do	AUX
ajema-5882	76	16	not	not	PART
ajema-5882	76	17	have	have	VERB
ajema-5882	76	18	resources	resource	NOUN
ajema-5882	76	19	for	for	ADP
ajema-5882	76	20	recent	recent	ADJ
ajema-5882	76	21	capabilities	capability	NOUN
ajema-5882	76	22	.	.	PUNCT
ajema-5882	77	1	inexpensive	inexpensive	ADJ
ajema-5882	77	2	deep	deep	ADJ
ajema-5882	77	3	learning	learning	NOUN
ajema-5882	77	4	becomes	become	VERB
ajema-5882	77	5	impractical	impractical	ADJ
ajema-5882	77	6	in	in	ADP
ajema-5882	77	7	real	real	ADJ
ajema-5882	77	8	life[28	life[28	ADJ
ajema-5882	77	9	]	]	PUNCT
ajema-5882	77	10	.	.	PUNCT
ajema-5882	78	1	thanks	thank	NOUN
ajema-5882	78	2	to	to	ADP
ajema-5882	78	3	recent	recent	ADJ
ajema-5882	78	4	massively	massively	ADV
ajema-5882	78	5	parallel	parallel	ADJ
ajema-5882	78	6	computation	computation	NOUN
ajema-5882	78	7	power	power	NOUN
ajema-5882	78	8	,	,	PUNCT
ajema-5882	78	9	enormous	enormous	ADJ
ajema-5882	78	10	energy	energy	NOUN
ajema-5882	78	11	and	and	CCONJ
ajema-5882	78	12	23	23	NUM
ajema-5882	78	13	journal	journal	NOUN
ajema-5882	78	14	of	of	ADP
ajema-5882	78	15	engineering	engineering	NOUN
ajema-5882	78	16	,	,	PUNCT
ajema-5882	78	17	mechanics	mechanic	NOUN
ajema-5882	78	18	and	and	CCONJ
ajema-5882	78	19	architecture	architecture	NOUN
ajema-5882	78	20	www	www	NOUN
ajema-5882	78	21	.	.	PUNCT
ajema-5882	79	1	grnjournal.us	grnjournal.us	X
ajema-5882	79	2	time	time	NOUN
ajema-5882	79	3	are	be	AUX
ajema-5882	79	4	consumed	consume	VERB
ajema-5882	79	5	on	on	ADP
ajema-5882	79	6	extremely	extremely	ADV
ajema-5882	79	7	expensive	expensive	ADJ
ajema-5882	79	8	cloud	cloud	NOUN
ajema-5882	79	9	computation	computation	NOUN
ajema-5882	79	10	services	service	NOUN
ajema-5882	79	11	.	.	PUNCT
ajema-5882	80	1	neural	neural	ADJ
ajema-5882	80	2	network	network	NOUN
ajema-5882	80	3	models	model	NOUN
ajema-5882	80	4	with	with	ADP
ajema-5882	80	5	their	their	PRON
ajema-5882	80	6	training	training	NOUN
ajema-5882	80	7	data	datum	NOUN
ajema-5882	80	8	require	require	VERB
ajema-5882	80	9	an	an	DET
ajema-5882	80	10	inordinate	inordinate	ADJ
ajema-5882	80	11	amount	amount	NOUN
ajema-5882	80	12	of	of	ADP
ajema-5882	80	13	resources	resource	NOUN
ajema-5882	80	14	and	and	CCONJ
ajema-5882	80	15	time	time	NOUN
ajema-5882	80	16	.	.	PUNCT
ajema-5882	81	1	with	with	ADP
ajema-5882	81	2	the	the	DET
ajema-5882	81	3	growth	growth	NOUN
ajema-5882	81	4	of	of	ADP
ajema-5882	81	5	devices	device	NOUN
ajema-5882	81	6	,	,	PUNCT
ajema-5882	81	7	the	the	DET
ajema-5882	81	8	learning	learning	NOUN
ajema-5882	81	9	capability	capability	NOUN
ajema-5882	81	10	using	use	VERB
ajema-5882	81	11	their	their	PRON
ajema-5882	81	12	private	private	ADJ
ajema-5882	81	13	data	datum	NOUN
ajema-5882	81	14	is	be	AUX
ajema-5882	81	15	proven	prove	VERB
ajema-5882	81	16	with	with	ADP
ajema-5882	81	17	a	a	DET
ajema-5882	81	18	considerable	considerable	ADJ
ajema-5882	81	19	amount	amount	NOUN
ajema-5882	81	20	.	.	PUNCT
ajema-5882	82	1	only	only	ADV
ajema-5882	82	2	large	large	ADJ
ajema-5882	82	3	organized	organize	VERB
ajema-5882	82	4	companies	company	NOUN
ajema-5882	82	5	possess	possess	VERB
ajema-5882	82	6	their	their	PRON
ajema-5882	82	7	external	external	ADJ
ajema-5882	82	8	computing	computing	NOUN
ajema-5882	82	9	power	power	NOUN
ajema-5882	82	10	outside	outside	ADP
ajema-5882	82	11	the	the	DET
ajema-5882	82	12	computer	computer	NOUN
ajema-5882	82	13	power	power	NOUN
ajema-5882	82	14	needed	need	VERB
ajema-5882	82	15	for	for	ADP
ajema-5882	82	16	deep	deep	ADJ
ajema-5882	82	17	learning	learning	NOUN
ajema-5882	82	18	.	.	PUNCT
ajema-5882	83	1	in	in	ADP
ajema-5882	83	2	their	their	PRON
ajema-5882	83	3	own	own	ADJ
ajema-5882	83	4	way	way	NOUN
ajema-5882	83	5	,	,	PUNCT
ajema-5882	83	6	abilities	ability	NOUN
ajema-5882	83	7	for	for	ADP
ajema-5882	83	8	deep	deep	ADJ
ajema-5882	83	9	learning	learning	NOUN
ajema-5882	83	10	are	be	AUX
ajema-5882	83	11	reserved	reserve	VERB
ajema-5882	83	12	[	[	X
ajema-5882	83	13	29	29	NUM
ajema-5882	83	14	]	]	PUNCT
ajema-5882	83	15	.	.	PUNCT
ajema-5882	84	1	2.2	2.2	NUM
ajema-5882	84	2	.	.	PUNCT
ajema-5882	84	3	types	type	NOUN
ajema-5882	84	4	of	of	ADP
ajema-5882	84	5	neural	neural	ADJ
ajema-5882	84	6	networks	network	NOUN
ajema-5882	84	7	there	there	PRON
ajema-5882	84	8	are	be	VERB
ajema-5882	84	9	various	various	ADJ
ajema-5882	84	10	types	type	NOUN
ajema-5882	84	11	of	of	ADP
ajema-5882	84	12	dnns	dnn	NOUN
ajema-5882	84	13	that	that	PRON
ajema-5882	84	14	can	can	AUX
ajema-5882	84	15	be	be	AUX
ajema-5882	84	16	utilized	utilize	VERB
ajema-5882	84	17	to	to	PART
ajema-5882	84	18	conduct	conduct	VERB
ajema-5882	84	19	ade	ade	PROPN
ajema-5882	84	20	for	for	ADP
ajema-5882	84	21	cps	cps	PROPN
ajema-5882	84	22	network	network	NOUN
ajema-5882	84	23	security	security	NOUN
ajema-5882	84	24	.	.	PUNCT
ajema-5882	85	1	the	the	DET
ajema-5882	85	2	most	most	ADV
ajema-5882	85	3	commonly	commonly	ADV
ajema-5882	85	4	used	use	VERB
ajema-5882	85	5	types	type	NOUN
ajema-5882	85	6	either	either	CCONJ
ajema-5882	85	7	consist	consist	VERB
ajema-5882	85	8	of	of	ADP
ajema-5882	85	9	feedforward	feedforward	ADJ
ajema-5882	85	10	neural	neural	ADJ
ajema-5882	85	11	networks	network	NOUN
ajema-5882	85	12	with	with	ADP
ajema-5882	85	13	fully	fully	ADV
ajema-5882	85	14	connected	connected	ADJ
ajema-5882	85	15	layers	layer	NOUN
ajema-5882	85	16	,	,	PUNCT
ajema-5882	85	17	while	while	SCONJ
ajema-5882	85	18	others	other	NOUN
ajema-5882	85	19	are	be	AUX
ajema-5882	85	20	derived	derive	VERB
ajema-5882	85	21	from	from	ADP
ajema-5882	85	22	this	this	DET
ajema-5882	85	23	structure	structure	NOUN
ajema-5882	85	24	by	by	ADP
ajema-5882	85	25	applying	apply	VERB
ajema-5882	85	26	different	different	ADJ
ajema-5882	85	27	types	type	NOUN
ajema-5882	85	28	of	of	ADP
ajema-5882	85	29	constraints	constraint	NOUN
ajema-5882	85	30	on	on	ADP
ajema-5882	85	31	the	the	DET
ajema-5882	85	32	trainable	trainable	ADJ
ajema-5882	85	33	parameters	parameter	NOUN
ajema-5882	85	34	,	,	PUNCT
ajema-5882	85	35	such	such	ADJ
ajema-5882	85	36	as	as	ADP
ajema-5882	85	37	convolutions	convolution	NOUN
ajema-5882	85	38	,	,	PUNCT
ajema-5882	85	39	recurrent	recurrent	ADJ
ajema-5882	85	40	connections	connection	NOUN
ajema-5882	85	41	,	,	PUNCT
ajema-5882	85	42	or	or	CCONJ
ajema-5882	85	43	sparsity	sparsity	NOUN
ajema-5882	85	44	[	[	X
ajema-5882	85	45	30	30	NUM
ajema-5882	85	46	]	]	PUNCT
ajema-5882	85	47	.	.	PUNCT
ajema-5882	86	1	ffnns	ffnns	PROPN
ajema-5882	86	2	consist	consist	NOUN
ajema-5882	86	3	of	of	ADP
ajema-5882	86	4	a	a	DET
ajema-5882	86	5	stack	stack	NOUN
ajema-5882	86	6	of	of	ADP
ajema-5882	86	7	layers	layer	NOUN
ajema-5882	86	8	that	that	PRON
ajema-5882	86	9	are	be	AUX
ajema-5882	86	10	interconnected	interconnect	VERB
ajema-5882	86	11	with	with	ADP
ajema-5882	86	12	each	each	DET
ajema-5882	86	13	other	other	ADJ
ajema-5882	86	14	.	.	PUNCT
ajema-5882	87	1	each	each	PRON
ajema-5882	87	2	of	of	ADP
ajema-5882	87	3	the	the	DET
ajema-5882	87	4	interconnected	interconnected	ADJ
ajema-5882	87	5	layers	layer	NOUN
ajema-5882	87	6	is	be	AUX
ajema-5882	87	7	trained	train	VERB
ajema-5882	87	8	to	to	PART
ajema-5882	87	9	output	output	VERB
ajema-5882	87	10	the	the	DET
ajema-5882	87	11	true	true	ADJ
ajema-5882	87	12	class	class	NOUN
ajema-5882	87	13	label	label	NOUN
ajema-5882	87	14	that	that	PRON
ajema-5882	87	15	each	each	DET
ajema-5882	87	16	input	input	NOUN
ajema-5882	87	17	image	image	NOUN
ajema-5882	87	18	instance	instance	NOUN
ajema-5882	87	19	belongs	belong	VERB
ajema-5882	87	20	to	to	ADP
ajema-5882	87	21	,	,	PUNCT
ajema-5882	87	22	or	or	CCONJ
ajema-5882	87	23	to	to	PART
ajema-5882	87	24	determine	determine	VERB
ajema-5882	87	25	the	the	DET
ajema-5882	87	26	discrete	discrete	ADJ
ajema-5882	87	27	values	value	NOUN
ajema-5882	87	28	of	of	ADP
ajema-5882	87	29	a	a	DET
ajema-5882	87	30	given	give	VERB
ajema-5882	87	31	input	input	NOUN
ajema-5882	87	32	data	datum	NOUN
ajema-5882	87	33	set[31	set[31	NOUN
ajema-5882	87	34	]	]	PUNCT
ajema-5882	87	35	,	,	PUNCT
ajema-5882	87	36	[	[	X
ajema-5882	87	37	32	32	NUM
ajema-5882	87	38	]	]	PUNCT
ajema-5882	87	39	.	.	PUNCT
ajema-5882	88	1	in	in	ADP
ajema-5882	88	2	order	order	NOUN
ajema-5882	88	3	to	to	PART
ajema-5882	88	4	accomplish	accomplish	VERB
ajema-5882	88	5	this	this	PRON
ajema-5882	88	6	,	,	PUNCT
ajema-5882	88	7	the	the	DET
ajema-5882	88	8	first	first	ADJ
ajema-5882	88	9	layer	layer	NOUN
ajema-5882	88	10	of	of	ADP
ajema-5882	88	11	the	the	DET
ajema-5882	88	12	ffnn	ffnn	NOUN
ajema-5882	88	13	receives	receive	VERB
ajema-5882	88	14	the	the	DET
ajema-5882	88	15	sensors	sensor	NOUN
ajema-5882	88	16	'	'	PART
ajema-5882	88	17	raw	raw	ADJ
ajema-5882	88	18	measurements	measurement	NOUN
ajema-5882	88	19	as	as	ADP
ajema-5882	88	20	input	input	NOUN
ajema-5882	88	21	.	.	PUNCT
ajema-5882	89	1	the	the	DET
ajema-5882	89	2	output	output	NOUN
ajema-5882	89	3	of	of	ADP
ajema-5882	89	4	each	each	DET
ajema-5882	89	5	layer	layer	NOUN
ajema-5882	89	6	is	be	AUX
ajema-5882	89	7	then	then	ADV
ajema-5882	89	8	computed	compute	VERB
ajema-5882	89	9	by	by	ADP
ajema-5882	89	10	applying	apply	VERB
ajema-5882	89	11	continuous	continuous	ADJ
ajema-5882	89	12	transformations	transformation	NOUN
ajema-5882	89	13	on	on	ADP
ajema-5882	89	14	the	the	DET
ajema-5882	89	15	input	input	NOUN
ajema-5882	89	16	data	datum	NOUN
ajema-5882	89	17	followed	follow	VERB
ajema-5882	89	18	by	by	ADP
ajema-5882	89	19	the	the	DET
ajema-5882	89	20	use	use	NOUN
ajema-5882	89	21	of	of	ADP
ajema-5882	89	22	a	a	DET
ajema-5882	89	23	fixed	fix	VERB
ajema-5882	89	24	nonlinear	nonlinear	ADJ
ajema-5882	89	25	function	function	NOUN
ajema-5882	89	26	.	.	PUNCT
ajema-5882	90	1	after	after	ADP
ajema-5882	90	2	passing	pass	VERB
ajema-5882	90	3	through	through	ADP
ajema-5882	90	4	a	a	DET
ajema-5882	90	5	number	number	NOUN
ajema-5882	90	6	of	of	ADP
ajema-5882	90	7	layers	layer	NOUN
ajema-5882	90	8	,	,	PUNCT
ajema-5882	90	9	the	the	DET
ajema-5882	90	10	predictions	prediction	NOUN
ajema-5882	90	11	are	be	AUX
ajema-5882	90	12	made	make	VERB
ajema-5882	90	13	by	by	ADP
ajema-5882	90	14	the	the	DET
ajema-5882	90	15	final	final	ADJ
ajema-5882	90	16	layer	layer	NOUN
ajema-5882	91	1	[	[	X
ajema-5882	91	2	33	33	NUM
ajema-5882	91	3	]	]	PUNCT
ajema-5882	91	4	.	.	PUNCT
ajema-5882	92	1	in	in	ADP
ajema-5882	92	2	cnns	cnns	PROPN
ajema-5882	92	3	,	,	PUNCT
ajema-5882	92	4	rather	rather	ADV
ajema-5882	92	5	than	than	ADP
ajema-5882	92	6	using	use	VERB
ajema-5882	92	7	fully	fully	ADV
ajema-5882	92	8	connected	connected	ADJ
ajema-5882	92	9	layers	layer	NOUN
ajema-5882	92	10	,	,	PUNCT
ajema-5882	92	11	consecutive	consecutive	ADJ
ajema-5882	92	12	layers	layer	NOUN
ajema-5882	92	13	are	be	AUX
ajema-5882	92	14	partially	partially	ADV
ajema-5882	92	15	connected	connect	VERB
ajema-5882	92	16	with	with	ADP
ajema-5882	92	17	banks	bank	NOUN
ajema-5882	92	18	of	of	ADP
ajema-5882	92	19	learnable	learnable	ADJ
ajema-5882	92	20	convolutional	convolutional	ADJ
ajema-5882	92	21	kernels	kernel	NOUN
ajema-5882	92	22	,	,	PUNCT
ajema-5882	92	23	which	which	PRON
ajema-5882	92	24	are	be	AUX
ajema-5882	92	25	usually	usually	ADV
ajema-5882	92	26	used	use	VERB
ajema-5882	92	27	to	to	PART
ajema-5882	92	28	identify	identify	VERB
ajema-5882	92	29	the	the	DET
ajema-5882	92	30	presence	presence	NOUN
ajema-5882	92	31	of	of	ADP
ajema-5882	92	32	specific	specific	ADJ
ajema-5882	92	33	types	type	NOUN
ajema-5882	92	34	of	of	ADP
ajema-5882	92	35	features	feature	NOUN
ajema-5882	92	36	in	in	ADP
ajema-5882	92	37	the	the	DET
ajema-5882	92	38	input	input	NOUN
ajema-5882	92	39	data	datum	NOUN
ajema-5882	92	40	[	[	X
ajema-5882	92	41	34	34	NUM
ajema-5882	92	42	]	]	PUNCT
ajema-5882	92	43	.	.	PUNCT
ajema-5882	93	1	rnns	rnns	PROPN
ajema-5882	93	2	utilize	utilize	VERB
ajema-5882	93	3	cyclic	cyclic	ADJ
ajema-5882	93	4	connections	connection	NOUN
ajema-5882	93	5	across	across	ADP
ajema-5882	93	6	layers	layer	NOUN
ajema-5882	93	7	that	that	PRON
ajema-5882	93	8	allow	allow	VERB
ajema-5882	93	9	for	for	ADP
ajema-5882	93	10	the	the	DET
ajema-5882	93	11	propagation	propagation	NOUN
ajema-5882	93	12	of	of	ADP
ajema-5882	93	13	previous	previous	ADJ
ajema-5882	93	14	hidden	hide	VERB
ajema-5882	93	15	states	state	NOUN
ajema-5882	93	16	,	,	PUNCT
ajema-5882	93	17	which	which	PRON
ajema-5882	93	18	makes	make	VERB
ajema-5882	93	19	them	they	PRON
ajema-5882	93	20	particularly	particularly	ADV
ajema-5882	93	21	effective	effective	ADJ
ajema-5882	93	22	in	in	ADP
ajema-5882	93	23	capturing	capture	VERB
ajema-5882	93	24	temporal	temporal	ADJ
ajema-5882	93	25	dependencies	dependency	NOUN
ajema-5882	93	26	inherent	inherent	ADJ
ajema-5882	93	27	in	in	ADP
ajema-5882	93	28	naturally	naturally	ADV
ajema-5882	93	29	occurring	occur	VERB
ajema-5882	93	30	sequential	sequential	ADJ
ajema-5882	93	31	data	datum	NOUN
ajema-5882	93	32	sets	set	NOUN
ajema-5882	93	33	such	such	ADJ
ajema-5882	93	34	as	as	ADP
ajema-5882	93	35	audio	audio	NOUN
ajema-5882	93	36	,	,	PUNCT
ajema-5882	93	37	text	text	NOUN
ajema-5882	93	38	,	,	PUNCT
ajema-5882	93	39	or	or	CCONJ
ajema-5882	93	40	time	time	NOUN
ajema-5882	93	41	series[35	series[35	X
ajema-5882	93	42	]	]	PUNCT
ajema-5882	93	43	.	.	PUNCT
ajema-5882	94	1	3	3	X
ajema-5882	94	2	.	.	X
ajema-5882	94	3	anomaly	anomaly	NOUN
ajema-5882	94	4	detection	detection	NOUN
ajema-5882	94	5	in	in	ADP
ajema-5882	94	6	cps	cps	PROPN
ajema-5882	94	7	anomaly	anomaly	PROPN
ajema-5882	94	8	detection	detection	NOUN
ajema-5882	94	9	plays	play	VERB
ajema-5882	94	10	a	a	DET
ajema-5882	94	11	critical	critical	ADJ
ajema-5882	94	12	role	role	NOUN
ajema-5882	94	13	in	in	ADP
ajema-5882	94	14	protecting	protect	VERB
ajema-5882	94	15	network	network	NOUN
ajema-5882	94	16	security	security	NOUN
ajema-5882	94	17	in	in	ADP
ajema-5882	94	18	cyber	cyber	ADJ
ajema-5882	94	19	-	-	PUNCT
ajema-5882	94	20	physical	physical	ADJ
ajema-5882	94	21	systems	system	NOUN
ajema-5882	94	22	(	(	PUNCT
ajema-5882	94	23	cps	cps	PROPN
ajema-5882	94	24	)	)	PUNCT
ajema-5882	94	25	,	,	PUNCT
ajema-5882	94	26	especially	especially	ADV
ajema-5882	94	27	for	for	ADP
ajema-5882	94	28	detecting	detect	VERB
ajema-5882	94	29	unknown	unknown	ADJ
ajema-5882	94	30	or	or	CCONJ
ajema-5882	94	31	hidden	hide	VERB
ajema-5882	94	32	security	security	NOUN
ajema-5882	94	33	threats	threat	NOUN
ajema-5882	94	34	that	that	PRON
ajema-5882	94	35	are	be	AUX
ajema-5882	94	36	difficult	difficult	ADJ
ajema-5882	94	37	to	to	ADP
ajema-5882	94	38	model[36	model[36	NOUN
ajema-5882	94	39	]	]	PUNCT
ajema-5882	94	40	.	.	PUNCT
ajema-5882	95	1	however	however	ADV
ajema-5882	95	2	,	,	PUNCT
ajema-5882	95	3	anomaly	anomaly	NOUN
ajema-5882	95	4	detection	detection	NOUN
ajema-5882	95	5	in	in	ADP
ajema-5882	95	6	cps	cps	PROPN
ajema-5882	95	7	is	be	AUX
ajema-5882	95	8	challenging	challenge	VERB
ajema-5882	95	9	due	due	ADJ
ajema-5882	95	10	to	to	ADP
ajema-5882	95	11	the	the	DET
ajema-5882	95	12	high	high	ADV
ajema-5882	95	13	-	-	PUNCT
ajema-5882	95	14	dimensional	dimensional	ADJ
ajema-5882	95	15	time	time	NOUN
ajema-5882	95	16	series	series	NOUN
ajema-5882	95	17	and	and	CCONJ
ajema-5882	95	18	spatial	spatial	ADJ
ajema-5882	95	19	-	-	PUNCT
ajema-5882	95	20	temporal	temporal	ADJ
ajema-5882	95	21	data	datum	NOUN
ajema-5882	95	22	characteristics	characteristic	NOUN
ajema-5882	95	23	.	.	PUNCT
ajema-5882	96	1	traditional	traditional	ADJ
ajema-5882	96	2	anomaly	anomaly	NOUN
ajema-5882	96	3	detection	detection	NOUN
ajema-5882	96	4	focuses	focus	VERB
ajema-5882	96	5	on	on	ADP
ajema-5882	96	6	feature	feature	NOUN
ajema-5882	96	7	extraction	extraction	NOUN
ajema-5882	96	8	,	,	PUNCT
ajema-5882	96	9	feature	feature	NOUN
ajema-5882	96	10	selection	selection	NOUN
ajema-5882	96	11	,	,	PUNCT
ajema-5882	96	12	and	and	CCONJ
ajema-5882	96	13	classifier	classifier	NOUN
ajema-5882	96	14	design	design	NOUN
ajema-5882	96	15	,	,	PUNCT
ajema-5882	96	16	generally	generally	ADV
ajema-5882	96	17	using	use	VERB
ajema-5882	96	18	shallow	shallow	ADJ
ajema-5882	96	19	-	-	PUNCT
ajema-5882	96	20	structured	structure	VERB
ajema-5882	96	21	classifiers	classifier	NOUN
ajema-5882	96	22	[	[	X
ajema-5882	96	23	37	37	NUM
ajema-5882	96	24	]	]	PUNCT
ajema-5882	96	25	.	.	PUNCT
ajema-5882	97	1	this	this	DET
ajema-5882	97	2	paper	paper	NOUN
ajema-5882	97	3	provides	provide	VERB
ajema-5882	97	4	an	an	DET
ajema-5882	97	5	alternative	alternative	ADJ
ajema-5882	97	6	cps	cps	NOUN
ajema-5882	97	7	network	network	NOUN
ajema-5882	97	8	security	security	NOUN
ajema-5882	97	9	solution	solution	NOUN
ajema-5882	97	10	using	use	VERB
ajema-5882	97	11	deep	deep	ADJ
ajema-5882	97	12	learning	learning	NOUN
ajema-5882	97	13	.	.	PUNCT
ajema-5882	98	1	cyber	cyber	NOUN
ajema-5882	98	2	-	-	PUNCT
ajema-5882	98	3	physical	physical	ADJ
ajema-5882	98	4	systems	system	NOUN
ajema-5882	98	5	(	(	PUNCT
ajema-5882	98	6	cps	cps	PROPN
ajema-5882	98	7	)	)	PUNCT
ajema-5882	98	8	provide	provide	VERB
ajema-5882	98	9	the	the	DET
ajema-5882	98	10	foundational	foundational	ADJ
ajema-5882	98	11	technology	technology	NOUN
ajema-5882	98	12	for	for	ADP
ajema-5882	98	13	smart	smart	ADJ
ajema-5882	98	14	cities	city	NOUN
ajema-5882	98	15	,	,	PUNCT
ajema-5882	98	16	smart	smart	ADJ
ajema-5882	98	17	grids	grid	NOUN
ajema-5882	98	18	,	,	PUNCT
ajema-5882	98	19	linked	link	VERB
ajema-5882	98	20	automobiles	automobile	NOUN
ajema-5882	98	21	,	,	PUNCT
ajema-5882	98	22	and	and	CCONJ
ajema-5882	98	23	industrial	industrial	ADJ
ajema-5882	98	24	control	control	NOUN
ajema-5882	98	25	systems[38	systems[38	PROPN
ajema-5882	98	26	]	]	PUNCT
ajema-5882	98	27	.	.	PUNCT
ajema-5882	99	1	security	security	NOUN
ajema-5882	99	2	incidents	incident	NOUN
ajema-5882	99	3	have	have	AUX
ajema-5882	99	4	been	be	AUX
ajema-5882	99	5	on	on	ADP
ajema-5882	99	6	the	the	DET
ajema-5882	99	7	rise	rise	NOUN
ajema-5882	99	8	in	in	ADP
ajema-5882	99	9	recent	recent	ADJ
ajema-5882	99	10	years	year	NOUN
ajema-5882	99	11	,	,	PUNCT
ajema-5882	99	12	indicating	indicate	VERB
ajema-5882	99	13	that	that	SCONJ
ajema-5882	99	14	cps	cps	PROPN
ajema-5882	99	15	security	security	NOUN
ajema-5882	99	16	is	be	AUX
ajema-5882	99	17	growing	grow	VERB
ajema-5882	99	18	in	in	ADP
ajema-5882	99	19	importance	importance	NOUN
ajema-5882	99	20	.	.	PUNCT
ajema-5882	100	1	typically	typically	ADV
ajema-5882	100	2	,	,	PUNCT
ajema-5882	100	3	security	security	NOUN
ajema-5882	100	4	measures	measure	NOUN
ajema-5882	100	5	begin	begin	VERB
ajema-5882	100	6	with	with	ADP
ajema-5882	100	7	anomaly	anomaly	PROPN
ajema-5882	100	8	detection[39	detection[39	PROPN
ajema-5882	100	9	]	]	X
ajema-5882	100	10	.	.	PUNCT
ajema-5882	101	1	however	however	ADV
ajema-5882	101	2	,	,	PUNCT
ajema-5882	101	3	ensuring	ensure	VERB
ajema-5882	101	4	the	the	DET
ajema-5882	101	5	security	security	NOUN
ajema-5882	101	6	of	of	ADP
ajema-5882	101	7	cps	cps	PROPN
ajema-5882	101	8	poses	pose	VERB
ajema-5882	101	9	significant	significant	ADJ
ajema-5882	101	10	challenges	challenge	NOUN
ajema-5882	101	11	.	.	PUNCT
ajema-5882	102	1	firstly	firstly	ADV
ajema-5882	102	2	,	,	PUNCT
ajema-5882	102	3	cps	cps	PROPN
ajema-5882	102	4	is	be	AUX
ajema-5882	102	5	more	more	ADV
ajema-5882	102	6	intricate	intricate	ADJ
ajema-5882	102	7	than	than	ADP
ajema-5882	102	8	older	old	ADJ
ajema-5882	102	9	forms	form	NOUN
ajema-5882	102	10	of	of	ADP
ajema-5882	102	11	computer	computer	NOUN
ajema-5882	102	12	systems	system	NOUN
ajema-5882	102	13	.	.	PUNCT
ajema-5882	103	1	because	because	SCONJ
ajema-5882	103	2	of	of	ADP
ajema-5882	103	3	its	its	PRON
ajema-5882	103	4	cyber	cyber	NOUN
ajema-5882	103	5	and	and	CCONJ
ajema-5882	103	6	physical	physical	ADJ
ajema-5882	103	7	components	component	NOUN
ajema-5882	103	8	,	,	PUNCT
ajema-5882	103	9	anomaly	anomaly	NOUN
ajema-5882	103	10	detection	detection	NOUN
ajema-5882	103	11	is	be	AUX
ajema-5882	103	12	considerably	considerably	ADV
ajema-5882	103	13	more	more	ADJ
ajema-5882	103	14	difficult[40	difficult[40	NOUN
ajema-5882	103	15	]	]	PUNCT
ajema-5882	103	16	.	.	PUNCT
ajema-5882	104	1	secondly	secondly	ADV
ajema-5882	104	2	,	,	PUNCT
ajema-5882	104	3	compared	compare	VERB
ajema-5882	104	4	to	to	ADP
ajema-5882	104	5	more	more	ADJ
ajema-5882	104	6	conventional	conventional	ADJ
ajema-5882	104	7	computer	computer	NOUN
ajema-5882	104	8	systems	system	NOUN
ajema-5882	104	9	,	,	PUNCT
ajema-5882	104	10	the	the	DET
ajema-5882	104	11	typical	typical	ADJ
ajema-5882	104	12	scenario	scenario	NOUN
ajema-5882	104	13	in	in	ADP
ajema-5882	104	14	cps	cps	PROPN
ajema-5882	104	15	might	might	AUX
ajema-5882	104	16	be	be	AUX
ajema-5882	104	17	trickier	tricky	ADJ
ajema-5882	104	18	.	.	PUNCT
ajema-5882	105	1	numerous	numerous	ADJ
ajema-5882	105	2	physical	physical	ADJ
ajema-5882	105	3	variables	variable	NOUN
ajema-5882	105	4	,	,	PUNCT
ajema-5882	105	5	including	include	VERB
ajema-5882	105	6	as	as	ADP
ajema-5882	105	7	temperature	temperature	NOUN
ajema-5882	105	8	,	,	PUNCT
ajema-5882	105	9	velocity	velocity	NOUN
ajema-5882	105	10	,	,	PUNCT
ajema-5882	105	11	and	and	CCONJ
ajema-5882	105	12	location	location	NOUN
ajema-5882	105	13	,	,	PUNCT
ajema-5882	105	14	are	be	AUX
ajema-5882	105	15	now	now	ADV
ajema-5882	105	16	connected	connect	VERB
ajema-5882	105	17	with	with	ADP
ajema-5882	105	18	the	the	DET
ajema-5882	105	19	conventional	conventional	ADJ
ajema-5882	105	20	network	network	NOUN
ajema-5882	105	21	packets	packet	NOUN
ajema-5882	105	22	and	and	CCONJ
ajema-5882	105	23	computational	computational	ADJ
ajema-5882	105	24	operations[41	operations[41	PROPN
ajema-5882	105	25	]	]	PUNCT
ajema-5882	105	26	.	.	PUNCT
ajema-5882	106	1	thirdly	thirdly	ADV
ajema-5882	106	2	,	,	PUNCT
ajema-5882	106	3	cyberattacks	cyberattack	NOUN
ajema-5882	106	4	on	on	ADP
ajema-5882	106	5	cps	cps	PROPN
ajema-5882	106	6	can	can	AUX
ajema-5882	106	7	have	have	VERB
ajema-5882	106	8	an	an	DET
ajema-5882	106	9	impact	impact	NOUN
ajema-5882	106	10	on	on	ADP
ajema-5882	106	11	both	both	CCONJ
ajema-5882	106	12	the	the	DET
ajema-5882	106	13	physical	physical	ADJ
ajema-5882	106	14	process	process	NOUN
ajema-5882	106	15	and	and	CCONJ
ajema-5882	106	16	the	the	DET
ajema-5882	106	17	computer	computer	NOUN
ajema-5882	106	18	system[42	system[42	VERB
ajema-5882	106	19	]	]	PUNCT
ajema-5882	106	20	.	.	PUNCT
ajema-5882	107	1	lastly	lastly	ADV
ajema-5882	107	2	,	,	PUNCT
ajema-5882	107	3	the	the	DET
ajema-5882	107	4	physical	physical	ADJ
ajema-5882	107	5	process	process	NOUN
ajema-5882	107	6	's	's	PART
ajema-5882	107	7	intricacy	intricacy	NOUN
ajema-5882	107	8	and	and	CCONJ
ajema-5882	107	9	the	the	DET
ajema-5882	107	10	necessity	necessity	NOUN
ajema-5882	107	11	for	for	ADP
ajema-5882	107	12	real	real	ADJ
ajema-5882	107	13	-	-	PUNCT
ajema-5882	107	14	time	time	NOUN
ajema-5882	107	15	prediction	prediction	NOUN
ajema-5882	107	16	necessitate	necessitate	ADJ
ajema-5882	107	17	the	the	DET
ajema-5882	107	18	employment	employment	NOUN
ajema-5882	107	19	of	of	ADP
ajema-5882	107	20	basic	basic	ADJ
ajema-5882	107	21	machine	machine	NOUN
ajema-5882	107	22	learning	learn	VERB
ajema-5882	107	23	models[43	models[43	NOUN
ajema-5882	107	24	]	]	PUNCT
ajema-5882	107	25	.	.	PUNCT
ajema-5882	108	1	in	in	ADP
ajema-5882	108	2	this	this	DET
ajema-5882	108	3	paper	paper	NOUN
ajema-5882	108	4	,	,	PUNCT
ajema-5882	108	5	we	we	PRON
ajema-5882	108	6	take	take	VERB
ajema-5882	108	7	a	a	DET
ajema-5882	108	8	close	close	ADJ
ajema-5882	108	9	look	look	NOUN
ajema-5882	108	10	at	at	ADP
ajema-5882	108	11	the	the	DET
ajema-5882	108	12	latest	late	ADJ
ajema-5882	108	13	and	and	CCONJ
ajema-5882	108	14	greatest	great	ADJ
ajema-5882	108	15	studies	study	NOUN
ajema-5882	108	16	that	that	PRON
ajema-5882	108	17	have	have	AUX
ajema-5882	108	18	successfully	successfully	ADV
ajema-5882	108	19	integrated	integrate	VERB
ajema-5882	108	20	machine	machine	NOUN
ajema-5882	108	21	learning	learn	VERB
ajema-5882	108	22	with	with	ADP
ajema-5882	108	23	cybersecurity	cybersecurity	NOUN
ajema-5882	108	24	.	.	PUNCT
ajema-5882	109	1	specifically	specifically	ADV
ajema-5882	109	2	,	,	PUNCT
ajema-5882	109	3	we	we	PRON
ajema-5882	109	4	focus	focus	VERB
ajema-5882	109	5	on	on	ADP
ajema-5882	109	6	studies	study	NOUN
ajema-5882	109	7	that	that	PRON
ajema-5882	109	8	have	have	AUX
ajema-5882	109	9	shown	show	VERB
ajema-5882	109	10	promising	promising	ADJ
ajema-5882	109	11	results	result	NOUN
ajema-5882	109	12	in	in	ADP
ajema-5882	109	13	protecting	protect	VERB
ajema-5882	109	14	cyber	cyber	NOUN
ajema-5882	109	15	physical	physical	ADJ
ajema-5882	109	16	systems	system	NOUN
ajema-5882	109	17	(	(	PUNCT
ajema-5882	109	18	cps	cps	PROPN
ajema-5882	109	19	)	)	PUNCT
ajema-5882	109	20	on	on	ADP
ajema-5882	109	21	a	a	DET
ajema-5882	109	22	large	large	ADJ
ajema-5882	109	23	scale	scale	NOUN
ajema-5882	109	24	.	.	PUNCT
ajema-5882	110	1	to	to	PART
ajema-5882	110	2	ensure	ensure	VERB
ajema-5882	110	3	that	that	SCONJ
ajema-5882	110	4	our	our	PRON
ajema-5882	110	5	review	review	NOUN
ajema-5882	110	6	is	be	AUX
ajema-5882	110	7	thorough	thorough	ADJ
ajema-5882	110	8	and	and	CCONJ
ajema-5882	110	9	up	up	ADP
ajema-5882	110	10	-	-	PUNCT
ajema-5882	110	11	to	to	ADP
ajema-5882	110	12	-	-	PUNCT
ajema-5882	110	13	date	date	NOUN
ajema-5882	110	14	,	,	PUNCT
ajema-5882	110	15	we	we	PRON
ajema-5882	110	16	have	have	AUX
ajema-5882	110	17	excluded	exclude	VERB
ajema-5882	110	18	studies	study	NOUN
ajema-5882	110	19	that	that	PRON
ajema-5882	110	20	do	do	AUX
ajema-5882	110	21	not	not	PART
ajema-5882	110	22	pertain	pertain	VERB
ajema-5882	110	23	to	to	ADP
ajema-5882	110	24	24	24	NUM
ajema-5882	110	25	journal	journal	NOUN
ajema-5882	110	26	of	of	ADP
ajema-5882	110	27	engineering	engineering	NOUN
ajema-5882	110	28	,	,	PUNCT
ajema-5882	110	29	mechanics	mechanic	NOUN
ajema-5882	110	30	and	and	CCONJ
ajema-5882	110	31	architecture	architecture	NOUN
ajema-5882	110	32	www	www	NOUN
ajema-5882	110	33	.	.	PUNCT
ajema-5882	111	1	grnjournal.us	grnjournal.us	X
ajema-5882	111	2	computer	computer	NOUN
ajema-5882	111	3	science	science	NOUN
ajema-5882	111	4	and	and	CCONJ
ajema-5882	111	5	require	require	VERB
ajema-5882	111	6	unfettered	unfettered	ADJ
ajema-5882	111	7	data	datum	NOUN
ajema-5882	111	8	access	access	NOUN
ajema-5882	111	9	,	,	PUNCT
ajema-5882	111	10	such	such	ADJ
ajema-5882	111	11	as	as	ADP
ajema-5882	111	12	those	those	PRON
ajema-5882	111	13	involving	involve	VERB
ajema-5882	111	14	common	common	ADJ
ajema-5882	111	15	off	off	ADP
ajema-5882	111	16	-	-	PUNCT
ajema-5882	111	17	theshelf	theshelf	PRON
ajema-5882	111	18	(	(	PUNCT
ajema-5882	111	19	cots	cot	NOUN
ajema-5882	111	20	)	)	PUNCT
ajema-5882	111	21	firmware	firmware	NOUN
ajema-5882	111	22	or	or	CCONJ
ajema-5882	111	23	the	the	DET
ajema-5882	111	24	creation	creation	NOUN
ajema-5882	111	25	of	of	ADP
ajema-5882	111	26	non	non	ADJ
ajema-5882	111	27	-	-	ADJ
ajema-5882	111	28	generalized	generalized	ADJ
ajema-5882	111	29	trust	trust	NOUN
ajema-5882	111	30	boundaries	boundary	NOUN
ajema-5882	111	31	.	.	PUNCT
ajema-5882	112	1	the	the	DET
ajema-5882	112	2	broad	broad	ADJ
ajema-5882	112	3	applicability	applicability	NOUN
ajema-5882	112	4	of	of	ADP
ajema-5882	112	5	our	our	PRON
ajema-5882	112	6	results	result	NOUN
ajema-5882	112	7	and	and	CCONJ
ajema-5882	112	8	insights	insight	NOUN
ajema-5882	112	9	to	to	ADP
ajema-5882	112	10	many	many	ADJ
ajema-5882	112	11	cyber	cyber	ADJ
ajema-5882	112	12	physical	physical	ADJ
ajema-5882	112	13	systems	system	NOUN
ajema-5882	112	14	is	be	AUX
ajema-5882	112	15	crucial	crucial	ADJ
ajema-5882	112	16	,	,	PUNCT
ajema-5882	112	17	as	as	SCONJ
ajema-5882	112	18	it	it	PRON
ajema-5882	112	19	will	will	AUX
ajema-5882	112	20	aid	aid	VERB
ajema-5882	112	21	in	in	ADP
ajema-5882	112	22	the	the	DET
ajema-5882	112	23	development	development	NOUN
ajema-5882	112	24	of	of	ADP
ajema-5882	112	25	cps	cps	PROPN
ajema-5882	112	26	security	security	NOUN
ajema-5882	112	27	.	.	PUNCT
ajema-5882	113	1	there	there	PRON
ajema-5882	113	2	are	be	VERB
ajema-5882	113	3	several	several	ADJ
ajema-5882	113	4	kinds	kind	NOUN
ajema-5882	113	5	of	of	ADP
ajema-5882	113	6	anomalies	anomaly	NOUN
ajema-5882	113	7	in	in	ADP
ajema-5882	113	8	cps	cps	PROPN
ajema-5882	113	9	,	,	PUNCT
ajema-5882	113	10	as	as	SCONJ
ajema-5882	113	11	shown	show	VERB
ajema-5882	113	12	in	in	ADP
ajema-5882	113	13	figure	figure	NOUN
ajema-5882	113	14	(	(	PUNCT
ajema-5882	113	15	2	2	NUM
ajema-5882	113	16	)	)	PUNCT
ajema-5882	113	17	.	.	PUNCT
ajema-5882	114	1	3.1	3.1	NUM
ajema-5882	114	2	.	.	PUNCT
ajema-5882	114	3	traditional	traditional	ADJ
ajema-5882	114	4	methods	method	NOUN
ajema-5882	114	5	vs.	vs.	ADP
ajema-5882	114	6	machine	machine	NOUN
ajema-5882	114	7	learning	learning	NOUN
ajema-5882	114	8	approaches	approach	VERB
ajema-5882	114	9	3.1.1	3.1.1	NUM
ajema-5882	114	10	traditional	traditional	ADJ
ajema-5882	114	11	methods	method	NOUN
ajema-5882	114	12	traditional	traditional	ADJ
ajema-5882	114	13	methods	method	NOUN
ajema-5882	114	14	have	have	AUX
ajema-5882	114	15	mainly	mainly	ADV
ajema-5882	114	16	focused	focus	VERB
ajema-5882	114	17	on	on	ADP
ajema-5882	114	18	detecting	detect	VERB
ajema-5882	114	19	attacks	attack	NOUN
ajema-5882	114	20	and	and	CCONJ
ajema-5882	114	21	defending	defend	VERB
ajema-5882	114	22	systems	system	NOUN
ajema-5882	114	23	against	against	ADP
ajema-5882	114	24	them	they	PRON
ajema-5882	114	25	.	.	PUNCT
ajema-5882	115	1	a	a	DET
ajema-5882	115	2	common	common	ADJ
ajema-5882	115	3	methodology	methodology	NOUN
ajema-5882	115	4	used	use	VERB
ajema-5882	115	5	in	in	ADP
ajema-5882	115	6	many	many	ADJ
ajema-5882	115	7	security	security	NOUN
ajema-5882	115	8	mechanisms	mechanism	NOUN
ajema-5882	115	9	is	be	AUX
ajema-5882	115	10	digital	digital	ADJ
ajema-5882	115	11	signatures	signature	NOUN
ajema-5882	115	12	.	.	PUNCT
ajema-5882	116	1	intrusion	intrusion	NOUN
ajema-5882	116	2	detection	detection	NOUN
ajema-5882	116	3	systems	system	NOUN
ajema-5882	116	4	,	,	PUNCT
ajema-5882	116	5	such	such	ADJ
ajema-5882	116	6	as	as	ADP
ajema-5882	116	7	a	a	DET
ajema-5882	116	8	network	network	NOUN
ajema-5882	116	9	intrusion	intrusion	NOUN
ajema-5882	116	10	detection	detection	NOUN
ajema-5882	116	11	system	system	NOUN
ajema-5882	116	12	or	or	CCONJ
ajema-5882	116	13	intrusion	intrusion	NOUN
ajema-5882	116	14	protection	protection	NOUN
ajema-5882	116	15	system	system	NOUN
ajema-5882	116	16	,	,	PUNCT
ajema-5882	116	17	can	can	AUX
ajema-5882	116	18	monitor	monitor	VERB
ajema-5882	116	19	all	all	PRON
ajema-5882	116	20	incoming	incoming	ADJ
ajema-5882	116	21	or	or	CCONJ
ajema-5882	116	22	outgoing	outgoing	ADJ
ajema-5882	116	23	traffic	traffic	NOUN
ajema-5882	116	24	,	,	PUNCT
ajema-5882	116	25	find	find	VERB
ajema-5882	116	26	any	any	DET
ajema-5882	116	27	known	know	VERB
ajema-5882	116	28	attack	attack	NOUN
ajema-5882	116	29	signals	signal	NOUN
ajema-5882	116	30	,	,	PUNCT
ajema-5882	116	31	and	and	CCONJ
ajema-5882	116	32	generate	generate	VERB
ajema-5882	116	33	an	an	DET
ajema-5882	116	34	alert	alert	NOUN
ajema-5882	116	35	to	to	PART
ajema-5882	116	36	reduce	reduce	VERB
ajema-5882	116	37	system	system	NOUN
ajema-5882	116	38	damage	damage	NOUN
ajema-5882	116	39	[	[	X
ajema-5882	116	40	50][51	50][51	PROPN
ajema-5882	116	41	]	]	PUNCT
ajema-5882	116	42	.	.	PUNCT
ajema-5882	117	1	digital	digital	ADJ
ajema-5882	117	2	signatures	signature	NOUN
ajema-5882	117	3	have	have	AUX
ajema-5882	117	4	provided	provide	VERB
ajema-5882	117	5	an	an	DET
ajema-5882	117	6	efficient	efficient	ADJ
ajema-5882	117	7	filtering	filtering	NOUN
ajema-5882	117	8	and	and	CCONJ
ajema-5882	117	9	detection	detection	NOUN
ajema-5882	117	10	methodology	methodology	NOUN
ajema-5882	117	11	because	because	SCONJ
ajema-5882	117	12	they	they	PRON
ajema-5882	117	13	cover	cover	VERB
ajema-5882	117	14	many	many	ADJ
ajema-5882	117	15	characteristics	characteristic	NOUN
ajema-5882	117	16	of	of	ADP
ajema-5882	117	17	network	network	NOUN
ajema-5882	117	18	communication	communication	NOUN
ajema-5882	117	19	and	and	CCONJ
ajema-5882	117	20	are	be	AUX
ajema-5882	117	21	easy	easy	ADJ
ajema-5882	117	22	to	to	PART
ajema-5882	117	23	compare	compare	VERB
ajema-5882	117	24	and	and	CCONJ
ajema-5882	117	25	interpret	interpret	VERB
ajema-5882	117	26	[	[	X
ajema-5882	117	27	52][53	52][53	NUM
ajema-5882	117	28	]	]	PUNCT
ajema-5882	117	29	.	.	PUNCT
ajema-5882	118	1	however	however	ADV
ajema-5882	118	2	,	,	PUNCT
ajema-5882	118	3	a	a	DET
ajema-5882	118	4	security	security	NOUN
ajema-5882	118	5	problem	problem	NOUN
ajema-5882	118	6	occurs	occur	VERB
ajema-5882	118	7	when	when	SCONJ
ajema-5882	118	8	the	the	DET
ajema-5882	118	9	network	network	NOUN
ajema-5882	118	10	system	system	NOUN
ajema-5882	118	11	can	can	AUX
ajema-5882	118	12	not	not	PART
ajema-5882	118	13	receive	receive	VERB
ajema-5882	118	14	any	any	DET
ajema-5882	118	15	existing	exist	VERB
ajema-5882	118	16	signatures	signature	NOUN
ajema-5882	118	17	,	,	PUNCT
ajema-5882	118	18	or	or	CCONJ
ajema-5882	118	19	the	the	DET
ajema-5882	118	20	large	large	ADJ
ajema-5882	118	21	increase	increase	NOUN
ajema-5882	118	22	in	in	ADP
ajema-5882	118	23	signatures	signature	NOUN
ajema-5882	118	24	is	be	AUX
ajema-5882	118	25	still	still	ADV
ajema-5882	118	26	inefficient	inefficient	ADJ
ajema-5882	118	27	and	and	CCONJ
ajema-5882	118	28	can	can	AUX
ajema-5882	118	29	miss	miss	VERB
ajema-5882	118	30	many	many	ADJ
ajema-5882	118	31	newly	newly	ADV
ajema-5882	118	32	implemented	implement	VERB
ajema-5882	118	33	attacks	attack	NOUN
ajema-5882	118	34	[	[	X
ajema-5882	118	35	54	54	NUM
ajema-5882	118	36	]	]	PUNCT
ajema-5882	118	37	.	.	PUNCT
ajema-5882	119	1	moreover	moreover	ADV
ajema-5882	119	2	,	,	PUNCT
ajema-5882	119	3	most	most	ADV
ajema-5882	119	4	traditional	traditional	ADJ
ajema-5882	119	5	security	security	NOUN
ajema-5882	119	6	solutions	solution	NOUN
ajema-5882	119	7	are	be	AUX
ajema-5882	119	8	based	base	VERB
ajema-5882	119	9	on	on	ADP
ajema-5882	119	10	theories	theory	NOUN
ajema-5882	119	11	of	of	ADP
ajema-5882	119	12	heuristic	heuristic	ADJ
ajema-5882	119	13	triggers	trigger	NOUN
ajema-5882	119	14	,	,	PUNCT
ajema-5882	119	15	rules	rule	NOUN
ajema-5882	119	16	,	,	PUNCT
ajema-5882	119	17	or	or	CCONJ
ajema-5882	119	18	digital	digital	ADJ
ajema-5882	119	19	signatures	signature	NOUN
ajema-5882	119	20	,	,	PUNCT
ajema-5882	119	21	and	and	CCONJ
ajema-5882	119	22	so	so	ADV
ajema-5882	119	23	the	the	DET
ajema-5882	119	24	security	security	NOUN
ajema-5882	119	25	product	product	NOUN
ajema-5882	119	26	has	have	VERB
ajema-5882	119	27	a	a	DET
ajema-5882	119	28	high	high	ADJ
ajema-5882	119	29	false	false	ADJ
ajema-5882	119	30	-	-	PUNCT
ajema-5882	119	31	positive	positive	ADJ
ajema-5882	119	32	rate	rate	NOUN
ajema-5882	119	33	of	of	ADP
ajema-5882	119	34	application	application	NOUN
ajema-5882	119	35	invocation	invocation	NOUN
ajema-5882	119	36	[	[	X
ajema-5882	119	37	55	55	NUM
ajema-5882	119	38	]	]	PUNCT
ajema-5882	119	39	.	.	PUNCT
ajema-5882	120	1	3.1.2	3.1.2	X
ajema-5882	120	2	.	.	PUNCT
ajema-5882	120	3	machine	machine	NOUN
ajema-5882	120	4	learning	learn	VERB
ajema-5882	120	5	techniques	technique	NOUN
ajema-5882	120	6	anomaly	anomaly	NOUN
ajema-5882	120	7	detection	detection	NOUN
ajema-5882	120	8	has	have	AUX
ajema-5882	120	9	advanced	advance	VERB
ajema-5882	120	10	to	to	ADP
ajema-5882	120	11	a	a	DET
ajema-5882	120	12	new	new	ADJ
ajema-5882	120	13	level	level	NOUN
ajema-5882	120	14	with	with	ADP
ajema-5882	120	15	the	the	DET
ajema-5882	120	16	advent	advent	NOUN
ajema-5882	120	17	of	of	ADP
ajema-5882	120	18	fast	fast	ADJ
ajema-5882	120	19	technology	technology	NOUN
ajema-5882	120	20	development	development	NOUN
ajema-5882	120	21	and	and	CCONJ
ajema-5882	120	22	an	an	DET
ajema-5882	120	23	explosion	explosion	NOUN
ajema-5882	120	24	in	in	ADP
ajema-5882	120	25	training	training	NOUN
ajema-5882	120	26	data	datum	NOUN
ajema-5882	120	27	volume	volume	NOUN
ajema-5882	120	28	,	,	PUNCT
ajema-5882	120	29	thanks	thank	NOUN
ajema-5882	120	30	to	to	ADP
ajema-5882	120	31	machine	machine	NOUN
ajema-5882	120	32	learning	learning	NOUN
ajema-5882	120	33	(	(	PUNCT
ajema-5882	120	34	ml	ml	NOUN
ajema-5882	120	35	)	)	PUNCT
ajema-5882	120	36	and	and	CCONJ
ajema-5882	120	37	,	,	PUNCT
ajema-5882	120	38	in	in	ADP
ajema-5882	120	39	particular	particular	ADJ
ajema-5882	120	40	,	,	PUNCT
ajema-5882	120	41	deep	deep	ADJ
ajema-5882	120	42	learning	learning	NOUN
ajema-5882	120	43	(	(	PUNCT
ajema-5882	120	44	dl	dl	NOUN
ajema-5882	120	45	)	)	PUNCT
ajema-5882	120	46	.	.	PUNCT
ajema-5882	121	1	processing	process	VERB
ajema-5882	121	2	high	high	ADJ
ajema-5882	121	3	-	-	PUNCT
ajema-5882	121	4	dimensional	dimensional	ADJ
ajema-5882	121	5	sensor	sensor	NOUN
ajema-5882	121	6	data	datum	NOUN
ajema-5882	121	7	requires	require	VERB
ajema-5882	121	8	the	the	DET
ajema-5882	121	9	capacity	capacity	NOUN
ajema-5882	121	10	to	to	PART
ajema-5882	121	11	abstract	abstract	ADJ
ajema-5882	121	12	complicated	complicated	ADJ
ajema-5882	121	13	structures	structure	NOUN
ajema-5882	121	14	,	,	PUNCT
ajema-5882	121	15	which	which	PRON
ajema-5882	121	16	is	be	AUX
ajema-5882	121	17	another	another	DET
ajema-5882	121	18	factor	factor	NOUN
ajema-5882	121	19	contributing	contribute	VERB
ajema-5882	121	20	to	to	ADP
ajema-5882	121	21	the	the	DET
ajema-5882	121	22	heightened	heightened	ADJ
ajema-5882	121	23	interest	interest	NOUN
ajema-5882	121	24	[	[	X
ajema-5882	121	25	44	44	NUM
ajema-5882	121	26	]	]	PUNCT
ajema-5882	121	27	.	.	PUNCT
ajema-5882	122	1	unsupervised	unsupervised	ADJ
ajema-5882	122	2	learning	learning	NOUN
ajema-5882	122	3	,	,	PUNCT
ajema-5882	122	4	in	in	ADP
ajema-5882	122	5	which	which	PRON
ajema-5882	122	6	training	training	NOUN
ajema-5882	122	7	models	model	NOUN
ajema-5882	122	8	does	do	AUX
ajema-5882	122	9	not	not	PART
ajema-5882	122	10	need	need	VERB
ajema-5882	122	11	any	any	DET
ajema-5882	122	12	labeled	label	VERB
ajema-5882	122	13	normal	normal	ADJ
ajema-5882	122	14	or	or	CCONJ
ajema-5882	122	15	abnormal	abnormal	ADJ
ajema-5882	122	16	data	datum	NOUN
ajema-5882	122	17	,	,	PUNCT
ajema-5882	122	18	is	be	AUX
ajema-5882	122	19	a	a	DET
ajema-5882	122	20	typical	typical	ADJ
ajema-5882	122	21	feature	feature	NOUN
ajema-5882	122	22	of	of	ADP
ajema-5882	122	23	ml	ml	NOUN
ajema-5882	122	24	-	-	PUNCT
ajema-5882	122	25	based	base	VERB
ajema-5882	122	26	ad	ad	NOUN
ajema-5882	122	27	.	.	PUNCT
ajema-5882	123	1	after	after	SCONJ
ajema-5882	123	2	all	all	PRON
ajema-5882	123	3	of	of	ADP
ajema-5882	123	4	the	the	DET
ajema-5882	123	5	training	training	NOUN
ajema-5882	123	6	is	be	AUX
ajema-5882	123	7	complete	complete	ADJ
ajema-5882	123	8	,	,	PUNCT
ajema-5882	123	9	the	the	DET
ajema-5882	123	10	model	model	NOUN
ajema-5882	123	11	ought	ought	AUX
ajema-5882	123	12	to	to	PART
ajema-5882	123	13	be	be	AUX
ajema-5882	123	14	able	able	ADJ
ajema-5882	123	15	to	to	PART
ajema-5882	123	16	distinguish	distinguish	VERB
ajema-5882	123	17	between	between	ADP
ajema-5882	123	18	typical	typical	ADJ
ajema-5882	123	19	and	and	CCONJ
ajema-5882	123	20	out	out	ADV
ajema-5882	123	21	-	-	PUNCT
ajema-5882	123	22	of	of	ADP
ajema-5882	123	23	-	-	PUNCT
ajema-5882	123	24	the	the	DET
ajema-5882	123	25	-	-	PUNCT
ajema-5882	123	26	ordinary	ordinary	ADJ
ajema-5882	123	27	samples	sample	NOUN
ajema-5882	123	28	.	.	PUNCT
ajema-5882	124	1	assuming	assume	VERB
ajema-5882	124	2	the	the	DET
ajema-5882	124	3	ad	ad	NOUN
ajema-5882	124	4	model	model	NOUN
ajema-5882	124	5	is	be	AUX
ajema-5882	124	6	effective	effective	ADJ
ajema-5882	124	7	,	,	PUNCT
ajema-5882	124	8	this	this	DET
ajema-5882	124	9	feature	feature	NOUN
ajema-5882	124	10	has	have	VERB
ajema-5882	124	11	the	the	DET
ajema-5882	124	12	potential	potential	NOUN
ajema-5882	124	13	to	to	PART
ajema-5882	124	14	automate	automate	VERB
ajema-5882	124	15	model	model	NOUN
ajema-5882	124	16	training	training	NOUN
ajema-5882	124	17	with	with	ADP
ajema-5882	124	18	minimal	minimal	ADJ
ajema-5882	124	19	human	human	ADJ
ajema-5882	124	20	intervention[45	intervention[45	PROPN
ajema-5882	124	21	]	]	PUNCT
ajema-5882	124	22	.	.	PUNCT
ajema-5882	125	1	the	the	DET
ajema-5882	125	2	data	datum	NOUN
ajema-5882	125	3	set	set	VERB
ajema-5882	125	4	is	be	AUX
ajema-5882	125	5	divided	divide	VERB
ajema-5882	125	6	into	into	ADP
ajema-5882	125	7	k	k	PROPN
ajema-5882	125	8	predetermined	predetermine	VERB
ajema-5882	125	9	clusters	cluster	NOUN
ajema-5882	125	10	using	use	VERB
ajema-5882	125	11	k	k	PROPN
ajema-5882	125	12	-	-	PUNCT
ajema-5882	125	13	means	mean	NOUN
ajema-5882	125	14	based	base	VERB
ajema-5882	125	15	methods	method	NOUN
ajema-5882	125	16	,	,	PUNCT
ajema-5882	125	17	such	such	ADJ
ajema-5882	125	18	as	as	ADP
ajema-5882	125	19	kmeans	kmean	NOUN
ajema-5882	125	20	and	and	CCONJ
ajema-5882	125	21	fuzzy	fuzzy	ADJ
ajema-5882	125	22	c	c	NOUN
ajema-5882	125	23	-	-	PUNCT
ajema-5882	125	24	means	mean	NOUN
ajema-5882	125	25	.	.	PUNCT
ajema-5882	126	1	many	many	ADJ
ajema-5882	126	2	ml	ml	NOUN
ajema-5882	126	3	strategies	strategy	NOUN
ajema-5882	126	4	for	for	ADP
ajema-5882	126	5	ad	ad	NOUN
ajema-5882	126	6	are	be	AUX
ajema-5882	126	7	based	base	VERB
ajema-5882	126	8	on	on	ADP
ajema-5882	126	9	clustering	clustering	ADJ
ajema-5882	126	10	algorithms	algorithm	NOUN
ajema-5882	126	11	.	.	PUNCT
ajema-5882	127	1	a	a	DET
ajema-5882	127	2	25	25	NUM
ajema-5882	127	3	journal	journal	NOUN
ajema-5882	127	4	of	of	ADP
ajema-5882	127	5	engineering	engineering	NOUN
ajema-5882	127	6	,	,	PUNCT
ajema-5882	127	7	mechanics	mechanic	NOUN
ajema-5882	127	8	and	and	CCONJ
ajema-5882	127	9	architecture	architecture	NOUN
ajema-5882	127	10	www	www	NOUN
ajema-5882	127	11	.	.	PUNCT
ajema-5882	128	1	grnjournal.us	grnjournal.us	X
ajema-5882	128	2	data	datum	NOUN
ajema-5882	128	3	set	set	NOUN
ajema-5882	128	4	's	's	PART
ajema-5882	128	5	manifold	manifold	NOUN
ajema-5882	128	6	is	be	AUX
ajema-5882	128	7	learned	learn	VERB
ajema-5882	128	8	using	use	VERB
ajema-5882	128	9	an	an	DET
ajema-5882	128	10	auto	auto	NOUN
ajema-5882	128	11	-	-	PUNCT
ajema-5882	128	12	encoder	encoder	NOUN
ajema-5882	128	13	based	base	VERB
ajema-5882	128	14	technique	technique	NOUN
ajema-5882	128	15	during	during	ADP
ajema-5882	128	16	the	the	DET
ajema-5882	128	17	model	model	NOUN
ajema-5882	128	18	training	training	NOUN
ajema-5882	128	19	phase	phase	NOUN
ajema-5882	128	20	[	[	X
ajema-5882	128	21	46	46	NUM
ajema-5882	128	22	]	]	PUNCT
ajema-5882	128	23	.	.	PUNCT
ajema-5882	129	1	despite	despite	SCONJ
ajema-5882	129	2	its	its	PRON
ajema-5882	129	3	successful	successful	ADJ
ajema-5882	129	4	unsupervised	unsupervised	ADJ
ajema-5882	129	5	training	training	NOUN
ajema-5882	129	6	,	,	PUNCT
ajema-5882	129	7	the	the	DET
ajema-5882	129	8	ad	ad	NOUN
ajema-5882	129	9	algorithm	algorithm	NOUN
ajema-5882	129	10	still	still	ADV
ajema-5882	129	11	requires	require	VERB
ajema-5882	129	12	a	a	DET
ajema-5882	129	13	lot	lot	NOUN
ajema-5882	129	14	of	of	ADP
ajema-5882	129	15	human	human	ADJ
ajema-5882	129	16	intervention	intervention	NOUN
ajema-5882	129	17	.	.	PUNCT
ajema-5882	130	1	some	some	DET
ajema-5882	130	2	semi	semi	ADJ
ajema-5882	130	3	-	-	ADJ
ajema-5882	130	4	supervised	supervised	ADJ
ajema-5882	130	5	learning	learning	NOUN
ajema-5882	130	6	methods	method	NOUN
ajema-5882	130	7	have	have	AUX
ajema-5882	130	8	been	be	AUX
ajema-5882	130	9	tested	test	VERB
ajema-5882	130	10	for	for	SCONJ
ajema-5882	130	11	ad	ad	NOUN
ajema-5882	130	12	to	to	PART
ajema-5882	130	13	alleviate	alleviate	VERB
ajema-5882	130	14	the	the	DET
ajema-5882	130	15	annotation	annotation	NOUN
ajema-5882	130	16	load	load	NOUN
ajema-5882	130	17	.	.	PUNCT
ajema-5882	131	1	these	these	DET
ajema-5882	131	2	models	model	NOUN
ajema-5882	131	3	include	include	VERB
ajema-5882	131	4	sequence	sequence	NOUN
ajema-5882	131	5	-	-	PUNCT
ajema-5882	131	6	to	to	ADP
ajema-5882	131	7	-	-	PUNCT
ajema-5882	131	8	sequence	sequence	NOUN
ajema-5882	131	9	auto	auto	NOUN
ajema-5882	131	10	-	-	PUNCT
ajema-5882	131	11	encoders	encoder	NOUN
ajema-5882	131	12	,	,	PUNCT
ajema-5882	131	13	convolutional	convolutional	ADJ
ajema-5882	131	14	neural	neural	ADJ
ajema-5882	131	15	network	network	NOUN
ajema-5882	131	16	(	(	PUNCT
ajema-5882	131	17	cnn)-based	cnn)-base	VERB
ajema-5882	131	18	encoders	encoder	NOUN
ajema-5882	131	19	and	and	CCONJ
ajema-5882	131	20	decoders	decoder	NOUN
ajema-5882	131	21	,	,	PUNCT
ajema-5882	131	22	and	and	CCONJ
ajema-5882	131	23	long	long	ADJ
ajema-5882	131	24	-	-	PUNCT
ajema-5882	131	25	short	short	ADJ
ajema-5882	131	26	term	term	NOUN
ajema-5882	131	27	memory	memory	NOUN
ajema-5882	131	28	(	(	PUNCT
ajema-5882	131	29	lstm	lstm	NOUN
ajema-5882	131	30	)	)	PUNCT
ajema-5882	131	31	based	base	VERB
ajema-5882	131	32	recurrent	recurrent	ADJ
ajema-5882	131	33	neural	neural	ADJ
ajema-5882	131	34	networks	network	NOUN
ajema-5882	131	35	[	[	X
ajema-5882	131	36	47	47	NUM
ajema-5882	131	37	]	]	PUNCT
ajema-5882	131	38	.	.	PUNCT
ajema-5882	132	1	it	it	PRON
ajema-5882	132	2	is	be	AUX
ajema-5882	132	3	not	not	PART
ajema-5882	132	4	necessary	necessary	ADJ
ajema-5882	132	5	to	to	PART
ajema-5882	132	6	pre	pre	VERB
ajema-5882	132	7	-	-	VERB
ajema-5882	132	8	train	train	VERB
ajema-5882	132	9	the	the	DET
ajema-5882	132	10	deep	deep	ADJ
ajema-5882	132	11	neural	neural	ADJ
ajema-5882	132	12	networks	network	NOUN
ajema-5882	132	13	for	for	ADP
ajema-5882	132	14	the	the	DET
ajema-5882	132	15	unsupervised	unsupervised	ADJ
ajema-5882	132	16	ad	ad	NOUN
ajema-5882	132	17	.	.	PUNCT
ajema-5882	133	1	the	the	DET
ajema-5882	133	2	purpose	purpose	NOUN
ajema-5882	133	3	of	of	ADP
ajema-5882	133	4	supervised	supervised	ADJ
ajema-5882	133	5	ad	ad	NOUN
ajema-5882	133	6	is	be	AUX
ajema-5882	133	7	to	to	PART
ajema-5882	133	8	learn	learn	VERB
ajema-5882	133	9	to	to	PART
ajema-5882	133	10	distinguish	distinguish	VERB
ajema-5882	133	11	between	between	ADP
ajema-5882	133	12	normal	normal	ADJ
ajema-5882	133	13	and	and	CCONJ
ajema-5882	133	14	abnormal	abnormal	ADJ
ajema-5882	133	15	data	datum	NOUN
ajema-5882	133	16	,	,	PUNCT
ajema-5882	133	17	as	as	SCONJ
ajema-5882	133	18	opposed	oppose	VERB
ajema-5882	133	19	to	to	ADP
ajema-5882	133	20	the	the	DET
ajema-5882	133	21	unavailability	unavailability	NOUN
ajema-5882	133	22	of	of	ADP
ajema-5882	133	23	labels	label	NOUN
ajema-5882	133	24	in	in	ADP
ajema-5882	133	25	unsupervised	unsupervised	ADJ
ajema-5882	133	26	ad	ad	NOUN
ajema-5882	133	27	.	.	PUNCT
ajema-5882	134	1	an	an	DET
ajema-5882	134	2	intermediate	intermediate	ADJ
ajema-5882	134	3	step	step	NOUN
ajema-5882	134	4	is	be	AUX
ajema-5882	134	5	semi	semi	ADJ
ajema-5882	134	6	-	-	ADJ
ajema-5882	134	7	supervised	supervised	ADJ
ajema-5882	134	8	ad	ad	NOUN
ajema-5882	134	9	,	,	PUNCT
ajema-5882	134	10	in	in	ADP
ajema-5882	134	11	which	which	PRON
ajema-5882	134	12	the	the	DET
ajema-5882	134	13	labelled	label	VERB
ajema-5882	134	14	data	datum	NOUN
ajema-5882	134	15	set	set	NOUN
ajema-5882	134	16	contains	contain	VERB
ajema-5882	134	17	just	just	ADV
ajema-5882	134	18	a	a	DET
ajema-5882	134	19	subset	subset	NOUN
ajema-5882	134	20	of	of	ADP
ajema-5882	134	21	the	the	DET
ajema-5882	134	22	total[48	total[48	NOUN
ajema-5882	134	23	]	]	PUNCT
ajema-5882	134	24	.	.	PUNCT
ajema-5882	135	1	in	in	ADP
ajema-5882	135	2	order	order	NOUN
ajema-5882	135	3	to	to	PART
ajema-5882	135	4	create	create	VERB
ajema-5882	135	5	a	a	DET
ajema-5882	135	6	multi	multi	ADJ
ajema-5882	135	7	-	-	ADJ
ajema-5882	135	8	resolution	resolution	ADJ
ajema-5882	135	9	spatio	spatio	NOUN
ajema-5882	135	10	-	-	PUNCT
ajema-5882	135	11	temporal	temporal	ADJ
ajema-5882	135	12	correlation	correlation	NOUN
ajema-5882	135	13	,	,	PUNCT
ajema-5882	135	14	it	it	PRON
ajema-5882	135	15	is	be	AUX
ajema-5882	135	16	recommended	recommend	VERB
ajema-5882	135	17	to	to	PART
ajema-5882	135	18	use	use	VERB
ajema-5882	135	19	hybrid	hybrid	ADJ
ajema-5882	135	20	ml	ml	NOUN
ajema-5882	135	21	-	-	PUNCT
ajema-5882	135	22	based	base	VERB
ajema-5882	135	23	approaches	approach	NOUN
ajema-5882	135	24	that	that	PRON
ajema-5882	135	25	combine	combine	VERB
ajema-5882	135	26	symbolic	symbolic	ADJ
ajema-5882	135	27	query	query	NOUN
ajema-5882	135	28	and	and	CCONJ
ajema-5882	135	29	modelbased	modelbase	VERB
ajema-5882	135	30	learning	learning	NOUN
ajema-5882	135	31	,	,	PUNCT
ajema-5882	135	32	as	as	ADV
ajema-5882	135	33	well	well	ADV
ajema-5882	135	34	as	as	ADP
ajema-5882	135	35	lstm	lstm	NOUN
ajema-5882	135	36	with	with	ADP
ajema-5882	135	37	convolutional	convolutional	ADJ
ajema-5882	135	38	networks	network	NOUN
ajema-5882	135	39	.	.	PUNCT
ajema-5882	136	1	this	this	PRON
ajema-5882	136	2	will	will	AUX
ajema-5882	136	3	allow	allow	VERB
ajema-5882	136	4	for	for	ADP
ajema-5882	136	5	a	a	DET
ajema-5882	136	6	more	more	ADV
ajema-5882	136	7	accurate	accurate	ADJ
ajema-5882	136	8	modeling	modeling	NOUN
ajema-5882	136	9	of	of	ADP
ajema-5882	136	10	the	the	DET
ajema-5882	136	11	relationship	relationship	NOUN
ajema-5882	136	12	among	among	ADP
ajema-5882	136	13	a	a	DET
ajema-5882	136	14	number	number	NOUN
ajema-5882	136	15	of	of	ADP
ajema-5882	136	16	sensors	sensor	NOUN
ajema-5882	136	17	for	for	ADP
ajema-5882	136	18	sequential	sequential	ADJ
ajema-5882	136	19	data[49	data[49	NOUN
ajema-5882	136	20	]	]	PUNCT
ajema-5882	136	21	.	.	PUNCT
ajema-5882	137	1	random	random	ADJ
ajema-5882	137	2	neural	neural	ADJ
ajema-5882	137	3	network	network	NOUN
ajema-5882	137	4	(	(	PUNCT
ajema-5882	137	5	rnn	rnn	PROPN
ajema-5882	137	6	)	)	PUNCT
ajema-5882	137	7	networks	network	NOUN
ajema-5882	137	8	encode	encode	ADJ
ajema-5882	137	9	input	input	NOUN
ajema-5882	137	10	with	with	ADP
ajema-5882	137	11	a	a	DET
ajema-5882	137	12	latent	latent	NOUN
ajema-5882	137	13	distribution	distribution	NOUN
ajema-5882	137	14	as	as	ADP
ajema-5882	137	15	its	its	PRON
ajema-5882	137	16	output	output	NOUN
ajema-5882	137	17	.	.	PUNCT
ajema-5882	138	1	researchers	researcher	NOUN
ajema-5882	138	2	have	have	AUX
ajema-5882	138	3	also	also	ADV
ajema-5882	138	4	looked	look	VERB
ajema-5882	138	5	at	at	ADP
ajema-5882	138	6	a	a	DET
ajema-5882	138	7	new	new	ADJ
ajema-5882	138	8	way	way	NOUN
ajema-5882	138	9	to	to	PART
ajema-5882	138	10	employ	employ	VERB
ajema-5882	138	11	the	the	DET
ajema-5882	138	12	variational	variational	ADJ
ajema-5882	138	13	autoencoder	autoencoder	NOUN
ajema-5882	138	14	(	(	PUNCT
ajema-5882	138	15	vae	vae	PROPN
ajema-5882	138	16	)	)	PUNCT
ajema-5882	138	17	where	where	SCONJ
ajema-5882	138	18	the	the	DET
ajema-5882	138	19	input	input	NOUN
ajema-5882	138	20	data	data	NOUN
ajema-5882	138	21	is	be	AUX
ajema-5882	138	22	assumed	assume	VERB
ajema-5882	138	23	to	to	PART
ajema-5882	138	24	have	have	VERB
ajema-5882	138	25	a	a	DET
ajema-5882	138	26	gaussian	gaussian	ADJ
ajema-5882	138	27	distribution	distribution	NOUN
ajema-5882	138	28	and	and	CCONJ
ajema-5882	138	29	the	the	DET
ajema-5882	138	30	latent	latent	NOUN
ajema-5882	138	31	variables	variable	NOUN
ajema-5882	138	32	'	'	PART
ajema-5882	138	33	conditional	conditional	ADJ
ajema-5882	138	34	probability	probability	NOUN
ajema-5882	138	35	distribution[50	distribution[50	NOUN
ajema-5882	138	36	]	]	PUNCT
ajema-5882	138	37	.	.	PUNCT
ajema-5882	139	1	an	an	DET
ajema-5882	139	2	irregularity	irregularity	NOUN
ajema-5882	139	3	may	may	AUX
ajema-5882	139	4	have	have	AUX
ajema-5882	139	5	been	be	AUX
ajema-5882	139	6	detected	detect	VERB
ajema-5882	139	7	if	if	SCONJ
ajema-5882	139	8	the	the	DET
ajema-5882	139	9	distribution	distribution	NOUN
ajema-5882	139	10	characteristics	characteristic	NOUN
ajema-5882	139	11	changed	change	VERB
ajema-5882	139	12	suddenly	suddenly	ADV
ajema-5882	139	13	.	.	PUNCT
ajema-5882	140	1	a	a	DET
ajema-5882	140	2	plethora	plethora	NOUN
ajema-5882	140	3	of	of	ADP
ajema-5882	140	4	alternative	alternative	ADJ
ajema-5882	140	5	approaches	approach	NOUN
ajema-5882	140	6	have	have	AUX
ajema-5882	140	7	been	be	AUX
ajema-5882	140	8	put	put	VERB
ajema-5882	140	9	forth	forth	ADV
ajema-5882	140	10	,	,	PUNCT
ajema-5882	140	11	including	include	VERB
ajema-5882	140	12	graph	graph	NOUN
ajema-5882	140	13	-	-	PUNCT
ajema-5882	140	14	based	base	VERB
ajema-5882	140	15	unsupervised	unsupervised	ADJ
ajema-5882	140	16	anomaly	anomaly	NOUN
ajema-5882	140	17	detection	detection	NOUN
ajema-5882	140	18	and	and	CCONJ
ajema-5882	140	19	semi	semi	ADJ
ajema-5882	140	20	-	-	ADJ
ajema-5882	140	21	supervised	supervised	ADJ
ajema-5882	140	22	classification	classification	NOUN
ajema-5882	140	23	using	use	VERB
ajema-5882	140	24	neural	neural	ADJ
ajema-5882	140	25	networks	network	NOUN
ajema-5882	140	26	,	,	PUNCT
ajema-5882	140	27	deep	deep	ADJ
ajema-5882	140	28	unsupervised	unsupervised	ADJ
ajema-5882	140	29	learning	learning	NOUN
ajema-5882	140	30	for	for	ADP
ajema-5882	140	31	unsupervised	unsupervised	ADJ
ajema-5882	140	32	anomaly	anomaly	NOUN
ajema-5882	140	33	detection	detection	NOUN
ajema-5882	140	34	using	use	VERB
ajema-5882	140	35	directed	direct	VERB
ajema-5882	140	36	compounds	compound	NOUN
ajema-5882	140	37	,	,	PUNCT
ajema-5882	140	38	feature	feature	NOUN
ajema-5882	140	39	importance	importance	NOUN
ajema-5882	140	40	guided	guide	VERB
ajema-5882	140	41	data	datum	NOUN
ajema-5882	140	42	association	association	NOUN
ajema-5882	140	43	,	,	PUNCT
ajema-5882	140	44	and	and	CCONJ
ajema-5882	140	45	a	a	DET
ajema-5882	140	46	combination	combination	NOUN
ajema-5882	140	47	of	of	ADP
ajema-5882	140	48	support	support	NOUN
ajema-5882	140	49	vector	vector	NOUN
ajema-5882	140	50	machines	machine	NOUN
ajema-5882	140	51	and	and	CCONJ
ajema-5882	140	52	directed	direct	VERB
ajema-5882	140	53	compounds	compound	NOUN
ajema-5882	140	54	.	.	PUNCT
ajema-5882	141	1	4	4	X
ajema-5882	141	2	.	.	X
ajema-5882	141	3	literature	literature	NOUN
ajema-5882	141	4	review	review	VERB
ajema-5882	141	5	one	one	NUM
ajema-5882	141	6	of	of	ADP
ajema-5882	141	7	the	the	DET
ajema-5882	141	8	most	most	ADV
ajema-5882	141	9	common	common	ADJ
ajema-5882	141	10	methods	method	NOUN
ajema-5882	141	11	for	for	ADP
ajema-5882	141	12	detecting	detect	VERB
ajema-5882	141	13	cpsos	cpsos	NOUN
ajema-5882	141	14	anomalies	anomaly	NOUN
ajema-5882	141	15	is	be	AUX
ajema-5882	141	16	the	the	DET
ajema-5882	141	17	intrusion	intrusion	NOUN
ajema-5882	141	18	detection	detection	NOUN
ajema-5882	141	19	system	system	NOUN
ajema-5882	141	20	(	(	PUNCT
ajema-5882	141	21	ids)[51	ids)[51	PROPN
ajema-5882	141	22	]	]	PUNCT
ajema-5882	141	23	.	.	PUNCT
ajema-5882	142	1	electronic	electronic	ADJ
ajema-5882	142	2	commerce	commerce	NOUN
ajema-5882	142	3	and	and	CCONJ
ajema-5882	142	4	telecommunications	telecommunication	NOUN
ajema-5882	142	5	are	be	AUX
ajema-5882	142	6	only	only	ADV
ajema-5882	142	7	two	two	NUM
ajema-5882	142	8	of	of	ADP
ajema-5882	142	9	the	the	DET
ajema-5882	142	10	many	many	ADJ
ajema-5882	142	11	systems	system	NOUN
ajema-5882	142	12	that	that	PRON
ajema-5882	142	13	make	make	VERB
ajema-5882	142	14	extensive	extensive	ADJ
ajema-5882	142	15	use	use	NOUN
ajema-5882	142	16	of	of	ADP
ajema-5882	142	17	it	it	PRON
ajema-5882	142	18	.	.	PUNCT
ajema-5882	143	1	a	a	DET
ajema-5882	143	2	comprehensive	comprehensive	ADJ
ajema-5882	143	3	review	review	NOUN
ajema-5882	143	4	of	of	ADP
ajema-5882	143	5	ids	id	NOUN
ajema-5882	143	6	was	be	AUX
ajema-5882	143	7	conducted	conduct	VERB
ajema-5882	143	8	by	by	ADP
ajema-5882	143	9	granville	granville	PROPN
ajema-5882	143	10	and	and	CCONJ
ajema-5882	143	11	oliveira	oliveira	PROPN
ajema-5882	143	12	(	(	PUNCT
ajema-5882	143	13	2005)[52	2005)[52	NUM
ajema-5882	143	14	]	]	PUNCT
ajema-5882	143	15	,	,	PUNCT
ajema-5882	143	16	[	[	X
ajema-5882	143	17	53	53	NUM
ajema-5882	143	18	]	]	PUNCT
ajema-5882	143	19	.	.	PUNCT
ajema-5882	144	1	each	each	DET
ajema-5882	144	2	server	server	NOUN
ajema-5882	144	3	runs	run	VERB
ajema-5882	144	4	its	its	PRON
ajema-5882	144	5	own	own	ADJ
ajema-5882	144	6	application	application	NOUN
ajema-5882	144	7	and	and	CCONJ
ajema-5882	144	8	host	host	NOUN
ajema-5882	144	9	intrusion	intrusion	NOUN
ajema-5882	144	10	detection	detection	NOUN
ajema-5882	144	11	systems	system	NOUN
ajema-5882	144	12	(	(	PUNCT
ajema-5882	144	13	hids	hid	NOUN
ajema-5882	144	14	)	)	PUNCT
ajema-5882	144	15	.	.	PUNCT
ajema-5882	145	1	data	datum	NOUN
ajema-5882	145	2	collection	collection	NOUN
ajema-5882	145	3	is	be	AUX
ajema-5882	145	4	dependent	dependent	ADJ
ajema-5882	145	5	on	on	ADP
ajema-5882	145	6	their	their	PRON
ajema-5882	145	7	regular	regular	ADJ
ajema-5882	145	8	execution	execution	NOUN
ajema-5882	145	9	of	of	ADP
ajema-5882	145	10	the	the	DET
ajema-5882	145	11	whole	whole	ADJ
ajema-5882	145	12	set	set	NOUN
ajema-5882	145	13	of	of	ADP
ajema-5882	145	14	system	system	NOUN
ajema-5882	145	15	(	(	PUNCT
ajema-5882	145	16	or	or	CCONJ
ajema-5882	145	17	application	application	NOUN
ajema-5882	145	18	)	)	PUNCT
ajema-5882	145	19	actions	action	NOUN
ajema-5882	145	20	.	.	PUNCT
ajema-5882	146	1	listening	listen	VERB
ajema-5882	146	2	to	to	ADP
ajema-5882	146	3	all	all	DET
ajema-5882	146	4	kernel	kernel	NOUN
ajema-5882	146	5	calls	call	NOUN
ajema-5882	146	6	triggered	trigger	VERB
ajema-5882	146	7	allows	allow	VERB
ajema-5882	146	8	one	one	NUM
ajema-5882	146	9	to	to	PART
ajema-5882	146	10	compile	compile	VERB
ajema-5882	146	11	this	this	DET
ajema-5882	146	12	list	list	NOUN
ajema-5882	146	13	of	of	ADP
ajema-5882	146	14	system	system	NOUN
ajema-5882	146	15	or	or	CCONJ
ajema-5882	146	16	application	application	NOUN
ajema-5882	146	17	uses	use	VERB
ajema-5882	146	18	[	[	X
ajema-5882	146	19	54	54	NUM
ajema-5882	146	20	]	]	PUNCT
ajema-5882	146	21	.	.	PUNCT
ajema-5882	147	1	the	the	DET
ajema-5882	147	2	only	only	ADJ
ajema-5882	147	3	difference	difference	NOUN
ajema-5882	147	4	between	between	ADP
ajema-5882	147	5	the	the	DET
ajema-5882	147	6	hids	hid	NOUN
ajema-5882	147	7	and	and	CCONJ
ajema-5882	147	8	the	the	DET
ajema-5882	147	9	external	external	ADJ
ajema-5882	147	10	ids	id	NOUN
ajema-5882	147	11	(	(	PUNCT
ajema-5882	147	12	hids	hid	NOUN
ajema-5882	147	13	)	)	PUNCT
ajema-5882	147	14	is	be	AUX
ajema-5882	147	15	that	that	SCONJ
ajema-5882	147	16	the	the	DET
ajema-5882	147	17	latter	latter	ADJ
ajema-5882	147	18	listens	listen	VERB
ajema-5882	147	19	to	to	ADP
ajema-5882	147	20	kernel	kernel	PROPN
ajema-5882	147	21	calls	call	NOUN
ajema-5882	147	22	made	make	VERB
ajema-5882	147	23	via	via	ADP
ajema-5882	147	24	the	the	DET
ajema-5882	147	25	network	network	NOUN
ajema-5882	147	26	.	.	PUNCT
ajema-5882	148	1	when	when	SCONJ
ajema-5882	148	2	something	something	PRON
ajema-5882	148	3	out	out	ADP
ajema-5882	148	4	of	of	ADP
ajema-5882	148	5	the	the	DET
ajema-5882	148	6	ordinary	ordinary	ADJ
ajema-5882	148	7	happens	happen	VERB
ajema-5882	148	8	,	,	PUNCT
ajema-5882	148	9	such	such	ADJ
ajema-5882	148	10	as	as	ADP
ajema-5882	148	11	a	a	DET
ajema-5882	148	12	sensor	sensor	NOUN
ajema-5882	148	13	failing	fail	VERB
ajema-5882	148	14	to	to	PART
ajema-5882	148	15	transmit	transmit	VERB
ajema-5882	148	16	an	an	DET
ajema-5882	148	17	alert	alert	NOUN
ajema-5882	148	18	,	,	PUNCT
ajema-5882	148	19	a	a	DET
ajema-5882	148	20	message	message	NOUN
ajema-5882	148	21	indicating	indicate	VERB
ajema-5882	148	22	an	an	DET
ajema-5882	148	23	attack	attack	NOUN
ajema-5882	148	24	,	,	PUNCT
ajema-5882	148	25	or	or	CCONJ
ajema-5882	148	26	unauthorised	unauthorised	ADJ
ajema-5882	148	27	access	access	NOUN
ajema-5882	148	28	resulting	result	VERB
ajema-5882	148	29	in	in	ADP
ajema-5882	148	30	a	a	DET
ajema-5882	148	31	change	change	NOUN
ajema-5882	148	32	to	to	ADP
ajema-5882	148	33	the	the	DET
ajema-5882	148	34	user	user	NOUN
ajema-5882	148	35	list	list	NOUN
ajema-5882	148	36	,	,	PUNCT
ajema-5882	148	37	the	the	DET
ajema-5882	148	38	hids	hid	NOUN
ajema-5882	148	39	/	/	SYM
ajema-5882	148	40	external	external	ADJ
ajema-5882	148	41	ids	id	NOUN
ajema-5882	148	42	will	will	AUX
ajema-5882	148	43	activate[55	activate[55	VERB
ajema-5882	148	44	]	]	PUNCT
ajema-5882	148	45	,	,	PUNCT
ajema-5882	149	1	[	[	X
ajema-5882	149	2	56	56	NUM
ajema-5882	149	3	]	]	PUNCT
ajema-5882	149	4	.	.	PUNCT
ajema-5882	150	1	a	a	DET
ajema-5882	150	2	radio	radio	NOUN
ajema-5882	150	3	telescope	telescope	NOUN
ajema-5882	150	4	technique	technique	NOUN
ajema-5882	150	5	is	be	AUX
ajema-5882	150	6	used	use	VERB
ajema-5882	150	7	by	by	ADP
ajema-5882	150	8	basestation	basestation	NOUN
ajema-5882	150	9	,	,	PUNCT
ajema-5882	150	10	a	a	DET
ajema-5882	150	11	system	system	NOUN
ajema-5882	150	12	for	for	ADP
ajema-5882	150	13	monitoring	monitor	VERB
ajema-5882	150	14	wireless	wireless	ADJ
ajema-5882	150	15	networks	network	NOUN
ajema-5882	150	16	,	,	PUNCT
ajema-5882	150	17	to	to	PART
ajema-5882	150	18	listen	listen	VERB
ajema-5882	150	19	to	to	ADP
ajema-5882	150	20	the	the	DET
ajema-5882	150	21	whole	whole	ADJ
ajema-5882	150	22	band	band	NOUN
ajema-5882	150	23	by	by	ADP
ajema-5882	150	24	receiving	receive	VERB
ajema-5882	150	25	packets	packet	NOUN
ajema-5882	150	26	from	from	ADP
ajema-5882	150	27	the	the	DET
ajema-5882	150	28	entire	entire	ADJ
ajema-5882	150	29	network	network	NOUN
ajema-5882	150	30	.	.	PUNCT
ajema-5882	151	1	we	we	PRON
ajema-5882	151	2	send	send	VERB
ajema-5882	151	3	each	each	DET
ajema-5882	151	4	addressed	address	VERB
ajema-5882	151	5	packet	packet	NOUN
ajema-5882	151	6	to	to	ADP
ajema-5882	151	7	the	the	DET
ajema-5882	151	8	mips	mips	PROPN
ajema-5882	151	9	accelerator	accelerator	NOUN
ajema-5882	151	10	for	for	ADP
ajema-5882	151	11	observation	observation	NOUN
ajema-5882	151	12	,	,	PUNCT
ajema-5882	151	13	and	and	CCONJ
ajema-5882	151	14	then	then	ADV
ajema-5882	151	15	we	we	PRON
ajema-5882	151	16	compare	compare	VERB
ajema-5882	151	17	the	the	DET
ajema-5882	151	18	side	side	NOUN
ajema-5882	151	19	-	-	PUNCT
ajema-5882	151	20	channel	channel	NOUN
ajema-5882	151	21	observations	observation	NOUN
ajema-5882	151	22	to	to	ADP
ajema-5882	151	23	the	the	DET
ajema-5882	151	24	assumptions	assumption	NOUN
ajema-5882	151	25	based	base	VERB
ajema-5882	151	26	on	on	ADP
ajema-5882	151	27	the	the	DET
ajema-5882	151	28	models	model	NOUN
ajema-5882	151	29	.	.	PUNCT
ajema-5882	152	1	while	while	SCONJ
ajema-5882	152	2	the	the	DET
ajema-5882	152	3	remaining	remain	VERB
ajema-5882	152	4	packets	packet	NOUN
ajema-5882	152	5	are	be	AUX
ajema-5882	152	6	reshuffled	reshuffle	VERB
ajema-5882	152	7	to	to	PART
ajema-5882	152	8	go	go	VERB
ajema-5882	152	9	on	on	ADP
ajema-5882	152	10	to	to	ADP
ajema-5882	152	11	the	the	DET
ajema-5882	152	12	next	next	ADJ
ajema-5882	152	13	simulation	simulation	NOUN
ajema-5882	152	14	stage	stage	NOUN
ajema-5882	152	15	,	,	PUNCT
ajema-5882	152	16	those	those	DET
ajema-5882	152	17	packages	package	NOUN
ajema-5882	152	18	identified	identify	VERB
ajema-5882	152	19	as	as	ADP
ajema-5882	152	20	outliers	outlier	NOUN
ajema-5882	152	21	are	be	AUX
ajema-5882	152	22	punished	punish	VERB
ajema-5882	152	23	and	and	CCONJ
ajema-5882	152	24	sent	send	VERB
ajema-5882	152	25	to	to	ADP
ajema-5882	152	26	the	the	DET
ajema-5882	152	27	central	central	ADJ
ajema-5882	152	28	server[57	server[57	PROPN
ajema-5882	152	29	]	]	PUNCT
ajema-5882	152	30	.	.	PUNCT
ajema-5882	153	1	the	the	DET
ajema-5882	153	2	requirement	requirement	NOUN
ajema-5882	153	3	for	for	ADP
ajema-5882	153	4	static	static	ADJ
ajema-5882	153	5	knowledge	knowledge	NOUN
ajema-5882	153	6	rather	rather	ADV
ajema-5882	153	7	than	than	ADP
ajema-5882	153	8	learning	learn	VERB
ajema-5882	153	9	is	be	AUX
ajema-5882	153	10	the	the	DET
ajema-5882	153	11	primary	primary	ADJ
ajema-5882	153	12	issue	issue	NOUN
ajema-5882	153	13	with	with	ADP
ajema-5882	153	14	the	the	DET
ajema-5882	153	15	ids[58	ids[58	NOUN
ajema-5882	153	16	]	]	PUNCT
ajema-5882	153	17	.	.	PUNCT
ajema-5882	154	1	in	in	ADP
ajema-5882	154	2	contrast	contrast	NOUN
ajema-5882	154	3	to	to	ADP
ajema-5882	154	4	intrusion	intrusion	NOUN
ajema-5882	154	5	detection	detection	NOUN
ajema-5882	154	6	systems	system	NOUN
ajema-5882	154	7	(	(	PUNCT
ajema-5882	154	8	ids	id	NOUN
ajema-5882	154	9	)	)	PUNCT
ajema-5882	154	10	,	,	PUNCT
ajema-5882	154	11	which	which	PRON
ajema-5882	154	12	change	change	VERB
ajema-5882	154	13	their	their	PRON
ajema-5882	154	14	signatures	signature	NOUN
ajema-5882	154	15	in	in	ADP
ajema-5882	154	16	response	response	NOUN
ajema-5882	154	17	to	to	ADP
ajema-5882	154	18	specific	specific	ADJ
ajema-5882	154	19	events	event	NOUN
ajema-5882	154	20	,	,	PUNCT
ajema-5882	154	21	ips	ips	PROPN
ajema-5882	154	22	systems	system	NOUN
ajema-5882	154	23	require	require	VERB
ajema-5882	154	24	frequent	frequent	ADJ
ajema-5882	154	25	file	file	NOUN
ajema-5882	154	26	downloads	download	NOUN
ajema-5882	154	27	and	and	CCONJ
ajema-5882	154	28	updates	update	NOUN
ajema-5882	154	29	.	.	PUNCT
ajema-5882	155	1	the	the	DET
ajema-5882	155	2	next	next	ADJ
ajema-5882	155	3	step	step	NOUN
ajema-5882	155	4	is	be	AUX
ajema-5882	155	5	to	to	PART
ajema-5882	155	6	deploy	deploy	VERB
ajema-5882	155	7	the	the	DET
ajema-5882	155	8	signature	signature	NOUN
ajema-5882	155	9	on	on	ADP
ajema-5882	155	10	the	the	DET
ajema-5882	155	11	servers	server	NOUN
ajema-5882	155	12	or	or	CCONJ
ajema-5882	155	13	routers	router	NOUN
ajema-5882	155	14	,	,	PUNCT
ajema-5882	155	15	which	which	PRON
ajema-5882	155	16	might	might	AUX
ajema-5882	155	17	interfere	interfere	VERB
ajema-5882	155	18	with	with	ADP
ajema-5882	155	19	the	the	DET
ajema-5882	155	20	cpsos	cpsos	NOUN
ajema-5882	155	21	functionality	functionality	NOUN
ajema-5882	155	22	[	[	X
ajema-5882	155	23	59	59	NUM
ajema-5882	155	24	]	]	PUNCT
ajema-5882	155	25	.	.	PUNCT
ajema-5882	156	1	the	the	DET
ajema-5882	156	2	utilization	utilization	NOUN
ajema-5882	156	3	of	of	ADP
ajema-5882	156	4	an	an	DET
ajema-5882	156	5	anomaly	anomaly	NOUN
ajema-5882	156	6	can	can	AUX
ajema-5882	156	7	also	also	ADV
ajema-5882	156	8	be	be	AUX
ajema-5882	156	9	traced	trace	VERB
ajema-5882	156	10	by	by	ADP
ajema-5882	156	11	the	the	DET
ajema-5882	156	12	activity	activity	NOUN
ajema-5882	156	13	of	of	ADP
ajema-5882	156	14	the	the	DET
ajema-5882	156	15	ids	id	NOUN
ajema-5882	156	16	.	.	PUNCT
ajema-5882	157	1	a	a	DET
ajema-5882	157	2	cpsos	cpsos	NOUN
ajema-5882	157	3	adaption	adaption	NOUN
ajema-5882	157	4	model	model	NOUN
ajema-5882	157	5	update	update	NOUN
ajema-5882	157	6	,	,	PUNCT
ajema-5882	157	7	however	however	ADV
ajema-5882	157	8	,	,	PUNCT
ajema-5882	157	9	will	will	AUX
ajema-5882	157	10	occur	occur	VERB
ajema-5882	157	11	in	in	ADP
ajema-5882	157	12	real	real	ADJ
ajema-5882	157	13	time	time	NOUN
ajema-5882	157	14	when	when	SCONJ
ajema-5882	157	15	the	the	DET
ajema-5882	157	16	model	model	NOUN
ajema-5882	157	17	is	be	AUX
ajema-5882	157	18	being	be	AUX
ajema-5882	157	19	executed	execute	VERB
ajema-5882	157	20	,	,	PUNCT
ajema-5882	157	21	regardless	regardless	ADV
ajema-5882	157	22	of	of	ADP
ajema-5882	157	23	whether	whether	SCONJ
ajema-5882	157	24	an	an	DET
ajema-5882	157	25	anomaly	anomaly	NOUN
ajema-5882	157	26	exists[60	exists[60	NOUN
ajema-5882	157	27	]	]	X
ajema-5882	157	28	.	.	PUNCT
ajema-5882	158	1	in	in	ADP
ajema-5882	158	2	addition	addition	NOUN
ajema-5882	158	3	,	,	PUNCT
ajema-5882	158	4	the	the	DET
ajema-5882	158	5	information	information	NOUN
ajema-5882	158	6	gathered	gather	VERB
ajema-5882	158	7	by	by	ADP
ajema-5882	158	8	the	the	DET
ajema-5882	158	9	ids	id	NOUN
ajema-5882	158	10	is	be	AUX
ajema-5882	158	11	technology	technology	NOUN
ajema-5882	158	12	-	-	PUNCT
ajema-5882	158	13	specific	specific	ADJ
ajema-5882	158	14	,	,	PUNCT
ajema-5882	158	15	and	and	CCONJ
ajema-5882	158	16	the	the	DET
ajema-5882	158	17	cpsos	cpsos	NOUN
ajema-5882	158	18	components	component	NOUN
ajema-5882	158	19	may	may	AUX
ajema-5882	158	20	use	use	VERB
ajema-5882	158	21	vastly	vastly	ADV
ajema-5882	158	22	different	different	ADJ
ajema-5882	158	23	technologies	technology	NOUN
ajema-5882	158	24	[	[	X
ajema-5882	158	25	61	61	NUM
ajema-5882	158	26	]	]	PUNCT
ajema-5882	158	27	.	.	PUNCT
ajema-5882	159	1	amiri	amiri	PROPN
ajema-5882	159	2	et	et	PROPN
ajema-5882	159	3	al	al	PROPN
ajema-5882	159	4	(	(	PUNCT
ajema-5882	159	5	2023	2023	NUM
ajema-5882	159	6	)	)	PUNCT
ajema-5882	159	7	.	.	PUNCT
ajema-5882	160	1	an	an	DET
ajema-5882	160	2	extensive	extensive	ADJ
ajema-5882	160	3	amount	amount	NOUN
ajema-5882	160	4	of	of	ADP
ajema-5882	160	5	information	information	NOUN
ajema-5882	160	6	on	on	ADP
ajema-5882	160	7	the	the	DET
ajema-5882	160	8	concepts	concept	NOUN
ajema-5882	160	9	and	and	CCONJ
ajema-5882	160	10	applications	application	NOUN
ajema-5882	160	11	of	of	ADP
ajema-5882	160	12	machine	machine	NOUN
ajema-5882	160	13	learning	learning	NOUN
ajema-5882	160	14	(	(	PUNCT
ajema-5882	160	15	ml	ml	NOUN
ajema-5882	160	16	)	)	PUNCT
ajema-5882	160	17	techniques	technique	NOUN
ajema-5882	160	18	in	in	ADP
ajema-5882	160	19	healthcare	healthcare	NOUN
ajema-5882	160	20	is	be	AUX
ajema-5882	160	21	provided	provide	VERB
ajema-5882	160	22	by	by	ADP
ajema-5882	160	23	this	this	DET
ajema-5882	160	24	study	study	NOUN
ajema-5882	160	25	.	.	PUNCT
ajema-5882	161	1	it	it	PRON
ajema-5882	161	2	addresses	address	VERB
ajema-5882	161	3	a	a	DET
ajema-5882	161	4	broad	broad	ADJ
ajema-5882	161	5	variety	variety	NOUN
ajema-5882	161	6	of	of	ADP
ajema-5882	161	7	common	common	ADJ
ajema-5882	161	8	health	health	NOUN
ajema-5882	161	9	issues	issue	NOUN
ajema-5882	161	10	.	.	PUNCT
ajema-5882	162	1	it	it	PRON
ajema-5882	162	2	carefully	carefully	ADV
ajema-5882	162	3	considers	consider	VERB
ajema-5882	162	4	potential	potential	ADJ
ajema-5882	162	5	outcomes	outcome	NOUN
ajema-5882	162	6	,	,	PUNCT
ajema-5882	162	7	including	include	VERB
ajema-5882	162	8	in	in	ADP
ajema-5882	162	9	all	all	DET
ajema-5882	162	10	the	the	DET
ajema-5882	162	11	26	26	NUM
ajema-5882	162	12	journal	journal	NOUN
ajema-5882	162	13	of	of	ADP
ajema-5882	162	14	engineering	engineering	NOUN
ajema-5882	162	15	,	,	PUNCT
ajema-5882	162	16	mechanics	mechanic	NOUN
ajema-5882	162	17	and	and	CCONJ
ajema-5882	162	18	architecture	architecture	NOUN
ajema-5882	162	19	www	www	NOUN
ajema-5882	162	20	.	.	PUNCT
ajema-5882	163	1	grnjournal.us	grnjournal.us	X
ajema-5882	163	2	essential	essential	ADJ
ajema-5882	163	3	steps	step	NOUN
ajema-5882	163	4	that	that	PRON
ajema-5882	163	5	must	must	AUX
ajema-5882	163	6	be	be	AUX
ajema-5882	163	7	organized	organize	VERB
ajema-5882	163	8	for	for	ADP
ajema-5882	163	9	the	the	DET
ajema-5882	163	10	future	future	NOUN
ajema-5882	164	1	[	[	X
ajema-5882	164	2	62	62	NUM
ajema-5882	164	3	]	]	PUNCT
ajema-5882	164	4	.	.	PUNCT
ajema-5882	165	1	several	several	ADJ
ajema-5882	165	2	clear	clear	ADJ
ajema-5882	165	3	challenges	challenge	NOUN
ajema-5882	165	4	exist	exist	VERB
ajema-5882	165	5	,	,	PUNCT
ajema-5882	165	6	however	however	ADV
ajema-5882	165	7	,	,	PUNCT
ajema-5882	165	8	when	when	SCONJ
ajema-5882	165	9	using	use	VERB
ajema-5882	165	10	ml	ml	NOUN
ajema-5882	165	11	to	to	ADP
ajema-5882	165	12	personal	personal	ADJ
ajema-5882	165	13	healthcare	healthcare	NOUN
ajema-5882	165	14	.	.	PUNCT
ajema-5882	166	1	importantly	importantly	ADV
ajema-5882	166	2	,	,	PUNCT
ajema-5882	166	3	supervised	supervise	VERB
ajema-5882	166	4	learning	learning	NOUN
ajema-5882	166	5	algorithms	algorithm	NOUN
ajema-5882	166	6	are	be	AUX
ajema-5882	166	7	trained	train	VERB
ajema-5882	166	8	using	use	VERB
ajema-5882	166	9	diagnostic	diagnostic	ADJ
ajema-5882	166	10	labels	label	NOUN
ajema-5882	166	11	.	.	PUNCT
ajema-5882	167	1	however	however	ADV
ajema-5882	167	2	,	,	PUNCT
ajema-5882	167	3	because	because	SCONJ
ajema-5882	167	4	mental	mental	ADJ
ajema-5882	167	5	disorders	disorder	NOUN
ajema-5882	167	6	are	be	AUX
ajema-5882	167	7	so	so	ADV
ajema-5882	167	8	varied	varied	ADJ
ajema-5882	167	9	,	,	PUNCT
ajema-5882	167	10	these	these	DET
ajema-5882	167	11	classifications	classification	NOUN
ajema-5882	167	12	may	may	AUX
ajema-5882	167	13	not	not	PART
ajema-5882	167	14	be	be	AUX
ajema-5882	167	15	accurate	accurate	ADJ
ajema-5882	167	16	enough	enough	ADV
ajema-5882	167	17	to	to	PART
ajema-5882	167	18	train	train	VERB
ajema-5882	167	19	ai	ai	VERB
ajema-5882	167	20	systems	system	NOUN
ajema-5882	167	21	to	to	PART
ajema-5882	167	22	be	be	AUX
ajema-5882	167	23	very	very	ADV
ajema-5882	167	24	sensitive	sensitive	ADJ
ajema-5882	167	25	and	and	CCONJ
ajema-5882	167	26	particular	particular	ADJ
ajema-5882	167	27	.	.	PUNCT
ajema-5882	168	1	instead	instead	ADV
ajema-5882	168	2	of	of	ADP
ajema-5882	168	3	making	make	VERB
ajema-5882	168	4	diagnosis	diagnosis	NOUN
ajema-5882	168	5	,	,	PUNCT
ajema-5882	168	6	ml	ml	ADP
ajema-5882	168	7	algorithms	algorithm	NOUN
ajema-5882	168	8	might	might	AUX
ajema-5882	168	9	be	be	AUX
ajema-5882	168	10	used	use	VERB
ajema-5882	168	11	to	to	PART
ajema-5882	168	12	predict	predict	VERB
ajema-5882	168	13	certain	certain	ADJ
ajema-5882	168	14	symptoms	symptom	NOUN
ajema-5882	168	15	or	or	CCONJ
ajema-5882	168	16	outcomes	outcome	NOUN
ajema-5882	168	17	.	.	PUNCT
ajema-5882	169	1	more	more	ADJ
ajema-5882	169	2	than	than	ADP
ajema-5882	169	3	that	that	PRON
ajema-5882	169	4	,	,	PUNCT
ajema-5882	169	5	dnn	dnn	PROPN
ajema-5882	169	6	may	may	AUX
ajema-5882	169	7	be	be	AUX
ajema-5882	169	8	used	use	VERB
ajema-5882	169	9	autonomously	autonomously	ADV
ajema-5882	169	10	to	to	PART
ajema-5882	169	11	find	find	VERB
ajema-5882	169	12	new	new	ADJ
ajema-5882	169	13	biomarkers	biomarker	NOUN
ajema-5882	169	14	for	for	ADP
ajema-5882	169	15	identifying	identify	VERB
ajema-5882	169	16	certain	certain	ADJ
ajema-5882	169	17	illnesses	illness	NOUN
ajema-5882	169	18	.	.	PUNCT
ajema-5882	170	1	despite	despite	SCONJ
ajema-5882	170	2	the	the	DET
ajema-5882	170	3	need	need	NOUN
ajema-5882	170	4	of	of	ADP
ajema-5882	170	5	transparency	transparency	NOUN
ajema-5882	170	6	and	and	CCONJ
ajema-5882	170	7	repeatability	repeatability	NOUN
ajema-5882	170	8	,	,	PUNCT
ajema-5882	170	9	protecting	protect	VERB
ajema-5882	170	10	proprietary	proprietary	ADJ
ajema-5882	170	11	information	information	NOUN
ajema-5882	170	12	is	be	AUX
ajema-5882	170	13	a	a	DET
ajema-5882	170	14	major	major	ADJ
ajema-5882	170	15	roadblock	roadblock	NOUN
ajema-5882	170	16	to	to	AUX
ajema-5882	170	17	ml	ml	VERB
ajema-5882	170	18	algorithm	algorithm	NOUN
ajema-5882	170	19	implementations	implementation	NOUN
ajema-5882	170	20	.	.	PUNCT
ajema-5882	171	1	big	big	ADJ
ajema-5882	171	2	data	datum	NOUN
ajema-5882	171	3	requires	require	VERB
ajema-5882	171	4	a	a	DET
ajema-5882	171	5	lot	lot	NOUN
ajema-5882	171	6	of	of	ADP
ajema-5882	171	7	prep	prep	ADJ
ajema-5882	171	8	work	work	NOUN
ajema-5882	171	9	before	before	SCONJ
ajema-5882	171	10	it	it	PRON
ajema-5882	171	11	can	can	AUX
ajema-5882	171	12	be	be	AUX
ajema-5882	171	13	used	use	VERB
ajema-5882	171	14	,	,	PUNCT
ajema-5882	171	15	and	and	CCONJ
ajema-5882	171	16	it	it	PRON
ajema-5882	171	17	's	be	AUX
ajema-5882	171	18	also	also	ADV
ajema-5882	171	19	essentially	essentially	ADV
ajema-5882	171	20	unstructured	unstructure	VERB
ajema-5882	171	21	.	.	PUNCT
ajema-5882	172	1	furthermore	furthermore	ADV
ajema-5882	172	2	,	,	PUNCT
ajema-5882	172	3	it	it	PRON
ajema-5882	172	4	is	be	AUX
ajema-5882	172	5	not	not	PART
ajema-5882	172	6	usual	usual	ADJ
ajema-5882	172	7	practice	practice	NOUN
ajema-5882	172	8	to	to	PART
ajema-5882	172	9	include	include	VERB
ajema-5882	172	10	details	detail	NOUN
ajema-5882	172	11	about	about	ADP
ajema-5882	172	12	the	the	DET
ajema-5882	172	13	data	datum	NOUN
ajema-5882	172	14	's	's	PART
ajema-5882	172	15	quality	quality	NOUN
ajema-5882	172	16	and	and	CCONJ
ajema-5882	172	17	any	any	DET
ajema-5882	172	18	biases	bias	NOUN
ajema-5882	172	19	in	in	ADP
ajema-5882	172	20	the	the	DET
ajema-5882	172	21	results	result	NOUN
ajema-5882	172	22	of	of	ADP
ajema-5882	172	23	ml	ml	ADP
ajema-5882	172	24	algorithms	algorithm	NOUN
ajema-5882	172	25	.	.	PUNCT
ajema-5882	173	1	malika	malika	PROPN
ajema-5882	173	2	et	et	PROPN
ajema-5882	173	3	al	al	PROPN
ajema-5882	173	4	.	.	PROPN
ajema-5882	173	5	(	(	PUNCT
ajema-5882	173	6	2023	2023	NUM
ajema-5882	173	7	)	)	PUNCT
ajema-5882	173	8	.	.	PUNCT
ajema-5882	174	1	using	use	VERB
ajema-5882	174	2	deep	deep	ADJ
ajema-5882	174	3	reinforcement	reinforcement	NOUN
ajema-5882	174	4	learning	learning	NOUN
ajema-5882	174	5	as	as	ADP
ajema-5882	174	6	its	its	PRON
ajema-5882	174	7	foundation	foundation	NOUN
ajema-5882	174	8	,	,	PUNCT
ajema-5882	174	9	this	this	DET
ajema-5882	174	10	work	work	NOUN
ajema-5882	174	11	introduces	introduce	VERB
ajema-5882	174	12	anomaly	anomaly	NOUN
ajema-5882	174	13	-	-	PUNCT
ajema-5882	174	14	nids	nid	NOUN
ajema-5882	174	15	.	.	PUNCT
ajema-5882	175	1	this	this	DET
ajema-5882	175	2	approach	approach	NOUN
ajema-5882	175	3	to	to	ADP
ajema-5882	175	4	data	datum	NOUN
ajema-5882	175	5	gathering	gathering	NOUN
ajema-5882	175	6	and	and	CCONJ
ajema-5882	175	7	preparation	preparation	NOUN
ajema-5882	175	8	might	might	AUX
ajema-5882	175	9	prove	prove	VERB
ajema-5882	175	10	useful	useful	ADJ
ajema-5882	175	11	in	in	ADP
ajema-5882	175	12	a	a	DET
ajema-5882	175	13	variety	variety	NOUN
ajema-5882	175	14	of	of	ADP
ajema-5882	175	15	network	network	NOUN
ajema-5882	175	16	topologies	topology	NOUN
ajema-5882	175	17	.	.	PUNCT
ajema-5882	176	1	this	this	DET
ajema-5882	176	2	method	method	NOUN
ajema-5882	176	3	of	of	ADP
ajema-5882	176	4	reinforcement	reinforcement	NOUN
ajema-5882	176	5	learning	learning	NOUN
ajema-5882	176	6	gives	give	VERB
ajema-5882	176	7	you	you	PRON
ajema-5882	176	8	a	a	DET
ajema-5882	176	9	bunch	bunch	NOUN
ajema-5882	176	10	of	of	ADP
ajema-5882	176	11	choices	choice	NOUN
ajema-5882	176	12	.	.	PUNCT
ajema-5882	177	1	the	the	DET
ajema-5882	177	2	model	model	NOUN
ajema-5882	177	3	's	's	PART
ajema-5882	177	4	capacity	capacity	NOUN
ajema-5882	177	5	to	to	PART
ajema-5882	177	6	accurately	accurately	ADV
ajema-5882	177	7	identify	identify	VERB
ajema-5882	177	8	incoming	incoming	ADJ
ajema-5882	177	9	network	network	NOUN
ajema-5882	177	10	traffic	traffic	NOUN
ajema-5882	177	11	is	be	AUX
ajema-5882	177	12	enhanced	enhance	VERB
ajema-5882	177	13	in	in	ADP
ajema-5882	177	14	the	the	DET
ajema-5882	177	15	learning	learn	VERB
ajema-5882	177	16	mode	mode	NOUN
ajema-5882	177	17	by	by	ADP
ajema-5882	177	18	continuous	continuous	ADJ
ajema-5882	177	19	learning	learning	NOUN
ajema-5882	177	20	and	and	CCONJ
ajema-5882	177	21	updating	updating	NOUN
ajema-5882	177	22	,	,	PUNCT
ajema-5882	177	23	while	while	SCONJ
ajema-5882	177	24	processing	processing	NOUN
ajema-5882	177	25	speed	speed	NOUN
ajema-5882	177	26	is	be	AUX
ajema-5882	177	27	optimized	optimize	VERB
ajema-5882	177	28	in	in	ADP
ajema-5882	177	29	the	the	DET
ajema-5882	177	30	detection	detection	NOUN
ajema-5882	177	31	mode	mode	NOUN
ajema-5882	177	32	.	.	PUNCT
ajema-5882	178	1	the	the	DET
ajema-5882	178	2	author	author	NOUN
ajema-5882	178	3	successfully	successfully	ADV
ajema-5882	178	4	tested	test	VERB
ajema-5882	178	5	the	the	DET
ajema-5882	178	6	method	method	NOUN
ajema-5882	178	7	on	on	ADP
ajema-5882	178	8	100	100	NUM
ajema-5882	178	9	million	million	NUM
ajema-5882	178	10	palo	palo	PROPN
ajema-5882	178	11	alto	alto	PROPN
ajema-5882	178	12	network	network	NOUN
ajema-5882	178	13	logs	log	VERB
ajema-5882	178	14	as	as	ADP
ajema-5882	178	15	part	part	NOUN
ajema-5882	178	16	of	of	ADP
ajema-5882	178	17	the	the	DET
ajema-5882	178	18	campus	campus	NOUN
ajema-5882	178	19	networking	network	VERB
ajema-5882	178	20	environment	environment	NOUN
ajema-5882	178	21	.	.	PUNCT
ajema-5882	179	1	in	in	ADP
ajema-5882	179	2	order	order	NOUN
ajema-5882	179	3	to	to	PART
ajema-5882	179	4	evaluate	evaluate	VERB
ajema-5882	179	5	the	the	DET
ajema-5882	179	6	suggested	suggest	VERB
ajema-5882	179	7	drl	drl	PROPN
ajema-5882	179	8	,	,	PUNCT
ajema-5882	179	9	three	three	NUM
ajema-5882	179	10	machinelearning	machinelearning	NOUN
ajema-5882	179	11	techniques	technique	NOUN
ajema-5882	179	12	were	be	AUX
ajema-5882	179	13	employed	employ	VERB
ajema-5882	179	14	.	.	PUNCT
ajema-5882	180	1	proven	prove	VERB
ajema-5882	180	2	in	in	ADP
ajema-5882	180	3	experiments	experiment	NOUN
ajema-5882	180	4	,	,	PUNCT
ajema-5882	180	5	the	the	DET
ajema-5882	180	6	suggested	suggest	VERB
ajema-5882	180	7	approach	approach	NOUN
ajema-5882	180	8	efficiently	efficiently	ADV
ajema-5882	180	9	updates	update	VERB
ajema-5882	180	10	models	model	NOUN
ajema-5882	180	11	in	in	ADP
ajema-5882	180	12	real	real	ADJ
ajema-5882	180	13	time	time	NOUN
ajema-5882	180	14	while	while	SCONJ
ajema-5882	180	15	simultaneously	simultaneously	ADV
ajema-5882	180	16	achieving	achieve	VERB
ajema-5882	180	17	maximum	maximum	ADJ
ajema-5882	180	18	detection	detection	NOUN
ajema-5882	180	19	accuracy	accuracy	NOUN
ajema-5882	180	20	and	and	CCONJ
ajema-5882	180	21	processing	processing	NOUN
ajema-5882	180	22	speed	speed	NOUN
ajema-5882	180	23	[	[	X
ajema-5882	180	24	63	63	NUM
ajema-5882	180	25	]	]	PUNCT
ajema-5882	180	26	.	.	PUNCT
ajema-5882	181	1	however	however	ADV
ajema-5882	181	2	,	,	PUNCT
ajema-5882	181	3	pre	pre	ADJ
ajema-5882	181	4	-	-	ADJ
ajema-5882	181	5	processing	processing	ADJ
ajema-5882	181	6	data	datum	NOUN
ajema-5882	181	7	is	be	AUX
ajema-5882	181	8	lacking[64	lacking[64	ADJ
ajema-5882	181	9	]	]	PUNCT
ajema-5882	181	10	.	.	PUNCT
ajema-5882	182	1	mahdi	mahdi	PROPN
ajema-5882	182	2	et	et	PROPN
ajema-5882	182	3	al	al	PROPN
ajema-5882	182	4	.	.	PROPN
ajema-5882	183	1	(	(	PUNCT
ajema-5882	183	2	2024	2024	NUM
ajema-5882	183	3	)	)	PUNCT
ajema-5882	183	4	.	.	PUNCT
ajema-5882	184	1	the	the	DET
ajema-5882	184	2	suggested	suggest	VERB
ajema-5882	184	3	method	method	NOUN
ajema-5882	184	4	tracks	track	NOUN
ajema-5882	184	5	and	and	CCONJ
ajema-5882	184	6	updates	update	VERB
ajema-5882	184	7	the	the	DET
ajema-5882	184	8	estimation	estimation	NOUN
ajema-5882	184	9	of	of	ADP
ajema-5882	184	10	each	each	DET
ajema-5882	184	11	packet	packet	NOUN
ajema-5882	184	12	using	use	VERB
ajema-5882	184	13	sequential	sequential	ADJ
ajema-5882	184	14	packet	packet	NOUN
ajema-5882	184	15	labeling	labeling	NOUN
ajema-5882	184	16	in	in	ADP
ajema-5882	184	17	order	order	NOUN
ajema-5882	184	18	to	to	PART
ajema-5882	184	19	get	get	VERB
ajema-5882	184	20	the	the	DET
ajema-5882	184	21	attack	attack	NOUN
ajema-5882	184	22	probability	probability	NOUN
ajema-5882	184	23	score	score	NOUN
ajema-5882	184	24	for	for	ADP
ajema-5882	184	25	each	each	DET
ajema-5882	184	26	flow	flow	NOUN
ajema-5882	184	27	.	.	PUNCT
ajema-5882	185	1	the	the	DET
ajema-5882	185	2	cicids2017	cicids2017	PROPN
ajema-5882	185	3	and	and	CCONJ
ajema-5882	185	4	cse	cse	PROPN
ajema-5882	185	5	-	-	PUNCT
ajema-5882	185	6	cic	cic	PROPN
ajema-5882	185	7	-	-	PUNCT
ajema-5882	185	8	ids2018	ids2018	NOUN
ajema-5882	185	9	datasets	dataset	NOUN
ajema-5882	185	10	are	be	AUX
ajema-5882	185	11	used	use	VERB
ajema-5882	185	12	to	to	PART
ajema-5882	185	13	assess	assess	VERB
ajema-5882	185	14	the	the	DET
ajema-5882	185	15	framework	framework	NOUN
ajema-5882	185	16	using	use	VERB
ajema-5882	185	17	cnnbased	cnnbase	VERB
ajema-5882	185	18	and	and	CCONJ
ajema-5882	185	19	lstm	lstm	NOUN
ajema-5882	185	20	-	-	PUNCT
ajema-5882	185	21	based	base	VERB
ajema-5882	185	22	deep	deep	ADJ
ajema-5882	185	23	models	model	NOUN
ajema-5882	185	24	.	.	PUNCT
ajema-5882	186	1	by	by	ADP
ajema-5882	186	2	doing	do	VERB
ajema-5882	186	3	comprehensive	comprehensive	ADJ
ajema-5882	186	4	experiments	experiment	NOUN
ajema-5882	186	5	and	and	CCONJ
ajema-5882	186	6	assessments	assessment	NOUN
ajema-5882	186	7	,	,	PUNCT
ajema-5882	186	8	the	the	DET
ajema-5882	186	9	researcher	researcher	NOUN
ajema-5882	186	10	proves	prove	VERB
ajema-5882	186	11	that	that	SCONJ
ajema-5882	186	12	the	the	DET
ajema-5882	186	13	proposed	propose	VERB
ajema-5882	186	14	distributed	distribute	VERB
ajema-5882	186	15	system	system	NOUN
ajema-5882	186	16	successfully	successfully	ADV
ajema-5882	186	17	handles	handle	VERB
ajema-5882	186	18	traffic	traffic	NOUN
ajema-5882	186	19	concept	concept	NOUN
ajema-5882	186	20	drift	drift	NOUN
ajema-5882	186	21	.	.	PUNCT
ajema-5882	187	1	our	our	PRON
ajema-5882	187	2	results	result	NOUN
ajema-5882	187	3	show	show	VERB
ajema-5882	187	4	that	that	SCONJ
ajema-5882	187	5	convolutional	convolutional	ADJ
ajema-5882	187	6	neural	neural	ADJ
ajema-5882	187	7	network	network	NOUN
ajema-5882	187	8	(	(	PUNCT
ajema-5882	187	9	cnn	cnn	PROPN
ajema-5882	187	10	)	)	PUNCT
ajema-5882	187	11	models	model	NOUN
ajema-5882	187	12	can	can	AUX
ajema-5882	187	13	adjust	adjust	VERB
ajema-5882	187	14	to	to	ADP
ajema-5882	187	15	traffic	traffic	NOUN
ajema-5882	187	16	idea	idea	NOUN
ajema-5882	187	17	drift	drift	NOUN
ajema-5882	187	18	,	,	PUNCT
ajema-5882	187	19	and	and	CCONJ
ajema-5882	187	20	with	with	ADP
ajema-5882	187	21	just	just	ADV
ajema-5882	187	22	128	128	NUM
ajema-5882	187	23	more	more	ADJ
ajema-5882	187	24	frames	frame	NOUN
ajema-5882	187	25	,	,	PUNCT
ajema-5882	187	26	they	they	PRON
ajema-5882	187	27	achieve	achieve	VERB
ajema-5882	187	28	identification	identification	NOUN
ajema-5882	187	29	rates	rate	NOUN
ajema-5882	187	30	above	above	ADP
ajema-5882	187	31	95	95	NUM
ajema-5882	187	32	%	%	NOUN
ajema-5882	187	33	.	.	PUNCT
ajema-5882	188	1	on	on	ADP
ajema-5882	188	2	the	the	DET
ajema-5882	188	3	other	other	ADJ
ajema-5882	188	4	hand	hand	NOUN
ajema-5882	188	5	,	,	PUNCT
ajema-5882	188	6	online	online	ADJ
ajema-5882	188	7	intrusion	intrusion	NOUN
ajema-5882	188	8	detection	detection	NOUN
ajema-5882	188	9	systems	system	NOUN
ajema-5882	188	10	that	that	PRON
ajema-5882	188	11	use	use	VERB
ajema-5882	188	12	lstm	lstm	NOUN
ajema-5882	188	13	-	-	PUNCT
ajema-5882	188	14	based	base	VERB
ajema-5882	188	15	models	model	NOUN
ajema-5882	188	16	to	to	PART
ajema-5882	188	17	classify	classify	VERB
ajema-5882	188	18	packets	packet	NOUN
ajema-5882	188	19	sequentially	sequentially	ADV
ajema-5882	188	20	are	be	AUX
ajema-5882	188	21	exceptional	exceptional	ADJ
ajema-5882	188	22	at	at	ADP
ajema-5882	188	23	identifying	identify	VERB
ajema-5882	188	24	intrusions	intrusion	NOUN
ajema-5882	188	25	within	within	ADP
ajema-5882	188	26	15	15	NUM
ajema-5882	188	27	packets	packet	NOUN
ajema-5882	188	28	[	[	X
ajema-5882	188	29	65	65	NUM
ajema-5882	188	30	]	]	PUNCT
ajema-5882	188	31	.	.	PUNCT
ajema-5882	189	1	singh	singh	PROPN
ajema-5882	189	2	et	et	PROPN
ajema-5882	189	3	al	al	PROPN
ajema-5882	189	4	.	.	PROPN
ajema-5882	189	5	(	(	PUNCT
ajema-5882	189	6	2024	2024	NUM
ajema-5882	189	7	)	)	PUNCT
ajema-5882	189	8	.	.	PUNCT
ajema-5882	190	1	sophisticated	sophisticated	ADJ
ajema-5882	190	2	intrusion	intrusion	NOUN
ajema-5882	190	3	prevention	prevention	NOUN
ajema-5882	190	4	system	system	NOUN
ajema-5882	190	5	a	a	DET
ajema-5882	190	6	new	new	ADJ
ajema-5882	190	7	method	method	NOUN
ajema-5882	190	8	for	for	ADP
ajema-5882	190	9	intrusion	intrusion	NOUN
ajema-5882	190	10	detection	detection	NOUN
ajema-5882	190	11	called	call	VERB
ajema-5882	190	12	aid	aid	NOUN
ajema-5882	190	13	-	-	PUNCT
ajema-5882	190	14	drl	drl	PROPN
ajema-5882	190	15	has	have	AUX
ajema-5882	190	16	just	just	ADV
ajema-5882	190	17	been	be	AUX
ajema-5882	190	18	created	create	VERB
ajema-5882	190	19	,	,	PUNCT
ajema-5882	190	20	and	and	CCONJ
ajema-5882	190	21	it	it	PRON
ajema-5882	190	22	uses	use	VERB
ajema-5882	190	23	deep	deep	ADJ
ajema-5882	190	24	reinforcement	reinforcement	NOUN
ajema-5882	190	25	learning	learning	NOUN
ajema-5882	190	26	.	.	PUNCT
ajema-5882	191	1	the	the	DET
ajema-5882	191	2	proposed	propose	VERB
ajema-5882	191	3	system	system	NOUN
ajema-5882	191	4	uses	use	VERB
ajema-5882	191	5	deep	deep	ADJ
ajema-5882	191	6	neural	neural	ADJ
ajema-5882	191	7	networks	network	NOUN
ajema-5882	191	8	and	and	CCONJ
ajema-5882	191	9	reinforcement	reinforcement	NOUN
ajema-5882	191	10	learning	learning	NOUN
ajema-5882	191	11	to	to	PART
ajema-5882	191	12	build	build	VERB
ajema-5882	191	13	an	an	DET
ajema-5882	191	14	adaptive	adaptive	ADJ
ajema-5882	191	15	intrusion	intrusion	NOUN
ajema-5882	191	16	detection	detection	NOUN
ajema-5882	191	17	system	system	NOUN
ajema-5882	191	18	(	(	PUNCT
ajema-5882	191	19	ids	id	NOUN
ajema-5882	191	20	)	)	PUNCT
ajema-5882	191	21	that	that	PRON
ajema-5882	191	22	can	can	AUX
ajema-5882	191	23	safeguard	safeguard	VERB
ajema-5882	191	24	against	against	ADP
ajema-5882	191	25	evolving	evolve	VERB
ajema-5882	191	26	cyber	cyber	NOUN
ajema-5882	191	27	threats	threat	NOUN
ajema-5882	191	28	.	.	PUNCT
ajema-5882	192	1	consideration	consideration	NOUN
ajema-5882	192	2	of	of	ADP
ajema-5882	192	3	scalability	scalability	NOUN
ajema-5882	192	4	,	,	PUNCT
ajema-5882	192	5	adaptability	adaptability	NOUN
ajema-5882	192	6	,	,	PUNCT
ajema-5882	192	7	and	and	CCONJ
ajema-5882	192	8	interaction	interaction	NOUN
ajema-5882	192	9	with	with	ADP
ajema-5882	192	10	cybersecurity	cybersecurity	NOUN
ajema-5882	192	11	infrastructure	infrastructure	NOUN
ajema-5882	192	12	was	be	AUX
ajema-5882	192	13	given	give	VERB
ajema-5882	192	14	during	during	ADP
ajema-5882	192	15	the	the	DET
ajema-5882	192	16	design	design	NOUN
ajema-5882	192	17	and	and	CCONJ
ajema-5882	192	18	construction	construction	NOUN
ajema-5882	192	19	of	of	ADP
ajema-5882	192	20	aid	aid	NOUN
ajema-5882	192	21	-	-	PUNCT
ajema-5882	192	22	drl	drl	PROPN
ajema-5882	192	23	.	.	PUNCT
ajema-5882	193	1	the	the	DET
ajema-5882	193	2	experimental	experimental	ADJ
ajema-5882	193	3	results	result	NOUN
ajema-5882	193	4	show	show	VERB
ajema-5882	193	5	that	that	SCONJ
ajema-5882	193	6	the	the	DET
ajema-5882	193	7	aid	aid	NOUN
ajema-5882	193	8	-	-	PUNCT
ajema-5882	193	9	drl	drl	PROPN
ajema-5882	193	10	system	system	NOUN
ajema-5882	193	11	detected	detect	VERB
ajema-5882	193	12	and	and	CCONJ
ajema-5882	193	13	mitigated	mitigate	VERB
ajema-5882	193	14	threats	threat	NOUN
ajema-5882	193	15	better	well	ADV
ajema-5882	193	16	in	in	ADP
ajema-5882	193	17	real	real	ADJ
ajema-5882	193	18	-	-	PUNCT
ajema-5882	193	19	time	time	NOUN
ajema-5882	193	20	than	than	ADP
ajema-5882	193	21	baseline	baseline	NOUN
ajema-5882	193	22	models	model	NOUN
ajema-5882	193	23	.	.	PUNCT
ajema-5882	194	1	learning	learn	VERB
ajema-5882	194	2	algorithms	algorithm	NOUN
ajema-5882	194	3	should	should	AUX
ajema-5882	194	4	be	be	AUX
ajema-5882	194	5	made	make	VERB
ajema-5882	194	6	more	more	ADJ
ajema-5882	194	7	adversary	adversary	NOUN
ajema-5882	194	8	resilient	resilient	ADJ
ajema-5882	194	9	,	,	PUNCT
ajema-5882	194	10	dynamic	dynamic	ADJ
ajema-5882	194	11	policy	policy	NOUN
ajema-5882	194	12	modification	modification	NOUN
ajema-5882	194	13	should	should	AUX
ajema-5882	194	14	be	be	AUX
ajema-5882	194	15	a	a	DET
ajema-5882	194	16	priority	priority	NOUN
ajema-5882	194	17	of	of	ADP
ajema-5882	194	18	future	future	ADJ
ajema-5882	194	19	research	research	NOUN
ajema-5882	194	20	,	,	PUNCT
ajema-5882	194	21	as	as	SCONJ
ajema-5882	194	22	should	should	AUX
ajema-5882	194	23	the	the	DET
ajema-5882	194	24	integration	integration	NOUN
ajema-5882	194	25	of	of	ADP
ajema-5882	194	26	threat	threat	NOUN
ajema-5882	194	27	intelligence	intelligence	NOUN
ajema-5882	194	28	,	,	PUNCT
ajema-5882	194	29	scalability	scalability	NOUN
ajema-5882	194	30	,	,	PUNCT
ajema-5882	194	31	deployment	deployment	NOUN
ajema-5882	194	32	,	,	PUNCT
ajema-5882	194	33	and	and	CCONJ
ajema-5882	194	34	privacy	privacy	NOUN
ajema-5882	194	35	preservation	preservation	NOUN
ajema-5882	194	36	.	.	PUNCT
ajema-5882	195	1	these	these	DET
ajema-5882	195	2	domains	domain	NOUN
ajema-5882	195	3	aim	aim	VERB
ajema-5882	195	4	to	to	PART
ajema-5882	195	5	address	address	VERB
ajema-5882	195	6	the	the	DET
ajema-5882	195	7	dynamic	dynamic	ADJ
ajema-5882	195	8	nature	nature	NOUN
ajema-5882	195	9	of	of	ADP
ajema-5882	195	10	cybersecurity	cybersecurity	NOUN
ajema-5882	195	11	while	while	SCONJ
ajema-5882	195	12	also	also	ADV
ajema-5882	195	13	enhancing	enhance	VERB
ajema-5882	195	14	intrusion	intrusion	NOUN
ajema-5882	195	15	detection	detection	NOUN
ajema-5882	195	16	systems	system	NOUN
ajema-5882	195	17	[	[	X
ajema-5882	195	18	66	66	NUM
ajema-5882	195	19	]	]	PUNCT
ajema-5882	195	20	.	.	PUNCT
ajema-5882	196	1	jeffrey	jeffrey	PROPN
ajema-5882	196	2	et	et	PROPN
ajema-5882	196	3	al	al	PROPN
ajema-5882	196	4	.	.	PROPN
ajema-5882	196	5	(	(	PUNCT
ajema-5882	196	6	2024	2024	NUM
ajema-5882	196	7	)	)	PUNCT
ajema-5882	196	8	.	.	PUNCT
ajema-5882	197	1	supply	supply	VERB
ajema-5882	197	2	a	a	DET
ajema-5882	197	3	method	method	NOUN
ajema-5882	197	4	for	for	ADP
ajema-5882	197	5	cps	cps	PROPN
ajema-5882	197	6	anomaly	anomaly	PROPN
ajema-5882	197	7	detection	detection	NOUN
ajema-5882	197	8	based	base	VERB
ajema-5882	197	9	on	on	ADP
ajema-5882	197	10	"	"	PUNCT
ajema-5882	197	11	unsupervised	unsupervised	ADJ
ajema-5882	197	12	learning	learning	NOUN
ajema-5882	197	13	models	model	NOUN
ajema-5882	197	14	"	"	PUNCT
ajema-5882	197	15	that	that	PRON
ajema-5882	197	16	employ	employ	VERB
ajema-5882	197	17	one	one	NUM
ajema-5882	197	18	-	-	PUNCT
ajema-5882	197	19	class	class	NOUN
ajema-5882	197	20	classification	classification	NOUN
ajema-5882	197	21	algorithms	algorithm	NOUN
ajema-5882	197	22	.	.	PUNCT
ajema-5882	198	1	because	because	SCONJ
ajema-5882	198	2	the	the	DET
ajema-5882	198	3	normally	normally	ADV
ajema-5882	198	4	utilized	utilize	VERB
ajema-5882	198	5	studies	study	NOUN
ajema-5882	198	6	have	have	VERB
ajema-5882	198	7	an	an	DET
ajema-5882	198	8	incredibly	incredibly	ADV
ajema-5882	198	9	small	small	ADJ
ajema-5882	198	10	quantity	quantity	NOUN
ajema-5882	198	11	of	of	ADP
ajema-5882	198	12	aberrant	aberrant	ADJ
ajema-5882	198	13	data	datum	NOUN
ajema-5882	198	14	,	,	PUNCT
ajema-5882	198	15	this	this	PRON
ajema-5882	198	16	will	will	AUX
ajema-5882	198	17	assist	assist	VERB
ajema-5882	198	18	in	in	ADP
ajema-5882	198	19	making	make	VERB
ajema-5882	198	20	up	up	ADP
ajema-5882	198	21	for	for	ADP
ajema-5882	198	22	it	it	PRON
ajema-5882	198	23	.	.	PUNCT
ajema-5882	199	1	although	although	SCONJ
ajema-5882	199	2	it	it	PRON
ajema-5882	199	3	helps	help	VERB
ajema-5882	199	4	with	with	ADP
ajema-5882	199	5	some	some	PRON
ajema-5882	199	6	of	of	ADP
ajema-5882	199	7	the	the	DET
ajema-5882	199	8	accuracy	accuracy	NOUN
ajema-5882	199	9	challenges	challenge	NOUN
ajema-5882	199	10	resulting	result	VERB
ajema-5882	199	11	from	from	ADP
ajema-5882	199	12	data	datum	NOUN
ajema-5882	199	13	classes	class	NOUN
ajema-5882	199	14	that	that	PRON
ajema-5882	199	15	are	be	AUX
ajema-5882	199	16	not	not	PART
ajema-5882	199	17	balanced	balanced	ADJ
ajema-5882	199	18	,	,	PUNCT
ajema-5882	199	19	this	this	DET
ajema-5882	199	20	strategy	strategy	NOUN
ajema-5882	199	21	is	be	AUX
ajema-5882	199	22	not	not	PART
ajema-5882	199	23	highly	highly	ADV
ajema-5882	199	24	portable	portable	ADJ
ajema-5882	199	25	to	to	ADP
ajema-5882	199	26	cps	cps	PROPN
ajema-5882	199	27	settings	setting	NOUN
ajema-5882	199	28	and	and	CCONJ
ajema-5882	199	29	concentrates	concentrate	VERB
ajema-5882	199	30	on	on	ADP
ajema-5882	199	31	the	the	DET
ajema-5882	199	32	distinctions	distinction	NOUN
ajema-5882	199	33	between	between	ADP
ajema-5882	199	34	supervised	supervised	ADJ
ajema-5882	199	35	and	and	CCONJ
ajema-5882	199	36	unsupervised	unsupervised	ADJ
ajema-5882	199	37	learning	learning	NOUN
ajema-5882	199	38	using	use	VERB
ajema-5882	199	39	a	a	DET
ajema-5882	199	40	narrow	narrow	ADJ
ajema-5882	199	41	range	range	NOUN
ajema-5882	199	42	of	of	ADP
ajema-5882	199	43	classification	classification	NOUN
ajema-5882	199	44	methods	method	NOUN
ajema-5882	199	45	[	[	X
ajema-5882	199	46	67	67	NUM
ajema-5882	199	47	]	]	PUNCT
ajema-5882	199	48	.	.	PUNCT
ajema-5882	200	1	afrifa	afrifa	PROPN
ajema-5882	200	2	et	et	PROPN
ajema-5882	200	3	al	al	PROPN
ajema-5882	200	4	.	.	PROPN
ajema-5882	200	5	(	(	PUNCT
ajema-5882	200	6	2023	2023	NUM
ajema-5882	200	7	)	)	PUNCT
ajema-5882	200	8	.	.	PUNCT
ajema-5882	201	1	start	start	VERB
ajema-5882	201	2	with	with	ADP
ajema-5882	201	3	the	the	DET
ajema-5882	201	4	idea	idea	NOUN
ajema-5882	201	5	that	that	SCONJ
ajema-5882	201	6	criminals	criminal	NOUN
ajema-5882	201	7	frequently	frequently	ADV
ajema-5882	201	8	take	take	VERB
ajema-5882	201	9	over	over	ADP
ajema-5882	201	10	huge	huge	ADJ
ajema-5882	201	11	numbers	number	NOUN
ajema-5882	201	12	of	of	ADP
ajema-5882	201	13	“	"	PUNCT
ajema-5882	201	14	iot	iot	ADJ
ajema-5882	201	15	devices	device	NOUN
ajema-5882	201	16	”	"	PUNCT
ajema-5882	201	17	,	,	PUNCT
ajema-5882	201	18	transforming	transform	VERB
ajema-5882	201	19	them	they	PRON
ajema-5882	201	20	into	into	ADP
ajema-5882	201	21	botnets	botnet	NOUN
ajema-5882	201	22	to	to	PART
ajema-5882	201	23	carry	carry	VERB
ajema-5882	201	24	out	out	ADP
ajema-5882	201	25	their	their	PRON
ajema-5882	201	26	nefarious	nefarious	ADJ
ajema-5882	201	27	schemes	scheme	NOUN
ajema-5882	201	28	,	,	PUNCT
ajema-5882	201	29	posing	pose	VERB
ajema-5882	201	30	a	a	DET
ajema-5882	201	31	threat	threat	NOUN
ajema-5882	201	32	to	to	ADP
ajema-5882	201	33	global	global	ADJ
ajema-5882	201	34	trade	trade	NOUN
ajema-5882	201	35	.	.	PUNCT
ajema-5882	202	1	a	a	DET
ajema-5882	202	2	single	single	ADJ
ajema-5882	202	3	compromised	compromised	ADJ
ajema-5882	202	4	internet	internet	NOUN
ajema-5882	202	5	of	of	ADP
ajema-5882	202	6	things	thing	NOUN
ajema-5882	202	7	(	(	PUNCT
ajema-5882	202	8	iot	iot	NOUN
ajema-5882	202	9	)	)	PUNCT
ajema-5882	202	10	device	device	NOUN
ajema-5882	202	11	probably	probably	ADV
ajema-5882	202	12	would	would	AUX
ajema-5882	202	13	n't	not	PART
ajema-5882	202	14	cause	cause	VERB
ajema-5882	202	15	27	27	NUM
ajema-5882	202	16	journal	journal	NOUN
ajema-5882	202	17	of	of	ADP
ajema-5882	202	18	engineering	engineering	NOUN
ajema-5882	202	19	,	,	PUNCT
ajema-5882	202	20	mechanics	mechanic	NOUN
ajema-5882	202	21	and	and	CCONJ
ajema-5882	202	22	architecture	architecture	NOUN
ajema-5882	202	23	www	www	NOUN
ajema-5882	202	24	.	.	PUNCT
ajema-5882	203	1	grnjournal.us	grnjournal.us	X
ajema-5882	203	2	much	much	ADJ
ajema-5882	203	3	trouble	trouble	NOUN
ajema-5882	203	4	on	on	ADP
ajema-5882	203	5	its	its	PRON
ajema-5882	203	6	own	own	ADJ
ajema-5882	203	7	,	,	PUNCT
ajema-5882	203	8	but	but	CCONJ
ajema-5882	203	9	a	a	DET
ajema-5882	203	10	botnet	botnet	NOUN
ajema-5882	203	11	of	of	ADP
ajema-5882	203	12	hundreds	hundred	NOUN
ajema-5882	203	13	—	—	PUNCT
ajema-5882	203	14	or	or	CCONJ
ajema-5882	203	15	perhaps	perhaps	ADV
ajema-5882	203	16	millions	million	NOUN
ajema-5882	203	17	—	—	PUNCT
ajema-5882	203	18	could	could	AUX
ajema-5882	203	19	cause	cause	VERB
ajema-5882	203	20	havoc	havoc	NOUN
ajema-5882	203	21	.	.	PUNCT
ajema-5882	204	1	by	by	ADP
ajema-5882	204	2	identifying	identify	VERB
ajema-5882	204	3	individual	individual	ADJ
ajema-5882	204	4	nodes	node	NOUN
ajema-5882	204	5	inside	inside	ADP
ajema-5882	204	6	a	a	DET
ajema-5882	204	7	botnet	botnet	NOUN
ajema-5882	204	8	,	,	PUNCT
ajema-5882	204	9	we	we	PRON
ajema-5882	204	10	offer	offer	VERB
ajema-5882	204	11	a	a	DET
ajema-5882	204	12	novel	novel	ADJ
ajema-5882	204	13	way	way	NOUN
ajema-5882	204	14	to	to	PART
ajema-5882	204	15	detect	detect	VERB
ajema-5882	204	16	botnets	botnet	NOUN
ajema-5882	204	17	and	and	CCONJ
ajema-5882	204	18	prevent	prevent	VERB
ajema-5882	204	19	incursions	incursion	NOUN
ajema-5882	204	20	in	in	ADP
ajema-5882	204	21	real	real	ADJ
ajema-5882	204	22	-	-	PUNCT
ajema-5882	204	23	time	time	NOUN
ajema-5882	204	24	using	use	VERB
ajema-5882	204	25	ensemble	ensemble	ADJ
ajema-5882	204	26	learning	learning	NOUN
ajema-5882	204	27	.	.	PUNCT
ajema-5882	205	1	this	this	DET
ajema-5882	205	2	innovative	innovative	ADJ
ajema-5882	205	3	approach	approach	NOUN
ajema-5882	205	4	uses	use	VERB
ajema-5882	205	5	ensemble	ensemble	ADJ
ajema-5882	205	6	learning	learning	NOUN
ajema-5882	205	7	to	to	PART
ajema-5882	205	8	identify	identify	VERB
ajema-5882	205	9	botnet	botnet	NOUN
ajema-5882	205	10	hosts	host	NOUN
ajema-5882	205	11	,	,	PUNCT
ajema-5882	205	12	as	as	SCONJ
ajema-5882	205	13	opposed	oppose	VERB
ajema-5882	205	14	to	to	ADP
ajema-5882	205	15	the	the	DET
ajema-5882	205	16	conventional	conventional	ADJ
ajema-5882	205	17	approach	approach	NOUN
ajema-5882	205	18	of	of	ADP
ajema-5882	205	19	deciding	decide	VERB
ajema-5882	205	20	whether	whether	SCONJ
ajema-5882	205	21	an	an	DET
ajema-5882	205	22	action	action	NOUN
ajema-5882	205	23	against	against	ADP
ajema-5882	205	24	a	a	DET
ajema-5882	205	25	particular	particular	ADJ
ajema-5882	205	26	host	host	NOUN
ajema-5882	205	27	is	be	AUX
ajema-5882	205	28	harmful	harmful	ADJ
ajema-5882	205	29	or	or	CCONJ
ajema-5882	205	30	benign	benign	ADJ
ajema-5882	205	31	[	[	X
ajema-5882	205	32	68	68	NUM
ajema-5882	205	33	]	]	PUNCT
ajema-5882	205	34	.	.	PUNCT
ajema-5882	206	1	yazdinejad	yazdinejad	PROPN
ajema-5882	206	2	et	et	PROPN
ajema-5882	206	3	al	al	PROPN
ajema-5882	206	4	.	.	PROPN
ajema-5882	206	5	(	(	PUNCT
ajema-5882	206	6	2023	2023	NUM
ajema-5882	206	7	)	)	PUNCT
ajema-5882	206	8	.	.	PUNCT
ajema-5882	207	1	provide	provide	VERB
ajema-5882	207	2	an	an	DET
ajema-5882	207	3	ensemble	ensemble	ADJ
ajema-5882	207	4	deep	deep	ADJ
ajema-5882	207	5	learning	learning	NOUN
ajema-5882	207	6	-	-	PUNCT
ajema-5882	207	7	based	base	VERB
ajema-5882	207	8	anomaly	anomaly	NOUN
ajema-5882	207	9	detection	detection	NOUN
ajema-5882	207	10	approach	approach	NOUN
ajema-5882	207	11	for	for	ADP
ajema-5882	207	12	iiot	iiot	NOUN
ajema-5882	207	13	settings	setting	NOUN
ajema-5882	207	14	;	;	PUNCT
ajema-5882	207	15	this	this	DET
ajema-5882	207	16	model	model	NOUN
ajema-5882	207	17	uses	use	VERB
ajema-5882	207	18	ae	ae	PROPN
ajema-5882	207	19	architecture	architecture	NOUN
ajema-5882	207	20	and	and	CCONJ
ajema-5882	207	21	ltsm	ltsm	NOUN
ajema-5882	207	22	to	to	PART
ajema-5882	207	23	review	review	VERB
ajema-5882	207	24	time	time	NOUN
ajema-5882	207	25	series	series	PROPN
ajema-5882	207	26	data	datum	NOUN
ajema-5882	207	27	in	in	ADP
ajema-5882	207	28	order	order	NOUN
ajema-5882	207	29	to	to	PART
ajema-5882	207	30	spot	spot	VERB
ajema-5882	207	31	unusual	unusual	ADJ
ajema-5882	207	32	action	action	NOUN
ajema-5882	207	33	.	.	PUNCT
ajema-5882	208	1	in	in	ADP
ajema-5882	208	2	iiot	iiot	PROPN
ajema-5882	208	3	/	/	SYM
ajema-5882	208	4	cps	cps	PROPN
ajema-5882	208	5	anomaly	anomaly	NOUN
ajema-5882	208	6	detection	detection	NOUN
ajema-5882	208	7	scenarios	scenario	NOUN
ajema-5882	208	8	,	,	PUNCT
ajema-5882	208	9	imbalanced	imbalanced	ADJ
ajema-5882	208	10	datasets	dataset	NOUN
ajema-5882	208	11	are	be	AUX
ajema-5882	208	12	common	common	ADJ
ajema-5882	208	13	and	and	CCONJ
ajema-5882	208	14	affect	affect	VERB
ajema-5882	208	15	the	the	DET
ajema-5882	208	16	prediction	prediction	NOUN
ajema-5882	208	17	power	power	NOUN
ajema-5882	208	18	of	of	ADP
ajema-5882	208	19	several	several	ADJ
ajema-5882	208	20	ml	ml	NOUN
ajema-5882	208	21	algorithms	algorithm	NOUN
ajema-5882	208	22	.	.	PUNCT
ajema-5882	209	1	this	this	DET
ajema-5882	209	2	study	study	NOUN
ajema-5882	209	3	applies	apply	VERB
ajema-5882	209	4	pattern	pattern	NOUN
ajema-5882	209	5	recognition	recognition	NOUN
ajema-5882	209	6	to	to	ADP
ajema-5882	209	7	time	time	NOUN
ajema-5882	209	8	series	series	PROPN
ajema-5882	209	9	data	datum	NOUN
ajema-5882	209	10	collected	collect	VERB
ajema-5882	209	11	from	from	ADP
ajema-5882	209	12	"	"	PUNCT
ajema-5882	209	13	iiot	iiot	NOUN
ajema-5882	209	14	environment	environment	NOUN
ajema-5882	209	15	"	"	PUNCT
ajema-5882	209	16	monitoring	monitoring	NOUN
ajema-5882	209	17	in	in	ADP
ajema-5882	209	18	order	order	NOUN
ajema-5882	209	19	to	to	PART
ajema-5882	209	20	determine	determine	VERB
ajema-5882	209	21	if	if	SCONJ
ajema-5882	209	22	the	the	DET
ajema-5882	209	23	activity	activity	NOUN
ajema-5882	209	24	is	be	AUX
ajema-5882	209	25	normal	normal	ADJ
ajema-5882	209	26	or	or	CCONJ
ajema-5882	209	27	abnormal	abnormal	ADJ
ajema-5882	209	28	.	.	PUNCT
ajema-5882	210	1	the	the	DET
ajema-5882	210	2	premise	premise	NOUN
ajema-5882	210	3	is	be	AUX
ajema-5882	210	4	that	that	SCONJ
ajema-5882	210	5	iiot	iiot	ADJ
ajema-5882	210	6	environments	environment	NOUN
ajema-5882	210	7	are	be	AUX
ajema-5882	210	8	dispersed	disperse	VERB
ajema-5882	210	9	and	and	CCONJ
ajema-5882	210	10	filled	fill	VERB
ajema-5882	210	11	with	with	ADP
ajema-5882	210	12	diverse	diverse	ADJ
ajema-5882	210	13	sensors	sensor	NOUN
ajema-5882	210	14	and	and	CCONJ
ajema-5882	210	15	actuators	actuator	NOUN
ajema-5882	210	16	.	.	PUNCT
ajema-5882	211	1	the	the	DET
ajema-5882	211	2	goal	goal	NOUN
ajema-5882	211	3	is	be	AUX
ajema-5882	211	4	to	to	PART
ajema-5882	211	5	tackle	tackle	VERB
ajema-5882	211	6	the	the	DET
ajema-5882	211	7	issue	issue	NOUN
ajema-5882	211	8	as	as	ADP
ajema-5882	211	9	a	a	DET
ajema-5882	211	10	big	big	ADJ
ajema-5882	211	11	data	data	NOUN
ajema-5882	211	12	challenge	challenge	NOUN
ajema-5882	211	13	[	[	X
ajema-5882	211	14	69	69	NUM
ajema-5882	211	15	]	]	PUNCT
ajema-5882	211	16	.	.	PUNCT
ajema-5882	212	1	nicholas	nicholas	PROPN
ajema-5882	212	2	et	et	PROPN
ajema-5882	212	3	al(2024	al(2024	PROPN
ajema-5882	212	4	)	)	PUNCT
ajema-5882	212	5	.	.	PUNCT
ajema-5882	213	1	for	for	ADP
ajema-5882	213	2	cps	cps	PROPN
ajema-5882	213	3	anomaly	anomaly	PROPN
ajema-5882	213	4	detection	detection	NOUN
ajema-5882	213	5	,	,	PUNCT
ajema-5882	213	6	this	this	DET
ajema-5882	213	7	study	study	NOUN
ajema-5882	213	8	suggests	suggest	VERB
ajema-5882	213	9	a	a	DET
ajema-5882	213	10	hybrid	hybrid	ADJ
ajema-5882	213	11	technique	technique	NOUN
ajema-5882	213	12	that	that	PRON
ajema-5882	213	13	combines	combine	VERB
ajema-5882	213	14	“	"	PUNCT
ajema-5882	213	15	signature	signature	NOUN
ajema-5882	213	16	-	-	PUNCT
ajema-5882	213	17	based	base	VERB
ajema-5882	213	18	detection	detection	NOUN
ajema-5882	213	19	”	"	PUNCT
ajema-5882	213	20	for	for	ADP
ajema-5882	213	21	it	it	PRON
ajema-5882	213	22	networks	network	NOUN
ajema-5882	213	23	,	,	PUNCT
ajema-5882	213	24	“	"	PUNCT
ajema-5882	213	25	threshold	threshold	NOUN
ajema-5882	213	26	-	-	PUNCT
ajema-5882	213	27	based	base	VERB
ajema-5882	213	28	detection	detection	NOUN
ajema-5882	213	29	“	"	PUNCT
ajema-5882	213	30	for	for	ADP
ajema-5882	213	31	ot	ot	NOUN
ajema-5882	213	32	networks	network	NOUN
ajema-5882	213	33	,	,	PUNCT
ajema-5882	213	34	and	and	CCONJ
ajema-5882	213	35	behavioral	behavioral	NOUN
ajema-5882	213	36	-	-	PUNCT
ajema-5882	213	37	based	base	VERB
ajema-5882	213	38	ensemble	ensemble	ADJ
ajema-5882	213	39	learning	learning	NOUN
ajema-5882	213	40	(	(	PUNCT
ajema-5882	213	41	el	el	NOUN
ajema-5882	213	42	)	)	PUNCT
ajema-5882	213	43	for	for	ADP
ajema-5882	213	44	improved	improved	ADJ
ajema-5882	213	45	accuracy	accuracy	NOUN
ajema-5882	213	46	.	.	PUNCT
ajema-5882	214	1	several	several	ADJ
ajema-5882	214	2	publicly	publicly	ADV
ajema-5882	214	3	available	available	ADJ
ajema-5882	214	4	research	research	NOUN
ajema-5882	214	5	datasets	dataset	NOUN
ajema-5882	214	6	are	be	AUX
ajema-5882	214	7	used	use	VERB
ajema-5882	214	8	to	to	PART
ajema-5882	214	9	validate	validate	VERB
ajema-5882	214	10	the	the	DET
ajema-5882	214	11	hybrid	hybrid	ADJ
ajema-5882	214	12	technique	technique	NOUN
ajema-5882	214	13	.	.	PUNCT
ajema-5882	215	1	minimizing	minimize	VERB
ajema-5882	215	2	a	a	DET
ajema-5882	215	3	measure	measure	NOUN
ajema-5882	215	4	of	of	ADP
ajema-5882	215	5	behavioural	behavioural	NOUN
ajema-5882	215	6	-	-	PUNCT
ajema-5882	215	7	based	base	VERB
ajema-5882	215	8	data	datum	NOUN
ajema-5882	215	9	for	for	ADP
ajema-5882	215	10	"	"	PUNCT
ajema-5882	215	11	ml	ml	PART
ajema-5882	215	12	model	model	NOUN
ajema-5882	215	13	"	"	PUNCT
ajema-5882	215	14	training	training	NOUN
ajema-5882	215	15	,	,	PUNCT
ajema-5882	215	16	it	it	PRON
ajema-5882	215	17	employs	employ	VERB
ajema-5882	215	18	a	a	DET
ajema-5882	215	19	"	"	PUNCT
ajema-5882	215	20	divideand	divideand	ADJ
ajema-5882	215	21	-	-	PUNCT
ajema-5882	215	22	conquer	conquer	NOUN
ajema-5882	215	23	strategy	strategy	NOUN
ajema-5882	215	24	"	"	PUNCT
ajema-5882	215	25	to	to	PART
ajema-5882	215	26	outsource	outsource	VERB
ajema-5882	215	27	cyber	cyber	NOUN
ajema-5882	215	28	threat	threat	NOUN
ajema-5882	215	29	detection	detection	NOUN
ajema-5882	215	30	to	to	ADP
ajema-5882	215	31	methods	method	NOUN
ajema-5882	215	32	that	that	PRON
ajema-5882	215	33	rely	rely	VERB
ajema-5882	215	34	on	on	ADP
ajema-5882	215	35	signatures	signature	NOUN
ajema-5882	215	36	and	and	CCONJ
ajema-5882	215	37	thresholds	threshold	NOUN
ajema-5882	215	38	yet	yet	ADV
ajema-5882	215	39	are	be	AUX
ajema-5882	215	40	computationally	computationally	ADV
ajema-5882	215	41	cheap	cheap	ADJ
ajema-5882	215	42	.	.	PUNCT
ajema-5882	216	1	this	this	PRON
ajema-5882	216	2	leads	lead	VERB
ajema-5882	216	3	to	to	ADP
ajema-5882	216	4	improved	improved	ADJ
ajema-5882	216	5	accuracy	accuracy	NOUN
ajema-5882	216	6	in	in	ADP
ajema-5882	216	7	less	less	ADJ
ajema-5882	216	8	time	time	NOUN
ajema-5882	216	9	.	.	PUNCT
ajema-5882	217	1	the	the	DET
ajema-5882	217	2	experiment	experiment	NOUN
ajema-5882	217	3	findings	finding	NOUN
ajema-5882	217	4	demonstrated	demonstrate	VERB
ajema-5882	217	5	an	an	DET
ajema-5882	217	6	improvement	improvement	NOUN
ajema-5882	217	7	in	in	ADP
ajema-5882	217	8	anomaly	anomaly	NOUN
ajema-5882	217	9	detection	detection	NOUN
ajema-5882	217	10	accuracy	accuracy	NOUN
ajema-5882	217	11	of	of	ADP
ajema-5882	217	12	4	4	NUM
ajema-5882	217	13	-	-	SYM
ajema-5882	217	14	7	7	NUM
ajema-5882	217	15	%	%	NOUN
ajema-5882	217	16	across	across	ADP
ajema-5882	217	17	many	many	ADJ
ajema-5882	217	18	datasets	dataset	NOUN
ajema-5882	217	19	.	.	PUNCT
ajema-5882	218	1	this	this	PRON
ajema-5882	218	2	is	be	AUX
ajema-5882	218	3	of	of	ADP
ajema-5882	218	4	utmost	utmost	ADJ
ajema-5882	218	5	importance	importance	NOUN
ajema-5882	218	6	for	for	ADP
ajema-5882	218	7	cps	cps	PROPN
ajema-5882	218	8	operators	operator	NOUN
ajema-5882	218	9	due	due	ADP
ajema-5882	218	10	to	to	ADP
ajema-5882	218	11	the	the	DET
ajema-5882	218	12	significant	significant	ADJ
ajema-5882	218	13	financial	financial	ADJ
ajema-5882	218	14	implications	implication	NOUN
ajema-5882	218	15	and	and	CCONJ
ajema-5882	218	16	safety	safety	NOUN
ajema-5882	218	17	costs	cost	NOUN
ajema-5882	218	18	associated	associate	VERB
ajema-5882	218	19	with	with	ADP
ajema-5882	218	20	system	system	NOUN
ajema-5882	218	21	outages	outage	NOUN
ajema-5882	218	22	[	[	X
ajema-5882	218	23	70	70	NUM
ajema-5882	218	24	]	]	PUNCT
ajema-5882	218	25	.	.	PUNCT
ajema-5882	219	1	vincent	vincent	PROPN
ajema-5882	219	2	et	et	PROPN
ajema-5882	219	3	al	al	PROPN
ajema-5882	219	4	(	(	PUNCT
ajema-5882	219	5	2024	2024	NUM
ajema-5882	219	6	)	)	PUNCT
ajema-5882	219	7	.	.	PUNCT
ajema-5882	220	1	the	the	DET
ajema-5882	220	2	effectiveness	effectiveness	NOUN
ajema-5882	220	3	,	,	PUNCT
ajema-5882	220	4	security	security	NOUN
ajema-5882	220	5	,	,	PUNCT
ajema-5882	220	6	and	and	CCONJ
ajema-5882	220	7	cost	cost	NOUN
ajema-5882	220	8	-	-	PUNCT
ajema-5882	220	9	effectiveness	effectiveness	NOUN
ajema-5882	220	10	of	of	ADP
ajema-5882	220	11	hyperphysical	hyperphysical	ADJ
ajema-5882	220	12	systems	system	NOUN
ajema-5882	220	13	have	have	AUX
ajema-5882	220	14	been	be	AUX
ajema-5882	220	15	enhanced	enhance	VERB
ajema-5882	220	16	by	by	ADP
ajema-5882	220	17	the	the	DET
ajema-5882	220	18	integration	integration	NOUN
ajema-5882	220	19	of	of	ADP
ajema-5882	220	20	communication	communication	NOUN
ajema-5882	220	21	and	and	CCONJ
ajema-5882	220	22	information	information	NOUN
ajema-5882	220	23	technology	technology	NOUN
ajema-5882	220	24	with	with	ADP
ajema-5882	220	25	large	large	ADJ
ajema-5882	220	26	-	-	PUNCT
ajema-5882	220	27	scale	scale	NOUN
ajema-5882	220	28	power	power	NOUN
ajema-5882	220	29	grids	grid	NOUN
ajema-5882	220	30	.	.	PUNCT
ajema-5882	221	1	despite	despite	SCONJ
ajema-5882	221	2	its	its	PRON
ajema-5882	221	3	broad	broad	ADJ
ajema-5882	221	4	and	and	CCONJ
ajema-5882	221	5	open	open	ADJ
ajema-5882	221	6	communication	communication	NOUN
ajema-5882	221	7	environment	environment	NOUN
ajema-5882	221	8	,	,	PUNCT
ajema-5882	221	9	the	the	DET
ajema-5882	221	10	smart	smart	ADJ
ajema-5882	221	11	grid	grid	NOUN
ajema-5882	221	12	is	be	AUX
ajema-5882	221	13	susceptible	susceptible	ADJ
ajema-5882	221	14	to	to	ADP
ajema-5882	221	15	cyberattacks	cyberattack	NOUN
ajema-5882	221	16	.	.	PUNCT
ajema-5882	222	1	a	a	DET
ajema-5882	222	2	major	major	ADJ
ajema-5882	222	3	threat	threat	NOUN
ajema-5882	222	4	to	to	PART
ajema-5882	222	5	grid	grid	NOUN
ajema-5882	222	6	operations	operation	NOUN
ajema-5882	222	7	comes	come	VERB
ajema-5882	222	8	from	from	ADP
ajema-5882	222	9	data	datum	NOUN
ajema-5882	222	10	integrity	integrity	NOUN
ajema-5882	222	11	attacks	attack	NOUN
ajema-5882	222	12	that	that	PRON
ajema-5882	222	13	circumvent	circumvent	VERB
ajema-5882	222	14	conventional	conventional	ADJ
ajema-5882	222	15	security	security	NOUN
ajema-5882	222	16	measures	measure	NOUN
ajema-5882	222	17	.	.	PUNCT
ajema-5882	223	1	the	the	DET
ajema-5882	223	2	existing	exist	VERB
ajema-5882	223	3	smart	smart	ADJ
ajema-5882	223	4	grid	grid	NOUN
ajema-5882	223	5	detection	detection	NOUN
ajema-5882	223	6	algorithms	algorithm	NOUN
ajema-5882	223	7	are	be	AUX
ajema-5882	223	8	n't	not	PART
ajema-5882	223	9	flexible	flexible	ADJ
ajema-5882	223	10	enough	enough	ADV
ajema-5882	223	11	to	to	PART
ajema-5882	223	12	deal	deal	VERB
ajema-5882	223	13	with	with	ADP
ajema-5882	223	14	non	non	ADJ
ajema-5882	223	15	-	-	ADJ
ajema-5882	223	16	euclidean	euclidean	ADJ
ajema-5882	223	17	data	datum	NOUN
ajema-5882	223	18	sources	source	NOUN
ajema-5882	223	19	or	or	CCONJ
ajema-5882	223	20	characteristics	characteristic	NOUN
ajema-5882	223	21	that	that	PRON
ajema-5882	223	22	are	be	AUX
ajema-5882	223	23	constantly	constantly	ADV
ajema-5882	223	24	changing	change	VERB
ajema-5882	223	25	and	and	CCONJ
ajema-5882	223	26	diverse	diverse	ADJ
ajema-5882	223	27	.	.	PUNCT
ajema-5882	224	1	to	to	PART
ajema-5882	224	2	detect	detect	VERB
ajema-5882	224	3	data	datum	NOUN
ajema-5882	224	4	integrity	integrity	NOUN
ajema-5882	224	5	breaches	breach	NOUN
ajema-5882	224	6	in	in	ADP
ajema-5882	224	7	cyber	cyber	ADJ
ajema-5882	224	8	-	-	PUNCT
ajema-5882	224	9	physical	physical	ADJ
ajema-5882	224	10	systems	system	NOUN
ajema-5882	224	11	,	,	PUNCT
ajema-5882	224	12	the	the	DET
ajema-5882	224	13	author	author	NOUN
ajema-5882	224	14	introduces	introduce	VERB
ajema-5882	224	15	a	a	DET
ajema-5882	224	16	novel	novel	ADJ
ajema-5882	224	17	deep	deep	ADJ
ajema-5882	224	18	-	-	PUNCT
ajema-5882	224	19	qnetwork	qnetwork	NOUN
ajema-5882	224	20	method	method	NOUN
ajema-5882	224	21	based	base	VERB
ajema-5882	224	22	on	on	ADP
ajema-5882	224	23	a	a	DET
ajema-5882	224	24	graph	graph	NOUN
ajema-5882	224	25	convolutional	convolutional	ADJ
ajema-5882	224	26	network	network	NOUN
ajema-5882	224	27	(	(	PUNCT
ajema-5882	224	28	gcn	gcn	NOUN
ajema-5882	224	29	)	)	PUNCT
ajema-5882	224	30	architecture	architecture	NOUN
ajema-5882	224	31	.	.	PUNCT
ajema-5882	225	1	when	when	SCONJ
ajema-5882	225	2	compared	compare	VERB
ajema-5882	225	3	to	to	ADP
ajema-5882	225	4	earlier	early	ADJ
ajema-5882	225	5	benchmark	benchmark	NOUN
ajema-5882	225	6	approaches	approach	NOUN
ajema-5882	225	7	,	,	PUNCT
ajema-5882	225	8	the	the	DET
ajema-5882	225	9	simulation	simulation	NOUN
ajema-5882	225	10	results	result	NOUN
ajema-5882	225	11	show	show	VERB
ajema-5882	225	12	that	that	SCONJ
ajema-5882	225	13	the	the	DET
ajema-5882	225	14	framework	framework	NOUN
ajema-5882	225	15	is	be	AUX
ajema-5882	225	16	more	more	ADV
ajema-5882	225	17	accurate	accurate	ADJ
ajema-5882	225	18	and	and	CCONJ
ajema-5882	225	19	scalable	scalable	ADJ
ajema-5882	225	20	[	[	X
ajema-5882	225	21	71	71	NUM
ajema-5882	225	22	]	]	PUNCT
ajema-5882	225	23	.	.	PUNCT
ajema-5882	226	1	jimsha	jimsha	PROPN
ajema-5882	226	2	k	k	PROPN
ajema-5882	226	3	et	et	PROPN
ajema-5882	226	4	.	.	PUNCT
ajema-5882	227	1	al	al	PROPN
ajema-5882	227	2	(	(	PUNCT
ajema-5882	227	3	2024	2024	NUM
ajema-5882	227	4	)	)	PUNCT
ajema-5882	227	5	.	.	PUNCT
ajema-5882	228	1	this	this	DET
ajema-5882	228	2	study	study	NOUN
ajema-5882	228	3	provides	provide	VERB
ajema-5882	228	4	a	a	DET
ajema-5882	228	5	comprehensive	comprehensive	ADJ
ajema-5882	228	6	methodology	methodology	NOUN
ajema-5882	228	7	for	for	ADP
ajema-5882	228	8	intrusion	intrusion	NOUN
ajema-5882	228	9	detection	detection	NOUN
ajema-5882	228	10	in	in	ADP
ajema-5882	228	11	wsns	wsns	NOUN
ajema-5882	228	12	and	and	CCONJ
ajema-5882	228	13	addresses	address	VERB
ajema-5882	228	14	the	the	DET
ajema-5882	228	15	vulnerabilities	vulnerability	NOUN
ajema-5882	228	16	that	that	PRON
ajema-5882	228	17	are	be	AUX
ajema-5882	228	18	inherent	inherent	ADJ
ajema-5882	228	19	to	to	PART
ajema-5882	228	20	wsns	wsns	VERB
ajema-5882	228	21	.	.	PUNCT
ajema-5882	229	1	a	a	DET
ajema-5882	229	2	hybrid	hybrid	NOUN
ajema-5882	229	3	of	of	ADP
ajema-5882	229	4	regularization	regularization	NOUN
ajema-5882	229	5	and	and	CCONJ
ajema-5882	229	6	pso	pso	NOUN
ajema-5882	229	7	feature	feature	NOUN
ajema-5882	229	8	extraction	extraction	NOUN
ajema-5882	229	9	with	with	ADP
ajema-5882	229	10	cnn	cnn	PROPN
ajema-5882	229	11	-	-	PUNCT
ajema-5882	229	12	bi	bi	ADJ
ajema-5882	229	13	-	-	ADJ
ajema-5882	229	14	lstm	lstm	ADJ
ajema-5882	229	15	classification	classification	NOUN
ajema-5882	229	16	is	be	AUX
ajema-5882	229	17	proposed	propose	VERB
ajema-5882	229	18	as	as	ADP
ajema-5882	229	19	a	a	DET
ajema-5882	229	20	feasible	feasible	ADJ
ajema-5882	229	21	solution	solution	NOUN
ajema-5882	229	22	.	.	PUNCT
ajema-5882	230	1	the	the	DET
ajema-5882	230	2	system	system	NOUN
ajema-5882	230	3	starts	start	VERB
ajema-5882	230	4	with	with	ADP
ajema-5882	230	5	meticulous	meticulous	ADJ
ajema-5882	230	6	data	datum	NOUN
ajema-5882	230	7	preparation	preparation	NOUN
ajema-5882	230	8	,	,	PUNCT
ajema-5882	230	9	which	which	PRON
ajema-5882	230	10	involves	involve	VERB
ajema-5882	230	11	normalizing	normalize	VERB
ajema-5882	230	12	the	the	DET
ajema-5882	230	13	raw	raw	ADJ
ajema-5882	230	14	data	datum	NOUN
ajema-5882	230	15	acquired	acquire	VERB
ajema-5882	230	16	from	from	ADP
ajema-5882	230	17	the	the	DET
ajema-5882	230	18	wsn	wsn	NOUN
ajema-5882	230	19	.	.	PUNCT
ajema-5882	231	1	it	it	PRON
ajema-5882	231	2	is	be	AUX
ajema-5882	231	3	critical	critical	ADJ
ajema-5882	231	4	to	to	PART
ajema-5882	231	5	standardize	standardize	VERB
ajema-5882	231	6	feature	feature	NOUN
ajema-5882	231	7	scales	scale	NOUN
ajema-5882	231	8	in	in	ADP
ajema-5882	231	9	order	order	NOUN
ajema-5882	231	10	to	to	PART
ajema-5882	231	11	guarantee	guarantee	VERB
ajema-5882	231	12	data	datum	NOUN
ajema-5882	231	13	consistency	consistency	NOUN
ajema-5882	231	14	and	and	CCONJ
ajema-5882	231	15	enhance	enhance	VERB
ajema-5882	231	16	interpretability	interpretability	NOUN
ajema-5882	231	17	.	.	PUNCT
ajema-5882	232	1	then	then	ADV
ajema-5882	232	2	,	,	PUNCT
ajema-5882	232	3	pertinent	pertinent	ADJ
ajema-5882	232	4	features	feature	NOUN
ajema-5882	232	5	are	be	AUX
ajema-5882	232	6	identified	identify	VERB
ajema-5882	232	7	and	and	CCONJ
ajema-5882	232	8	feature	feature	NOUN
ajema-5882	232	9	selection	selection	NOUN
ajema-5882	232	10	is	be	AUX
ajema-5882	232	11	optimized	optimize	VERB
ajema-5882	232	12	using	use	VERB
ajema-5882	232	13	the	the	DET
ajema-5882	232	14	pso	pso	NOUN
ajema-5882	232	15	algorithm	algorithm	NOUN
ajema-5882	232	16	.	.	PUNCT
ajema-5882	233	1	reduced	reduce	VERB
ajema-5882	233	2	duplication	duplication	NOUN
ajema-5882	233	3	and	and	CCONJ
ajema-5882	233	4	improved	improve	VERB
ajema-5882	233	5	feature	feature	NOUN
ajema-5882	233	6	set	set	VERB
ajema-5882	233	7	discrimination	discrimination	NOUN
ajema-5882	233	8	are	be	AUX
ajema-5882	233	9	two	two	NUM
ajema-5882	233	10	ways	way	NOUN
ajema-5882	233	11	in	in	ADP
ajema-5882	233	12	which	which	PRON
ajema-5882	233	13	pso	pso	NOUN
ajema-5882	233	14	improves	improve	VERB
ajema-5882	233	15	intrusion	intrusion	NOUN
ajema-5882	233	16	detection	detection	NOUN
ajema-5882	233	17	.	.	PUNCT
ajema-5882	234	1	with	with	ADP
ajema-5882	234	2	these	these	DET
ajema-5882	234	3	features	feature	NOUN
ajema-5882	234	4	in	in	ADP
ajema-5882	234	5	hand	hand	NOUN
ajema-5882	234	6	,	,	PUNCT
ajema-5882	234	7	the	the	DET
ajema-5882	234	8	cnn	cnn	PROPN
ajema-5882	234	9	-	-	PUNCT
ajema-5882	234	10	bi	bi	ADJ
ajema-5882	234	11	-	-	ADJ
ajema-5882	234	12	lstm	lstm	ADJ
ajema-5882	234	13	model	model	NOUN
ajema-5882	234	14	integrates	integrate	VERB
ajema-5882	234	15	the	the	DET
ajema-5882	234	16	spatial	spatial	ADJ
ajema-5882	234	17	feature	feature	NOUN
ajema-5882	234	18	extraction	extraction	NOUN
ajema-5882	234	19	of	of	ADP
ajema-5882	234	20	cnn	cnn	PROPN
ajema-5882	234	21	with	with	ADP
ajema-5882	234	22	the	the	DET
ajema-5882	234	23	temporal	temporal	ADJ
ajema-5882	234	24	modeling	modeling	NOUN
ajema-5882	234	25	of	of	ADP
ajema-5882	234	26	bi	bi	NOUN
ajema-5882	234	27	-	-	NOUN
ajema-5882	234	28	lstm	lstm	ADJ
ajema-5882	234	29	.	.	PUNCT
ajema-5882	235	1	bi	bi	NOUN
ajema-5882	235	2	-	-	NOUN
ajema-5882	235	3	lstm	lstm	ADJ
ajema-5882	235	4	is	be	AUX
ajema-5882	235	5	better	well	ADJ
ajema-5882	235	6	at	at	ADP
ajema-5882	235	7	finding	find	VERB
ajema-5882	235	8	temporal	temporal	ADJ
ajema-5882	235	9	correlations	correlation	NOUN
ajema-5882	235	10	in	in	ADP
ajema-5882	235	11	sequential	sequential	ADJ
ajema-5882	235	12	sensor	sensor	NOUN
ajema-5882	235	13	data	datum	NOUN
ajema-5882	235	14	than	than	SCONJ
ajema-5882	235	15	cnn	cnn	PROPN
ajema-5882	235	16	is	be	AUX
ajema-5882	235	17	at	at	ADP
ajema-5882	235	18	focusing	focus	VERB
ajema-5882	235	19	on	on	ADP
ajema-5882	235	20	spatial	spatial	ADJ
ajema-5882	235	21	representations	representation	NOUN
ajema-5882	235	22	.	.	PUNCT
ajema-5882	236	1	this	this	DET
ajema-5882	236	2	cooperation	cooperation	NOUN
ajema-5882	236	3	allows	allow	VERB
ajema-5882	236	4	the	the	DET
ajema-5882	236	5	framework	framework	NOUN
ajema-5882	236	6	to	to	PART
ajema-5882	236	7	detect	detect	VERB
ajema-5882	236	8	intricate	intricate	ADJ
ajema-5882	236	9	infiltration	infiltration	NOUN
ajema-5882	236	10	patterns	pattern	NOUN
ajema-5882	236	11	with	with	ADP
ajema-5882	236	12	high	high	ADJ
ajema-5882	236	13	accuracy	accuracy	NOUN
ajema-5882	236	14	.	.	PUNCT
ajema-5882	237	1	using	use	VERB
ajema-5882	237	2	tagged	tag	VERB
ajema-5882	237	3	datasets	dataset	NOUN
ajema-5882	237	4	for	for	ADP
ajema-5882	237	5	performance	performance	NOUN
ajema-5882	237	6	evaluation	evaluation	NOUN
ajema-5882	237	7	,	,	PUNCT
ajema-5882	237	8	the	the	DET
ajema-5882	237	9	integrated	integrate	VERB
ajema-5882	237	10	system	system	NOUN
ajema-5882	237	11	beats	beat	VERB
ajema-5882	237	12	prior	prior	ADJ
ajema-5882	237	13	intrusion	intrusion	NOUN
ajema-5882	237	14	detection	detection	NOUN
ajema-5882	237	15	methods	method	NOUN
ajema-5882	237	16	.	.	PUNCT
ajema-5882	238	1	in	in	ADP
ajema-5882	238	2	order	order	NOUN
ajema-5882	238	3	to	to	PART
ajema-5882	238	4	improve	improve	VERB
ajema-5882	238	5	the	the	DET
ajema-5882	238	6	security	security	NOUN
ajema-5882	238	7	of	of	ADP
ajema-5882	238	8	28	28	NUM
ajema-5882	238	9	journal	journal	NOUN
ajema-5882	238	10	of	of	ADP
ajema-5882	238	11	engineering	engineering	NOUN
ajema-5882	238	12	,	,	PUNCT
ajema-5882	238	13	mechanics	mechanic	NOUN
ajema-5882	238	14	and	and	CCONJ
ajema-5882	238	15	architecture	architecture	NOUN
ajema-5882	238	16	www	www	NOUN
ajema-5882	238	17	.	.	PUNCT
ajema-5882	239	1	grnjournal.us	grnjournal.us	X
ajema-5882	239	2	these	these	DET
ajema-5882	239	3	critical	critical	ADJ
ajema-5882	239	4	networks	network	NOUN
ajema-5882	239	5	,	,	PUNCT
ajema-5882	239	6	the	the	DET
ajema-5882	239	7	results	result	NOUN
ajema-5882	239	8	of	of	ADP
ajema-5882	239	9	the	the	DET
ajema-5882	239	10	tests	test	NOUN
ajema-5882	239	11	show	show	VERB
ajema-5882	239	12	that	that	SCONJ
ajema-5882	239	13	the	the	DET
ajema-5882	239	14	framework	framework	NOUN
ajema-5882	239	15	may	may	AUX
ajema-5882	239	16	enhance	enhance	VERB
ajema-5882	239	17	intrusion	intrusion	NOUN
ajema-5882	239	18	detection	detection	NOUN
ajema-5882	239	19	in	in	ADP
ajema-5882	239	20	wsns	wsns	NOUN
ajema-5882	240	1	[	[	X
ajema-5882	240	2	72	72	NUM
ajema-5882	240	3	]	]	PUNCT
ajema-5882	240	4	.	.	PUNCT
ajema-5882	241	1	afrah	afrah	PROPN
ajema-5882	241	2	et	et	PROPN
ajema-5882	241	3	al	al	PROPN
ajema-5882	241	4	(	(	PUNCT
ajema-5882	241	5	2024	2024	NUM
ajema-5882	241	6	)	)	PUNCT
ajema-5882	241	7	.	.	PUNCT
ajema-5882	242	1	in	in	ADP
ajema-5882	242	2	response	response	NOUN
ajema-5882	242	3	to	to	ADP
ajema-5882	242	4	this	this	PRON
ajema-5882	242	5	,	,	PUNCT
ajema-5882	242	6	the	the	DET
ajema-5882	242	7	authors	author	NOUN
ajema-5882	242	8	have	have	AUX
ajema-5882	242	9	created	create	VERB
ajema-5882	242	10	an	an	DET
ajema-5882	242	11	intrusion	intrusion	NOUN
ajema-5882	242	12	detection	detection	NOUN
ajema-5882	242	13	system	system	NOUN
ajema-5882	242	14	(	(	PUNCT
ajema-5882	242	15	ids	ids	NOUN
ajema-5882	242	16	)	)	PUNCT
ajema-5882	242	17	model	model	NOUN
ajema-5882	242	18	that	that	PRON
ajema-5882	242	19	uses	use	VERB
ajema-5882	242	20	a	a	DET
ajema-5882	242	21	combination	combination	NOUN
ajema-5882	242	22	of	of	ADP
ajema-5882	242	23	convolutional	convolutional	ADJ
ajema-5882	242	24	neural	neural	ADJ
ajema-5882	242	25	network	network	NOUN
ajema-5882	242	26	(	(	PUNCT
ajema-5882	242	27	cnn	cnn	PROPN
ajema-5882	242	28	)	)	PUNCT
ajema-5882	242	29	and	and	CCONJ
ajema-5882	242	30	long	long	ADJ
ajema-5882	242	31	short	short	ADJ
ajema-5882	242	32	-	-	PUNCT
ajema-5882	242	33	term	term	NOUN
ajema-5882	242	34	memory	memory	NOUN
ajema-5882	242	35	(	(	PUNCT
ajema-5882	242	36	lstm	lstm	NOUN
ajema-5882	242	37	)	)	PUNCT
ajema-5882	242	38	dl	dl	PROPN
ajema-5882	242	39	methods	method	NOUN
ajema-5882	242	40	.	.	PUNCT
ajema-5882	243	1	by	by	ADP
ajema-5882	243	2	combining	combine	VERB
ajema-5882	243	3	the	the	DET
ajema-5882	243	4	pattern	pattern	NOUN
ajema-5882	243	5	recognition	recognition	NOUN
ajema-5882	243	6	capabilities	capability	NOUN
ajema-5882	243	7	of	of	ADP
ajema-5882	243	8	convolutional	convolutional	ADJ
ajema-5882	243	9	neural	neural	ADJ
ajema-5882	243	10	networks	network	NOUN
ajema-5882	243	11	(	(	PUNCT
ajema-5882	243	12	cnns	cnns	PROPN
ajema-5882	243	13	)	)	PUNCT
ajema-5882	243	14	with	with	ADP
ajema-5882	243	15	those	those	PRON
ajema-5882	243	16	of	of	ADP
ajema-5882	243	17	long	long	ADJ
ajema-5882	243	18	short	short	ADJ
ajema-5882	243	19	-	-	PUNCT
ajema-5882	243	20	term	term	NOUN
ajema-5882	243	21	memories	memory	NOUN
ajema-5882	243	22	(	(	PUNCT
ajema-5882	243	23	lstms	lstms	ADJ
ajema-5882	243	24	)	)	PUNCT
ajema-5882	243	25	,	,	PUNCT
ajema-5882	243	26	this	this	DET
ajema-5882	243	27	fusion	fusion	NOUN
ajema-5882	243	28	makes	make	VERB
ajema-5882	243	29	it	it	PRON
ajema-5882	243	30	easier	easy	ADJ
ajema-5882	243	31	and	and	CCONJ
ajema-5882	243	32	more	more	ADV
ajema-5882	243	33	accurate	accurate	ADJ
ajema-5882	243	34	to	to	PART
ajema-5882	243	35	detect	detect	VERB
ajema-5882	243	36	and	and	CCONJ
ajema-5882	243	37	categorize	categorize	VERB
ajema-5882	243	38	benign	benign	ADJ
ajema-5882	243	39	and	and	CCONJ
ajema-5882	243	40	malicious	malicious	ADJ
ajema-5882	243	41	iot	iot	ADJ
ajema-5882	243	42	data	datum	NOUN
ajema-5882	243	43	.	.	PUNCT
ajema-5882	244	1	after	after	ADP
ajema-5882	244	2	training	train	VERB
ajema-5882	244	3	the	the	DET
ajema-5882	244	4	model	model	NOUN
ajema-5882	244	5	using	use	VERB
ajema-5882	244	6	the	the	DET
ajema-5882	244	7	recently	recently	ADV
ajema-5882	244	8	released	release	VERB
ajema-5882	244	9	ciciot2023	ciciot2023	PROPN
ajema-5882	244	10	dataset	dataset	NOUN
ajema-5882	244	11	,	,	PUNCT
ajema-5882	244	12	the	the	DET
ajema-5882	244	13	authors	author	NOUN
ajema-5882	244	14	ran	run	VERB
ajema-5882	244	15	final	final	ADJ
ajema-5882	244	16	tests	test	NOUN
ajema-5882	244	17	to	to	PART
ajema-5882	244	18	see	see	VERB
ajema-5882	244	19	how	how	SCONJ
ajema-5882	244	20	well	well	ADV
ajema-5882	244	21	it	it	PRON
ajema-5882	244	22	performed	perform	VERB
ajema-5882	244	23	,	,	PUNCT
ajema-5882	244	24	and	and	CCONJ
ajema-5882	244	25	finally	finally	ADV
ajema-5882	244	26	,	,	PUNCT
ajema-5882	244	27	they	they	PRON
ajema-5882	244	28	utilized	utilize	VERB
ajema-5882	244	29	the	the	DET
ajema-5882	244	30	cicids2017	cicids2017	NOUN
ajema-5882	244	31	dataset	dataset	NOUN
ajema-5882	244	32	to	to	PART
ajema-5882	244	33	confirm	confirm	VERB
ajema-5882	244	34	that	that	SCONJ
ajema-5882	244	35	their	their	PRON
ajema-5882	244	36	model	model	NOUN
ajema-5882	244	37	had	have	AUX
ajema-5882	244	38	worked	work	VERB
ajema-5882	244	39	.	.	PUNCT
ajema-5882	245	1	a	a	DET
ajema-5882	245	2	low	low	ADJ
ajema-5882	245	3	loss	loss	NOUN
ajema-5882	245	4	of	of	ADP
ajema-5882	245	5	0.0275	0.0275	NUM
ajema-5882	245	6	and	and	CCONJ
ajema-5882	245	7	an	an	DET
ajema-5882	245	8	accuracy	accuracy	NOUN
ajema-5882	245	9	rate	rate	NOUN
ajema-5882	245	10	of	of	ADP
ajema-5882	245	11	98.42	98.42	NUM
ajema-5882	245	12	%	%	NOUN
ajema-5882	245	13	were	be	AUX
ajema-5882	245	14	achieved	achieve	VERB
ajema-5882	245	15	by	by	ADP
ajema-5882	245	16	the	the	DET
ajema-5882	245	17	authors	author	NOUN
ajema-5882	245	18	using	use	VERB
ajema-5882	245	19	the	the	DET
ajema-5882	245	20	suggested	suggested	ADJ
ajema-5882	245	21	model	model	NOUN
ajema-5882	245	22	.	.	PUNCT
ajema-5882	246	1	another	another	DET
ajema-5882	246	2	crucially	crucially	ADV
ajema-5882	246	3	important	important	ADJ
ajema-5882	246	4	factor	factor	NOUN
ajema-5882	246	5	is	be	AUX
ajema-5882	246	6	the	the	DET
ajema-5882	246	7	false	false	ADJ
ajema-5882	246	8	positive	positive	ADJ
ajema-5882	246	9	rate	rate	NOUN
ajema-5882	246	10	(	(	PUNCT
ajema-5882	246	11	fpr	fpr	NOUN
ajema-5882	246	12	)	)	PUNCT
ajema-5882	246	13	,	,	PUNCT
ajema-5882	246	14	which	which	PRON
ajema-5882	246	15	is	be	AUX
ajema-5882	246	16	9.17	9.17	NUM
ajema-5882	246	17	%	%	NOUN
ajema-5882	246	18	when	when	SCONJ
ajema-5882	246	19	the	the	DET
ajema-5882	246	20	f1	f1	NOUN
ajema-5882	246	21	-	-	PUNCT
ajema-5882	246	22	score	score	NOUN
ajema-5882	246	23	is	be	AUX
ajema-5882	246	24	98.57	98.57	NUM
ajema-5882	246	25	%	%	NOUN
ajema-5882	246	26	.	.	PUNCT
ajema-5882	247	1	cyber	cyber	NOUN
ajema-5882	247	2	threat	threat	NOUN
ajema-5882	247	3	mitigation	mitigation	NOUN
ajema-5882	247	4	in	in	ADP
ajema-5882	247	5	iot	iot	PROPN
ajema-5882	247	6	systems	system	NOUN
ajema-5882	247	7	is	be	AUX
ajema-5882	247	8	facilitated	facilitate	VERB
ajema-5882	247	9	by	by	ADP
ajema-5882	247	10	the	the	DET
ajema-5882	247	11	proposed	propose	VERB
ajema-5882	247	12	cnn	cnn	PROPN
ajema-5882	247	13	-	-	PUNCT
ajema-5882	247	14	lstm	lstm	PROPN
ajema-5882	247	15	ids	id	NOUN
ajema-5882	247	16	paradigm	paradigm	NOUN
ajema-5882	247	17	[	[	X
ajema-5882	247	18	73	73	NUM
ajema-5882	247	19	]	]	PUNCT
ajema-5882	247	20	.	.	PUNCT
ajema-5882	248	1	roya	roya	NOUN
ajema-5882	248	2	et	et	PROPN
ajema-5882	248	3	al	al	PROPN
ajema-5882	248	4	.	.	PROPN
ajema-5882	248	5	(	(	PUNCT
ajema-5882	248	6	2024	2024	NUM
ajema-5882	248	7	)	)	PUNCT
ajema-5882	248	8	.	.	PUNCT
ajema-5882	249	1	this	this	DET
ajema-5882	249	2	paper	paper	NOUN
ajema-5882	249	3	presents	present	VERB
ajema-5882	249	4	a	a	DET
ajema-5882	249	5	state	state	NOUN
ajema-5882	249	6	-	-	PUNCT
ajema-5882	249	7	of	of	ADP
ajema-5882	249	8	-	-	PUNCT
ajema-5882	249	9	the	the	DET
ajema-5882	249	10	-	-	PUNCT
ajema-5882	249	11	art	art	NOUN
ajema-5882	249	12	solution	solution	NOUN
ajema-5882	249	13	for	for	ADP
ajema-5882	249	14	an	an	DET
ajema-5882	249	15	internet	internet	NOUN
ajema-5882	249	16	of	of	ADP
ajema-5882	249	17	things	thing	NOUN
ajema-5882	249	18	(	(	PUNCT
ajema-5882	249	19	iot	iot	NOUN
ajema-5882	249	20	)	)	PUNCT
ajema-5882	249	21	intrusion	intrusion	NOUN
ajema-5882	249	22	detection	detection	NOUN
ajema-5882	249	23	network	network	NOUN
ajema-5882	249	24	using	use	VERB
ajema-5882	249	25	deep	deep	ADJ
ajema-5882	249	26	learning	learning	NOUN
ajema-5882	249	27	techniques	technique	NOUN
ajema-5882	249	28	and	and	CCONJ
ajema-5882	249	29	clean	clean	ADJ
ajema-5882	249	30	data	datum	NOUN
ajema-5882	249	31	.	.	PUNCT
ajema-5882	250	1	the	the	DET
ajema-5882	250	2	author	author	NOUN
ajema-5882	250	3	trains	train	VERB
ajema-5882	250	4	and	and	CCONJ
ajema-5882	250	5	tests	test	VERB
ajema-5882	250	6	their	their	PRON
ajema-5882	250	7	intrusion	intrusion	NOUN
ajema-5882	250	8	detection	detection	NOUN
ajema-5882	250	9	models	model	NOUN
ajema-5882	250	10	using	use	VERB
ajema-5882	250	11	the	the	DET
ajema-5882	250	12	open	open	ADJ
ajema-5882	250	13	-	-	PUNCT
ajema-5882	250	14	source	source	NOUN
ajema-5882	250	15	cicids2017	cicids2017	PROPN
ajema-5882	250	16	dataset	dataset	NOUN
ajema-5882	250	17	,	,	PUNCT
ajema-5882	250	18	which	which	PRON
ajema-5882	250	19	contains	contain	VERB
ajema-5882	250	20	information	information	NOUN
ajema-5882	250	21	on	on	ADP
ajema-5882	250	22	botnet	botnet	NOUN
ajema-5882	250	23	activity	activity	NOUN
ajema-5882	250	24	,	,	PUNCT
ajema-5882	250	25	port	port	NOUN
ajema-5882	250	26	scans	scan	NOUN
ajema-5882	250	27	,	,	PUNCT
ajema-5882	250	28	and	and	CCONJ
ajema-5882	250	29	distributed	distribute	VERB
ajema-5882	250	30	denial	denial	NOUN
ajema-5882	250	31	of	of	ADP
ajema-5882	250	32	service	service	NOUN
ajema-5882	250	33	attacks	attack	NOUN
ajema-5882	250	34	.	.	PUNCT
ajema-5882	251	1	the	the	DET
ajema-5882	251	2	goal	goal	NOUN
ajema-5882	251	3	is	be	AUX
ajema-5882	251	4	to	to	PART
ajema-5882	251	5	provide	provide	VERB
ajema-5882	251	6	a	a	DET
ajema-5882	251	7	method	method	NOUN
ajema-5882	251	8	that	that	PRON
ajema-5882	251	9	is	be	AUX
ajema-5882	251	10	more	more	ADV
ajema-5882	251	11	effective	effective	ADJ
ajema-5882	251	12	than	than	ADP
ajema-5882	251	13	previous	previous	ADJ
ajema-5882	251	14	ones	one	NOUN
ajema-5882	251	15	.	.	PUNCT
ajema-5882	252	1	the	the	DET
ajema-5882	252	2	suggested	suggest	VERB
ajema-5882	252	3	deep	deep	ADJ
ajema-5882	252	4	learning	learning	NOUN
ajema-5882	252	5	model	model	NOUN
ajema-5882	252	6	captures	capture	NOUN
ajema-5882	252	7	spatial	spatial	ADJ
ajema-5882	252	8	and	and	CCONJ
ajema-5882	252	9	temporal	temporal	ADJ
ajema-5882	252	10	data	datum	NOUN
ajema-5882	252	11	interactions	interaction	NOUN
ajema-5882	252	12	using	use	VERB
ajema-5882	252	13	lstm	lstm	ADJ
ajema-5882	252	14	architecture	architecture	NOUN
ajema-5882	252	15	and	and	CCONJ
ajema-5882	252	16	thick	thick	ADJ
ajema-5882	252	17	transition	transition	NOUN
ajema-5882	252	18	layers	layer	NOUN
ajema-5882	252	19	.	.	PUNCT
ajema-5882	253	1	when	when	SCONJ
ajema-5882	253	2	assessing	assess	VERB
ajema-5882	253	3	the	the	DET
ajema-5882	253	4	efficacy	efficacy	NOUN
ajema-5882	253	5	of	of	ADP
ajema-5882	253	6	the	the	DET
ajema-5882	253	7	model	model	NOUN
ajema-5882	253	8	,	,	PUNCT
ajema-5882	253	9	the	the	DET
ajema-5882	253	10	writers	writer	NOUN
ajema-5882	253	11	relied	rely	VERB
ajema-5882	253	12	on	on	ADP
ajema-5882	253	13	stringent	stringent	ADJ
ajema-5882	253	14	measures	measure	NOUN
ajema-5882	253	15	including	include	VERB
ajema-5882	253	16	accuracy	accuracy	NOUN
ajema-5882	253	17	and	and	CCONJ
ajema-5882	253	18	sparse	sparse	ADJ
ajema-5882	253	19	categorical	categorical	ADJ
ajema-5882	253	20	cross	cross	ADJ
ajema-5882	253	21	-	-	ADJ
ajema-5882	253	22	entropy	entropy	ADJ
ajema-5882	253	23	loss	loss	NOUN
ajema-5882	253	24	.	.	PUNCT
ajema-5882	254	1	on	on	ADP
ajema-5882	254	2	test	test	NOUN
ajema-5882	254	3	data	datum	NOUN
ajema-5882	254	4	,	,	PUNCT
ajema-5882	254	5	this	this	DET
ajema-5882	254	6	method	method	NOUN
ajema-5882	254	7	achieved	achieve	VERB
ajema-5882	254	8	an	an	DET
ajema-5882	254	9	accuracy	accuracy	NOUN
ajema-5882	254	10	of	of	ADP
ajema-5882	254	11	0.997	0.997	NUM
ajema-5882	254	12	,	,	PUNCT
ajema-5882	254	13	demonstrating	demonstrate	VERB
ajema-5882	254	14	its	its	PRON
ajema-5882	254	15	excellent	excellent	ADJ
ajema-5882	254	16	yield	yield	NOUN
ajema-5882	254	17	.	.	PUNCT
ajema-5882	255	1	you	you	PRON
ajema-5882	255	2	can	can	AUX
ajema-5882	255	3	trust	trust	VERB
ajema-5882	255	4	this	this	DET
ajema-5882	255	5	model	model	NOUN
ajema-5882	255	6	's	's	PART
ajema-5882	255	7	intrusion	intrusion	NOUN
ajema-5882	255	8	detection	detection	NOUN
ajema-5882	255	9	capabilities	capability	NOUN
ajema-5882	255	10	since	since	SCONJ
ajema-5882	255	11	its	its	PRON
ajema-5882	255	12	loss	loss	NOUN
ajema-5882	255	13	and	and	CCONJ
ajema-5882	255	14	accuracy	accuracy	NOUN
ajema-5882	255	15	scores	score	NOUN
ajema-5882	255	16	are	be	AUX
ajema-5882	255	17	consistent	consistent	ADJ
ajema-5882	255	18	.	.	PUNCT
ajema-5882	256	1	you	you	PRON
ajema-5882	256	2	can	can	AUX
ajema-5882	256	3	see	see	VERB
ajema-5882	256	4	how	how	SCONJ
ajema-5882	256	5	effective	effective	ADJ
ajema-5882	256	6	this	this	DET
ajema-5882	256	7	strategy	strategy	NOUN
ajema-5882	256	8	is	be	AUX
ajema-5882	256	9	by	by	ADP
ajema-5882	256	10	comparing	compare	VERB
ajema-5882	256	11	it	it	PRON
ajema-5882	256	12	to	to	ADP
ajema-5882	256	13	other	other	ADJ
ajema-5882	256	14	machine	machine	NOUN
ajema-5882	256	15	learning	learn	VERB
ajema-5882	256	16	techniques	technique	NOUN
ajema-5882	256	17	.	.	PUNCT
ajema-5882	257	1	additionally	additionally	ADV
ajema-5882	257	2	,	,	PUNCT
ajema-5882	257	3	test	test	VERB
ajema-5882	257	4	how	how	SCONJ
ajema-5882	257	5	well	well	ADV
ajema-5882	257	6	the	the	DET
ajema-5882	257	7	model	model	NOUN
ajema-5882	257	8	holds	hold	VERB
ajema-5882	257	9	up	up	ADP
ajema-5882	257	10	under	under	ADP
ajema-5882	257	11	challenging	challenging	ADJ
ajema-5882	257	12	conditions	condition	NOUN
ajema-5882	257	13	by	by	ADP
ajema-5882	257	14	seeing	see	VERB
ajema-5882	257	15	how	how	SCONJ
ajema-5882	257	16	well	well	ADV
ajema-5882	257	17	it	it	PRON
ajema-5882	257	18	handles	handle	VERB
ajema-5882	257	19	gaussian	gaussian	ADJ
ajema-5882	257	20	noise	noise	NOUN
ajema-5882	257	21	.	.	PUNCT
ajema-5882	258	1	additionally	additionally	ADV
ajema-5882	258	2	,	,	PUNCT
ajema-5882	258	3	it	it	PRON
ajema-5882	258	4	provides	provide	VERB
ajema-5882	258	5	performance	performance	NOUN
ajema-5882	258	6	metrics	metric	NOUN
ajema-5882	258	7	for	for	ADP
ajema-5882	258	8	several	several	ADJ
ajema-5882	258	9	attack	attack	NOUN
ajema-5882	258	10	types	type	NOUN
ajema-5882	258	11	,	,	PUNCT
ajema-5882	258	12	demonstrating	demonstrate	VERB
ajema-5882	258	13	the	the	DET
ajema-5882	258	14	model	model	NOUN
ajema-5882	258	15	's	's	PART
ajema-5882	258	16	utility	utility	NOUN
ajema-5882	258	17	in	in	ADP
ajema-5882	258	18	different	different	ADJ
ajema-5882	258	19	threat	threat	NOUN
ajema-5882	258	20	situations[74	situations[74	ADP
ajema-5882	258	21	]	]	PUNCT
ajema-5882	258	22	.	.	PUNCT
ajema-5882	259	1	ju	ju	PROPN
ajema-5882	259	2	hyeon	hyeon	PROPN
ajema-5882	259	3	et	et	PROPN
ajema-5882	259	4	al	al	PROPN
ajema-5882	259	5	.	.	PROPN
ajema-5882	259	6	(	(	PUNCT
ajema-5882	259	7	2023	2023	NUM
ajema-5882	259	8	)	)	PUNCT
ajema-5882	259	9	.	.	PUNCT
ajema-5882	260	1	this	this	DET
ajema-5882	260	2	research	research	NOUN
ajema-5882	260	3	introduces	introduce	VERB
ajema-5882	260	4	a	a	DET
ajema-5882	260	5	method	method	NOUN
ajema-5882	260	6	for	for	ADP
ajema-5882	260	7	detecting	detect	VERB
ajema-5882	260	8	cyber	cyber	NOUN
ajema-5882	260	9	threats	threat	NOUN
ajema-5882	260	10	in	in	ADP
ajema-5882	260	11	solar	solar	ADJ
ajema-5882	260	12	plants	plant	NOUN
ajema-5882	260	13	'	'	PART
ajema-5882	260	14	central	central	ADJ
ajema-5882	260	15	system	system	NOUN
ajema-5882	260	16	,	,	PUNCT
ajema-5882	260	17	the	the	DET
ajema-5882	260	18	programmable	programmable	ADJ
ajema-5882	260	19	logic	logic	NOUN
ajema-5882	260	20	controller	controller	NOUN
ajema-5882	260	21	(	(	PUNCT
ajema-5882	260	22	plc	plc	PROPN
ajema-5882	260	23	)	)	PUNCT
ajema-5882	260	24	of	of	ADP
ajema-5882	260	25	the	the	DET
ajema-5882	260	26	inverter	inverter	NOUN
ajema-5882	260	27	,	,	PUNCT
ajema-5882	260	28	using	use	VERB
ajema-5882	260	29	network	network	NOUN
ajema-5882	260	30	packets	packet	NOUN
ajema-5882	260	31	.	.	PUNCT
ajema-5882	261	1	the	the	DET
ajema-5882	261	2	cyber	cyber	NOUN
ajema-5882	261	3	hazards	hazard	NOUN
ajema-5882	261	4	were	be	AUX
ajema-5882	261	5	discovered	discover	VERB
ajema-5882	261	6	during	during	ADP
ajema-5882	261	7	an	an	DET
ajema-5882	261	8	investigation	investigation	NOUN
ajema-5882	261	9	of	of	ADP
ajema-5882	261	10	cyberattacks	cyberattack	NOUN
ajema-5882	261	11	and	and	CCONJ
ajema-5882	261	12	vulnerabilities	vulnerability	NOUN
ajema-5882	261	13	in	in	ADP
ajema-5882	261	14	solar	solar	ADJ
ajema-5882	261	15	power	power	NOUN
ajema-5882	261	16	facilities	facility	NOUN
ajema-5882	261	17	.	.	PUNCT
ajema-5882	262	1	to	to	PART
ajema-5882	262	2	disrupt	disrupt	VERB
ajema-5882	262	3	solar	solar	ADJ
ajema-5882	262	4	plant	plant	NOUN
ajema-5882	262	5	operations	operation	NOUN
ajema-5882	262	6	,	,	PUNCT
ajema-5882	262	7	inverters	inverter	NOUN
ajema-5882	262	8	are	be	AUX
ajema-5882	262	9	the	the	DET
ajema-5882	262	10	most	most	ADV
ajema-5882	262	11	common	common	ADJ
ajema-5882	262	12	target	target	NOUN
ajema-5882	262	13	of	of	ADP
ajema-5882	262	14	denial	denial	NOUN
ajema-5882	262	15	-	-	PUNCT
ajema-5882	262	16	of	of	ADP
ajema-5882	262	17	-	-	PUNCT
ajema-5882	262	18	service	service	NOUN
ajema-5882	262	19	and	and	CCONJ
ajema-5882	262	20	malicious	malicious	ADJ
ajema-5882	262	21	code	code	NOUN
ajema-5882	262	22	injection	injection	NOUN
ajema-5882	262	23	assaults	assault	NOUN
ajema-5882	262	24	,	,	PUNCT
ajema-5882	262	25	according	accord	VERB
ajema-5882	262	26	to	to	ADP
ajema-5882	262	27	the	the	DET
ajema-5882	262	28	research	research	NOUN
ajema-5882	262	29	.	.	PUNCT
ajema-5882	263	1	before	before	ADP
ajema-5882	263	2	training	train	VERB
ajema-5882	263	3	machine	machine	NOUN
ajema-5882	263	4	learning	learning	NOUN
ajema-5882	263	5	-	-	PUNCT
ajema-5882	263	6	based	base	VERB
ajema-5882	263	7	classification	classification	NOUN
ajema-5882	263	8	models	model	NOUN
ajema-5882	263	9	,	,	PUNCT
ajema-5882	263	10	the	the	DET
ajema-5882	263	11	authors	author	NOUN
ajema-5882	263	12	developed	develop	VERB
ajema-5882	263	13	an	an	DET
ajema-5882	263	14	anomaly	anomaly	NOUN
ajema-5882	263	15	detection	detection	NOUN
ajema-5882	263	16	method	method	NOUN
ajema-5882	263	17	by	by	ADP
ajema-5882	263	18	preprocessing	preprocesse	VERB
ajema-5882	263	19	plc	plc	PROPN
ajema-5882	263	20	network	network	NOUN
ajema-5882	263	21	packet	packet	NOUN
ajema-5882	263	22	data	datum	NOUN
ajema-5882	263	23	using	use	VERB
ajema-5882	263	24	correlation	correlation	NOUN
ajema-5882	263	25	analysis	analysis	NOUN
ajema-5882	263	26	and	and	CCONJ
ajema-5882	263	27	normalization	normalization	NOUN
ajema-5882	263	28	.	.	PUNCT
ajema-5882	264	1	an	an	DET
ajema-5882	264	2	accuracy	accuracy	NOUN
ajema-5882	264	3	of	of	ADP
ajema-5882	264	4	97.36	97.36	NUM
ajema-5882	264	5	%	%	NOUN
ajema-5882	264	6	was	be	AUX
ajema-5882	264	7	achieved	achieve	VERB
ajema-5882	264	8	using	use	VERB
ajema-5882	264	9	the	the	DET
ajema-5882	264	10	random	random	ADJ
ajema-5882	264	11	forest	forest	NOUN
ajema-5882	264	12	model	model	NOUN
ajema-5882	264	13	,	,	PUNCT
ajema-5882	264	14	which	which	PRON
ajema-5882	264	15	was	be	AUX
ajema-5882	264	16	the	the	DET
ajema-5882	264	17	most	most	ADV
ajema-5882	264	18	effective	effective	ADJ
ajema-5882	264	19	.	.	PUNCT
ajema-5882	265	1	solar	solar	ADJ
ajema-5882	265	2	plant	plant	NOUN
ajema-5882	265	3	security	security	NOUN
ajema-5882	265	4	might	might	AUX
ajema-5882	265	5	be	be	AUX
ajema-5882	265	6	enhanced	enhance	VERB
ajema-5882	265	7	,	,	PUNCT
ajema-5882	265	8	anomalies	anomaly	NOUN
ajema-5882	265	9	in	in	ADP
ajema-5882	265	10	network	network	NOUN
ajema-5882	265	11	packets	packet	NOUN
ajema-5882	265	12	could	could	AUX
ajema-5882	265	13	be	be	AUX
ajema-5882	265	14	detected	detect	VERB
ajema-5882	265	15	,	,	PUNCT
ajema-5882	265	16	and	and	CCONJ
ajema-5882	265	17	cyber	cyber	NOUN
ajema-5882	265	18	threats	threat	NOUN
ajema-5882	265	19	could	could	AUX
ajema-5882	265	20	be	be	AUX
ajema-5882	265	21	identified	identify	VERB
ajema-5882	265	22	using	use	VERB
ajema-5882	265	23	the	the	DET
ajema-5882	265	24	proposed	propose	VERB
ajema-5882	265	25	technique	technique	NOUN
ajema-5882	265	26	[	[	X
ajema-5882	265	27	75	75	NUM
ajema-5882	265	28	]	]	PUNCT
ajema-5882	265	29	.	.	PUNCT
ajema-5882	266	1	m.tuaama	m.tuaama	NOUN
ajema-5882	266	2	(	(	PUNCT
ajema-5882	266	3	2024	2024	NUM
ajema-5882	266	4	)	)	PUNCT
ajema-5882	266	5	.	.	PUNCT
ajema-5882	267	1	in	in	ADP
ajema-5882	267	2	a	a	DET
ajema-5882	267	3	smart	smart	ADJ
ajema-5882	267	4	healthcare	healthcare	NOUN
ajema-5882	267	5	context	context	NOUN
ajema-5882	267	6	,	,	PUNCT
ajema-5882	267	7	this	this	DET
ajema-5882	267	8	work	work	NOUN
ajema-5882	267	9	proposes	propose	VERB
ajema-5882	267	10	a	a	DET
ajema-5882	267	11	deep	deep	ADJ
ajema-5882	267	12	learning	learning	NOUN
ajema-5882	267	13	architecture	architecture	NOUN
ajema-5882	267	14	(	(	PUNCT
ajema-5882	267	15	dla	dla	NOUN
ajema-5882	267	16	)	)	PUNCT
ajema-5882	267	17	for	for	ADP
ajema-5882	267	18	managing	manage	VERB
ajema-5882	267	19	anomaly	anomaly	NOUN
ajema-5882	267	20	detection	detection	NOUN
ajema-5882	267	21	.	.	PUNCT
ajema-5882	268	1	the	the	DET
ajema-5882	268	2	dla	dla	NOUN
ajema-5882	268	3	constructs	construct	VERB
ajema-5882	268	4	the	the	DET
ajema-5882	268	5	intelligent	intelligent	ADJ
ajema-5882	268	6	control	control	NOUN
ajema-5882	268	7	procedure	procedure	NOUN
ajema-5882	268	8	with	with	ADP
ajema-5882	268	9	the	the	DET
ajema-5882	268	10	aid	aid	NOUN
ajema-5882	268	11	of	of	ADP
ajema-5882	268	12	perceptive	perceptive	ADJ
ajema-5882	268	13	,	,	PUNCT
ajema-5882	268	14	algorithmic	algorithmic	ADJ
ajema-5882	268	15	self	self	NOUN
ajema-5882	268	16	-	-	PUNCT
ajema-5882	268	17	learning	learning	NOUN
ajema-5882	268	18	that	that	PRON
ajema-5882	268	19	may	may	AUX
ajema-5882	268	20	automate	automate	VERB
ajema-5882	268	21	and	and	CCONJ
ajema-5882	268	22	signal	signal	NOUN
ajema-5882	268	23	.	.	PUNCT
ajema-5882	269	1	preprocessing	preprocessing	NOUN
ajema-5882	269	2	and	and	CCONJ
ajema-5882	269	3	the	the	DET
ajema-5882	269	4	incorporation	incorporation	NOUN
ajema-5882	269	5	of	of	ADP
ajema-5882	269	6	iot	iot	ADJ
ajema-5882	269	7	gadgets	gadget	NOUN
ajema-5882	269	8	from	from	ADP
ajema-5882	269	9	smart	smart	ADJ
ajema-5882	269	10	medical	medical	ADJ
ajema-5882	269	11	start	start	VERB
ajema-5882	269	12	the	the	DET
ajema-5882	269	13	acquisition	acquisition	NOUN
ajema-5882	269	14	of	of	ADP
ajema-5882	269	15	huge	huge	ADJ
ajema-5882	269	16	volumes	volume	NOUN
ajema-5882	269	17	of	of	ADP
ajema-5882	269	18	data	datum	NOUN
ajema-5882	269	19	.	.	PUNCT
ajema-5882	270	1	to	to	PART
ajema-5882	270	2	ensure	ensure	VERB
ajema-5882	270	3	the	the	DET
ajema-5882	270	4	safety	safety	NOUN
ajema-5882	270	5	,	,	PUNCT
ajema-5882	270	6	security	security	NOUN
ajema-5882	270	7	,	,	PUNCT
ajema-5882	270	8	and	and	CCONJ
ajema-5882	270	9	reliability	reliability	NOUN
ajema-5882	270	10	of	of	ADP
ajema-5882	270	11	control	control	NOUN
ajema-5882	270	12	methods	method	NOUN
ajema-5882	270	13	and	and	CCONJ
ajema-5882	270	14	management	management	NOUN
ajema-5882	270	15	service	service	NOUN
ajema-5882	270	16	decisions	decision	NOUN
ajema-5882	270	17	,	,	PUNCT
ajema-5882	270	18	the	the	DET
ajema-5882	270	19	next	next	ADJ
ajema-5882	270	20	stage	stage	NOUN
ajema-5882	270	21	is	be	AUX
ajema-5882	270	22	to	to	PART
ajema-5882	270	23	coordinate	coordinate	VERB
ajema-5882	270	24	intelligence	intelligence	NOUN
ajema-5882	270	25	frameworks	framework	NOUN
ajema-5882	270	26	with	with	ADP
ajema-5882	270	27	dla	dla	NOUN
ajema-5882	270	28	.	.	PUNCT
ajema-5882	271	1	to	to	PART
ajema-5882	271	2	determine	determine	VERB
ajema-5882	271	3	if	if	SCONJ
ajema-5882	271	4	a	a	DET
ajema-5882	271	5	system	system	NOUN
ajema-5882	271	6	state	state	NOUN
ajema-5882	271	7	is	be	AUX
ajema-5882	271	8	normal	normal	ADJ
ajema-5882	271	9	or	or	CCONJ
ajema-5882	271	10	pathological	pathological	ADJ
ajema-5882	271	11	,	,	PUNCT
ajema-5882	271	12	deep	deep	ADJ
ajema-5882	271	13	architectures	architecture	NOUN
ajema-5882	271	14	build	build	VERB
ajema-5882	271	15	a	a	DET
ajema-5882	271	16	mathematical	mathematical	ADJ
ajema-5882	271	17	model	model	NOUN
ajema-5882	271	18	using	use	VERB
ajema-5882	271	19	training	training	NOUN
ajema-5882	271	20	methods	method	NOUN
ajema-5882	271	21	.	.	PUNCT
ajema-5882	272	1	these	these	DET
ajema-5882	272	2	models	model	NOUN
ajema-5882	272	3	build	build	VERB
ajema-5882	272	4	a	a	DET
ajema-5882	272	5	composite	composite	ADJ
ajema-5882	272	6	analytic	analytic	ADJ
ajema-5882	272	7	link	link	NOUN
ajema-5882	272	8	by	by	ADP
ajema-5882	272	9	integrating	integrate	VERB
ajema-5882	272	10	data	datum	NOUN
ajema-5882	272	11	patterns	pattern	NOUN
ajema-5882	272	12	with	with	ADP
ajema-5882	272	13	system	system	NOUN
ajema-5882	272	14	variables	variable	NOUN
ajema-5882	272	15	;	;	PUNCT
ajema-5882	272	16	this	this	DET
ajema-5882	272	17	connection	connection	NOUN
ajema-5882	272	18	aids	aid	VERB
ajema-5882	272	19	in	in	ADP
ajema-5882	272	20	detecting	detect	VERB
ajema-5882	272	21	both	both	CCONJ
ajema-5882	272	22	typical	typical	ADJ
ajema-5882	272	23	and	and	CCONJ
ajema-5882	272	24	unusual	unusual	ADJ
ajema-5882	272	25	system	system	NOUN
ajema-5882	272	26	behaviour[76	behaviour[76	NOUN
ajema-5882	272	27	]	]	PUNCT
ajema-5882	272	28	.	.	PUNCT
ajema-5882	273	1	despite	despite	SCONJ
ajema-5882	273	2	the	the	DET
ajema-5882	273	3	excellent	excellent	ADJ
ajema-5882	273	4	detection	detection	NOUN
ajema-5882	273	5	accuracies	accuracy	NOUN
ajema-5882	273	6	attained	attain	VERB
ajema-5882	273	7	thus	thus	ADV
ajema-5882	273	8	far	far	ADV
ajema-5882	273	9	,	,	PUNCT
ajema-5882	273	10	there	there	PRON
ajema-5882	273	11	is	be	VERB
ajema-5882	273	12	still	still	ADV
ajema-5882	273	13	room	room	NOUN
ajema-5882	273	14	for	for	ADP
ajema-5882	273	15	improvement	improvement	NOUN
ajema-5882	273	16	,	,	PUNCT
ajema-5882	273	17	according	accord	VERB
ajema-5882	273	18	to	to	ADP
ajema-5882	273	19	our	our	PRON
ajema-5882	273	20	literature	literature	NOUN
ajema-5882	273	21	analysis	analysis	NOUN
ajema-5882	273	22	.	.	PUNCT
ajema-5882	274	1	accuracy	accuracy	NOUN
ajema-5882	274	2	levels	level	NOUN
ajema-5882	274	3	and	and	CCONJ
ajema-5882	274	4	the	the	DET
ajema-5882	274	5	amount	amount	NOUN
ajema-5882	274	6	of	of	ADP
ajema-5882	274	7	data	datum	NOUN
ajema-5882	274	8	manipulation	manipulation	NOUN
ajema-5882	274	9	are	be	AUX
ajema-5882	274	10	two	two	NUM
ajema-5882	274	11	29	29	NUM
ajema-5882	274	12	journal	journal	NOUN
ajema-5882	274	13	of	of	ADP
ajema-5882	274	14	engineering	engineering	NOUN
ajema-5882	274	15	,	,	PUNCT
ajema-5882	274	16	mechanics	mechanic	NOUN
ajema-5882	274	17	and	and	CCONJ
ajema-5882	274	18	architecture	architecture	NOUN
ajema-5882	274	19	www	www	NOUN
ajema-5882	274	20	.	.	PUNCT
ajema-5882	275	1	grnjournal.us	grnjournal.us	X
ajema-5882	275	2	examples	example	NOUN
ajema-5882	275	3	of	of	ADP
ajema-5882	275	4	these	these	DET
ajema-5882	275	5	issues	issue	NOUN
ajema-5882	275	6	.	.	PUNCT
ajema-5882	276	1	there	there	PRON
ajema-5882	276	2	has	have	AUX
ajema-5882	276	3	been	be	AUX
ajema-5882	276	4	very	very	ADV
ajema-5882	276	5	little	little	ADJ
ajema-5882	276	6	development	development	NOUN
ajema-5882	276	7	in	in	ADP
ajema-5882	276	8	the	the	DET
ajema-5882	276	9	area	area	NOUN
ajema-5882	276	10	thus	thus	ADV
ajema-5882	276	11	far	far	ADV
ajema-5882	276	12	.	.	PUNCT
ajema-5882	277	1	we	we	PRON
ajema-5882	277	2	have	have	AUX
ajema-5882	277	3	described	describe	VERB
ajema-5882	277	4	the	the	DET
ajema-5882	277	5	selected	select	VERB
ajema-5882	277	6	idss	idss	NOUN
ajema-5882	277	7	and	and	CCONJ
ajema-5882	277	8	compared	compare	VERB
ajema-5882	277	9	their	their	PRON
ajema-5882	277	10	basic	basic	ADJ
ajema-5882	277	11	attributes	attribute	NOUN
ajema-5882	277	12	in	in	ADP
ajema-5882	277	13	a	a	DET
ajema-5882	277	14	table	table	NOUN
ajema-5882	277	15	(	(	PUNCT
ajema-5882	277	16	1	1	NUM
ajema-5882	277	17	)	)	PUNCT
ajema-5882	277	18	.	.	PUNCT
ajema-5882	278	1	the	the	DET
ajema-5882	278	2	majority	majority	NOUN
ajema-5882	278	3	of	of	ADP
ajema-5882	278	4	the	the	DET
ajema-5882	278	5	researchers	researcher	NOUN
ajema-5882	278	6	concentrated	concentrate	VERB
ajema-5882	278	7	on	on	ADP
ajema-5882	278	8	intrusion	intrusion	NOUN
ajema-5882	278	9	prevention	prevention	NOUN
ajema-5882	278	10	,	,	PUNCT
ajema-5882	278	11	while	while	SCONJ
ajema-5882	278	12	some	some	PRON
ajema-5882	278	13	touched	touch	VERB
ajema-5882	278	14	on	on	ADP
ajema-5882	278	15	intrusion	intrusion	NOUN
ajema-5882	278	16	detection	detection	NOUN
ajema-5882	278	17	in	in	ADP
ajema-5882	278	18	various	various	ADJ
ajema-5882	278	19	ways	way	NOUN
ajema-5882	278	20	.	.	PUNCT
ajema-5882	279	1	but	but	CCONJ
ajema-5882	279	2	just	just	ADV
ajema-5882	279	3	a	a	DET
ajema-5882	279	4	small	small	ADJ
ajema-5882	279	5	fraction	fraction	NOUN
ajema-5882	279	6	made	make	VERB
ajema-5882	279	7	use	use	NOUN
ajema-5882	279	8	of	of	ADP
ajema-5882	279	9	deep	deep	ADJ
ajema-5882	279	10	learning	learning	NOUN
ajema-5882	279	11	for	for	ADP
ajema-5882	279	12	intrusion	intrusion	NOUN
ajema-5882	279	13	detection	detection	NOUN
ajema-5882	279	14	.	.	PUNCT
ajema-5882	280	1	thus	thus	ADV
ajema-5882	280	2	,	,	PUNCT
ajema-5882	280	3	we	we	PRON
ajema-5882	280	4	are	be	AUX
ajema-5882	280	5	of	of	ADP
ajema-5882	280	6	the	the	DET
ajema-5882	280	7	opinion	opinion	NOUN
ajema-5882	280	8	that	that	SCONJ
ajema-5882	280	9	the	the	DET
ajema-5882	280	10	methods	method	NOUN
ajema-5882	280	11	and	and	CCONJ
ajema-5882	280	12	research	research	NOUN
ajema-5882	280	13	presented	present	VERB
ajema-5882	280	14	in	in	ADP
ajema-5882	280	15	this	this	DET
ajema-5882	280	16	paper	paper	NOUN
ajema-5882	280	17	may	may	AUX
ajema-5882	280	18	produce	produce	VERB
ajema-5882	280	19	reliable	reliable	ADJ
ajema-5882	280	20	outcomes	outcome	NOUN
ajema-5882	280	21	while	while	SCONJ
ajema-5882	280	22	simultaneously	simultaneously	ADV
ajema-5882	280	23	cutting	cut	VERB
ajema-5882	280	24	costs	cost	NOUN
ajema-5882	280	25	and	and	CCONJ
ajema-5882	280	26	saving	save	VERB
ajema-5882	280	27	time	time	NOUN
ajema-5882	280	28	through	through	ADP
ajema-5882	280	29	the	the	DET
ajema-5882	280	30	optimization	optimization	NOUN
ajema-5882	280	31	of	of	ADP
ajema-5882	280	32	detection	detection	NOUN
ajema-5882	280	33	accuracy	accuracy	NOUN
ajema-5882	280	34	and	and	CCONJ
ajema-5882	280	35	the	the	DET
ajema-5882	280	36	reduction	reduction	NOUN
ajema-5882	280	37	of	of	ADP
ajema-5882	280	38	false	false	ADJ
ajema-5882	280	39	alarms	alarm	NOUN
ajema-5882	280	40	.	.	PUNCT
ajema-5882	281	1	table	table	NOUN
ajema-5882	281	2	1	1	NUM
ajema-5882	282	1	no	no	NOUN
ajema-5882	282	2	author&year	author&year	ADP
ajema-5882	282	3	method	method	NOUN
ajema-5882	282	4	datset	datset	NOUN
ajema-5882	282	5	objectives	objective	NOUN
ajema-5882	282	6	advantage	advantage	NOUN
ajema-5882	282	7	drawbacks	drawback	NOUN
ajema-5882	282	8	malik	malik	VERB
ajema-5882	282	9	et	et	PROPN
ajema-5882	282	10	al.(2023	al.(2023	PROPN
ajema-5882	282	11	)	)	PUNCT
ajema-5882	282	12	anid	anid	PROPN
ajema-5882	282	13	palo	palo	PROPN
ajema-5882	282	14	alto	alto	PROPN
ajema-5882	282	15	system	system	NOUN
ajema-5882	282	16	network	network	NOUN
ajema-5882	282	17	logs	log	NOUN
ajema-5882	282	18	process	process	NOUN
ajema-5882	282	19	data	datum	NOUN
ajema-5882	282	20	more	more	ADV
ajema-5882	282	21	quickly	quickly	ADV
ajema-5882	282	22	.	.	PUNCT
ajema-5882	283	1	processing	process	VERB
ajema-5882	283	2	at	at	ADP
ajema-5882	283	3	a	a	DET
ajema-5882	283	4	superior	superior	ADJ
ajema-5882	283	5	speed	speed	NOUN
ajema-5882	283	6	limited	limit	VERB
ajema-5882	283	7	to	to	ADP
ajema-5882	283	8	specific	specific	ADJ
ajema-5882	283	9	regions	region	NOUN
ajema-5882	283	10	of	of	ADP
ajema-5882	283	11	the	the	DET
ajema-5882	283	12	network	network	NOUN
ajema-5882	283	13	roger	roger	PROPN
ajema-5882	283	14	et	et	PROPN
ajema-5882	283	15	al.(2023	al.(2023	PROPN
ajema-5882	283	16	)	)	PUNCT
ajema-5882	283	17	rl	rl	X
ajema-5882	283	18	-	-	PUNCT
ajema-5882	283	19	based	base	VERB
ajema-5882	283	20	i	i	PROPN
ajema-5882	283	21	d	d	PROPN
ajema-5882	283	22	8	8	NUM
ajema-5882	283	23	tb	tb	ADP
ajema-5882	283	24	real	real	ADJ
ajema-5882	283	25	network	network	NOUN
ajema-5882	283	26	traffic	traffic	NOUN
ajema-5882	283	27	data	datum	NOUN
ajema-5882	283	28	reduced	reduce	VERB
ajema-5882	283	29	quantity	quantity	NOUN
ajema-5882	283	30	of	of	ADP
ajema-5882	283	31	computing	compute	VERB
ajema-5882	283	32	resources	resource	NOUN
ajema-5882	283	33	accuracy	accuracy	NOUN
ajema-5882	283	34	and	and	CCONJ
ajema-5882	283	35	high	high	ADJ
ajema-5882	283	36	reliability	reliability	NOUN
ajema-5882	283	37	utilized	utilize	VERB
ajema-5882	283	38	a	a	DET
ajema-5882	283	39	single	single	ADJ
ajema-5882	283	40	dataset	dataset	NOUN
ajema-5882	283	41	,	,	PUNCT
ajema-5882	283	42	which	which	PRON
ajema-5882	283	43	makes	make	VERB
ajema-5882	283	44	it	it	PRON
ajema-5882	283	45	challenging	challenge	VERB
ajema-5882	283	46	to	to	PART
ajema-5882	283	47	transfer	transfer	VERB
ajema-5882	283	48	to	to	ADP
ajema-5882	283	49	another	another	DET
ajema-5882	283	50	dataset	dataset	NOUN
ajema-5882	283	51	afrifa	afrifa	PROPN
ajema-5882	283	52	et	et	NOUN
ajema-5882	283	53	al.(2023	al.(2023	PROPN
ajema-5882	283	54	)	)	PUNCT
ajema-5882	283	55	ml	ml	ADP
ajema-5882	283	56	techniques	technique	NOUN
ajema-5882	283	57	public	public	ADJ
ajema-5882	283	58	dataset	dataset	NOUN
ajema-5882	283	59	recognize	recognize	NOUN
ajema-5882	283	60	and	and	CCONJ
ajema-5882	283	61	avert	avert	ADJ
ajema-5882	283	62	botnet	botnet	NOUN
ajema-5882	283	63	assaults	assault	NOUN
ajema-5882	283	64	on	on	ADP
ajema-5882	283	65	interconnected	interconnected	ADJ
ajema-5882	283	66	personal	personal	ADJ
ajema-5882	283	67	computers	computer	NOUN
ajema-5882	283	68	,	,	PUNCT
ajema-5882	283	69	particularly	particularly	ADV
ajema-5882	283	70	those	those	PRON
ajema-5882	283	71	involving	involve	VERB
ajema-5882	283	72	internet	internet	NOUN
ajema-5882	283	73	of	of	ADP
ajema-5882	283	74	things	thing	NOUN
ajema-5882	283	75	devices	device	NOUN
ajema-5882	283	76	.	.	PUNCT
ajema-5882	284	1	for	for	ADP
ajema-5882	284	2	the	the	DET
ajema-5882	284	3	purpose	purpose	NOUN
ajema-5882	284	4	of	of	ADP
ajema-5882	284	5	detecting	detect	VERB
ajema-5882	284	6	botnet	botnet	NOUN
ajema-5882	284	7	attacks	attack	NOUN
ajema-5882	284	8	,	,	PUNCT
ajema-5882	284	9	the	the	DET
ajema-5882	284	10	method	method	NOUN
ajema-5882	284	11	employs	employ	VERB
ajema-5882	284	12	realtime	realtime	ADJ
ajema-5882	284	13	behavioral	behavioral	ADJ
ajema-5882	284	14	analysis	analysis	NOUN
ajema-5882	284	15	driven	drive	VERB
ajema-5882	284	16	by	by	ADP
ajema-5882	284	17	ai	ai	PROPN
ajema-5882	284	18	.	.	PUNCT
ajema-5882	285	1	for	for	ADP
ajema-5882	285	2	prompt	prompt	ADJ
ajema-5882	285	3	prevention	prevention	NOUN
ajema-5882	285	4	,	,	PUNCT
ajema-5882	285	5	this	this	PRON
ajema-5882	285	6	might	might	AUX
ajema-5882	285	7	be	be	AUX
ajema-5882	285	8	vital	vital	ADJ
ajema-5882	285	9	.	.	PUNCT
ajema-5882	286	1	the	the	DET
ajema-5882	286	2	use	use	NOUN
ajema-5882	286	3	of	of	ADP
ajema-5882	286	4	an	an	DET
ajema-5882	286	5	ensemble	ensemble	ADJ
ajema-5882	286	6	approach	approach	NOUN
ajema-5882	286	7	including	include	VERB
ajema-5882	286	8	multiple	multiple	ADJ
ajema-5882	286	9	ml	ml	NOUN
ajema-5882	286	10	models	model	NOUN
ajema-5882	286	11	may	may	AUX
ajema-5882	286	12	increase	increase	VERB
ajema-5882	286	13	the	the	DET
ajema-5882	286	14	complexity	complexity	NOUN
ajema-5882	286	15	of	of	ADP
ajema-5882	286	16	the	the	DET
ajema-5882	286	17	implementation	implementation	NOUN
ajema-5882	286	18	,	,	PUNCT
ajema-5882	286	19	calling	call	VERB
ajema-5882	286	20	for	for	ADP
ajema-5882	286	21	more	more	ADJ
ajema-5882	286	22	computational	computational	ADJ
ajema-5882	286	23	resources	resource	NOUN
ajema-5882	286	24	and	and	CCONJ
ajema-5882	286	25	expertise	expertise	NOUN
ajema-5882	286	26	.	.	PUNCT
ajema-5882	287	1	ju	ju	PROPN
ajema-5882	287	2	hyeon	hyeon	PROPN
ajema-5882	287	3	et	et	PROPN
ajema-5882	287	4	al	al	PROPN
ajema-5882	287	5	.	.	PROPN
ajema-5882	288	1	(	(	PUNCT
ajema-5882	288	2	2023	2023	NUM
ajema-5882	288	3	)	)	PUNCT
ajema-5882	288	4	ml	ml	PROPN
ajema-5882	288	5	plc	plc	PROPN
ajema-5882	288	6	network	network	NOUN
ajema-5882	288	7	packet	packet	NOUN
ajema-5882	288	8	data	datum	NOUN
ajema-5882	288	9	the	the	DET
ajema-5882	288	10	goal	goal	NOUN
ajema-5882	288	11	is	be	AUX
ajema-5882	288	12	to	to	PART
ajema-5882	288	13	develop	develop	VERB
ajema-5882	288	14	a	a	DET
ajema-5882	288	15	method	method	NOUN
ajema-5882	288	16	for	for	ADP
ajema-5882	288	17	detecting	detect	VERB
ajema-5882	288	18	anomalies	anomaly	NOUN
ajema-5882	288	19	in	in	ADP
ajema-5882	288	20	solar	solar	ADJ
ajema-5882	288	21	plant	plant	NOUN
ajema-5882	288	22	plc	plc	PROPN
ajema-5882	288	23	data	datum	NOUN
ajema-5882	288	24	that	that	PRON
ajema-5882	288	25	can	can	AUX
ajema-5882	288	26	protect	protect	VERB
ajema-5882	288	27	inverters	inverter	NOUN
ajema-5882	288	28	from	from	ADP
ajema-5882	288	29	cyber	cyber	ADJ
ajema-5882	288	30	assaults	assault	NOUN
ajema-5882	288	31	.	.	PUNCT
ajema-5882	289	1	the	the	DET
ajema-5882	289	2	random	random	ADJ
ajema-5882	289	3	forest	forest	NOUN
ajema-5882	289	4	model	model	NOUN
ajema-5882	289	5	's	's	PART
ajema-5882	289	6	ability	ability	NOUN
ajema-5882	289	7	to	to	PART
ajema-5882	289	8	detect	detect	VERB
ajema-5882	289	9	cyber	cyber	NOUN
ajema-5882	289	10	threats	threat	NOUN
ajema-5882	289	11	was	be	AUX
ajema-5882	289	12	shown	show	VERB
ajema-5882	289	13	by	by	ADP
ajema-5882	289	14	its	its	PRON
ajema-5882	289	15	remarkable	remarkable	ADJ
ajema-5882	289	16	97.36	97.36	NUM
ajema-5882	289	17	%	%	NOUN
ajema-5882	289	18	accuracy	accuracy	NOUN
ajema-5882	289	19	rate	rate	NOUN
ajema-5882	289	20	.	.	PUNCT
ajema-5882	290	1	the	the	DET
ajema-5882	290	2	model	model	NOUN
ajema-5882	290	3	's	's	PART
ajema-5882	290	4	ability	ability	NOUN
ajema-5882	290	5	to	to	PART
ajema-5882	290	6	detect	detect	VERB
ajema-5882	290	7	some	some	DET
ajema-5882	290	8	types	type	NOUN
ajema-5882	290	9	of	of	ADP
ajema-5882	290	10	attacks	attack	NOUN
ajema-5882	290	11	is	be	AUX
ajema-5882	290	12	contingent	contingent	ADJ
ajema-5882	290	13	upon	upon	SCONJ
ajema-5882	290	14	the	the	DET
ajema-5882	290	15	variety	variety	NOUN
ajema-5882	290	16	and	and	CCONJ
ajema-5882	290	17	quality	quality	NOUN
ajema-5882	290	18	of	of	ADP
ajema-5882	290	19	the	the	DET
ajema-5882	290	20	data	datum	NOUN
ajema-5882	290	21	retrieved	retrieve	VERB
ajema-5882	290	22	from	from	ADP
ajema-5882	290	23	the	the	DET
ajema-5882	290	24	network	network	NOUN
ajema-5882	290	25	packets	packet	NOUN
ajema-5882	290	26	,	,	PUNCT
ajema-5882	290	27	but	but	CCONJ
ajema-5882	290	28	it	it	PRON
ajema-5882	290	29	can	can	AUX
ajema-5882	290	30	still	still	ADV
ajema-5882	290	31	capture	capture	VERB
ajema-5882	290	32	some	some	PRON
ajema-5882	290	33	of	of	ADP
ajema-5882	290	34	them	they	PRON
ajema-5882	290	35	.	.	PUNCT
ajema-5882	291	1	amiri	amiri	PROPN
ajema-5882	291	2	et	et	PROPN
ajema-5882	291	3	al	al	PROPN
ajema-5882	291	4	2023	2023	NUM
ajema-5882	291	5	ml(cnn	ml(cnn	PROPN
ajema-5882	291	6	,	,	PUNCT
ajema-5882	291	7	rnn	rnn	PROPN
ajema-5882	291	8	,	,	PUNCT
ajema-5882	291	9	dnn	dnn	PROPN
ajema-5882	291	10	,	,	PUNCT
ajema-5882	291	11	mlp	mlp	PROPN
ajema-5882	291	12	)	)	PUNCT
ajema-5882	291	13	micromed	microme	VERB
ajema-5882	291	14	virtual	virtual	ADJ
ajema-5882	291	15	environment	environment	NOUN
ajema-5882	291	16	extreme	extreme	ADJ
ajema-5882	291	17	precision	precision	NOUN
ajema-5882	291	18	extensive	extensive	ADJ
ajema-5882	291	19	reliability	reliability	NOUN
ajema-5882	291	20	inadequate	inadequate	ADJ
ajema-5882	291	21	evaluation	evaluation	NOUN
ajema-5882	291	22	of	of	ADP
ajema-5882	291	23	the	the	DET
ajema-5882	291	24	approaches	approach	NOUN
ajema-5882	291	25	sang	sing	VERB
ajema-5882	291	26	et	et	PROPN
ajema-5882	291	27	al	al	PROPN
ajema-5882	291	28	.	.	PROPN
ajema-5882	291	29	2024	2024	NUM
ajema-5882	291	30	drl	drl	PROPN
ajema-5882	291	31	simulation	simulation	NOUN
ajema-5882	291	32	with	with	ADP
ajema-5882	291	33	real	real	ADJ
ajema-5882	291	34	scenatio	scenatio	NOUN
ajema-5882	291	35	a	a	DET
ajema-5882	291	36	realistic	realistic	ADJ
ajema-5882	291	37	improvement	improvement	NOUN
ajema-5882	291	38	in	in	ADP
ajema-5882	291	39	cps	cps	PROPN
ajema-5882	291	40	models	model	NOUN
ajema-5882	291	41	effectiveness	effectiveness	NOUN
ajema-5882	291	42	enhancement	enhancement	NOUN
ajema-5882	291	43	given	give	VERB
ajema-5882	291	44	their	their	PRON
ajema-5882	291	45	reliance	reliance	NOUN
ajema-5882	291	46	on	on	ADP
ajema-5882	291	47	similarity	similarity	NOUN
ajema-5882	291	48	,	,	PUNCT
ajema-5882	291	49	they	they	PRON
ajema-5882	291	50	may	may	AUX
ajema-5882	291	51	fail	fail	VERB
ajema-5882	291	52	to	to	PART
ajema-5882	291	53	adequately	adequately	ADV
ajema-5882	291	54	portray	portray	VERB
ajema-5882	291	55	the	the	DET
ajema-5882	291	56	intricacy	intricacy	NOUN
ajema-5882	291	57	of	of	ADP
ajema-5882	291	58	real	real	ADJ
ajema-5882	291	59	cyberthreats	cyberthreat	NOUN
ajema-5882	291	60	.	.	PUNCT
ajema-5882	292	1	soltani	soltani	PROPN
ajema-5882	292	2	et	et	PROPN
ajema-5882	292	3	al.(2024	al.(2024	NOUN
ajema-5882	292	4	)	)	PUNCT
ajema-5882	292	5	multi	multi	ADJ
ajema-5882	292	6	-	-	ADJ
ajema-5882	292	7	agent	agent	NOUN
ajema-5882	292	8	nids	nid	VERB
ajema-5882	292	9	cicid2017&csecic	cicid2017&csecic	NOUN
ajema-5882	292	10	-	-	PUNCT
ajema-5882	292	11	ids2018	ids2018	NOUN
ajema-5882	292	12	the	the	DET
ajema-5882	292	13	objective	objective	NOUN
ajema-5882	292	14	is	be	AUX
ajema-5882	292	15	to	to	PART
ajema-5882	292	16	enable	enable	VERB
ajema-5882	292	17	a	a	DET
ajema-5882	292	18	distributed	distribute	VERB
ajema-5882	292	19	ids	id	NOUN
ajema-5882	292	20	architecture	architecture	NOUN
ajema-5882	292	21	that	that	PRON
ajema-5882	292	22	improves	improve	VERB
ajema-5882	292	23	detection	detection	NOUN
ajema-5882	292	24	accuracy	accuracy	NOUN
ajema-5882	292	25	and	and	CCONJ
ajema-5882	292	26	tackles	tackle	VERB
ajema-5882	292	27	big	big	ADJ
ajema-5882	292	28	data	data	NOUN
ajema-5882	292	29	challenges	challenge	NOUN
ajema-5882	292	30	by	by	ADP
ajema-5882	292	31	utilizing	utilize	VERB
ajema-5882	292	32	observations	observation	NOUN
ajema-5882	292	33	from	from	ADP
ajema-5882	292	34	several	several	ADJ
ajema-5882	292	35	sensors	sensor	NOUN
ajema-5882	292	36	.	.	PUNCT
ajema-5882	293	1	its	its	PRON
ajema-5882	293	2	distributed	distribute	VERB
ajema-5882	293	3	detection	detection	NOUN
ajema-5882	293	4	function	function	NOUN
ajema-5882	293	5	allows	allow	VERB
ajema-5882	293	6	it	it	PRON
ajema-5882	293	7	to	to	PART
ajema-5882	293	8	scale	scale	VERB
ajema-5882	293	9	for	for	ADP
ajema-5882	293	10	networks	network	NOUN
ajema-5882	293	11	with	with	ADP
ajema-5882	293	12	high	high	ADJ
ajema-5882	293	13	throughput	throughput	NOUN
ajema-5882	293	14	.	.	PUNCT
ajema-5882	294	1	the	the	DET
ajema-5882	294	2	use	use	NOUN
ajema-5882	294	3	of	of	ADP
ajema-5882	294	4	multi	multi	ADJ
ajema-5882	294	5	-	-	ADJ
ajema-5882	294	6	agent	agent	ADJ
ajema-5882	294	7	systems	system	NOUN
ajema-5882	294	8	allows	allow	VERB
ajema-5882	294	9	for	for	ADP
ajema-5882	294	10	a	a	DET
ajema-5882	294	11	more	more	ADV
ajema-5882	294	12	complex	complex	ADJ
ajema-5882	294	13	implementation	implementation	NOUN
ajema-5882	294	14	.	.	PUNCT
ajema-5882	295	1	30	30	NUM
ajema-5882	295	2	journal	journal	NOUN
ajema-5882	295	3	of	of	ADP
ajema-5882	295	4	engineering	engineering	NOUN
ajema-5882	295	5	,	,	PUNCT
ajema-5882	295	6	mechanics	mechanic	NOUN
ajema-5882	295	7	and	and	CCONJ
ajema-5882	295	8	architecture	architecture	NOUN
ajema-5882	295	9	www	www	NOUN
ajema-5882	295	10	.	.	PUNCT
ajema-5882	296	1	grnjournal.us	grnjournal.us	X
ajema-5882	296	2	to	to	PART
ajema-5882	296	3	evaluate	evaluate	VERB
ajema-5882	296	4	the	the	DET
ajema-5882	296	5	proposed	propose	VERB
ajema-5882	296	6	strategy	strategy	NOUN
ajema-5882	296	7	in	in	ADP
ajema-5882	296	8	relation	relation	NOUN
ajema-5882	296	9	to	to	ADP
ajema-5882	296	10	comparable	comparable	ADJ
ajema-5882	296	11	approaches	approach	NOUN
ajema-5882	296	12	found	find	VERB
ajema-5882	296	13	in	in	ADP
ajema-5882	296	14	the	the	DET
ajema-5882	296	15	literature	literature	NOUN
ajema-5882	296	16	,	,	PUNCT
ajema-5882	296	17	table	table	NOUN
ajema-5882	296	18	1	1	NUM
ajema-5882	296	19	summarizes	summarize	NOUN
ajema-5882	296	20	the	the	DET
ajema-5882	296	21	main	main	ADJ
ajema-5882	296	22	points	point	NOUN
ajema-5882	296	23	.	.	PUNCT
ajema-5882	297	1	these	these	DET
ajema-5882	297	2	features	feature	NOUN
ajema-5882	297	3	are	be	AUX
ajema-5882	297	4	linked	link	VERB
ajema-5882	297	5	to	to	ADP
ajema-5882	297	6	three	three	NUM
ajema-5882	297	7	things	thing	NOUN
ajema-5882	297	8	:	:	PUNCT
ajema-5882	297	9	(	(	PUNCT
ajema-5882	297	10	1	1	X
ajema-5882	297	11	)	)	PUNCT
ajema-5882	297	12	the	the	DET
ajema-5882	297	13	security	security	NOUN
ajema-5882	297	14	singh	singh	PROPN
ajema-5882	297	15	et	et	PROPN
ajema-5882	297	16	al.(2024	al.(2024	NOUN
ajema-5882	297	17	)	)	PUNCT
ajema-5882	297	18	drl	drl	PROPN
ajema-5882	297	19	nsl	nsl	PROPN
ajema-5882	297	20	-	-	PUNCT
ajema-5882	297	21	kdd	kdd	PROPN
ajema-5882	297	22	the	the	DET
ajema-5882	297	23	system	system	NOUN
ajema-5882	297	24	penalizes	penalize	VERB
ajema-5882	297	25	false	false	ADJ
ajema-5882	297	26	positives	positive	NOUN
ajema-5882	297	27	in	in	ADP
ajema-5882	297	28	an	an	DET
ajema-5882	297	29	effort	effort	NOUN
ajema-5882	297	30	to	to	PART
ajema-5882	297	31	improve	improve	VERB
ajema-5882	297	32	accuracy	accuracy	NOUN
ajema-5882	297	33	.	.	PUNCT
ajema-5882	298	1	the	the	DET
ajema-5882	298	2	system	system	NOUN
ajema-5882	298	3	has	have	VERB
ajema-5882	298	4	the	the	DET
ajema-5882	298	5	potential	potential	NOUN
ajema-5882	298	6	to	to	PART
ajema-5882	298	7	adjust	adjust	VERB
ajema-5882	298	8	to	to	ADP
ajema-5882	298	9	upcoming	upcoming	ADJ
ajema-5882	298	10	dangers	danger	NOUN
ajema-5882	298	11	.	.	PUNCT
ajema-5882	299	1	it	it	PRON
ajema-5882	299	2	could	could	AUX
ajema-5882	299	3	be	be	AUX
ajema-5882	299	4	more	more	ADV
ajema-5882	299	5	difficult	difficult	ADJ
ajema-5882	299	6	to	to	PART
ajema-5882	299	7	execute	execute	VERB
ajema-5882	299	8	the	the	DET
ajema-5882	299	9	technique	technique	NOUN
ajema-5882	299	10	.	.	PUNCT
ajema-5882	300	1	jeffrey	jeffrey	PROPN
ajema-5882	300	2	et	et	PROPN
ajema-5882	300	3	al.(2024	al.(2024	NOUN
ajema-5882	300	4	)	)	PUNCT
ajema-5882	300	5	hybrid	hybrid	PROPN
ajema-5882	300	6	i	i	PROPN
ajema-5882	300	7	d	d	PROPN
ajema-5882	300	8	edge	edge	PROPN
ajema-5882	300	9	-	-	PUNCT
ajema-5882	300	10	iiotest2023	iiotest2023	PROPN
ajema-5882	300	11	&	&	CCONJ
ajema-5882	300	12	ciciot2023	ciciot2023	PROPN
ajema-5882	300	13	the	the	DET
ajema-5882	300	14	cyber	cyber	PROPN
ajema-5882	300	15	physical	physical	ADJ
ajema-5882	300	16	system	system	NOUN
ajema-5882	300	17	's	's	PART
ajema-5882	300	18	identification	identification	NOUN
ajema-5882	300	19	accuracy	accuracy	NOUN
ajema-5882	300	20	optimization	optimization	NOUN
ajema-5882	300	21	precision	precision	NOUN
ajema-5882	300	22	improvement	improvement	NOUN
ajema-5882	300	23	limited	limit	VERB
ajema-5882	300	24	possibilities	possibility	NOUN
ajema-5882	300	25	for	for	ADP
ajema-5882	300	26	knowledge	knowledge	NOUN
ajema-5882	300	27	sharing	share	VERB
ajema-5882	300	28	vincent	vincent	PROPN
ajema-5882	300	29	et	et	PROPN
ajema-5882	300	30	al.(2024	al.(2024	NOUN
ajema-5882	300	31	)	)	PUNCT
ajema-5882	300	32	dqn	dqn	PROPN
ajema-5882	300	33	&	&	CCONJ
ajema-5882	300	34	gcn	gcn	PROPN
ajema-5882	300	35	identify	identify	VERB
ajema-5882	300	36	and	and	CCONJ
ajema-5882	300	37	thwart	thwart	VERB
ajema-5882	300	38	any	any	DET
ajema-5882	300	39	dangers	danger	NOUN
ajema-5882	300	40	to	to	ADP
ajema-5882	300	41	the	the	DET
ajema-5882	300	42	integrity	integrity	NOUN
ajema-5882	300	43	of	of	ADP
ajema-5882	300	44	smart	smart	ADJ
ajema-5882	300	45	grid	grid	NOUN
ajema-5882	300	46	data	datum	NOUN
ajema-5882	300	47	,	,	PUNCT
ajema-5882	300	48	the	the	DET
ajema-5882	300	49	detection	detection	NOUN
ajema-5882	300	50	accuracy	accuracy	NOUN
ajema-5882	300	51	is	be	AUX
ajema-5882	300	52	exceptionally	exceptionally	ADV
ajema-5882	300	53	high	high	ADJ
ajema-5882	300	54	.	.	PUNCT
ajema-5882	301	1	it	it	PRON
ajema-5882	301	2	could	could	AUX
ajema-5882	301	3	be	be	AUX
ajema-5882	301	4	more	more	ADV
ajema-5882	301	5	difficult	difficult	ADJ
ajema-5882	301	6	to	to	PART
ajema-5882	301	7	execute	execute	VERB
ajema-5882	301	8	the	the	DET
ajema-5882	301	9	technique	technique	NOUN
ajema-5882	301	10	.	.	PUNCT
ajema-5882	302	1	jimsha	jimsha	PROPN
ajema-5882	302	2	k	k	PROPN
ajema-5882	302	3	et	et	PROPN
ajema-5882	302	4	.	.	PUNCT
ajema-5882	303	1	al	al	PROPN
ajema-5882	303	2	(	(	PUNCT
ajema-5882	303	3	2024	2024	NUM
ajema-5882	303	4	)	)	PUNCT
ajema-5882	303	5	pso	pso	NOUN
ajema-5882	303	6	&	&	CCONJ
ajema-5882	303	7	cnn	cnn	PROPN
ajema-5882	303	8	-	-	PROPN
ajema-5882	303	9	bi	bi	ADJ
ajema-5882	303	10	-	-	ADJ
ajema-5882	303	11	lstm	lstm	ADJ
ajema-5882	303	12	enumerated	enumerate	VERB
ajema-5882	303	13	datasets	dataset	NOUN
ajema-5882	303	14	using	use	VERB
ajema-5882	303	15	regularization	regularization	NOUN
ajema-5882	303	16	,	,	PUNCT
ajema-5882	303	17	pso	pso	NOUN
ajema-5882	303	18	,	,	PUNCT
ajema-5882	303	19	cnn	cnn	PROPN
ajema-5882	303	20	,	,	PUNCT
ajema-5882	303	21	and	and	CCONJ
ajema-5882	303	22	bilstm	bilstm	NOUN
ajema-5882	303	23	,	,	PUNCT
ajema-5882	303	24	we	we	PRON
ajema-5882	303	25	can	can	AUX
ajema-5882	303	26	improve	improve	VERB
ajema-5882	303	27	the	the	DET
ajema-5882	303	28	efficiency	efficiency	NOUN
ajema-5882	303	29	and	and	CCONJ
ajema-5882	303	30	accuracy	accuracy	NOUN
ajema-5882	303	31	of	of	ADP
ajema-5882	303	32	wsn	wsn	PROPN
ajema-5882	303	33	intrusion	intrusion	NOUN
ajema-5882	303	34	detection	detection	NOUN
ajema-5882	303	35	.	.	PUNCT
ajema-5882	304	1	when	when	SCONJ
ajema-5882	304	2	it	it	PRON
ajema-5882	304	3	comes	come	VERB
ajema-5882	304	4	time	time	NOUN
ajema-5882	304	5	to	to	PART
ajema-5882	304	6	feature	feature	VERB
ajema-5882	304	7	selection	selection	NOUN
ajema-5882	304	8	,	,	PUNCT
ajema-5882	304	9	pso	pso	NOUN
ajema-5882	304	10	increases	increase	VERB
ajema-5882	304	11	detection	detection	NOUN
ajema-5882	304	12	performance	performance	NOUN
ajema-5882	304	13	by	by	ADP
ajema-5882	304	14	removing	remove	VERB
ajema-5882	304	15	irrelevant	irrelevant	ADJ
ajema-5882	304	16	features	feature	NOUN
ajema-5882	304	17	and	and	CCONJ
ajema-5882	304	18	concentrating	concentrate	VERB
ajema-5882	304	19	on	on	ADP
ajema-5882	304	20	the	the	DET
ajema-5882	304	21	main	main	ADJ
ajema-5882	304	22	ones	one	NOUN
ajema-5882	304	23	.	.	PUNCT
ajema-5882	305	1	using	use	VERB
ajema-5882	305	2	many	many	ADJ
ajema-5882	305	3	sophisticated	sophisticated	ADJ
ajema-5882	305	4	algorithms	algorithm	NOUN
ajema-5882	305	5	(	(	PUNCT
ajema-5882	305	6	cnn	cnn	PROPN
ajema-5882	305	7	,	,	PUNCT
ajema-5882	305	8	bilstm	bilstm	NOUN
ajema-5882	305	9	,	,	PUNCT
ajema-5882	305	10	pso	pso	NOUN
ajema-5882	305	11	)	)	PUNCT
ajema-5882	305	12	increases	increase	VERB
ajema-5882	305	13	the	the	DET
ajema-5882	305	14	model	model	NOUN
ajema-5882	305	15	's	's	PART
ajema-5882	305	16	complexity	complexity	NOUN
ajema-5882	305	17	,	,	PUNCT
ajema-5882	305	18	which	which	PRON
ajema-5882	305	19	may	may	AUX
ajema-5882	305	20	increase	increase	VERB
ajema-5882	305	21	the	the	DET
ajema-5882	305	22	time	time	NOUN
ajema-5882	305	23	and	and	CCONJ
ajema-5882	305	24	resources	resource	NOUN
ajema-5882	305	25	needed	need	VERB
ajema-5882	305	26	for	for	ADP
ajema-5882	305	27	training	training	NOUN
ajema-5882	305	28	.	.	PUNCT
ajema-5882	306	1	afrah	afrah	PROPN
ajema-5882	306	2	et	et	PROPN
ajema-5882	306	3	al	al	PROPN
ajema-5882	306	4	(	(	PUNCT
ajema-5882	306	5	2024	2024	NUM
ajema-5882	306	6	)	)	PUNCT
ajema-5882	306	7	cnn	cnn	PROPN
ajema-5882	306	8	&	&	CCONJ
ajema-5882	306	9	lstm	lstm	PROPN
ajema-5882	306	10	ciciot2023	ciciot2023	PROPN
ajema-5882	306	11	&	&	CCONJ
ajema-5882	306	12	cicids2017	cicids2017	PROPN
ajema-5882	306	13	developing	develop	VERB
ajema-5882	306	14	a	a	DET
ajema-5882	306	15	hybrid	hybrid	ADJ
ajema-5882	306	16	intrusion	intrusion	NOUN
ajema-5882	306	17	detection	detection	NOUN
ajema-5882	306	18	system	system	NOUN
ajema-5882	306	19	the	the	DET
ajema-5882	306	20	model	model	NOUN
ajema-5882	306	21	that	that	PRON
ajema-5882	306	22	effectively	effectively	ADV
ajema-5882	306	23	and	and	CCONJ
ajema-5882	306	24	accurately	accurately	ADV
ajema-5882	306	25	uses	use	VERB
ajema-5882	306	26	cnn	cnn	PROPN
ajema-5882	306	27	and	and	CCONJ
ajema-5882	306	28	lstm	lstm	NOUN
ajema-5882	306	29	to	to	PART
ajema-5882	306	30	detect	detect	VERB
ajema-5882	306	31	fake	fake	ADJ
ajema-5882	306	32	iot	iot	NOUN
ajema-5882	306	33	traffic	traffic	NOUN
ajema-5882	306	34	..	..	PUNCT
ajema-5882	306	35	identifies	identify	VERB
ajema-5882	306	36	incursions	incursion	NOUN
ajema-5882	306	37	with	with	ADP
ajema-5882	306	38	an	an	DET
ajema-5882	306	39	accuracy	accuracy	NOUN
ajema-5882	306	40	of	of	ADP
ajema-5882	306	41	98.42	98.42	NUM
ajema-5882	306	42	%	%	NOUN
ajema-5882	306	43	.	.	PUNCT
ajema-5882	307	1	since	since	SCONJ
ajema-5882	307	2	the	the	DET
ajema-5882	307	3	performance	performance	NOUN
ajema-5882	307	4	is	be	AUX
ajema-5882	307	5	assessed	assess	VERB
ajema-5882	307	6	on	on	ADP
ajema-5882	307	7	specific	specific	ADJ
ajema-5882	307	8	datasets	dataset	NOUN
ajema-5882	307	9	,	,	PUNCT
ajema-5882	307	10	its	its	PRON
ajema-5882	307	11	applicability	applicability	NOUN
ajema-5882	307	12	to	to	ADP
ajema-5882	307	13	different	different	ADJ
ajema-5882	307	14	iot	iot	ADJ
ajema-5882	307	15	scenarios	scenario	NOUN
ajema-5882	307	16	or	or	CCONJ
ajema-5882	307	17	datasets	dataset	NOUN
ajema-5882	307	18	can	can	AUX
ajema-5882	307	19	be	be	AUX
ajema-5882	307	20	restricted	restrict	VERB
ajema-5882	307	21	.	.	PUNCT
ajema-5882	308	1	roya	roya	NOUN
ajema-5882	308	2	et	et	PROPN
ajema-5882	308	3	al	al	PROPN
ajema-5882	308	4	.	.	PROPN
ajema-5882	309	1	(	(	PUNCT
ajema-5882	309	2	2024	2024	NUM
ajema-5882	309	3	)	)	PUNCT
ajema-5882	309	4	lstm	lstm	NOUN
ajema-5882	309	5	cicids2017	cicids2017	NOUN
ajema-5882	309	6	develop	develop	VERB
ajema-5882	309	7	a	a	DET
ajema-5882	309	8	cutting	cutting	NOUN
ajema-5882	309	9	-	-	PUNCT
ajema-5882	309	10	edge	edge	NOUN
ajema-5882	309	11	iot	iot	PROPN
ajema-5882	309	12	intrusion	intrusion	NOUN
ajema-5882	309	13	detection	detection	NOUN
ajema-5882	309	14	solution	solution	NOUN
ajema-5882	309	15	that	that	PRON
ajema-5882	309	16	surpasses	surpass	VERB
ajema-5882	309	17	state	state	NOUN
ajema-5882	309	18	-	-	PUNCT
ajema-5882	309	19	of	of	ADP
ajema-5882	309	20	-	-	PUNCT
ajema-5882	309	21	theart	theart	NOUN
ajema-5882	309	22	methods	method	NOUN
ajema-5882	309	23	by	by	ADP
ajema-5882	309	24	leveraging	leverage	VERB
ajema-5882	309	25	deep	deep	ADJ
ajema-5882	309	26	learning	learn	VERB
ajema-5882	309	27	the	the	DET
ajema-5882	309	28	model	model	NOUN
ajema-5882	309	29	's	's	PART
ajema-5882	309	30	remarkable	remarkable	ADJ
ajema-5882	309	31	ability	ability	NOUN
ajema-5882	309	32	to	to	PART
ajema-5882	309	33	detect	detect	VERB
ajema-5882	309	34	intrusions	intrusion	NOUN
ajema-5882	309	35	was	be	AUX
ajema-5882	309	36	on	on	ADP
ajema-5882	309	37	full	full	ADJ
ajema-5882	309	38	display	display	NOUN
ajema-5882	309	39	when	when	SCONJ
ajema-5882	309	40	it	it	PRON
ajema-5882	309	41	obtained	obtain	VERB
ajema-5882	309	42	an	an	DET
ajema-5882	309	43	astounding	astounding	ADJ
ajema-5882	309	44	0.997	0.997	NUM
ajema-5882	309	45	accuracy	accuracy	NOUN
ajema-5882	309	46	on	on	ADP
ajema-5882	309	47	test	test	NOUN
ajema-5882	309	48	data	datum	NOUN
ajema-5882	309	49	.	.	PUNCT
ajema-5882	310	1	it	it	PRON
ajema-5882	310	2	may	may	AUX
ajema-5882	310	3	be	be	AUX
ajema-5882	310	4	difficult	difficult	ADJ
ajema-5882	310	5	to	to	PART
ajema-5882	310	6	generalize	generalize	VERB
ajema-5882	310	7	results	result	NOUN
ajema-5882	310	8	from	from	ADP
ajema-5882	310	9	studies	study	NOUN
ajema-5882	310	10	conducted	conduct	VERB
ajema-5882	310	11	on	on	ADP
ajema-5882	310	12	the	the	DET
ajema-5882	310	13	cicids2017	cicids2017	NOUN
ajema-5882	310	14	dataset	dataset	NOUN
ajema-5882	310	15	to	to	ADP
ajema-5882	310	16	other	other	ADJ
ajema-5882	310	17	datasets	dataset	NOUN
ajema-5882	310	18	or	or	CCONJ
ajema-5882	310	19	realworld	realworld	PROPN
ajema-5882	310	20	internet	internet	NOUN
ajema-5882	310	21	of	of	ADP
ajema-5882	310	22	things	thing	NOUN
ajema-5882	310	23	environments	environment	NOUN
ajema-5882	310	24	.	.	PUNCT
ajema-5882	311	1	m.tuaama	m.tuaama	NOUN
ajema-5882	311	2	(	(	PUNCT
ajema-5882	311	3	2024	2024	NUM
ajema-5882	311	4	)	)	PUNCT
ajema-5882	311	5	dnn	dnn	PROPN
ajema-5882	311	6	sdn	sdn	PROPN
ajema-5882	311	7	-	-	PUNCT
ajema-5882	311	8	iot	iot	VERB
ajema-5882	311	9	the	the	DET
ajema-5882	311	10	importance	importance	NOUN
ajema-5882	311	11	of	of	ADP
ajema-5882	311	12	using	use	VERB
ajema-5882	311	13	deep	deep	ADJ
ajema-5882	311	14	neural	neural	ADJ
ajema-5882	311	15	networks	network	NOUN
ajema-5882	311	16	(	(	PUNCT
ajema-5882	311	17	dnn	dnn	PROPN
ajema-5882	311	18	)	)	PUNCT
ajema-5882	311	19	to	to	PART
ajema-5882	311	20	detect	detect	VERB
ajema-5882	311	21	network	network	NOUN
ajema-5882	311	22	attacks	attack	NOUN
ajema-5882	311	23	,	,	PUNCT
ajema-5882	311	24	classify	classify	VERB
ajema-5882	311	25	anomalies	anomaly	NOUN
ajema-5882	311	26	,	,	PUNCT
ajema-5882	311	27	and	and	CCONJ
ajema-5882	311	28	enhance	enhance	VERB
ajema-5882	311	29	the	the	DET
ajema-5882	311	30	protection	protection	NOUN
ajema-5882	311	31	of	of	ADP
ajema-5882	311	32	iot	iot	ADJ
ajema-5882	311	33	devices	device	NOUN
ajema-5882	311	34	in	in	ADP
ajema-5882	311	35	healthcare	healthcare	NOUN
ajema-5882	311	36	environments	environment	NOUN
ajema-5882	311	37	.	.	PUNCT
ajema-5882	312	1	enhanced	enhanced	ADJ
ajema-5882	312	2	diagnostics	diagnostic	NOUN
ajema-5882	312	3	:	:	PUNCT
ajema-5882	312	4	iot	iot	PROPN
ajema-5882	312	5	enables	enable	VERB
ajema-5882	312	6	the	the	DET
ajema-5882	312	7	collection	collection	NOUN
ajema-5882	312	8	of	of	ADP
ajema-5882	312	9	a	a	DET
ajema-5882	312	10	wide	wide	ADJ
ajema-5882	312	11	range	range	NOUN
ajema-5882	312	12	of	of	ADP
ajema-5882	312	13	health	health	NOUN
ajema-5882	312	14	-	-	PUNCT
ajema-5882	312	15	related	relate	VERB
ajema-5882	312	16	metrics	metric	NOUN
ajema-5882	312	17	,	,	PUNCT
ajema-5882	312	18	providing	provide	VERB
ajema-5882	312	19	a	a	DET
ajema-5882	312	20	comprehensive	comprehensive	ADJ
ajema-5882	312	21	view	view	NOUN
ajema-5882	312	22	of	of	ADP
ajema-5882	312	23	patient	patient	ADJ
ajema-5882	312	24	health	health	NOUN
ajema-5882	312	25	.	.	PUNCT
ajema-5882	313	1	complexity	complexity	NOUN
ajema-5882	313	2	in	in	ADP
ajema-5882	313	3	model	model	NOUN
ajema-5882	313	4	selection	selection	NOUN
ajema-5882	313	5	:	:	PUNCT
ajema-5882	313	6	the	the	DET
ajema-5882	313	7	success	success	NOUN
ajema-5882	313	8	of	of	ADP
ajema-5882	313	9	deep	deep	ADJ
ajema-5882	313	10	learning	learning	NOUN
ajema-5882	313	11	models	model	NOUN
ajema-5882	313	12	relies	rely	VERB
ajema-5882	313	13	heavily	heavily	ADV
ajema-5882	313	14	on	on	ADP
ajema-5882	313	15	selecting	select	VERB
ajema-5882	313	16	the	the	DET
ajema-5882	313	17	right	right	ADJ
ajema-5882	313	18	architecture	architecture	NOUN
ajema-5882	313	19	,	,	PUNCT
ajema-5882	313	20	making	make	VERB
ajema-5882	313	21	it	it	PRON
ajema-5882	313	22	challenging	challenging	ADJ
ajema-5882	313	23	to	to	PART
ajema-5882	313	24	ensure	ensure	VERB
ajema-5882	313	25	consistent	consistent	ADJ
ajema-5882	313	26	reliability	reliability	NOUN
ajema-5882	313	27	across	across	ADP
ajema-5882	313	28	different	different	ADJ
ajema-5882	313	29	scenarios	scenario	NOUN
ajema-5882	313	30	.	.	PUNCT
ajema-5882	314	1	31	31	NUM
ajema-5882	314	2	journal	journal	NOUN
ajema-5882	314	3	of	of	ADP
ajema-5882	314	4	engineering	engineering	NOUN
ajema-5882	314	5	,	,	PUNCT
ajema-5882	314	6	mechanics	mechanic	NOUN
ajema-5882	314	7	and	and	CCONJ
ajema-5882	314	8	architecture	architecture	NOUN
ajema-5882	314	9	www	www	NOUN
ajema-5882	314	10	.	.	PUNCT
ajema-5882	315	1	grnjournal.us	grnjournal.us	X
ajema-5882	315	2	implementation	implementation	NOUN
ajema-5882	315	3	method	method	NOUN
ajema-5882	315	4	;	;	PUNCT
ajema-5882	315	5	(	(	PUNCT
ajema-5882	315	6	2	2	X
ajema-5882	315	7	)	)	PUNCT
ajema-5882	315	8	the	the	DET
ajema-5882	315	9	dataset	dataset	NOUN
ajema-5882	315	10	used	use	VERB
ajema-5882	315	11	with	with	ADP
ajema-5882	315	12	this	this	DET
ajema-5882	315	13	algorithm	algorithm	NOUN
ajema-5882	315	14	;	;	PUNCT
ajema-5882	315	15	and	and	CCONJ
ajema-5882	315	16	(	(	PUNCT
ajema-5882	315	17	3	3	X
ajema-5882	315	18	)	)	PUNCT
ajema-5882	315	19	the	the	DET
ajema-5882	315	20	model	model	NOUN
ajema-5882	315	21	's	's	PART
ajema-5882	315	22	advantages	advantage	NOUN
ajema-5882	315	23	and	and	CCONJ
ajema-5882	315	24	shortcomings	shortcoming	NOUN
ajema-5882	315	25	.	.	PUNCT
ajema-5882	316	1	5	5	X
ajema-5882	316	2	.	.	X
ajema-5882	316	3	methodology	methodology	NOUN
ajema-5882	316	4	here	here	ADV
ajema-5882	316	5	,	,	PUNCT
ajema-5882	316	6	we	we	PRON
ajema-5882	316	7	provide	provide	VERB
ajema-5882	316	8	a	a	DET
ajema-5882	316	9	dnn	dnn	PROPN
ajema-5882	316	10	-	-	PUNCT
ajema-5882	316	11	based	base	VERB
ajema-5882	316	12	architecture	architecture	NOUN
ajema-5882	316	13	for	for	ADP
ajema-5882	316	14	cyber	cyber	ADJ
ajema-5882	316	15	-	-	PUNCT
ajema-5882	316	16	physical	physical	ADJ
ajema-5882	316	17	systems	system	NOUN
ajema-5882	316	18	network	network	NOUN
ajema-5882	316	19	vulnerability	vulnerability	NOUN
ajema-5882	316	20	and	and	CCONJ
ajema-5882	316	21	threat	threat	NOUN
ajema-5882	316	22	detection	detection	NOUN
ajema-5882	316	23	.	.	PUNCT
ajema-5882	317	1	we	we	PRON
ajema-5882	317	2	begin	begin	VERB
ajema-5882	317	3	by	by	ADP
ajema-5882	317	4	discussing	discuss	VERB
ajema-5882	317	5	the	the	DET
ajema-5882	317	6	framework	framework	NOUN
ajema-5882	317	7	's	's	PART
ajema-5882	317	8	main	main	ADJ
ajema-5882	317	9	workflow	workflow	NOUN
ajema-5882	317	10	and	and	CCONJ
ajema-5882	317	11	then	then	ADV
ajema-5882	317	12	examine	examine	VERB
ajema-5882	317	13	the	the	DET
ajema-5882	317	14	evaluation	evaluation	NOUN
ajema-5882	317	15	of	of	ADP
ajema-5882	317	16	each	each	DET
ajema-5882	317	17	step	step	NOUN
ajema-5882	317	18	and	and	CCONJ
ajema-5882	317	19	its	its	PRON
ajema-5882	317	20	important	important	ADJ
ajema-5882	317	21	contributions	contribution	NOUN
ajema-5882	317	22	.	.	PUNCT
ajema-5882	318	1	5.1	5.1	NUM
ajema-5882	318	2	.	.	PUNCT
ajema-5882	319	1	the	the	DET
ajema-5882	319	2	suggested	suggest	VERB
ajema-5882	319	3	framework	framework	NOUN
ajema-5882	319	4	's	's	PART
ajema-5882	319	5	workflow	workflow	NOUN
ajema-5882	319	6	it	it	PRON
ajema-5882	319	7	consists	consist	VERB
ajema-5882	319	8	of	of	ADP
ajema-5882	319	9	five	five	NUM
ajema-5882	319	10	primary	primary	ADJ
ajema-5882	319	11	steps	step	NOUN
ajema-5882	319	12	:	:	PUNCT
ajema-5882	319	13	extracting	extract	VERB
ajema-5882	319	14	useful	useful	ADJ
ajema-5882	319	15	data	datum	NOUN
ajema-5882	319	16	via	via	ADP
ajema-5882	319	17	preprocessing	preprocessing	NOUN
ajema-5882	319	18	,	,	PUNCT
ajema-5882	319	19	maintaining	maintain	VERB
ajema-5882	319	20	class	class	NOUN
ajema-5882	319	21	equilibrium	equilibrium	NOUN
ajema-5882	319	22	through	through	ADP
ajema-5882	319	23	augmented	augment	VERB
ajema-5882	319	24	data	datum	NOUN
ajema-5882	319	25	,	,	PUNCT
ajema-5882	319	26	and	and	CCONJ
ajema-5882	319	27	discovering	discover	VERB
ajema-5882	319	28	optimal	optimal	ADJ
ajema-5882	319	29	characteristics	characteristic	NOUN
ajema-5882	319	30	through	through	ADP
ajema-5882	319	31	feature	feature	NOUN
ajema-5882	319	32	selection	selection	NOUN
ajema-5882	319	33	.	.	PUNCT
ajema-5882	320	1	step	step	NOUN
ajema-5882	320	2	one	one	NUM
ajema-5882	320	3	is	be	AUX
ajema-5882	320	4	to	to	PART
ajema-5882	320	5	prepare	prepare	VERB
ajema-5882	320	6	the	the	DET
ajema-5882	320	7	features	feature	NOUN
ajema-5882	320	8	for	for	ADP
ajema-5882	320	9	encoding	encoding	NOUN
ajema-5882	320	10	and	and	CCONJ
ajema-5882	320	11	dataset	dataset	ADJ
ajema-5882	320	12	segmentation	segmentation	NOUN
ajema-5882	320	13	.	.	PUNCT
ajema-5882	321	1	step	step	NOUN
ajema-5882	321	2	two	two	NUM
ajema-5882	321	3	is	be	AUX
ajema-5882	321	4	to	to	PART
ajema-5882	321	5	train	train	VERB
ajema-5882	321	6	and	and	CCONJ
ajema-5882	321	7	evaluate	evaluate	VERB
ajema-5882	321	8	the	the	DET
ajema-5882	321	9	dnn	dnn	PROPN
ajema-5882	321	10	model	model	NOUN
ajema-5882	321	11	.	.	PUNCT
ajema-5882	322	1	figure	figure	NOUN
ajema-5882	322	2	1	1	NUM
ajema-5882	322	3	shows	show	VERB
ajema-5882	322	4	the	the	DET
ajema-5882	322	5	proposed	propose	VERB
ajema-5882	322	6	system	system	NOUN
ajema-5882	322	7	's	's	PART
ajema-5882	322	8	procedure	procedure	NOUN
ajema-5882	322	9	flow	flow	NOUN
ajema-5882	322	10	.	.	PUNCT
ajema-5882	323	1	each	each	PRON
ajema-5882	323	2	of	of	ADP
ajema-5882	323	3	these	these	DET
ajema-5882	323	4	procedures	procedure	NOUN
ajema-5882	323	5	will	will	AUX
ajema-5882	323	6	have	have	VERB
ajema-5882	323	7	its	its	PRON
ajema-5882	323	8	operational	operational	ADJ
ajema-5882	323	9	basics	basic	NOUN
ajema-5882	323	10	explained	explain	VERB
ajema-5882	323	11	in	in	ADP
ajema-5882	323	12	great	great	ADJ
ajema-5882	323	13	depth	depth	NOUN
ajema-5882	323	14	.	.	PUNCT
ajema-5882	324	1	preprocessing	preprocesse	VERB
ajema-5882	324	2	data	datum	NOUN
ajema-5882	324	3	:	:	PUNCT
ajema-5882	324	4	we	we	PRON
ajema-5882	324	5	begin	begin	VERB
ajema-5882	324	6	by	by	ADP
ajema-5882	324	7	collecting	collect	VERB
ajema-5882	324	8	raw	raw	ADJ
ajema-5882	324	9	network	network	NOUN
ajema-5882	324	10	data	datum	NOUN
ajema-5882	324	11	with	with	ADP
ajema-5882	324	12	the	the	DET
ajema-5882	324	13	networking	network	VERB
ajema-5882	324	14	analysis	analysis	NOUN
ajema-5882	324	15	tool	tool	NOUN
ajema-5882	324	16	.	.	PUNCT
ajema-5882	325	1	after	after	ADP
ajema-5882	325	2	that	that	PRON
ajema-5882	325	3	,	,	PUNCT
ajema-5882	325	4	we	we	PRON
ajema-5882	325	5	extract	extract	VERB
ajema-5882	325	6	attributes	attribute	NOUN
ajema-5882	325	7	from	from	ADP
ajema-5882	325	8	the	the	DET
ajema-5882	325	9	packets	packet	NOUN
ajema-5882	325	10	.	.	PUNCT
ajema-5882	326	1	after	after	ADP
ajema-5882	326	2	discarding	discard	VERB
ajema-5882	326	3	unnecessary	unnecessary	ADJ
ajema-5882	326	4	packets	packet	NOUN
ajema-5882	326	5	from	from	ADP
ajema-5882	326	6	the	the	DET
ajema-5882	326	7	dataset	dataset	NOUN
ajema-5882	326	8	,	,	PUNCT
ajema-5882	326	9	we	we	PRON
ajema-5882	326	10	gather	gather	VERB
ajema-5882	326	11	samples	sample	NOUN
ajema-5882	326	12	of	of	ADP
ajema-5882	326	13	classes	class	NOUN
ajema-5882	326	14	inside	inside	ADP
ajema-5882	326	15	it	it	PRON
ajema-5882	326	16	.	.	PUNCT
ajema-5882	327	1	using	use	VERB
ajema-5882	327	2	the	the	DET
ajema-5882	327	3	encoding	encoding	NOUN
ajema-5882	327	4	method	method	NOUN
ajema-5882	327	5	,	,	PUNCT
ajema-5882	327	6	we	we	PRON
ajema-5882	327	7	converted	convert	VERB
ajema-5882	327	8	the	the	DET
ajema-5882	327	9	symbolic	symbolic	ADJ
ajema-5882	327	10	data	datum	NOUN
ajema-5882	327	11	to	to	ADP
ajema-5882	327	12	integers	integer	NOUN
ajema-5882	327	13	,	,	PUNCT
ajema-5882	327	14	and	and	CCONJ
ajema-5882	327	15	then	then	ADV
ajema-5882	327	16	we	we	PRON
ajema-5882	327	17	used	use	VERB
ajema-5882	327	18	minmax	minmax	PROPN
ajema-5882	327	19	standardization	standardization	NOUN
ajema-5882	327	20	to	to	PART
ajema-5882	327	21	ensure	ensure	VERB
ajema-5882	327	22	that	that	SCONJ
ajema-5882	327	23	all	all	PRON
ajema-5882	327	24	of	of	ADP
ajema-5882	327	25	the	the	DET
ajema-5882	327	26	numerical	numerical	ADJ
ajema-5882	327	27	values	value	NOUN
ajema-5882	327	28	in	in	ADP
ajema-5882	327	29	the	the	DET
ajema-5882	327	30	dataset	dataset	NOUN
ajema-5882	327	31	were	be	AUX
ajema-5882	327	32	consistent	consistent	ADJ
ajema-5882	327	33	.	.	PUNCT
ajema-5882	328	1			ADJ
ajema-5882	328	2	symbolic	symbolic	ADJ
ajema-5882	328	3	encoding	encoding	NOUN
ajema-5882	328	4	:	:	PUNCT
ajema-5882	328	5	features	feature	NOUN
ajema-5882	328	6	that	that	PRON
ajema-5882	328	7	fall	fall	VERB
ajema-5882	328	8	within	within	ADP
ajema-5882	328	9	the	the	DET
ajema-5882	328	10	category	category	NOUN
ajema-5882	328	11	of	of	ADP
ajema-5882	328	12	:	:	PUNCT
ajema-5882	328	13	𝑋𝑒𝑛𝑐𝑜𝑑𝑒𝑑	𝑋𝑒𝑛𝑐𝑜𝑑𝑒𝑑	PROPN
ajema-5882	328	14	=	=	PUNCT
ajema-5882	328	15	𝑒𝑛𝑐𝑜𝑑𝑒(𝑋𝑐𝑎𝑡𝑒𝑔𝑜𝑟𝑖𝑐𝑎𝑙	𝑒𝑛𝑐𝑜𝑑𝑒(𝑋𝑐𝑎𝑡𝑒𝑔𝑜𝑟𝑖𝑐𝑎𝑙	PROPN
ajema-5882	328	16	)	)	PUNCT
ajema-5882	328	17	…	…	PUNCT
ajema-5882	328	18	…	…	PUNCT
ajema-5882	328	19	(	(	PUNCT
ajema-5882	328	20	1	1	NUM
ajema-5882	328	21	)	)	PUNCT
ajema-5882	328	22			ADJ
ajema-5882	328	23	normalization	normalization	NOUN
ajema-5882	328	24	using	use	VERB
ajema-5882	328	25	min	min	PROPN
ajema-5882	328	26	-	-	PUNCT
ajema-5882	328	27	max	max	NOUN
ajema-5882	328	28	:	:	PUNCT
ajema-5882	328	29	with	with	ADP
ajema-5882	328	30	regard	regard	NOUN
ajema-5882	328	31	to	to	ADP
ajema-5882	328	32	continuous	continuous	ADJ
ajema-5882	328	33	features	feature	NOUN
ajema-5882	328	34	:	:	PUNCT
ajema-5882	328	35	𝑋	𝑋	NOUN
ajema-5882	328	36	!	!	PUNCT
ajema-5882	328	37	=	=	PUNCT
ajema-5882	329	1	𝑋−𝑋𝑚𝑖𝑛	𝑋−𝑋𝑚𝑖𝑛	PROPN
ajema-5882	329	2	𝑋𝑚𝑎𝑥−𝑋𝑚𝑖𝑛	𝑋𝑚𝑎𝑥−𝑋𝑚𝑖𝑛	PROPN
ajema-5882	329	3	…	…	PUNCT
ajema-5882	329	4	…	…	PUNCT
ajema-5882	329	5	…	…	PUNCT
ajema-5882	329	6	…	…	PUNCT
ajema-5882	329	7	…	…	PUNCT
ajema-5882	329	8	…	…	PUNCT
ajema-5882	329	9	…	…	PUNCT
ajema-5882	329	10	…	…	PUNCT
ajema-5882	329	11	…	…	PUNCT
ajema-5882	329	12	..	..	PUNCT
ajema-5882	329	13	(	(	PUNCT
ajema-5882	329	14	2	2	X
ajema-5882	329	15	)	)	PUNCT
ajema-5882	329	16	data	datum	NOUN
ajema-5882	329	17	augmentation	augmentation	NOUN
ajema-5882	329	18	:	:	PUNCT
ajema-5882	329	19	imbalanced	imbalanced	ADJ
ajema-5882	329	20	data	datum	NOUN
ajema-5882	329	21	occurs	occur	VERB
ajema-5882	329	22	when	when	SCONJ
ajema-5882	329	23	the	the	DET
ajema-5882	329	24	sample	sample	NOUN
ajema-5882	329	25	sizes	size	NOUN
ajema-5882	329	26	of	of	ADP
ajema-5882	329	27	each	each	DET
ajema-5882	329	28	class	class	NOUN
ajema-5882	329	29	are	be	AUX
ajema-5882	329	30	not	not	PART
ajema-5882	329	31	evenly	evenly	ADV
ajema-5882	329	32	distributed	distribute	VERB
ajema-5882	329	33	,	,	PUNCT
ajema-5882	329	34	resulting	result	VERB
ajema-5882	329	35	in	in	ADP
ajema-5882	329	36	data	datum	NOUN
ajema-5882	329	37	skewness	skewness	NOUN
ajema-5882	329	38	that	that	PRON
ajema-5882	329	39	biases	bias	VERB
ajema-5882	329	40	the	the	DET
ajema-5882	329	41	model	model	NOUN
ajema-5882	329	42	towards	towards	ADP
ajema-5882	329	43	a	a	DET
ajema-5882	329	44	class	class	NOUN
ajema-5882	329	45	with	with	ADP
ajema-5882	329	46	a	a	DET
ajema-5882	329	47	more	more	ADV
ajema-5882	329	48	significant	significant	ADJ
ajema-5882	329	49	amounts	amount	NOUN
ajema-5882	329	50	of	of	ADP
ajema-5882	329	51	samples	sample	NOUN
ajema-5882	329	52	.	.	PUNCT
ajema-5882	330	1	resampling	resample	VERB
ajema-5882	330	2	the	the	DET
ajema-5882	330	3	training	training	NOUN
ajema-5882	330	4	data	datum	NOUN
ajema-5882	330	5	before	before	SCONJ
ajema-5882	330	6	classification	classification	NOUN
ajema-5882	330	7	helps	help	VERB
ajema-5882	330	8	to	to	PART
ajema-5882	330	9	reduce	reduce	VERB
ajema-5882	330	10	class	class	NOUN
ajema-5882	330	11	imbalance	imbalance	NOUN
ajema-5882	330	12	.	.	PUNCT
ajema-5882	331	1	oversampling	oversample	VERB
ajema-5882	331	2	requires	require	VERB
ajema-5882	331	3	increasing	increase	VERB
ajema-5882	331	4	the	the	DET
ajema-5882	331	5	number	number	NOUN
ajema-5882	331	6	of	of	ADP
ajema-5882	331	7	samples	sample	NOUN
ajema-5882	331	8	from	from	ADP
ajema-5882	331	9	minority	minority	NOUN
ajema-5882	331	10	classes	class	NOUN
ajema-5882	331	11	,	,	PUNCT
ajema-5882	331	12	whereas	whereas	SCONJ
ajema-5882	331	13	undersampling	undersampling	ADJ
ajema-5882	331	14	involves	involve	VERB
ajema-5882	331	15	decreasing	decrease	VERB
ajema-5882	331	16	the	the	DET
ajema-5882	331	17	number	number	NOUN
ajema-5882	331	18	of	of	ADP
ajema-5882	331	19	samples	sample	NOUN
ajema-5882	331	20	from	from	ADP
ajema-5882	331	21	majority	majority	NOUN
ajema-5882	331	22	classes	class	NOUN
ajema-5882	331	23	.	.	PUNCT
ajema-5882	332	1	researchers	researcher	NOUN
ajema-5882	332	2	are	be	AUX
ajema-5882	332	3	using	use	VERB
ajema-5882	332	4	the	the	DET
ajema-5882	332	5	oversampling	oversample	VERB
ajema-5882	332	6	approach	approach	NOUN
ajema-5882	332	7	;	;	PUNCT
ajema-5882	332	8	nevertheless	nevertheless	ADV
ajema-5882	332	9	,	,	PUNCT
ajema-5882	332	10	it	it	PRON
ajema-5882	332	11	leads	lead	VERB
ajema-5882	332	12	to	to	ADP
ajema-5882	332	13	the	the	DET
ajema-5882	332	14	problem	problem	NOUN
ajema-5882	332	15	of	of	ADP
ajema-5882	332	16	overfitting	overfitte	VERB
ajema-5882	332	17	owing	owe	VERB
ajema-5882	332	18	to	to	ADP
ajema-5882	332	19	the	the	DET
ajema-5882	332	20	redundancy	redundancy	NOUN
ajema-5882	332	21	of	of	ADP
ajema-5882	332	22	the	the	DET
ajema-5882	332	23	data	datum	NOUN
ajema-5882	332	24	obtained	obtain	VERB
ajema-5882	332	25	from	from	ADP
ajema-5882	332	26	oversampling	oversample	VERB
ajema-5882	332	27	[	[	X
ajema-5882	332	28	22	22	NUM
ajema-5882	332	29	]	]	PUNCT
ajema-5882	332	30	.	.	PUNCT
ajema-5882	333	1	the	the	DET
ajema-5882	333	2	synthetic	synthetic	ADJ
ajema-5882	333	3	minority	minority	NOUN
ajema-5882	333	4	oversampling	oversample	VERB
ajema-5882	333	5	technique	technique	NOUN
ajema-5882	333	6	(	(	PUNCT
ajema-5882	333	7	smote	smote	NOUN
ajema-5882	333	8	)	)	PUNCT
ajema-5882	333	9	generates	generate	VERB
ajema-5882	333	10	new	new	ADJ
ajema-5882	333	11	samples	sample	NOUN
ajema-5882	333	12	by	by	ADP
ajema-5882	333	13	picking	pick	VERB
ajema-5882	333	14	instances	instance	NOUN
ajema-5882	333	15	from	from	ADP
ajema-5882	333	16	the	the	DET
ajema-5882	333	17	minority	minority	NOUN
ajema-5882	333	18	class	class	NOUN
ajema-5882	333	19	,	,	PUNCT
ajema-5882	333	20	but	but	CCONJ
ajema-5882	333	21	it	it	PRON
ajema-5882	333	22	also	also	ADV
ajema-5882	333	23	produces	produce	VERB
ajema-5882	333	24	noise	noise	NOUN
ajema-5882	333	25	and	and	CCONJ
ajema-5882	333	26	class	class	NOUN
ajema-5882	333	27	overlap	overlap	NOUN
ajema-5882	333	28	.	.	PUNCT
ajema-5882	334	1	recent	recent	ADJ
ajema-5882	334	2	advancements	advancement	NOUN
ajema-5882	334	3	in	in	ADP
ajema-5882	334	4	generative	generative	ADJ
ajema-5882	334	5	adversarial	adversarial	ADJ
ajema-5882	334	6	networks	network	NOUN
ajema-5882	334	7	(	(	PUNCT
ajema-5882	334	8	gans	gan	NOUN
ajema-5882	334	9	)	)	PUNCT
ajema-5882	334	10	utilize	utilize	VERB
ajema-5882	334	11	neural	neural	ADJ
ajema-5882	334	12	networks	network	NOUN
ajema-5882	334	13	to	to	PART
ajema-5882	334	14	produce	produce	VERB
ajema-5882	334	15	synthetic	synthetic	ADJ
ajema-5882	334	16	data	datum	NOUN
ajema-5882	334	17	that	that	PRON
ajema-5882	334	18	closely	closely	ADV
ajema-5882	334	19	resembles	resemble	VERB
ajema-5882	334	20	original	original	ADJ
ajema-5882	334	21	datasets	dataset	NOUN
ajema-5882	334	22	[	[	X
ajema-5882	334	23	23	23	NUM
ajema-5882	334	24	]	]	PUNCT
ajema-5882	334	25	.	.	PUNCT
ajema-5882	335	1	because	because	SCONJ
ajema-5882	335	2	gans	gan	NOUN
ajema-5882	335	3	permit	permit	PROPN
ajema-5882	335	4	model	model	NOUN
ajema-5882	335	5	adjustment	adjustment	NOUN
ajema-5882	335	6	,	,	PUNCT
ajema-5882	335	7	which	which	PRON
ajema-5882	335	8	aids	aid	VERB
ajema-5882	335	9	in	in	ADP
ajema-5882	335	10	developing	develop	VERB
ajema-5882	335	11	an	an	DET
ajema-5882	335	12	accurate	accurate	ADJ
ajema-5882	335	13	model	model	NOUN
ajema-5882	335	14	,	,	PUNCT
ajema-5882	335	15	and	and	CCONJ
ajema-5882	335	16	because	because	SCONJ
ajema-5882	335	17	they	they	PRON
ajema-5882	335	18	avoid	avoid	VERB
ajema-5882	335	19	overfitting	overfitte	VERB
ajema-5882	335	20	,	,	PUNCT
ajema-5882	335	21	and	and	CCONJ
ajema-5882	335	22	class	class	NOUN
ajema-5882	335	23	overlap	overlap	NOUN
ajema-5882	335	24	,	,	PUNCT
ajema-5882	335	25	as	as	ADV
ajema-5882	335	26	well	well	ADV
ajema-5882	335	27	as	as	ADP
ajema-5882	335	28	noise	noise	NOUN
ajema-5882	335	29	problems	problem	NOUN
ajema-5882	335	30	,	,	PUNCT
ajema-5882	335	31	they	they	PRON
ajema-5882	335	32	are	be	AUX
ajema-5882	335	33	superior	superior	ADJ
ajema-5882	335	34	to	to	ADP
ajema-5882	335	35	other	other	ADJ
ajema-5882	335	36	traditional	traditional	ADJ
ajema-5882	335	37	approaches	approach	NOUN
ajema-5882	335	38	like	like	ADP
ajema-5882	335	39	smote	smote	NOUN
ajema-5882	335	40	[	[	X
ajema-5882	335	41	24	24	NUM
ajema-5882	335	42	]	]	PUNCT
ajema-5882	335	43	.	.	PUNCT
ajema-5882	336	1	to	to	PART
ajema-5882	336	2	ensure	ensure	VERB
ajema-5882	336	3	that	that	SCONJ
ajema-5882	336	4	the	the	DET
ajema-5882	336	5	dataset	dataset	NOUN
ajema-5882	336	6	is	be	AUX
ajema-5882	336	7	balanced	balanced	ADJ
ajema-5882	336	8	,	,	PUNCT
ajema-5882	336	9	we	we	PRON
ajema-5882	336	10	extract	extract	VERB
ajema-5882	336	11	fresh	fresh	ADJ
ajema-5882	336	12	samples	sample	NOUN
ajema-5882	336	13	from	from	ADP
ajema-5882	336	14	it	it	PRON
ajema-5882	336	15	.	.	PUNCT
ajema-5882	337	1	with	with	ADP
ajema-5882	337	2	gans	gan	NOUN
ajema-5882	337	3	,	,	PUNCT
ajema-5882	337	4	we	we	PRON
ajema-5882	337	5	are	be	AUX
ajema-5882	337	6	able	able	ADJ
ajema-5882	337	7	to	to	PART
ajema-5882	337	8	raise	raise	VERB
ajema-5882	337	9	the	the	DET
ajema-5882	337	10	packet	packet	NOUN
ajema-5882	337	11	count	count	NOUN
ajema-5882	337	12	for	for	ADP
ajema-5882	337	13	the	the	DET
ajema-5882	337	14	minority	minority	NOUN
ajema-5882	337	15	attack	attack	NOUN
ajema-5882	337	16	classes	class	NOUN
ajema-5882	337	17	.	.	PUNCT
ajema-5882	338	1	the	the	DET
ajema-5882	338	2	dataset	dataset	NOUN
ajema-5882	338	3	becomes	become	VERB
ajema-5882	338	4	more	more	ADV
ajema-5882	338	5	balanced	balanced	ADJ
ajema-5882	338	6	when	when	SCONJ
ajema-5882	338	7	the	the	DET
ajema-5882	338	8	synthetic	synthetic	ADJ
ajema-5882	338	9	data	data	NOUN
ajema-5882	338	10	is	be	AUX
ajema-5882	338	11	generated	generate	VERB
ajema-5882	338	12	.	.	PUNCT
ajema-5882	339	1	goodfellow	goodfellow	PROPN
ajema-5882	339	2	et	et	PROPN
ajema-5882	339	3	al	al	PROPN
ajema-5882	339	4	.	.	PUNCT
ajema-5882	340	1	[	[	X
ajema-5882	340	2	26	26	NUM
ajema-5882	340	3	]	]	PUNCT
ajema-5882	340	4	introduced	introduce	VERB
ajema-5882	340	5	gans	gan	NOUN
ajema-5882	340	6	,	,	PUNCT
ajema-5882	340	7	which	which	PRON
ajema-5882	340	8	are	be	AUX
ajema-5882	340	9	comprised	comprise	VERB
ajema-5882	340	10	of	of	ADP
ajema-5882	340	11	a	a	DET
ajema-5882	340	12	pair	pair	NOUN
ajema-5882	340	13	of	of	ADP
ajema-5882	340	14	neural	neural	ADJ
ajema-5882	340	15	networks	network	NOUN
ajema-5882	340	16	that	that	PRON
ajema-5882	340	17	collaborate	collaborate	VERB
ajema-5882	340	18	to	to	PART
ajema-5882	340	19	produce	produce	VERB
ajema-5882	340	20	synthetic	synthetic	ADJ
ajema-5882	340	21	data	datum	NOUN
ajema-5882	340	22	and	and	CCONJ
ajema-5882	340	23	identify	identify	VERB
ajema-5882	340	24	both	both	CCONJ
ajema-5882	340	25	real	real	ADJ
ajema-5882	340	26	and	and	CCONJ
ajema-5882	340	27	synthetic	synthetic	ADJ
ajema-5882	340	28	data	datum	NOUN
ajema-5882	340	29	.	.	PUNCT
ajema-5882	341	1	generative	generative	ADJ
ajema-5882	341	2	networks	network	NOUN
ajema-5882	341	3	take	take	VERB
ajema-5882	341	4	an	an	DET
ajema-5882	341	5	input	input	NOUN
ajema-5882	341	6	dataset	dataset	NOUN
ajema-5882	341	7	and	and	CCONJ
ajema-5882	341	8	use	use	VERB
ajema-5882	341	9	it	it	PRON
ajema-5882	341	10	to	to	PART
ajema-5882	341	11	create	create	VERB
ajema-5882	341	12	artificial	artificial	ADJ
ajema-5882	341	13	data	datum	NOUN
ajema-5882	341	14	;	;	PUNCT
ajema-5882	341	15	the	the	DET
ajema-5882	341	16	produced	produce	VERB
ajema-5882	341	17	data	datum	NOUN
ajema-5882	341	18	is	be	AUX
ajema-5882	341	19	separated	separate	VERB
ajema-5882	341	20	from	from	ADP
ajema-5882	341	21	the	the	DET
ajema-5882	341	22	real	real	ADJ
ajema-5882	341	23	data	datum	NOUN
ajema-5882	341	24	in	in	ADP
ajema-5882	341	25	the	the	DET
ajema-5882	341	26	input	input	NOUN
ajema-5882	341	27	set	set	VERB
ajema-5882	341	28	using	use	VERB
ajema-5882	341	29	a	a	DET
ajema-5882	341	30	discriminator	discriminator	NOUN
ajema-5882	341	31	network	network	NOUN
ajema-5882	341	32	.	.	PUNCT
ajema-5882	342	1	32	32	NUM
ajema-5882	342	2	journal	journal	NOUN
ajema-5882	342	3	of	of	ADP
ajema-5882	342	4	engineering	engineering	NOUN
ajema-5882	342	5	,	,	PUNCT
ajema-5882	342	6	mechanics	mechanic	NOUN
ajema-5882	342	7	and	and	CCONJ
ajema-5882	342	8	architecture	architecture	NOUN
ajema-5882	342	9	www	www	NOUN
ajema-5882	342	10	.	.	PUNCT
ajema-5882	343	1	grnjournal.us	grnjournal.us	X
ajema-5882	343	2			VERB
ajema-5882	343	3	handling	handling	NOUN
ajema-5882	343	4	class	class	NOUN
ajema-5882	343	5	imbalance	imbalance	NOUN
ajema-5882	343	6	:	:	PUNCT
ajema-5882	343	7	data	datum	NOUN
ajema-5882	343	8	oversampling	oversample	VERB
ajema-5882	343	9	using	use	VERB
ajema-5882	343	10	smote	smote	NOUN
ajema-5882	343	11	or	or	CCONJ
ajema-5882	343	12	gan	gin	VERB
ajema-5882	343	13	:	:	PUNCT
ajema-5882	343	14	𝑋𝑎𝑢𝑔𝑚𝑒𝑛𝑡𝑒𝑑	𝑋𝑎𝑢𝑔𝑚𝑒𝑛𝑡𝑒𝑑	PROPN
ajema-5882	343	15	=	=	SYM
ajema-5882	343	16	𝐺𝐴𝑁(𝑋𝑚𝑖𝑛𝑜𝑟𝑖𝑡𝑦	𝐺𝐴𝑁(𝑋𝑚𝑖𝑛𝑜𝑟𝑖𝑡𝑦	NOUN
ajema-5882	343	17	)	)	PUNCT
ajema-5882	343	18	where	where	SCONJ
ajema-5882	343	19	gan	gan	PROPN
ajema-5882	343	20	generates	generate	VERB
ajema-5882	343	21	synthetic	synthetic	ADJ
ajema-5882	343	22	samples	sample	NOUN
ajema-5882	343	23	of	of	ADP
ajema-5882	343	24	the	the	DET
ajema-5882	343	25	minority	minority	NOUN
ajema-5882	343	26	class	class	NOUN
ajema-5882	343	27	.	.	PUNCT
ajema-5882	344	1	to	to	ADP
ajema-5882	344	2	a	a	DET
ajema-5882	344	3	balanced	balanced	ADJ
ajema-5882	344	4	dataset	dataset	NOUN
ajema-5882	344	5	:	:	PUNCT
ajema-5882	344	6	|𝑋𝑐𝑙𝑎𝑠𝑠1|	|𝑋𝑐𝑙𝑎𝑠𝑠1|	PROPN
ajema-5882	344	7	≈	≈	PROPN
ajema-5882	344	8	|𝑋𝑐𝑙𝑎𝑠𝑠2|	|𝑋𝑐𝑙𝑎𝑠𝑠2|	PROPN
ajema-5882	344	9			VERB
ajema-5882	344	10	feature	feature	NOUN
ajema-5882	344	11	selection	selection	NOUN
ajema-5882	344	12	:	:	PUNCT
ajema-5882	344	13	selecting	select	VERB
ajema-5882	344	14	features	feature	NOUN
ajema-5882	344	15	decreases	decrease	VERB
ajema-5882	344	16	computational	computational	ADJ
ajema-5882	344	17	costs	cost	NOUN
ajema-5882	344	18	and	and	CCONJ
ajema-5882	344	19	increases	increase	VERB
ajema-5882	344	20	storage	storage	NOUN
ajema-5882	344	21	efficiency	efficiency	NOUN
ajema-5882	344	22	[	[	X
ajema-5882	344	23	77	77	NUM
ajema-5882	344	24	]	]	PUNCT
ajema-5882	344	25	.	.	PUNCT
ajema-5882	345	1	the	the	DET
ajema-5882	345	2	following	follow	VERB
ajema-5882	345	3	methods	method	NOUN
ajema-5882	345	4	are	be	AUX
ajema-5882	345	5	used	use	VERB
ajema-5882	345	6	for	for	ADP
ajema-5882	345	7	feature	feature	NOUN
ajema-5882	345	8	selection	selection	NOUN
ajema-5882	345	9	:	:	PUNCT
ajema-5882	345	10			VERB
ajema-5882	345	11	a	a	DET
ajema-5882	345	12	filter	filter	NOUN
ajema-5882	345	13	method	method	NOUN
ajema-5882	345	14	is	be	AUX
ajema-5882	345	15	one	one	NUM
ajema-5882	345	16	that	that	PRON
ajema-5882	345	17	uses	use	VERB
ajema-5882	345	18	the	the	DET
ajema-5882	345	19	correlation	correlation	NOUN
ajema-5882	345	20	scores	score	NOUN
ajema-5882	345	21	of	of	ADP
ajema-5882	345	22	characteristics	characteristic	NOUN
ajema-5882	345	23	to	to	PART
ajema-5882	345	24	determine	determine	VERB
ajema-5882	345	25	how	how	SCONJ
ajema-5882	345	26	related	related	ADJ
ajema-5882	345	27	they	they	PRON
ajema-5882	345	28	are	be	AUX
ajema-5882	345	29	.	.	PUNCT
ajema-5882	346	1	we	we	PRON
ajema-5882	346	2	choose	choose	VERB
ajema-5882	346	3	features	feature	NOUN
ajema-5882	346	4	according	accord	VERB
ajema-5882	346	5	to	to	ADP
ajema-5882	346	6	the	the	DET
ajema-5882	346	7	scores	score	NOUN
ajema-5882	346	8	and	and	CCONJ
ajema-5882	346	9	threshold	threshold	NOUN
ajema-5882	346	10	value	value	NOUN
ajema-5882	346	11	of	of	ADP
ajema-5882	346	12	statistical	statistical	ADJ
ajema-5882	346	13	methods	method	NOUN
ajema-5882	346	14	,	,	PUNCT
ajema-5882	346	15	which	which	PRON
ajema-5882	346	16	are	be	AUX
ajema-5882	346	17	used	use	VERB
ajema-5882	346	18	for	for	ADP
ajema-5882	346	19	feature	feature	NOUN
ajema-5882	346	20	selection	selection	NOUN
ajema-5882	346	21	.	.	PUNCT
ajema-5882	347	1	methods	method	NOUN
ajema-5882	347	2	like	like	ADP
ajema-5882	347	3	the	the	DET
ajema-5882	347	4	chi	chi	ADJ
ajema-5882	347	5	-	-	PUNCT
ajema-5882	347	6	square	square	ADJ
ajema-5882	347	7	test	test	NOUN
ajema-5882	347	8	,	,	PUNCT
ajema-5882	347	9	information	information	NOUN
ajema-5882	347	10	gain	gain	NOUN
ajema-5882	347	11	,	,	PUNCT
ajema-5882	347	12	and	and	CCONJ
ajema-5882	347	13	correlation	correlation	NOUN
ajema-5882	347	14	are	be	AUX
ajema-5882	347	15	the	the	DET
ajema-5882	347	16	most	most	ADV
ajema-5882	347	17	popular	popular	ADJ
ajema-5882	347	18	.	.	PUNCT
ajema-5882	348	1			ADJ
ajema-5882	348	2	wrapper	wrapper	NOUN
ajema-5882	348	3	methods	method	NOUN
ajema-5882	348	4	:	:	PUNCT
ajema-5882	348	5	a	a	DET
ajema-5882	348	6	machine	machine	NOUN
ajema-5882	348	7	learning	learning	NOUN
ajema-5882	348	8	(	(	PUNCT
ajema-5882	348	9	ml	ml	NOUN
ajema-5882	348	10	)	)	PUNCT
ajema-5882	348	11	model	model	NOUN
ajema-5882	348	12	is	be	AUX
ajema-5882	348	13	trained	train	VERB
ajema-5882	348	14	on	on	ADP
ajema-5882	348	15	an	an	DET
ajema-5882	348	16	subset	subset	NOUN
ajema-5882	348	17	of	of	ADP
ajema-5882	348	18	features	feature	NOUN
ajema-5882	348	19	using	use	VERB
ajema-5882	348	20	wrapper	wrapper	NOUN
ajema-5882	348	21	methods	method	NOUN
ajema-5882	348	22	.	.	PUNCT
ajema-5882	349	1	the	the	DET
ajema-5882	349	2	subset	subset	NOUN
ajema-5882	349	3	's	's	PART
ajema-5882	349	4	characteristics	characteristic	NOUN
ajema-5882	349	5	are	be	AUX
ajema-5882	349	6	either	either	ADV
ajema-5882	349	7	added	add	VERB
ajema-5882	349	8	to	to	ADP
ajema-5882	349	9	or	or	CCONJ
ajema-5882	349	10	removed	remove	VERB
ajema-5882	349	11	from	from	ADP
ajema-5882	349	12	depending	depend	VERB
ajema-5882	349	13	on	on	ADP
ajema-5882	349	14	the	the	DET
ajema-5882	349	15	model	model	NOUN
ajema-5882	349	16	's	's	PART
ajema-5882	349	17	accuracy	accuracy	NOUN
ajema-5882	349	18	.	.	PUNCT
ajema-5882	350	1	two	two	NUM
ajema-5882	350	2	of	of	ADP
ajema-5882	350	3	the	the	DET
ajema-5882	350	4	most	most	ADV
ajema-5882	350	5	prevalent	prevalent	ADJ
ajema-5882	350	6	examples	example	NOUN
ajema-5882	350	7	of	of	ADP
ajema-5882	350	8	this	this	DET
ajema-5882	350	9	kind	kind	NOUN
ajema-5882	350	10	of	of	ADP
ajema-5882	350	11	approach	approach	NOUN
ajema-5882	350	12	are	be	AUX
ajema-5882	350	13	forward	forward	ADV
ajema-5882	350	14	selection	selection	NOUN
ajema-5882	350	15	and	and	CCONJ
ajema-5882	350	16	backward	backward	ADJ
ajema-5882	350	17	elimination	elimination	NOUN
ajema-5882	350	18	.	.	PUNCT
ajema-5882	351	1			VERB
ajema-5882	351	2	embedded	embed	VERB
ajema-5882	351	3	methods	method	NOUN
ajema-5882	351	4	:	:	PUNCT
ajema-5882	351	5	combining	combine	VERB
ajema-5882	351	6	the	the	DET
ajema-5882	351	7	best	good	ADJ
ajema-5882	351	8	features	feature	NOUN
ajema-5882	351	9	extraction	extraction	NOUN
ajema-5882	351	10	with	with	ADP
ajema-5882	351	11	computational	computational	ADJ
ajema-5882	351	12	cost	cost	NOUN
ajema-5882	351	13	preservation	preservation	NOUN
ajema-5882	351	14	,	,	PUNCT
ajema-5882	351	15	this	this	DET
ajema-5882	351	16	strategy	strategy	NOUN
ajema-5882	351	17	is	be	AUX
ajema-5882	351	18	an	an	DET
ajema-5882	351	19	improvement	improvement	NOUN
ajema-5882	351	20	over	over	ADP
ajema-5882	351	21	both	both	CCONJ
ajema-5882	351	22	the	the	DET
ajema-5882	351	23	filter	filter	NOUN
ajema-5882	351	24	and	and	CCONJ
ajema-5882	351	25	wrapper	wrapper	NOUN
ajema-5882	351	26	approaches	approach	NOUN
ajema-5882	351	27	.	.	PUNCT
ajema-5882	352	1	two	two	NUM
ajema-5882	352	2	of	of	ADP
ajema-5882	352	3	the	the	DET
ajema-5882	352	4	most	most	ADV
ajema-5882	352	5	prevalent	prevalent	ADJ
ajema-5882	352	6	variants	variant	NOUN
ajema-5882	352	7	of	of	ADP
ajema-5882	352	8	this	this	DET
ajema-5882	352	9	approach	approach	NOUN
ajema-5882	352	10	are	be	AUX
ajema-5882	352	11	random	random	ADJ
ajema-5882	352	12	forest	forest	NOUN
ajema-5882	353	1	[	[	X
ajema-5882	353	2	78	78	NUM
ajema-5882	353	3	]	]	PUNCT
ajema-5882	353	4	and	and	CCONJ
ajema-5882	353	5	lasso	lasso	NOUN
ajema-5882	353	6	regularization	regularization	NOUN
ajema-5882	353	7	[	[	X
ajema-5882	353	8	79	79	NUM
ajema-5882	353	9	]	]	PUNCT
ajema-5882	353	10	.	.	PUNCT
ajema-5882	354	1			VERB
ajema-5882	354	2	dataset	dataset	ADJ
ajema-5882	354	3	partitioning	partitioning	NOUN
ajema-5882	354	4	:	:	PUNCT
ajema-5882	354	5	𝑋𝑡𝑟𝑎𝑖𝑛	𝑋𝑡𝑟𝑎𝑖𝑛	NOUN
ajema-5882	354	6	,	,	PUNCT
ajema-5882	354	7	𝑋𝑣𝑎𝑙	𝑋𝑣𝑎𝑙	PROPN
ajema-5882	354	8	,	,	PUNCT
ajema-5882	354	9	𝑋𝑡𝑒𝑠𝑡	𝑋𝑡𝑒𝑠𝑡	PROPN
ajema-5882	354	10	=	=	SYM
ajema-5882	354	11	𝑠𝑝𝑙𝑡(𝑋	𝑠𝑝𝑙𝑡(𝑋	PROPN
ajema-5882	354	12	,	,	PUNCT
ajema-5882	354	13	𝑡𝑟𝑎𝑖𝑛_𝑠𝑖𝑧𝑒	𝑡𝑟𝑎𝑖𝑛_𝑠𝑖𝑧𝑒	PROPN
ajema-5882	354	14	,	,	PUNCT
ajema-5882	354	15	𝑣𝑎𝑙_𝑠𝑖𝑧𝑒	𝑣𝑎𝑙_𝑠𝑖𝑧𝑒	NUM
ajema-5882	354	16	,	,	PUNCT
ajema-5882	354	17	𝑡𝑒𝑠𝑡_𝑠𝑖𝑧𝑒	𝑡𝑒𝑠𝑡_𝑠𝑖𝑧𝑒	PROPN
ajema-5882	354	18	where	where	SCONJ
ajema-5882	354	19	the	the	DET
ajema-5882	354	20	data	datum	NOUN
ajema-5882	354	21	is	be	AUX
ajema-5882	354	22	partitioned	partition	VERB
ajema-5882	354	23	into	into	ADP
ajema-5882	354	24	sets	set	NOUN
ajema-5882	354	25	for	for	ADP
ajema-5882	354	26	testing	testing	NOUN
ajema-5882	354	27	,	,	PUNCT
ajema-5882	354	28	validation	validation	NOUN
ajema-5882	354	29	,	,	PUNCT
ajema-5882	354	30	and	and	CCONJ
ajema-5882	354	31	training	training	NOUN
ajema-5882	354	32	.	.	PUNCT
ajema-5882	355	1	we	we	PRON
ajema-5882	355	2	conduct	conduct	VERB
ajema-5882	355	3	our	our	PRON
ajema-5882	355	4	studies	study	NOUN
ajema-5882	355	5	using	use	VERB
ajema-5882	355	6	the	the	DET
ajema-5882	355	7	filter	filter	NOUN
ajema-5882	355	8	method	method	NOUN
ajema-5882	355	9	since	since	SCONJ
ajema-5882	355	10	it	it	PRON
ajema-5882	355	11	is	be	AUX
ajema-5882	355	12	significantly	significantly	ADV
ajema-5882	355	13	quicker	quick	ADV
ajema-5882	355	14	and	and	CCONJ
ajema-5882	355	15	uses	use	VERB
ajema-5882	355	16	less	less	ADJ
ajema-5882	355	17	compute	compute	NOUN
ajema-5882	355	18	than	than	ADP
ajema-5882	355	19	the	the	DET
ajema-5882	355	20	other	other	ADJ
ajema-5882	355	21	two	two	NUM
ajema-5882	355	22	approaches	approach	NOUN
ajema-5882	355	23	.	.	PUNCT
ajema-5882	356	1			ADJ
ajema-5882	356	2	feature	feature	NOUN
ajema-5882	356	3	preprocessing	preprocessing	NOUN
ajema-5882	356	4	:	:	PUNCT
ajema-5882	356	5	following	follow	VERB
ajema-5882	356	6	feature	feature	NOUN
ajema-5882	356	7	extraction	extraction	NOUN
ajema-5882	356	8	,	,	PUNCT
ajema-5882	356	9	feature	feature	NOUN
ajema-5882	356	10	reduction	reduction	NOUN
ajema-5882	356	11	,	,	PUNCT
ajema-5882	356	12	and	and	CCONJ
ajema-5882	356	13	feature	feature	NOUN
ajema-5882	356	14	encoding	encoding	NOUN
ajema-5882	356	15	,	,	PUNCT
ajema-5882	356	16	we	we	PRON
ajema-5882	356	17	partitioned	partition	VERB
ajema-5882	356	18	the	the	DET
ajema-5882	356	19	data	datum	NOUN
ajema-5882	356	20	we	we	PRON
ajema-5882	356	21	had	have	AUX
ajema-5882	356	22	processed	process	VERB
ajema-5882	356	23	into	into	ADP
ajema-5882	356	24	three	three	NUM
ajema-5882	356	25	sets	set	NOUN
ajema-5882	356	26	:	:	PUNCT
ajema-5882	356	27	training	training	NOUN
ajema-5882	356	28	,	,	PUNCT
ajema-5882	356	29	validation	validation	NOUN
ajema-5882	356	30	,	,	PUNCT
ajema-5882	356	31	and	and	CCONJ
ajema-5882	356	32	testing	testing	NOUN
ajema-5882	356	33	.	.	PUNCT
ajema-5882	357	1	each	each	DET
ajema-5882	357	2	set	set	NOUN
ajema-5882	357	3	included	include	VERB
ajema-5882	357	4	the	the	DET
ajema-5882	357	5	labels	label	NOUN
ajema-5882	357	6	for	for	ADP
ajema-5882	357	7	normal	normal	ADJ
ajema-5882	357	8	and	and	CCONJ
ajema-5882	357	9	attack	attack	NOUN
ajema-5882	357	10	-	-	PUNCT
ajema-5882	357	11	type	type	NOUN
ajema-5882	357	12	classes	class	NOUN
ajema-5882	357	13	.	.	PUNCT
ajema-5882	358	1			ADJ
ajema-5882	358	2	training	training	NOUN
ajema-5882	358	3	&	&	CCONJ
ajema-5882	358	4	testing	testing	NOUN
ajema-5882	358	5	dataset	dataset	NOUN
ajema-5882	358	6	:	:	PUNCT
ajema-5882	358	7	the	the	DET
ajema-5882	358	8	dnn	dnn	PROPN
ajema-5882	358	9	model	model	NOUN
ajema-5882	358	10	is	be	AUX
ajema-5882	358	11	taught	teach	VERB
ajema-5882	358	12	to	to	PART
ajema-5882	358	13	use	use	VERB
ajema-5882	358	14	the	the	DET
ajema-5882	358	15	training	training	NOUN
ajema-5882	358	16	set	set	NOUN
ajema-5882	358	17	's	's	PART
ajema-5882	358	18	processed	process	VERB
ajema-5882	358	19	data	datum	NOUN
ajema-5882	358	20	during	during	ADP
ajema-5882	358	21	the	the	DET
ajema-5882	358	22	training	training	NOUN
ajema-5882	358	23	phase	phase	NOUN
ajema-5882	358	24	.	.	PUNCT
ajema-5882	359	1	after	after	ADP
ajema-5882	359	2	training	training	NOUN
ajema-5882	359	3	,	,	PUNCT
ajema-5882	359	4	the	the	DET
ajema-5882	359	5	model	model	NOUN
ajema-5882	359	6	is	be	AUX
ajema-5882	359	7	put	put	VERB
ajema-5882	359	8	to	to	ADP
ajema-5882	359	9	the	the	DET
ajema-5882	359	10	test	test	NOUN
ajema-5882	359	11	using	use	VERB
ajema-5882	359	12	the	the	DET
ajema-5882	359	13	testing	testing	NOUN
ajema-5882	359	14	set	set	VERB
ajema-5882	359	15	data	datum	NOUN
ajema-5882	359	16	,	,	PUNCT
ajema-5882	359	17	which	which	PRON
ajema-5882	359	18	it	it	PRON
ajema-5882	359	19	uses	use	VERB
ajema-5882	359	20	to	to	PART
ajema-5882	359	21	distinguish	distinguish	VERB
ajema-5882	359	22	between	between	ADP
ajema-5882	359	23	normal	normal	ADJ
ajema-5882	359	24	and	and	CCONJ
ajema-5882	359	25	attack	attack	NOUN
ajema-5882	359	26	kinds	kind	NOUN
ajema-5882	359	27	.	.	PUNCT
ajema-5882	360	1	6	6	X
ajema-5882	360	2	.	.	X
ajema-5882	360	3	result	result	VERB
ajema-5882	360	4	analysis	analysis	NOUN
ajema-5882	360	5	to	to	PART
ajema-5882	360	6	achieve	achieve	VERB
ajema-5882	360	7	better	well	ADJ
ajema-5882	360	8	accuracy	accuracy	NOUN
ajema-5882	360	9	,	,	PUNCT
ajema-5882	360	10	we	we	PRON
ajema-5882	360	11	construct	construct	VERB
ajema-5882	360	12	multiple	multiple	ADJ
ajema-5882	360	13	dnn	dnn	PROPN
ajema-5882	360	14	designs	design	NOUN
ajema-5882	360	15	using	use	VERB
ajema-5882	360	16	varied	varied	ADJ
ajema-5882	360	17	dense	dense	ADJ
ajema-5882	360	18	hidden	hidden	ADJ
ajema-5882	360	19	layers	layer	NOUN
ajema-5882	360	20	and	and	CCONJ
ajema-5882	360	21	neuronal	neuronal	ADJ
ajema-5882	360	22	densities	density	NOUN
ajema-5882	360	23	in	in	ADP
ajema-5882	360	24	each	each	DET
ajema-5882	360	25	layer	layer	NOUN
ajema-5882	360	26	.	.	PUNCT
ajema-5882	361	1	the	the	DET
ajema-5882	361	2	dnn	dnn	PROPN
ajema-5882	361	3	model	model	NOUN
ajema-5882	361	4	,	,	PUNCT
ajema-5882	361	5	which	which	PRON
ajema-5882	361	6	uses	use	VERB
ajema-5882	361	7	three	three	NUM
ajema-5882	361	8	dense	dense	ADJ
ajema-5882	361	9	hidden	hidden	ADJ
ajema-5882	361	10	layers	layer	NOUN
ajema-5882	361	11	—	—	PUNCT
ajema-5882	361	12	each	each	PRON
ajema-5882	361	13	with	with	ADP
ajema-5882	361	14	64	64	NUM
ajema-5882	361	15	neurons	neuron	NOUN
ajema-5882	361	16	—	—	PUNCT
ajema-5882	361	17	to	to	PART
ajema-5882	361	18	get	get	VERB
ajema-5882	361	19	the	the	DET
ajema-5882	361	20	greatest	great	ADJ
ajema-5882	361	21	results	result	NOUN
ajema-5882	361	22	.	.	PUNCT
ajema-5882	362	1	the	the	DET
ajema-5882	362	2	amount	amount	NOUN
ajema-5882	362	3	of	of	ADP
ajema-5882	362	4	neurons	neuron	NOUN
ajema-5882	362	5	and	and	CCONJ
ajema-5882	362	6	thick	thick	ADJ
ajema-5882	362	7	hidden	hidden	ADJ
ajema-5882	362	8	layers	layer	NOUN
ajema-5882	362	9	determines	determine	VERB
ajema-5882	362	10	the	the	DET
ajema-5882	362	11	model	model	NOUN
ajema-5882	362	12	's	's	PART
ajema-5882	362	13	complexity	complexity	NOUN
ajema-5882	362	14	.	.	PUNCT
ajema-5882	363	1	when	when	SCONJ
ajema-5882	363	2	the	the	DET
ajema-5882	363	3	value	value	NOUN
ajema-5882	363	4	is	be	AUX
ajema-5882	363	5	tiny	tiny	ADJ
ajema-5882	363	6	,	,	PUNCT
ajema-5882	363	7	it	it	PRON
ajema-5882	363	8	indicates	indicate	VERB
ajema-5882	363	9	that	that	SCONJ
ajema-5882	363	10	the	the	DET
ajema-5882	363	11	model	model	NOUN
ajema-5882	363	12	is	be	AUX
ajema-5882	363	13	underfitting	underfitting	ADJ
ajema-5882	363	14	;	;	PUNCT
ajema-5882	363	15	conversely	conversely	ADV
ajema-5882	363	16	,	,	PUNCT
ajema-5882	363	17	when	when	SCONJ
ajema-5882	363	18	the	the	DET
ajema-5882	363	19	value	value	NOUN
ajema-5882	363	20	is	be	AUX
ajema-5882	363	21	big	big	ADJ
ajema-5882	363	22	,	,	PUNCT
ajema-5882	363	23	it	it	PRON
ajema-5882	363	24	indicates	indicate	VERB
ajema-5882	363	25	that	that	SCONJ
ajema-5882	363	26	the	the	DET
ajema-5882	363	27	model	model	NOUN
ajema-5882	363	28	is	be	AUX
ajema-5882	363	29	overfitting	overfitte	VERB
ajema-5882	363	30	.	.	PUNCT
ajema-5882	364	1	through	through	ADP
ajema-5882	364	2	the	the	DET
ajema-5882	364	3	use	use	NOUN
ajema-5882	364	4	of	of	ADP
ajema-5882	364	5	adam	adam	PROPN
ajema-5882	364	6	optimiser	optimiser	PROPN
ajema-5882	364	7	,	,	PUNCT
ajema-5882	364	8	we	we	PRON
ajema-5882	364	9	experimented	experiment	VERB
ajema-5882	364	10	with	with	ADP
ajema-5882	364	11	various	various	ADJ
ajema-5882	364	12	learning	learning	NOUN
ajema-5882	364	13	rates	rate	NOUN
ajema-5882	364	14	and	and	CCONJ
ajema-5882	364	15	discovered	discover	VERB
ajema-5882	364	16	that	that	SCONJ
ajema-5882	364	17	the	the	DET
ajema-5882	364	18	default	default	NOUN
ajema-5882	364	19	value	value	NOUN
ajema-5882	364	20	of	of	ADP
ajema-5882	364	21	0.001	0.001	NUM
ajema-5882	364	22	yields	yield	NOUN
ajema-5882	364	23	superior	superior	ADJ
ajema-5882	364	24	accuracy	accuracy	NOUN
ajema-5882	364	25	.	.	PUNCT
ajema-5882	365	1	using	use	VERB
ajema-5882	365	2	metrics	metric	NOUN
ajema-5882	365	3	,	,	PUNCT
ajema-5882	365	4	we	we	PRON
ajema-5882	365	5	evaluate	evaluate	VERB
ajema-5882	365	6	the	the	DET
ajema-5882	365	7	suggested	suggest	VERB
ajema-5882	365	8	dnn	dnn	PROPN
ajema-5882	365	9	algorithm	algorithm	PROPN
ajema-5882	365	10	with	with	ADP
ajema-5882	365	11	different	different	ADJ
ajema-5882	365	12	attacks	attack	NOUN
ajema-5882	365	13	in	in	ADP
ajema-5882	365	14	the	the	DET
ajema-5882	365	15	dataset	dataset	NOUN
ajema-5882	365	16	.	.	PUNCT
ajema-5882	366	1	this	this	PRON
ajema-5882	366	2	includes	include	VERB
ajema-5882	366	3	the	the	DET
ajema-5882	366	4	f1	f1	PROPN
ajema-5882	366	5	score	score	NOUN
ajema-5882	366	6	,	,	PUNCT
ajema-5882	366	7	precision	precision	NOUN
ajema-5882	366	8	,	,	PUNCT
ajema-5882	366	9	accuracy	accuracy	NOUN
ajema-5882	366	10	,	,	PUNCT
ajema-5882	366	11	and	and	CCONJ
ajema-5882	366	12	recall	recall	NOUN
ajema-5882	366	13	.	.	PUNCT
ajema-5882	367	1	furthermore	furthermore	ADV
ajema-5882	367	2	,	,	PUNCT
ajema-5882	367	3	provides	provide	VERB
ajema-5882	367	4	categorization	categorization	NOUN
ajema-5882	367	5	confusion	confusion	NOUN
ajema-5882	367	6	matrices	matrix	NOUN
ajema-5882	367	7	.	.	PUNCT
ajema-5882	368	1	the	the	DET
ajema-5882	368	2	model	model	NOUN
ajema-5882	368	3	's	's	PART
ajema-5882	368	4	performance	performance	NOUN
ajema-5882	368	5	is	be	AUX
ajema-5882	368	6	assessed	assess	VERB
ajema-5882	368	7	using	use	VERB
ajema-5882	368	8	evaluation	evaluation	NOUN
ajema-5882	368	9	metrics	metric	NOUN
ajema-5882	368	10	when	when	SCONJ
ajema-5882	368	11	two	two	NUM
ajema-5882	368	12	classes	class	NOUN
ajema-5882	368	13	,	,	PUNCT
ajema-5882	368	14	c1	c1	PROPN
ajema-5882	368	15	and	and	CCONJ
ajema-5882	368	16	c2	c2	PROPN
ajema-5882	368	17	,	,	PUNCT
ajema-5882	368	18	are	be	AUX
ajema-5882	368	19	provided	provide	VERB
ajema-5882	368	20	.	.	PUNCT
ajema-5882	369	1	33	33	NUM
ajema-5882	369	2	journal	journal	NOUN
ajema-5882	369	3	of	of	ADP
ajema-5882	369	4	engineering	engineering	NOUN
ajema-5882	369	5	,	,	PUNCT
ajema-5882	369	6	mechanics	mechanic	NOUN
ajema-5882	369	7	and	and	CCONJ
ajema-5882	369	8	architecture	architecture	NOUN
ajema-5882	369	9	www	www	NOUN
ajema-5882	369	10	.	.	PUNCT
ajema-5882	370	1	grnjournal.us	grnjournal.us	X
ajema-5882	370	2	model	model	NOUN
ajema-5882	370	3	of	of	ADP
ajema-5882	370	4	dnn	dnn	PROPN
ajema-5882	370	5	algorithm	algorithm	NOUN
ajema-5882	370	6	for	for	ADP
ajema-5882	370	7	training	training	NOUN
ajema-5882	370	8	.	.	PUNCT
ajema-5882	371	1	the	the	DET
ajema-5882	371	2	model	model	NOUN
ajema-5882	371	3	parameters	parameter	NOUN
ajema-5882	371	4	are	be	AUX
ajema-5882	371	5	updated	update	VERB
ajema-5882	371	6	using	use	VERB
ajema-5882	371	7	gradient	gradient	ADJ
ajema-5882	371	8	descent	descent	NOUN
ajema-5882	371	9	.	.	PUNCT
ajema-5882	372	1	for	for	ADP
ajema-5882	372	2	each	each	DET
ajema-5882	372	3	epoch	epoch	NOUN
ajema-5882	372	4	,	,	PUNCT
ajema-5882	372	5	weights	weight	NOUN
ajema-5882	372	6	w	w	NOUN
ajema-5882	372	7	are	be	AUX
ajema-5882	372	8	updated	update	VERB
ajema-5882	372	9	:	:	PUNCT
ajema-5882	372	10	𝑊𝑡+1	𝑊𝑡+1	PROPN
ajema-5882	372	11	=	=	PUNCT
ajema-5882	372	12	𝑊𝑡	𝑊𝑡	PROPN
ajema-5882	372	13	−	−	NOUN
ajema-5882	372	14	𝜂.	𝜂.	NOUN
ajema-5882	372	15	∇l(𝑊𝑡	∇l(𝑊𝑡	PUNCT
ajema-5882	372	16	)	)	PUNCT
ajema-5882	372	17	where	where	SCONJ
ajema-5882	372	18	η	η	PROPN
ajema-5882	372	19	is	be	AUX
ajema-5882	372	20	the	the	DET
ajema-5882	372	21	learning	learning	NOUN
ajema-5882	372	22	rate	rate	NOUN
ajema-5882	372	23	and	and	CCONJ
ajema-5882	372	24	l(w	l(w	PROPN
ajema-5882	372	25	)	)	PUNCT
ajema-5882	372	26	is	be	AUX
ajema-5882	372	27	the	the	DET
ajema-5882	372	28	loss	loss	NOUN
ajema-5882	372	29	function	function	NOUN
ajema-5882	372	30	(	(	PUNCT
ajema-5882	372	31	e.g.	e.g.	ADV
ajema-5882	372	32	,	,	PUNCT
ajema-5882	372	33	cross	cross	ADJ
ajema-5882	372	34	-	-	ADJ
ajema-5882	372	35	entropy	entropy	ADJ
ajema-5882	372	36	loss	loss	NOUN
ajema-5882	372	37	):	):	PUNCT
ajema-5882	372	38	𝐿	𝐿	PROPN
ajema-5882	372	39	=	=	SYM
ajema-5882	372	40	−	−	PROPN
ajema-5882	372	41	1	1	NUM
ajema-5882	373	1	𝑁	𝑁	PROPN
ajema-5882	373	2	∑	∑	PROPN
ajema-5882	373	3	[	[	X
ajema-5882	373	4	𝑦𝑖	𝑦𝑖	X
ajema-5882	373	5	log(𝓎𝑖	log(𝓎𝑖	X
ajema-5882	373	6	∧	∧	PROPN
ajema-5882	373	7	)	)	PUNCT
ajema-5882	373	8	+	+	CCONJ
ajema-5882	373	9	(	(	PUNCT
ajema-5882	373	10	1	1	NUM
ajema-5882	373	11	−	−	NOUN
ajema-5882	373	12	𝓎𝑖	𝓎𝑖	NOUN
ajema-5882	373	13	)	)	PUNCT
ajema-5882	373	14	log	log	NOUN
ajema-5882	373	15	(	(	PUNCT
ajema-5882	373	16	1	1	NUM
ajema-5882	373	17	−	−	NOUN
ajema-5882	373	18	𝓎𝑖	𝓎𝑖	PROPN
ajema-5882	373	19	∧	∧	PROPN
ajema-5882	373	20	)	)	PUNCT
ajema-5882	373	21	]	]	PUNCT
ajema-5882	373	22	𝑁	𝑁	PROPN
ajema-5882	373	23	𝑖=1	𝑖=1	PROPN
ajema-5882	373	24	efficiency	efficiency	NOUN
ajema-5882	373	25	learning	learning	NOUN
ajema-5882	373	26	and	and	CCONJ
ajema-5882	373	27	performance	performance	NOUN
ajema-5882	373	28	assessment	assessment	NOUN
ajema-5882	373	29	both	both	PRON
ajema-5882	373	30	seek	seek	VERB
ajema-5882	373	31	to	to	PART
ajema-5882	373	32	estimate	estimate	VERB
ajema-5882	373	33	a	a	DET
ajema-5882	373	34	model	model	NOUN
ajema-5882	373	35	's	's	PART
ajema-5882	373	36	accuracy	accuracy	NOUN
ajema-5882	373	37	on	on	ADP
ajema-5882	373	38	future	future	ADJ
ajema-5882	373	39	data	datum	NOUN
ajema-5882	373	40	and	and	CCONJ
ajema-5882	373	41	metrics	metric	NOUN
ajema-5882	373	42	,	,	PUNCT
ajema-5882	373	43	so	so	SCONJ
ajema-5882	373	44	that	that	SCONJ
ajema-5882	373	45	researchers	researcher	NOUN
ajema-5882	373	46	may	may	AUX
ajema-5882	373	47	analyse	analyse	VERB
ajema-5882	373	48	the	the	DET
ajema-5882	373	49	efficacy	efficacy	NOUN
ajema-5882	373	50	of	of	ADP
ajema-5882	373	51	the	the	DET
ajema-5882	373	52	suggested	suggest	VERB
ajema-5882	373	53	approach	approach	NOUN
ajema-5882	373	54	and	and	CCONJ
ajema-5882	373	55	compare	compare	VERB
ajema-5882	373	56	it	it	PRON
ajema-5882	373	57	to	to	ADP
ajema-5882	373	58	other	other	ADJ
ajema-5882	373	59	models	model	NOUN
ajema-5882	373	60	.	.	PUNCT
ajema-5882	374	1	this	this	PRON
ajema-5882	374	2	will	will	AUX
ajema-5882	374	3	help	help	VERB
ajema-5882	374	4	them	they	PRON
ajema-5882	374	5	decide	decide	VERB
ajema-5882	374	6	which	which	DET
ajema-5882	374	7	methodology	methodology	NOUN
ajema-5882	374	8	is	be	AUX
ajema-5882	374	9	most	most	ADV
ajema-5882	374	10	suited	suited	ADJ
ajema-5882	374	11	for	for	ADP
ajema-5882	374	12	this	this	DET
ajema-5882	374	13	activity	activity	NOUN
ajema-5882	374	14	.	.	PUNCT
ajema-5882	375	1	as	as	ADP
ajema-5882	375	2	a	a	DET
ajema-5882	375	3	result	result	NOUN
ajema-5882	375	4	of	of	ADP
ajema-5882	375	5	its	its	PRON
ajema-5882	375	6	predictive	predictive	ADJ
ajema-5882	375	7	capabilities	capability	NOUN
ajema-5882	375	8	,	,	PUNCT
ajema-5882	375	9	the	the	DET
ajema-5882	375	10	confusion	confusion	NOUN
ajema-5882	375	11	matrix	matrix	NOUN
ajema-5882	375	12	sheds	shed	VERB
ajema-5882	375	13	insight	insight	NOUN
ajema-5882	375	14	on	on	ADP
ajema-5882	375	15	categorisation	categorisation	NOUN
ajema-5882	375	16	problems	problem	NOUN
ajema-5882	375	17	.	.	PUNCT
ajema-5882	376	1	the	the	DET
ajema-5882	376	2	classifier	classifier	NOUN
ajema-5882	376	3	's	's	PART
ajema-5882	376	4	accuracy	accuracy	NOUN
ajema-5882	376	5	(	(	PUNCT
ajema-5882	376	6	equation	equation	NOUN
ajema-5882	376	7	1	1	NUM
ajema-5882	376	8	)	)	PUNCT
ajema-5882	376	9	,	,	PUNCT
ajema-5882	376	10	sensitivity	sensitivity	NOUN
ajema-5882	376	11	(	(	PUNCT
ajema-5882	376	12	also	also	ADV
ajema-5882	376	13	known	know	VERB
ajema-5882	376	14	as	as	ADP
ajema-5882	376	15	a	a	DET
ajema-5882	376	16	true	true	ADJ
ajema-5882	376	17	positive	positive	ADJ
ajema-5882	376	18	rate	rate	NOUN
ajema-5882	376	19	[	[	X
ajema-5882	376	20	tpr	tpr	X
ajema-5882	376	21	]	]	X
ajema-5882	376	22	or	or	CCONJ
ajema-5882	376	23	recall	recall	NOUN
ajema-5882	376	24	)	)	PUNCT
ajema-5882	376	25	(	(	PUNCT
ajema-5882	376	26	equation	equation	NOUN
ajema-5882	376	27	2	2	NUM
ajema-5882	376	28	)	)	PUNCT
ajema-5882	376	29	,	,	PUNCT
ajema-5882	376	30	false	false	ADJ
ajema-5882	376	31	-	-	PUNCT
ajema-5882	376	32	positive	positive	ADJ
ajema-5882	376	33	rate	rate	NOUN
ajema-5882	376	34	(	(	PUNCT
ajema-5882	376	35	fpr	fpr	NOUN
ajema-5882	376	36	)	)	PUNCT
ajema-5882	376	37	(	(	PUNCT
ajema-5882	376	38	equation	equation	NOUN
ajema-5882	376	39	3	3	NUM
ajema-5882	376	40	)	)	PUNCT
ajema-5882	376	41	,	,	PUNCT
ajema-5882	376	42	precision	precision	NOUN
ajema-5882	376	43	(	(	PUNCT
ajema-5882	376	44	equation	equation	NOUN
ajema-5882	376	45	4	4	NUM
ajema-5882	376	46	)	)	PUNCT
ajema-5882	376	47	,	,	PUNCT
ajema-5882	376	48	specificity	specificity	NOUN
ajema-5882	376	49	(	(	PUNCT
ajema-5882	376	50	equation	equation	NOUN
ajema-5882	376	51	5	5	NUM
ajema-5882	376	52	)	)	PUNCT
ajema-5882	376	53	,	,	PUNCT
ajema-5882	376	54	f1	f1	NOUN
ajema-5882	376	55	-	-	PUNCT
ajema-5882	376	56	score	score	NOUN
ajema-5882	376	57	(	(	PUNCT
ajema-5882	376	58	equation	equation	NOUN
ajema-5882	376	59	6	6	NUM
ajema-5882	376	60	)	)	PUNCT
ajema-5882	376	61	and	and	CCONJ
ajema-5882	376	62	the	the	DET
ajema-5882	376	63	types	type	NOUN
ajema-5882	376	64	of	of	ADP
ajema-5882	376	65	errors	error	NOUN
ajema-5882	376	66	(	(	PUNCT
ajema-5882	376	67	tp	tp	NOUN
ajema-5882	376	68	,	,	PUNCT
ajema-5882	376	69	fp	fp	INTJ
ajema-5882	376	70	,	,	PUNCT
ajema-5882	376	71	fn	fn	NOUN
ajema-5882	376	72	,	,	PUNCT
ajema-5882	376	73	and	and	CCONJ
ajema-5882	376	74	tn	tn	NOUN
ajema-5882	376	75	)	)	PUNCT
ajema-5882	376	76	are	be	AUX
ajema-5882	376	77	all	all	PRON
ajema-5882	376	78	provided	provide	VERB
ajema-5882	376	79	.	.	PUNCT
ajema-5882	377	1	the	the	DET
ajema-5882	377	2	roc	roc	PROPN
ajema-5882	377	3	curve	curve	NOUN
ajema-5882	377	4	illustrates	illustrate	VERB
ajema-5882	377	5	the	the	DET
ajema-5882	377	6	classifier	classifier	NOUN
ajema-5882	377	7	's	's	PART
ajema-5882	377	8	accuracy	accuracy	NOUN
ajema-5882	377	9	and	and	CCONJ
ajema-5882	377	10	the	the	DET
ajema-5882	377	11	connection	connection	NOUN
ajema-5882	377	12	between	between	ADP
ajema-5882	377	13	the	the	DET
ajema-5882	377	14	true	true	ADJ
ajema-5882	377	15	positive	positive	ADJ
ajema-5882	377	16	and	and	CCONJ
ajema-5882	377	17	false	false	ADJ
ajema-5882	377	18	positive	positive	ADJ
ajema-5882	377	19	rates	rate	NOUN
ajema-5882	377	20	in	in	ADP
ajema-5882	377	21	various	various	ADJ
ajema-5882	377	22	threshold	threshold	NOUN
ajema-5882	377	23	circumstances	circumstance	NOUN
ajema-5882	377	24	.	.	PUNCT
ajema-5882	378	1	evaluation	evaluation	NOUN
ajema-5882	378	2	metrics	metric	NOUN
ajema-5882	378	3	:	:	PUNCT
ajema-5882	379	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
ajema-5882	379	2	=	=	PUNCT
ajema-5882	379	3	(	(	PUNCT
ajema-5882	379	4	𝑇𝑃	𝑇𝑃	PROPN
ajema-5882	379	5	+	+	CCONJ
ajema-5882	379	6	𝑇𝑁)/(𝑇𝑃	𝑇𝑁)/(𝑇𝑃	ADJ
ajema-5882	379	7	+	+	CCONJ
ajema-5882	379	8	𝑇𝑁	𝑇𝑁	PROPN
ajema-5882	379	9	+	+	CCONJ
ajema-5882	379	10	𝐹𝑃	𝐹𝑃	PROPN
ajema-5882	379	11	+	+	CCONJ
ajema-5882	379	12	𝐹𝑁)	𝐹𝑁)	NUM
ajema-5882	379	13	…	…	SYM
ajema-5882	379	14	…	…	PUNCT
ajema-5882	379	15	…	…	PUNCT
ajema-5882	379	16	…	…	PUNCT
ajema-5882	379	17	…	…	PUNCT
ajema-5882	379	18	…	…	PUNCT
ajema-5882	379	19	…	…	PUNCT
ajema-5882	379	20	…	…	PUNCT
ajema-5882	379	21	..	..	PUNCT
ajema-5882	379	22	…	…	PUNCT
ajema-5882	379	23	…	…	PUNCT
ajema-5882	379	24	…	…	PUNCT
ajema-5882	379	25	…	…	PUNCT
ajema-5882	379	26	..	..	PUNCT
ajema-5882	379	27	(1	(1	X
ajema-5882	379	28	)	)	PUNCT
ajema-5882	380	1	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦	PROPN
ajema-5882	380	2	=	=	PUNCT
ajema-5882	380	3	𝑇𝑃/(𝑇𝑃	𝑇𝑃/(𝑇𝑃	PROPN
ajema-5882	380	4	+	+	NUM
ajema-5882	380	5	𝐹𝑁)	𝐹𝑁)	NUM
ajema-5882	380	6	…	…	SYM
ajema-5882	380	7	…	…	PUNCT
ajema-5882	380	8	…	…	PUNCT
ajema-5882	380	9	…	…	PUNCT
ajema-5882	380	10	…	…	PUNCT
ajema-5882	380	11	…	…	PUNCT
ajema-5882	380	12	…	…	PUNCT
ajema-5882	380	13	…	…	PUNCT
ajema-5882	380	14	…	…	PUNCT
ajema-5882	380	15	…	…	PUNCT
ajema-5882	380	16	…	…	PUNCT
ajema-5882	380	17	…	…	PUNCT
ajema-5882	380	18	…	…	PUNCT
ajema-5882	380	19	…	…	PUNCT
ajema-5882	380	20	…	…	PUNCT
ajema-5882	380	21	…	…	SYM
ajema-5882	380	22	.	.	NUM
ajema-5882	380	23	…	…	PUNCT
ajema-5882	380	24	…	…	PUNCT
ajema-5882	380	25	…	…	PUNCT
ajema-5882	380	26	…	…	PUNCT
ajema-5882	380	27	...	...	PUNCT
ajema-5882	380	28	(2	(2	PUNCT
ajema-5882	380	29	)	)	PUNCT
ajema-5882	380	30	𝑭𝑷𝑹	𝑭𝑷𝑹	NOUN
ajema-5882	380	31	=	=	PUNCT
ajema-5882	380	32	𝐹𝑃/(𝑇𝑁	𝐹𝑃/(𝑇𝑁	NOUN
ajema-5882	381	1	+	+	X
ajema-5882	381	2	𝐹𝑃)	𝐹𝑃)	ADJ
ajema-5882	381	3	…	…	X
ajema-5882	381	4	…	…	PUNCT
ajema-5882	381	5	…	…	PUNCT
ajema-5882	381	6	…	…	PUNCT
ajema-5882	381	7	…	…	PUNCT
ajema-5882	381	8	…	…	PUNCT
ajema-5882	381	9	…	…	PUNCT
ajema-5882	381	10	…	…	PUNCT
ajema-5882	381	11	…	…	PUNCT
ajema-5882	381	12	…	…	PUNCT
ajema-5882	381	13	…	…	PUNCT
ajema-5882	381	14	…	…	PUNCT
ajema-5882	381	15	…	…	PUNCT
ajema-5882	381	16	…	…	PUNCT
ajema-5882	381	17	…	…	PUNCT
ajema-5882	381	18	…	…	PUNCT
ajema-5882	381	19	…	…	PUNCT
ajema-5882	381	20	…	…	PUNCT
ajema-5882	381	21	…	…	SYM
ajema-5882	381	22	(3	(3	SYM
ajema-5882	381	23	)	)	PUNCT
ajema-5882	382	1	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
ajema-5882	382	2	=	=	PUNCT
ajema-5882	383	1	𝑇𝑃/(𝑇𝑁	𝑇𝑃/(𝑇𝑁	ADJ
ajema-5882	383	2	+	+	CCONJ
ajema-5882	383	3	𝐹𝑃)	𝐹𝑃)	ADJ
ajema-5882	383	4	…	…	X
ajema-5882	383	5	…	…	PUNCT
ajema-5882	383	6	…	…	PUNCT
ajema-5882	383	7	…	…	PUNCT
ajema-5882	383	8	…	…	PUNCT
ajema-5882	383	9	…	…	PUNCT
ajema-5882	383	10	…	…	PUNCT
ajema-5882	383	11	…	…	PUNCT
ajema-5882	383	12	…	…	PUNCT
ajema-5882	383	13	…	…	PUNCT
ajema-5882	383	14	…	…	PUNCT
ajema-5882	383	15	…	…	PUNCT
ajema-5882	383	16	...	...	PUNCT
ajema-5882	383	17	…	…	PUNCT
ajema-5882	383	18	…	…	PUNCT
ajema-5882	383	19	…	…	PUNCT
ajema-5882	383	20	…	…	SYM
ajema-5882	383	21	.(4	.(4	NUM
ajema-5882	383	22	)	)	PUNCT
ajema-5882	383	23	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖𝑡𝑦	PROPN
ajema-5882	383	24	=	=	SYM
ajema-5882	383	25	𝑇𝑁/(𝑇𝑁	𝑇𝑁/(𝑇𝑁	PROPN
ajema-5882	383	26	+	+	CCONJ
ajema-5882	383	27	𝐹𝑃)	𝐹𝑃)	PROPN
ajema-5882	383	28	…	…	X
ajema-5882	383	29	…	…	PUNCT
ajema-5882	383	30	…	…	PUNCT
ajema-5882	383	31	…	…	PUNCT
ajema-5882	383	32	…	…	PUNCT
ajema-5882	383	33	…	…	PUNCT
ajema-5882	383	34	…	…	PUNCT
ajema-5882	383	35	…	…	PUNCT
ajema-5882	383	36	…	…	PUNCT
ajema-5882	383	37	…	…	SYM
ajema-5882	383	38	.	.	NUM
ajema-5882	383	39	…	…	PUNCT
ajema-5882	383	40	…	…	PUNCT
ajema-5882	383	41	…	…	PUNCT
ajema-5882	383	42	…	…	PUNCT
ajema-5882	383	43	…	…	SYM
ajema-5882	383	44	…	…	PUNCT
ajema-5882	383	45	(5	(5	SYM
ajema-5882	383	46	)	)	PUNCT
ajema-5882	383	47	𝐹1	𝐹1	PROPN
ajema-5882	383	48	−	−	PROPN
ajema-5882	383	49	𝑆𝑐𝑜𝑟𝑒	𝑆𝑐𝑜𝑟𝑒	PROPN
ajema-5882	383	50	=	=	SYM
ajema-5882	383	51	2	2	NUM
ajema-5882	383	52	∗	∗	NOUN
ajema-5882	383	53	𝑇𝑃/(2	𝑇𝑃/(2	PROPN
ajema-5882	383	54	∗	∗	NOUN
ajema-5882	383	55	𝑇𝑃	𝑇𝑃	PROPN
ajema-5882	383	56	+	+	CCONJ
ajema-5882	383	57	𝐹𝑃	𝐹𝑃	PROPN
ajema-5882	383	58	+	+	CCONJ
ajema-5882	383	59	𝐹𝑁)	𝐹𝑁)	NUM
ajema-5882	383	60	…	…	SYM
ajema-5882	383	61	…	…	PUNCT
ajema-5882	383	62	…	…	PUNCT
ajema-5882	383	63	…	…	PUNCT
ajema-5882	383	64	…	…	PUNCT
ajema-5882	383	65	…	…	PUNCT
ajema-5882	383	66	…	…	PUNCT
ajema-5882	383	67	…	…	PUNCT
ajema-5882	383	68	…	…	PUNCT
ajema-5882	383	69	…	…	PUNCT
ajema-5882	383	70	…	…	X
ajema-5882	383	71	.(6	.(6	NOUN
ajema-5882	383	72	)	)	PUNCT
ajema-5882	383	73	to	to	PART
ajema-5882	383	74	identify	identify	VERB
ajema-5882	383	75	malicious	malicious	ADJ
ajema-5882	383	76	actions	action	NOUN
ajema-5882	383	77	,	,	PUNCT
ajema-5882	383	78	several	several	ADJ
ajema-5882	383	79	academics	academic	NOUN
ajema-5882	383	80	have	have	AUX
ajema-5882	383	81	created	create	VERB
ajema-5882	383	82	sophisticated	sophisticated	ADJ
ajema-5882	383	83	ml	ml	NOUN
ajema-5882	383	84	-	-	PUNCT
ajema-5882	383	85	based	base	VERB
ajema-5882	383	86	models	model	NOUN
ajema-5882	383	87	that	that	PRON
ajema-5882	383	88	compete	compete	VERB
ajema-5882	383	89	with	with	ADP
ajema-5882	383	90	one	one	NUM
ajema-5882	383	91	another	another	DET
ajema-5882	383	92	.	.	PUNCT
ajema-5882	384	1	table	table	NOUN
ajema-5882	384	2	2	2	NUM
ajema-5882	384	3	.	.	PUNCT
ajema-5882	385	1	different	different	ADJ
ajema-5882	385	2	ml	ml	NOUN
ajema-5882	385	3	classifiers	classifier	NOUN
ajema-5882	385	4	'	'	PART
ajema-5882	385	5	accuracy	accuracy	NOUN
ajema-5882	385	6	classical	classical	ADJ
ajema-5882	385	7	classification	classification	NOUN
ajema-5882	385	8	methods	method	NOUN
ajema-5882	385	9	accuracy	accuracy	NOUN
ajema-5882	385	10	rf	rf	NOUN
ajema-5882	385	11	98.01	98.01	NUM
ajema-5882	385	12	svm	svm	NOUN
ajema-5882	385	13	97.39	97.39	NUM
ajema-5882	385	14	sgd	sgd	PROPN
ajema-5882	385	15	97.65	97.65	NUM
ajema-5882	385	16	logistic	logistic	ADJ
ajema-5882	385	17	regression	regression	NOUN
ajema-5882	385	18	97.01	97.01	NUM
ajema-5882	385	19	linear	linear	ADJ
ajema-5882	385	20	discriminant	discriminant	ADJ
ajema-5882	385	21	analysis	analysis	NOUN
ajema-5882	385	22	97.94	97.94	NUM
ajema-5882	385	23	gaussian	gaussian	NOUN
ajema-5882	385	24	nb	nb	ADP
ajema-5882	385	25	89.14	89.14	NUM
ajema-5882	385	26	our	our	PRON
ajema-5882	385	27	proposal	proposal	NOUN
ajema-5882	385	28	98.37	98.37	NUM
ajema-5882	385	29	table	table	NOUN
ajema-5882	385	30	2	2	NUM
ajema-5882	385	31	lists	list	VERB
ajema-5882	385	32	the	the	DET
ajema-5882	385	33	accuracy	accuracy	NOUN
ajema-5882	385	34	of	of	ADP
ajema-5882	385	35	the	the	DET
ajema-5882	385	36	classic	classic	ADJ
ajema-5882	385	37	ml	ml	NOUN
ajema-5882	385	38	approach	approach	NOUN
ajema-5882	385	39	;	;	PUNCT
ajema-5882	385	40	it	it	PRON
ajema-5882	385	41	is	be	AUX
ajema-5882	385	42	evident	evident	ADJ
ajema-5882	385	43	that	that	SCONJ
ajema-5882	385	44	dnn	dnn	PROPN
ajema-5882	385	45	models	model	NOUN
ajema-5882	385	46	outperform	outperform	VERB
ajema-5882	385	47	it	it	PRON
ajema-5882	385	48	when	when	SCONJ
ajema-5882	385	49	it	it	PRON
ajema-5882	385	50	comes	come	VERB
ajema-5882	385	51	to	to	ADP
ajema-5882	385	52	detecting	detect	VERB
ajema-5882	385	53	invasive	invasive	ADJ
ajema-5882	385	54	behaviours	behaviour	NOUN
ajema-5882	385	55	.	.	PUNCT
ajema-5882	386	1	this	this	DET
ajema-5882	386	2	article	article	NOUN
ajema-5882	386	3	presents	present	VERB
ajema-5882	386	4	a	a	DET
ajema-5882	386	5	variety	variety	NOUN
ajema-5882	386	6	of	of	ADP
ajema-5882	386	7	network	network	NOUN
ajema-5882	386	8	-	-	PUNCT
ajema-5882	386	9	cps	cps	PROPN
ajema-5882	386	10	suggested	suggest	VERB
ajema-5882	386	11	models	model	NOUN
ajema-5882	386	12	that	that	PRON
ajema-5882	386	13	investigate	investigate	VERB
ajema-5882	386	14	literature	literature	NOUN
ajema-5882	386	15	on	on	ADP
ajema-5882	386	16	threat	threat	NOUN
ajema-5882	386	17	detection	detection	NOUN
ajema-5882	386	18	.	.	PUNCT
ajema-5882	387	1	along	along	ADP
ajema-5882	387	2	with	with	ADP
ajema-5882	387	3	other	other	ADJ
ajema-5882	387	4	models	model	NOUN
ajema-5882	387	5	like	like	ADP
ajema-5882	387	6	decision	decision	NOUN
ajema-5882	387	7	trees	tree	NOUN
ajema-5882	387	8	,	,	PUNCT
ajema-5882	387	9	naïve	naïve	ADJ
ajema-5882	387	10	bayesian	bayesian	NOUN
ajema-5882	387	11	,	,	PUNCT
ajema-5882	387	12	and	and	CCONJ
ajema-5882	387	13	random	random	ADJ
ajema-5882	387	14	forests	forest	NOUN
ajema-5882	387	15	,	,	PUNCT
ajema-5882	387	16	ham	ham	PROPN
ajema-5882	387	17	et	et	NOUN
ajema-5882	387	18	.	.	PUNCT
ajema-5882	388	1	al[80	al[80	PROPN
ajema-5882	388	2	]	]	PUNCT
ajema-5882	388	3	presented	present	VERB
ajema-5882	388	4	the	the	DET
ajema-5882	388	5	linear	linear	ADJ
ajema-5882	388	6	svm	svm	ADJ
ajema-5882	388	7	algorithm	algorithm	NOUN
ajema-5882	388	8	for	for	ADP
ajema-5882	388	9	use	use	NOUN
ajema-5882	388	10	on	on	ADP
ajema-5882	388	11	a	a	DET
ajema-5882	388	12	synthetic	synthetic	ADJ
ajema-5882	388	13	data	datum	NOUN
ajema-5882	388	14	set	set	VERB
ajema-5882	388	15	.	.	PUNCT
ajema-5882	389	1	this	this	DET
ajema-5882	389	2	model	model	NOUN
ajema-5882	389	3	would	would	AUX
ajema-5882	389	4	perform	perform	VERB
ajema-5882	389	5	multiclassification	multiclassification	NOUN
ajema-5882	389	6	and	and	CCONJ
ajema-5882	389	7	be	be	AUX
ajema-5882	389	8	evaluated	evaluate	VERB
ajema-5882	389	9	using	use	VERB
ajema-5882	389	10	metrics	metric	NOUN
ajema-5882	389	11	like	like	ADP
ajema-5882	389	12	tpr	tpr	NOUN
ajema-5882	389	13	,	,	PUNCT
ajema-5882	389	14	fpr	fpr	NOUN
ajema-5882	389	15	,	,	PUNCT
ajema-5882	389	16	precision	precision	NOUN
ajema-5882	389	17	,	,	PUNCT
ajema-5882	389	18	accuracy	accuracy	NOUN
ajema-5882	389	19	,	,	PUNCT
ajema-5882	389	20	and	and	CCONJ
ajema-5882	389	21	f	f	X
ajema-5882	389	22	-	-	PUNCT
ajema-5882	389	23	measure	measure	NOUN
ajema-5882	389	24	.	.	PUNCT
ajema-5882	390	1	as	as	SCONJ
ajema-5882	390	2	demonstrated	demonstrate	VERB
ajema-5882	390	3	in	in	ADP
ajema-5882	390	4	table	table	NOUN
ajema-5882	390	5	3	3	NUM
ajema-5882	390	6	,	,	PUNCT
ajema-5882	390	7	svm	svm	PROPN
ajema-5882	390	8	has	have	AUX
ajema-5882	390	9	achieved	achieve	VERB
ajema-5882	390	10	an	an	DET
ajema-5882	390	11	accuracy	accuracy	NOUN
ajema-5882	390	12	of	of	ADP
ajema-5882	390	13	99.7	99.7	NUM
ajema-5882	390	14	percent	percent	NOUN
ajema-5882	390	15	and	and	CCONJ
ajema-5882	390	16	an	an	DET
ajema-5882	390	17	f1	f1	NOUN
ajema-5882	390	18	-	-	PUNCT
ajema-5882	390	19	score	score	NOUN
ajema-5882	390	20	of	of	ADP
ajema-5882	390	21	95.4	95.4	NUM
ajema-5882	390	22	percent	percent	NOUN
ajema-5882	390	23	,	,	PUNCT
ajema-5882	390	24	whereas	whereas	SCONJ
ajema-5882	390	25	our	our	PRON
ajema-5882	390	26	suggested	suggest	VERB
ajema-5882	390	27	model	model	NOUN
ajema-5882	390	28	has	have	VERB
ajema-5882	390	29	an	an	DET
ajema-5882	390	30	accuracy	accuracy	NOUN
ajema-5882	390	31	of	of	ADP
ajema-5882	390	32	98.37	98.37	NUM
ajema-5882	390	33	percent	percent	NOUN
ajema-5882	390	34	and	and	CCONJ
ajema-5882	390	35	an	an	DET
ajema-5882	390	36	f1	f1	NOUN
ajema-5882	390	37	-	-	PUNCT
ajema-5882	390	38	score	score	NOUN
ajema-5882	390	39	of	of	ADP
ajema-5882	390	40	98.0	98.0	NUM
ajema-5882	390	41	percent	percent	NOUN
ajema-5882	390	42	.	.	PUNCT
ajema-5882	391	1	due	due	ADP
ajema-5882	391	2	to	to	ADP
ajema-5882	391	3	the	the	DET
ajema-5882	391	4	synthetic	synthetic	ADJ
ajema-5882	391	5	nature	nature	NOUN
ajema-5882	391	6	of	of	ADP
ajema-5882	391	7	the	the	DET
ajema-5882	391	8	data	datum	NOUN
ajema-5882	391	9	,	,	PUNCT
ajema-5882	391	10	the	the	DET
ajema-5882	391	11	f134	f134	PROPN
ajema-5882	391	12	journal	journal	NOUN
ajema-5882	391	13	of	of	ADP
ajema-5882	391	14	engineering	engineering	NOUN
ajema-5882	391	15	,	,	PUNCT
ajema-5882	391	16	mechanics	mechanic	NOUN
ajema-5882	391	17	and	and	CCONJ
ajema-5882	391	18	architecture	architecture	NOUN
ajema-5882	391	19	www	www	NOUN
ajema-5882	391	20	.	.	PUNCT
ajema-5882	392	1	grnjournal.us	grnjournal.us	X
ajema-5882	392	2	score	score	NOUN
ajema-5882	392	3	,	,	PUNCT
ajema-5882	392	4	which	which	PRON
ajema-5882	392	5	includes	include	VERB
ajema-5882	392	6	both	both	DET
ajema-5882	392	7	false	false	ADJ
ajema-5882	392	8	-	-	PUNCT
ajema-5882	392	9	negative	negative	ADJ
ajema-5882	392	10	and	and	CCONJ
ajema-5882	392	11	false	false	ADJ
ajema-5882	392	12	-	-	PUNCT
ajema-5882	392	13	positive	positive	ADJ
ajema-5882	392	14	cases	case	NOUN
ajema-5882	392	15	,	,	PUNCT
ajema-5882	392	16	will	will	AUX
ajema-5882	392	17	be	be	AUX
ajema-5882	392	18	given	give	VERB
ajema-5882	392	19	greater	great	ADJ
ajema-5882	392	20	weight	weight	NOUN
ajema-5882	392	21	than	than	ADP
ajema-5882	392	22	accuracy	accuracy	NOUN
ajema-5882	392	23	.	.	PUNCT
ajema-5882	393	1	table	table	NOUN
ajema-5882	393	2	3	3	NUM
ajema-5882	393	3	.	.	PUNCT
ajema-5882	394	1	a	a	DET
ajema-5882	394	2	comparison	comparison	NOUN
ajema-5882	394	3	of	of	ADP
ajema-5882	394	4	the	the	DET
ajema-5882	394	5	proposed	propose	VERB
ajema-5882	394	6	model	model	NOUN
ajema-5882	394	7	's	's	PART
ajema-5882	394	8	accuracy	accuracy	NOUN
ajema-5882	394	9	to	to	ADP
ajema-5882	394	10	that	that	PRON
ajema-5882	394	11	of	of	ADP
ajema-5882	394	12	other	other	ADJ
ajema-5882	394	13	models	model	NOUN
ajema-5882	394	14	author	author	NOUN
ajema-5882	394	15	dataset	dataset	VERB
ajema-5882	394	16	model	model	NOUN
ajema-5882	394	17	accuracy	accuracy	NOUN
ajema-5882	394	18	our	our	PRON
ajema-5882	394	19	proposal	proposal	NOUN
ajema-5882	394	20	13	13	NUM
ajema-5882	394	21	synthetic	synthetic	ADJ
ajema-5882	394	22	svm	svm	NOUN
ajema-5882	394	23	99.7	99.7	NUM
ajema-5882	394	24	98.37	98.37	NUM
ajema-5882	394	25	bayes	baye	NOUN
ajema-5882	394	26	net	net	NOUN
ajema-5882	394	27	94.3	94.3	NUM
ajema-5882	394	28	rf	rf	NUM
ajema-5882	394	29	91.5	91.5	NUM
ajema-5882	394	30	naïve	naïve	ADJ
ajema-5882	394	31	bayes	bayes	NOUN
ajema-5882	394	32	70.4	70.4	NUM
ajema-5882	394	33	7	7	NUM
ajema-5882	394	34	.	.	PUNCT
ajema-5882	394	35	conclusion	conclusion	NOUN
ajema-5882	394	36	and	and	CCONJ
ajema-5882	394	37	future	future	ADJ
ajema-5882	394	38	work	work	NOUN
ajema-5882	394	39	studies	study	NOUN
ajema-5882	394	40	on	on	ADP
ajema-5882	394	41	privacy	privacy	NOUN
ajema-5882	394	42	and	and	CCONJ
ajema-5882	394	43	network	network	NOUN
ajema-5882	394	44	security	security	NOUN
ajema-5882	394	45	have	have	AUX
ajema-5882	394	46	been	be	AUX
ajema-5882	394	47	conducted	conduct	VERB
ajema-5882	394	48	in	in	ADP
ajema-5882	394	49	recent	recent	ADJ
ajema-5882	394	50	years	year	NOUN
ajema-5882	394	51	regarding	regard	VERB
ajema-5882	394	52	cyberphysical	cyberphysical	ADJ
ajema-5882	394	53	systems	system	NOUN
ajema-5882	394	54	(	(	PUNCT
ajema-5882	394	55	cps	cps	PROPN
ajema-5882	394	56	)	)	PUNCT
ajema-5882	394	57	.	.	PUNCT
ajema-5882	395	1	several	several	ADJ
ajema-5882	395	2	proposals	proposal	NOUN
ajema-5882	395	3	for	for	ADP
ajema-5882	395	4	ids	id	NOUN
ajema-5882	395	5	designs	design	NOUN
ajema-5882	395	6	based	base	VERB
ajema-5882	395	7	on	on	ADP
ajema-5882	395	8	ml	ml	ADV
ajema-5882	395	9	and	and	CCONJ
ajema-5882	395	10	dl	dl	PROPN
ajema-5882	395	11	have	have	AUX
ajema-5882	395	12	been	be	AUX
ajema-5882	395	13	made	make	VERB
ajema-5882	395	14	.	.	PUNCT
ajema-5882	396	1	the	the	DET
ajema-5882	396	2	internet	internet	NOUN
ajema-5882	396	3	of	of	ADP
ajema-5882	396	4	things	thing	NOUN
ajema-5882	396	5	(	(	PUNCT
ajema-5882	396	6	iot	iot	NOUN
ajema-5882	396	7	)	)	PUNCT
ajema-5882	396	8	makes	make	VERB
ajema-5882	396	9	extensive	extensive	ADJ
ajema-5882	396	10	use	use	NOUN
ajema-5882	396	11	of	of	ADP
ajema-5882	396	12	deep	deep	ADJ
ajema-5882	396	13	learning	learning	NOUN
ajema-5882	396	14	for	for	ADP
ajema-5882	396	15	intrusion	intrusion	NOUN
ajema-5882	396	16	detection	detection	NOUN
ajema-5882	396	17	.	.	PUNCT
ajema-5882	397	1	we	we	PRON
ajema-5882	397	2	addressed	address	VERB
ajema-5882	397	3	the	the	DET
ajema-5882	397	4	imbalance	imbalance	NOUN
ajema-5882	397	5	of	of	ADP
ajema-5882	397	6	the	the	DET
ajema-5882	397	7	problem	problem	NOUN
ajema-5882	397	8	class	class	NOUN
ajema-5882	397	9	in	in	ADP
ajema-5882	397	10	the	the	DET
ajema-5882	397	11	dataset	dataset	NOUN
ajema-5882	397	12	.	.	PUNCT
ajema-5882	398	1	we	we	PRON
ajema-5882	398	2	demonstrated	demonstrate	VERB
ajema-5882	398	3	the	the	DET
ajema-5882	398	4	effectiveness	effectiveness	NOUN
ajema-5882	398	5	of	of	ADP
ajema-5882	398	6	our	our	PRON
ajema-5882	398	7	proposed	propose	VERB
ajema-5882	398	8	framework	framework	NOUN
ajema-5882	398	9	in	in	ADP
ajema-5882	398	10	cps	cps	PROPN
ajema-5882	398	11	networks	network	NOUN
ajema-5882	398	12	by	by	ADP
ajema-5882	398	13	increasing	increase	VERB
ajema-5882	398	14	the	the	DET
ajema-5882	398	15	delivery	delivery	NOUN
ajema-5882	398	16	of	of	ADP
ajema-5882	398	17	dnnbased	dnnbase	VERB
ajema-5882	398	18	packets	packet	NOUN
ajema-5882	398	19	belonging	belong	VERB
ajema-5882	398	20	to	to	ADP
ajema-5882	398	21	minority	minority	NOUN
ajema-5882	398	22	assault	assault	NOUN
ajema-5882	398	23	classes	class	NOUN
ajema-5882	398	24	,	,	PUNCT
ajema-5882	398	25	feature	feature	NOUN
ajema-5882	398	26	selection	selection	NOUN
ajema-5882	398	27	,	,	PUNCT
ajema-5882	398	28	and	and	CCONJ
ajema-5882	398	29	gans	gan	NOUN
ajema-5882	398	30	.	.	PUNCT
ajema-5882	399	1	with	with	ADP
ajema-5882	399	2	gans	gan	NOUN
ajema-5882	399	3	,	,	PUNCT
ajema-5882	399	4	the	the	DET
ajema-5882	399	5	classifier	classifier	NOUN
ajema-5882	399	6	achieves	achieve	VERB
ajema-5882	399	7	98	98	NUM
ajema-5882	399	8	%	%	NOUN
ajema-5882	399	9	accuracy	accuracy	NOUN
ajema-5882	399	10	in	in	ADP
ajema-5882	399	11	multi	multi	ADJ
ajema-5882	399	12	-	-	ADJ
ajema-5882	399	13	class	class	ADJ
ajema-5882	399	14	classification	classification	NOUN
ajema-5882	399	15	,	,	PUNCT
ajema-5882	399	16	whereas	whereas	SCONJ
ajema-5882	399	17	with	with	ADP
ajema-5882	399	18	traditional	traditional	ADJ
ajema-5882	399	19	methods	method	NOUN
ajema-5882	399	20	,	,	PUNCT
ajema-5882	399	21	it	it	PRON
ajema-5882	399	22	reports	report	VERB
ajema-5882	399	23	an	an	DET
ajema-5882	399	24	accuracy	accuracy	NOUN
ajema-5882	399	25	of	of	ADP
ajema-5882	399	26	97	97	NUM
ajema-5882	399	27	%	%	NOUN
ajema-5882	399	28	in	in	ADP
ajema-5882	399	29	predictions	prediction	NOUN
ajema-5882	399	30	.	.	PUNCT
ajema-5882	400	1	the	the	DET
ajema-5882	400	2	findings	finding	NOUN
ajema-5882	400	3	have	have	VERB
ajema-5882	400	4	important	important	ADJ
ajema-5882	400	5	implications	implication	NOUN
ajema-5882	400	6	for	for	ADP
ajema-5882	400	7	cyber	cyber	NOUN
ajema-5882	400	8	-	-	PUNCT
ajema-5882	400	9	security	security	NOUN
ajema-5882	400	10	.	.	PUNCT
ajema-5882	401	1	selected	select	VERB
ajema-5882	401	2	features	feature	NOUN
ajema-5882	401	3	and	and	CCONJ
ajema-5882	401	4	an	an	DET
ajema-5882	401	5	increase	increase	NOUN
ajema-5882	401	6	in	in	ADP
ajema-5882	401	7	the	the	DET
ajema-5882	401	8	amount	amount	NOUN
ajema-5882	401	9	of	of	ADP
ajema-5882	401	10	dos	do	NOUN
ajema-5882	401	11	attack	attack	NOUN
ajema-5882	401	12	packets	packet	NOUN
ajema-5882	401	13	allow	allow	VERB
ajema-5882	401	14	for	for	ADP
ajema-5882	401	15	accurately	accurately	ADV
ajema-5882	401	16	classifying	classify	VERB
ajema-5882	401	17	attacks	attack	NOUN
ajema-5882	401	18	as	as	ADP
ajema-5882	401	19	either	either	CCONJ
ajema-5882	401	20	regular	regular	ADJ
ajema-5882	401	21	or	or	CCONJ
ajema-5882	401	22	malicious	malicious	ADJ
ajema-5882	401	23	.	.	PUNCT
ajema-5882	402	1	nevertheless	nevertheless	ADV
ajema-5882	402	2	,	,	PUNCT
ajema-5882	402	3	we	we	PRON
ajema-5882	402	4	ran	run	VERB
ajema-5882	402	5	into	into	ADP
ajema-5882	402	6	a	a	DET
ajema-5882	402	7	number	number	NOUN
ajema-5882	402	8	of	of	ADP
ajema-5882	402	9	problems	problem	NOUN
ajema-5882	402	10	.	.	PUNCT
ajema-5882	403	1	to	to	PART
ajema-5882	403	2	create	create	VERB
ajema-5882	403	3	traffic	traffic	NOUN
ajema-5882	403	4	for	for	ADP
ajema-5882	403	5	the	the	DET
ajema-5882	403	6	dataset	dataset	NOUN
ajema-5882	403	7	's	's	PART
ajema-5882	403	8	minority	minority	NOUN
ajema-5882	403	9	assaults	assault	NOUN
ajema-5882	403	10	,	,	PUNCT
ajema-5882	403	11	the	the	DET
ajema-5882	403	12	suggested	suggest	VERB
ajema-5882	403	13	model	model	NOUN
ajema-5882	403	14	may	may	AUX
ajema-5882	403	15	be	be	AUX
ajema-5882	403	16	used	use	VERB
ajema-5882	403	17	with	with	ADP
ajema-5882	403	18	gans	gan	NOUN
ajema-5882	403	19	,	,	PUNCT
ajema-5882	403	20	and	and	CCONJ
ajema-5882	403	21	the	the	DET
ajema-5882	403	22	method	method	NOUN
ajema-5882	403	23	may	may	AUX
ajema-5882	403	24	be	be	AUX
ajema-5882	403	25	used	use	VERB
ajema-5882	403	26	with	with	ADP
ajema-5882	403	27	different	different	ADJ
ajema-5882	403	28	datasets	dataset	NOUN
ajema-5882	403	29	that	that	PRON
ajema-5882	403	30	have	have	VERB
ajema-5882	403	31	unequal	unequal	ADJ
ajema-5882	403	32	classification	classification	NOUN
ajema-5882	403	33	labels	label	NOUN
ajema-5882	403	34	.	.	PUNCT
ajema-5882	404	1	the	the	DET
ajema-5882	404	2	feature	feature	NOUN
ajema-5882	404	3	selection	selection	NOUN
ajema-5882	404	4	method	method	NOUN
ajema-5882	404	5	has	have	AUX
ajema-5882	404	6	cut	cut	VERB
ajema-5882	404	7	down	down	ADP
ajema-5882	404	8	on	on	ADP
ajema-5882	404	9	the	the	DET
ajema-5882	404	10	model	model	NOUN
ajema-5882	404	11	's	's	PART
ajema-5882	404	12	feature	feature	NOUN
ajema-5882	404	13	count	count	NOUN
ajema-5882	404	14	,	,	PUNCT
ajema-5882	404	15	which	which	PRON
ajema-5882	404	16	in	in	ADP
ajema-5882	404	17	turn	turn	NOUN
ajema-5882	404	18	has	have	AUX
ajema-5882	404	19	lowered	lower	VERB
ajema-5882	404	20	the	the	DET
ajema-5882	404	21	model	model	NOUN
ajema-5882	404	22	's	's	PART
ajema-5882	404	23	cost	cost	NOUN
ajema-5882	404	24	.	.	PUNCT
ajema-5882	405	1	to	to	PART
ajema-5882	405	2	decrease	decrease	VERB
ajema-5882	405	3	the	the	DET
ajema-5882	405	4	feature	feature	NOUN
ajema-5882	405	5	count	count	NOUN
ajema-5882	405	6	prior	prior	ADV
ajema-5882	405	7	to	to	ADP
ajema-5882	405	8	classification	classification	NOUN
ajema-5882	405	9	,	,	PUNCT
ajema-5882	405	10	one	one	PRON
ajema-5882	405	11	might	might	AUX
ajema-5882	405	12	apply	apply	VERB
ajema-5882	405	13	a	a	DET
ajema-5882	405	14	variety	variety	NOUN
ajema-5882	405	15	of	of	ADP
ajema-5882	405	16	feature	feature	NOUN
ajema-5882	405	17	extraction	extraction	NOUN
ajema-5882	405	18	and	and	CCONJ
ajema-5882	405	19	selection	selection	NOUN
ajema-5882	405	20	methods	method	NOUN
ajema-5882	405	21	.	.	PUNCT
ajema-5882	406	1	this	this	DET
ajema-5882	406	2	study	study	NOUN
ajema-5882	406	3	focused	focus	VERB
ajema-5882	406	4	on	on	ADP
ajema-5882	406	5	five	five	NUM
ajema-5882	406	6	distinct	distinct	ADJ
ajema-5882	406	7	kinds	kind	NOUN
ajema-5882	406	8	of	of	ADP
ajema-5882	406	9	traffic	traffic	NOUN
ajema-5882	406	10	while	while	SCONJ
ajema-5882	406	11	doing	do	VERB
ajema-5882	406	12	multi	multi	ADJ
ajema-5882	406	13	-	-	ADJ
ajema-5882	406	14	class	class	ADJ
ajema-5882	406	15	categorization	categorization	NOUN
ajema-5882	406	16	.	.	PUNCT
ajema-5882	407	1	it	it	PRON
ajema-5882	407	2	is	be	AUX
ajema-5882	407	3	possible	possible	ADJ
ajema-5882	407	4	to	to	PART
ajema-5882	407	5	develop	develop	VERB
ajema-5882	407	6	a	a	DET
ajema-5882	407	7	new	new	ADJ
ajema-5882	407	8	dnn	dnn	PROPN
ajema-5882	407	9	-	-	PUNCT
ajema-5882	407	10	based	base	VERB
ajema-5882	407	11	classifier	classifier	NOUN
ajema-5882	407	12	with	with	ADP
ajema-5882	407	13	improved	improved	ADJ
ajema-5882	407	14	accuracy	accuracy	NOUN
ajema-5882	407	15	and	and	CCONJ
ajema-5882	407	16	reduced	reduce	VERB
ajema-5882	407	17	loss	loss	NOUN
ajema-5882	407	18	in	in	ADP
ajema-5882	407	19	fn	fn	NOUN
ajema-5882	407	20	terms	term	NOUN
ajema-5882	407	21	and	and	CCONJ
ajema-5882	407	22	fp	fp	PRON
ajema-5882	407	23	predictions	prediction	NOUN
ajema-5882	407	24	,	,	PUNCT
ajema-5882	407	25	and	and	CCONJ
ajema-5882	407	26	future	future	ADJ
ajema-5882	407	27	dataset	dataset	NOUN
ajema-5882	407	28	updates	update	NOUN
ajema-5882	407	29	should	should	AUX
ajema-5882	407	30	include	include	VERB
ajema-5882	407	31	more	more	ADJ
ajema-5882	407	32	minority	minority	NOUN
ajema-5882	407	33	attack	attack	NOUN
ajema-5882	407	34	categories	category	NOUN
ajema-5882	407	35	.	.	PUNCT
ajema-5882	408	1	another	another	DET
ajema-5882	408	2	potential	potential	ADJ
ajema-5882	408	3	future	future	ADJ
ajema-5882	408	4	goal	goal	NOUN
ajema-5882	408	5	of	of	ADP
ajema-5882	408	6	this	this	DET
ajema-5882	408	7	research	research	NOUN
ajema-5882	408	8	is	be	AUX
ajema-5882	408	9	to	to	PART
ajema-5882	408	10	develop	develop	VERB
ajema-5882	408	11	a	a	DET
ajema-5882	408	12	dnn	dnn	PROPN
ajema-5882	408	13	-	-	PUNCT
ajema-5882	408	14	based	base	VERB
ajema-5882	408	15	intrusion	intrusion	NOUN
ajema-5882	408	16	detection	detection	NOUN
ajema-5882	408	17	model	model	NOUN
ajema-5882	408	18	for	for	ADP
ajema-5882	408	19	cyber	cyber	NOUN
ajema-5882	408	20	-	-	PUNCT
ajema-5882	408	21	physical	physical	ADJ
ajema-5882	408	22	systems	system	NOUN
ajema-5882	408	23	networks	network	NOUN
ajema-5882	408	24	that	that	PRON
ajema-5882	408	25	can	can	AUX
ajema-5882	408	26	operate	operate	VERB
ajema-5882	408	27	in	in	ADP
ajema-5882	408	28	real	real	ADJ
ajema-5882	408	29	-	-	PUNCT
ajema-5882	408	30	time	time	NOUN
ajema-5882	408	31	.	.	PUNCT
ajema-5882	409	1	bibliography	bibliography	NOUN
ajema-5882	409	2	1	1	NUM
ajema-5882	409	3	.	.	PUNCT
ajema-5882	409	4	m.	m.	PROPN
ajema-5882	409	5	k.	k.	PROPN
ajema-5882	409	6	hasan	hasan	PROPN
ajema-5882	409	7	,	,	PUNCT
ajema-5882	409	8	a.	a.	PROPN
ajema-5882	409	9	k.	k.	PROPN
ajema-5882	409	10	m.	m.	PROPN
ajema-5882	409	11	a.	a.	PROPN
ajema-5882	409	12	habib	habib	PROPN
ajema-5882	409	13	,	,	PUNCT
ajema-5882	409	14	z.	z.	PROPN
ajema-5882	409	15	shukur	shukur	PROPN
ajema-5882	409	16	,	,	PUNCT
ajema-5882	409	17	f.	f.	PROPN
ajema-5882	409	18	ibrahim	ibrahim	PROPN
ajema-5882	409	19	,	,	PUNCT
ajema-5882	409	20	s.	s.	PROPN
ajema-5882	409	21	islam	islam	PROPN
ajema-5882	409	22	,	,	PUNCT
ajema-5882	409	23	and	and	CCONJ
ajema-5882	409	24	m.	m.	NOUN
ajema-5882	409	25	a.	a.	NOUN
ajema-5882	409	26	razzaque	razzaque	NOUN
ajema-5882	409	27	,	,	PUNCT
ajema-5882	409	28	“	"	PUNCT
ajema-5882	409	29	review	review	NOUN
ajema-5882	409	30	on	on	ADP
ajema-5882	409	31	cyber	cyber	NOUN
ajema-5882	409	32	-	-	PUNCT
ajema-5882	409	33	physical	physical	ADJ
ajema-5882	409	34	and	and	CCONJ
ajema-5882	409	35	cyber	cyber	NOUN
ajema-5882	409	36	-	-	PUNCT
ajema-5882	409	37	security	security	NOUN
ajema-5882	409	38	system	system	NOUN
ajema-5882	409	39	in	in	ADP
ajema-5882	409	40	smart	smart	ADJ
ajema-5882	409	41	grid	grid	NOUN
ajema-5882	409	42	:	:	PUNCT
ajema-5882	409	43	standards	standard	NOUN
ajema-5882	409	44	,	,	PUNCT
ajema-5882	409	45	protocols	protocol	NOUN
ajema-5882	409	46	,	,	PUNCT
ajema-5882	409	47	constraints	constraint	NOUN
ajema-5882	409	48	,	,	PUNCT
ajema-5882	409	49	and	and	CCONJ
ajema-5882	409	50	recommendations	recommendation	NOUN
ajema-5882	409	51	,	,	PUNCT
ajema-5882	409	52	”	"	PUNCT
ajema-5882	409	53	journal	journal	NOUN
ajema-5882	409	54	of	of	ADP
ajema-5882	409	55	network	network	NOUN
ajema-5882	409	56	and	and	CCONJ
ajema-5882	409	57	computer	computer	NOUN
ajema-5882	409	58	applications	application	NOUN
ajema-5882	409	59	,	,	PUNCT
ajema-5882	409	60	vol	vol	NOUN
ajema-5882	409	61	.	.	PUNCT
ajema-5882	409	62	209	209	NUM
ajema-5882	409	63	,	,	PUNCT
ajema-5882	409	64	p.	p.	NOUN
ajema-5882	409	65	103540	103540	NUM
ajema-5882	409	66	,	,	PUNCT
ajema-5882	409	67	2023	2023	NUM
ajema-5882	409	68	.	.	PUNCT
ajema-5882	410	1	2	2	X
ajema-5882	410	2	.	.	X
ajema-5882	410	3	n.	n.	PROPN
ajema-5882	410	4	s.	s.	PROPN
ajema-5882	410	5	madasamy	madasamy	PROPN
ajema-5882	410	6	,	,	PUNCT
ajema-5882	410	7	k.	k.	PROPN
ajema-5882	410	8	j.	j.	PROPN
ajema-5882	410	9	eldho	eldho	PROPN
ajema-5882	410	10	,	,	PUNCT
ajema-5882	410	11	t.	t.	PROPN
ajema-5882	410	12	senthilnathan	senthilnathan	PROPN
ajema-5882	410	13	,	,	PUNCT
ajema-5882	410	14	and	and	CCONJ
ajema-5882	410	15	j.	j.	PROPN
ajema-5882	410	16	deny	deny	VERB
ajema-5882	410	17	,	,	PUNCT
ajema-5882	410	18	“	"	PUNCT
ajema-5882	410	19	a	a	DET
ajema-5882	410	20	novel	novel	ADJ
ajema-5882	410	21	back	back	ADJ
ajema-5882	410	22	-	-	PUNCT
ajema-5882	410	23	propagation	propagation	NOUN
ajema-5882	410	24	neural	neural	ADJ
ajema-5882	410	25	network	network	NOUN
ajema-5882	410	26	for	for	ADP
ajema-5882	410	27	intelligent	intelligent	ADJ
ajema-5882	410	28	cyber	cyber	ADJ
ajema-5882	410	29	-	-	PUNCT
ajema-5882	410	30	physical	physical	ADJ
ajema-5882	410	31	systems	system	NOUN
ajema-5882	410	32	for	for	ADP
ajema-5882	410	33	wireless	wireless	ADJ
ajema-5882	410	34	communications	communication	NOUN
ajema-5882	410	35	,	,	PUNCT
ajema-5882	410	36	”	"	PUNCT
ajema-5882	410	37	iete	iete	PROPN
ajema-5882	410	38	j	j	PROPN
ajema-5882	410	39	res	res	PROPN
ajema-5882	410	40	,	,	PUNCT
ajema-5882	410	41	vol	vol	NOUN
ajema-5882	410	42	.	.	PROPN
ajema-5882	411	1	70	70	NUM
ajema-5882	411	2	,	,	PUNCT
ajema-5882	411	3	no	no	INTJ
ajema-5882	411	4	.	.	NOUN
ajema-5882	411	5	2	2	NUM
ajema-5882	411	6	,	,	PUNCT
ajema-5882	411	7	pp	pp	ADJ
ajema-5882	411	8	.	.	PUNCT
ajema-5882	412	1	1361–1373	1361–1373	NUM
ajema-5882	412	2	,	,	PUNCT
ajema-5882	412	3	2024	2024	NUM
ajema-5882	412	4	.	.	PUNCT
ajema-5882	413	1	3	3	X
ajema-5882	413	2	.	.	X
ajema-5882	413	3	y.	y.	PROPN
ajema-5882	413	4	jiang	jiang	PROPN
ajema-5882	413	5	,	,	PUNCT
ajema-5882	413	6	s.	s.	PROPN
ajema-5882	413	7	wu	wu	PROPN
ajema-5882	413	8	,	,	PUNCT
ajema-5882	413	9	r.	r.	PROPN
ajema-5882	413	10	ma	ma	PROPN
ajema-5882	413	11	,	,	PUNCT
ajema-5882	413	12	m.	m.	PROPN
ajema-5882	413	13	liu	liu	PROPN
ajema-5882	413	14	,	,	PUNCT
ajema-5882	413	15	h.	h.	PROPN
ajema-5882	413	16	luo	luo	PROPN
ajema-5882	413	17	,	,	PUNCT
ajema-5882	413	18	and	and	CCONJ
ajema-5882	413	19	o.	o.	PROPN
ajema-5882	413	20	kaynak	kaynak	PROPN
ajema-5882	413	21	,	,	PUNCT
ajema-5882	413	22	“	"	PUNCT
ajema-5882	413	23	monitoring	monitoring	NOUN
ajema-5882	413	24	and	and	CCONJ
ajema-5882	413	25	defense	defense	NOUN
ajema-5882	413	26	of	of	ADP
ajema-5882	413	27	industrial	industrial	ADJ
ajema-5882	413	28	cyber	cyber	PROPN
ajema-5882	413	29	-	-	PUNCT
ajema-5882	413	30	physical	physical	ADJ
ajema-5882	413	31	systems	system	NOUN
ajema-5882	413	32	under	under	ADP
ajema-5882	413	33	typical	typical	ADJ
ajema-5882	413	34	attacks	attack	NOUN
ajema-5882	413	35	:	:	PUNCT
ajema-5882	413	36	from	from	ADP
ajema-5882	413	37	a	a	DET
ajema-5882	413	38	systems	system	NOUN
ajema-5882	413	39	and	and	CCONJ
ajema-5882	413	40	control	control	PROPN
ajema-5882	413	41	perspective	perspective	NOUN
ajema-5882	413	42	,	,	PUNCT
ajema-5882	413	43	”	"	PUNCT
ajema-5882	413	44	ieee	ieee	NOUN
ajema-5882	413	45	transactions	transaction	NOUN
ajema-5882	413	46	on	on	ADP
ajema-5882	413	47	industrial	industrial	ADJ
ajema-5882	413	48	cyber	cyber	PROPN
ajema-5882	413	49	-	-	PUNCT
ajema-5882	413	50	physical	physical	ADJ
ajema-5882	413	51	systems	system	NOUN
ajema-5882	413	52	,	,	PUNCT
ajema-5882	413	53	2023	2023	NUM
ajema-5882	413	54	.	.	PUNCT
ajema-5882	414	1	4	4	NUM
ajema-5882	414	2	.	.	X
ajema-5882	414	3	l.	l.	PROPN
ajema-5882	414	4	rybalchenko	rybalchenko	PROPN
ajema-5882	414	5	,	,	PUNCT
ajema-5882	414	6	a.	a.	NOUN
ajema-5882	414	7	kosychenko	kosychenko	PROPN
ajema-5882	414	8	,	,	PUNCT
ajema-5882	414	9	and	and	CCONJ
ajema-5882	414	10	i.	i.	PROPN
ajema-5882	414	11	klinytskyi	klinytskyi	PROPN
ajema-5882	414	12	,	,	PUNCT
ajema-5882	414	13	“	"	PUNCT
ajema-5882	414	14	ensuring	ensure	VERB
ajema-5882	414	15	economic	economic	ADJ
ajema-5882	414	16	security	security	NOUN
ajema-5882	414	17	of	of	ADP
ajema-5882	414	18	enterprises	enterprise	NOUN
ajema-5882	414	19	taking	take	VERB
ajema-5882	414	20	into	into	ADP
ajema-5882	414	21	account	account	NOUN
ajema-5882	414	22	the	the	DET
ajema-5882	414	23	peculiarities	peculiarity	NOUN
ajema-5882	414	24	of	of	ADP
ajema-5882	414	25	information	information	NOUN
ajema-5882	414	26	security	security	NOUN
ajema-5882	414	27	,	,	PUNCT
ajema-5882	414	28	”	"	PUNCT
ajema-5882	414	29	2022	2022	NUM
ajema-5882	414	30	.	.	PUNCT
ajema-5882	415	1	5	5	NUM
ajema-5882	415	2	.	.	X
ajema-5882	415	3	m.	m.	NOUN
ajema-5882	415	4	sajid	sajid	PROPN
ajema-5882	415	5	et	et	PROPN
ajema-5882	415	6	al	al	PROPN
ajema-5882	415	7	.	.	PROPN
ajema-5882	415	8	,	,	PUNCT
ajema-5882	415	9	“	"	PUNCT
ajema-5882	415	10	enhancing	enhance	VERB
ajema-5882	415	11	intrusion	intrusion	NOUN
ajema-5882	415	12	detection	detection	NOUN
ajema-5882	415	13	:	:	PUNCT
ajema-5882	415	14	a	a	DET
ajema-5882	415	15	hybrid	hybrid	ADJ
ajema-5882	415	16	machine	machine	NOUN
ajema-5882	415	17	and	and	CCONJ
ajema-5882	415	18	deep	deep	ADJ
ajema-5882	415	19	learning	learning	NOUN
ajema-5882	415	20	approach	approach	NOUN
ajema-5882	415	21	,	,	PUNCT
ajema-5882	415	22	”	"	PUNCT
ajema-5882	415	23	journal	journal	NOUN
ajema-5882	415	24	of	of	ADP
ajema-5882	415	25	cloud	cloud	PROPN
ajema-5882	415	26	computing	computing	NOUN
ajema-5882	415	27	,	,	PUNCT
ajema-5882	415	28	vol	vol	NOUN
ajema-5882	415	29	.	.	PROPN
ajema-5882	415	30	13	13	NUM
ajema-5882	415	31	,	,	PUNCT
ajema-5882	415	32	no	no	INTJ
ajema-5882	415	33	.	.	NOUN
ajema-5882	415	34	1	1	NUM
ajema-5882	415	35	,	,	PUNCT
ajema-5882	415	36	p.	p.	NOUN
ajema-5882	415	37	123	123	NUM
ajema-5882	415	38	,	,	PUNCT
ajema-5882	415	39	2024	2024	NUM
ajema-5882	415	40	.	.	PUNCT
ajema-5882	415	41	35	35	NUM
ajema-5882	415	42	journal	journal	NOUN
ajema-5882	415	43	of	of	ADP
ajema-5882	415	44	engineering	engineering	NOUN
ajema-5882	415	45	,	,	PUNCT
ajema-5882	415	46	mechanics	mechanic	NOUN
ajema-5882	415	47	and	and	CCONJ
ajema-5882	415	48	architecture	architecture	NOUN
ajema-5882	415	49	www	www	NOUN
ajema-5882	415	50	.	.	PUNCT
ajema-5882	416	1	grnjournal.us	grnjournal.us	X
ajema-5882	416	2	6	6	NUM
ajema-5882	416	3	.	.	PUNCT
ajema-5882	416	4	v.-h	v.-h	NOUN
ajema-5882	416	5	.	.	PUNCT
ajema-5882	417	1	le	le	PROPN
ajema-5882	417	2	and	and	CCONJ
ajema-5882	417	3	h.	h.	PROPN
ajema-5882	417	4	zhang	zhang	PROPN
ajema-5882	417	5	,	,	PUNCT
ajema-5882	417	6	“	"	PUNCT
ajema-5882	417	7	log	log	NOUN
ajema-5882	417	8	-	-	PUNCT
ajema-5882	417	9	based	base	VERB
ajema-5882	417	10	anomaly	anomaly	NOUN
ajema-5882	417	11	detection	detection	NOUN
ajema-5882	417	12	with	with	ADP
ajema-5882	417	13	deep	deep	ADJ
ajema-5882	417	14	learning	learning	NOUN
ajema-5882	417	15	:	:	PUNCT
ajema-5882	417	16	how	how	SCONJ
ajema-5882	417	17	far	far	ADV
ajema-5882	417	18	are	be	AUX
ajema-5882	417	19	we	we	PRON
ajema-5882	417	20	?	?	PUNCT
ajema-5882	417	21	,	,	PUNCT
ajema-5882	417	22	”	"	PUNCT
ajema-5882	417	23	in	in	ADP
ajema-5882	417	24	proceedings	proceeding	NOUN
ajema-5882	417	25	of	of	ADP
ajema-5882	417	26	the	the	DET
ajema-5882	417	27	44th	44th	ADJ
ajema-5882	417	28	international	international	ADJ
ajema-5882	417	29	conference	conference	NOUN
ajema-5882	417	30	on	on	ADP
ajema-5882	417	31	software	software	NOUN
ajema-5882	417	32	engineering	engineering	NOUN
ajema-5882	417	33	,	,	PUNCT
ajema-5882	417	34	2022	2022	NUM
ajema-5882	417	35	,	,	PUNCT
ajema-5882	417	36	pp	pp	ADJ
ajema-5882	417	37	.	.	PUNCT
ajema-5882	418	1	1356–1367	1356–1367	NUM
ajema-5882	418	2	.	.	PUNCT
ajema-5882	419	1	7	7	X
ajema-5882	419	2	.	.	X
ajema-5882	419	3	m.	m.	PROPN
ajema-5882	419	4	hamzah	hamzah	PROPN
ajema-5882	419	5	et	et	PROPN
ajema-5882	419	6	al	al	PROPN
ajema-5882	419	7	.	.	PROPN
ajema-5882	419	8	,	,	PUNCT
ajema-5882	419	9	“	"	PUNCT
ajema-5882	419	10	distributed	distribute	VERB
ajema-5882	419	11	control	control	NOUN
ajema-5882	419	12	of	of	ADP
ajema-5882	419	13	cyber	cyber	ADJ
ajema-5882	419	14	physical	physical	ADJ
ajema-5882	419	15	system	system	NOUN
ajema-5882	419	16	on	on	ADP
ajema-5882	419	17	various	various	ADJ
ajema-5882	419	18	domains	domain	NOUN
ajema-5882	419	19	:	:	PUNCT
ajema-5882	419	20	a	a	DET
ajema-5882	419	21	critical	critical	ADJ
ajema-5882	419	22	review	review	NOUN
ajema-5882	419	23	,	,	PUNCT
ajema-5882	419	24	”	"	PUNCT
ajema-5882	419	25	systems	system	NOUN
ajema-5882	419	26	,	,	PUNCT
ajema-5882	419	27	vol	vol	NOUN
ajema-5882	419	28	.	.	PROPN
ajema-5882	420	1	11	11	NUM
ajema-5882	420	2	,	,	PUNCT
ajema-5882	420	3	no	no	INTJ
ajema-5882	420	4	.	.	NOUN
ajema-5882	420	5	4	4	NUM
ajema-5882	420	6	,	,	PUNCT
ajema-5882	420	7	p.	p.	NOUN
ajema-5882	420	8	208	208	NUM
ajema-5882	420	9	,	,	PUNCT
ajema-5882	420	10	2023	2023	NUM
ajema-5882	420	11	.	.	PUNCT
ajema-5882	421	1	8	8	NUM
ajema-5882	421	2	.	.	PUNCT
ajema-5882	421	3	g.	g.	PROPN
ajema-5882	421	4	y.	y.	PROPN
ajema-5882	421	5	dayankl	dayankl	PROPN
ajema-5882	421	6	,	,	PUNCT
ajema-5882	421	7	s.	s.	PROPN
ajema-5882	421	8	sinha	sinha	PROPN
ajema-5882	421	9	,	,	PUNCT
ajema-5882	421	10	d.	d.	PROPN
ajema-5882	421	11	muniraj	muniraj	PROPN
ajema-5882	421	12	,	,	PUNCT
ajema-5882	421	13	r.	r.	PROPN
ajema-5882	421	14	m.	m.	PROPN
ajema-5882	421	15	gerdes	gerdes	PROPN
ajema-5882	421	16	,	,	PUNCT
ajema-5882	421	17	m.	m.	NOUN
ajema-5882	421	18	farhood	farhood	NOUN
ajema-5882	421	19	,	,	PUNCT
ajema-5882	421	20	and	and	CCONJ
ajema-5882	421	21	m.	m.	PROPN
ajema-5882	421	22	mina	mina	PROPN
ajema-5882	421	23	,	,	PUNCT
ajema-5882	421	24	“	"	PUNCT
ajema-5882	421	25	{	{	PUNCT
ajema-5882	421	26	physicallayer	physicallayer	NOUN
ajema-5882	421	27	}	}	PUNCT
ajema-5882	421	28	attacks	attack	NOUN
ajema-5882	421	29	against	against	ADP
ajema-5882	421	30	pulse	pulse	NOUN
ajema-5882	421	31	width	width	NOUN
ajema-5882	421	32	{	{	PUNCT
ajema-5882	421	33	modulation	modulation	NOUN
ajema-5882	421	34	-	-	PUNCT
ajema-5882	421	35	controlled	control	VERB
ajema-5882	421	36	}	}	PUNCT
ajema-5882	421	37	actuators	actuator	NOUN
ajema-5882	421	38	,	,	PUNCT
ajema-5882	421	39	”	"	PUNCT
ajema-5882	421	40	in	in	ADP
ajema-5882	421	41	31st	31st	ADJ
ajema-5882	421	42	usenix	usenix	NOUN
ajema-5882	421	43	security	security	NOUN
ajema-5882	421	44	symposium	symposium	NOUN
ajema-5882	421	45	(	(	PUNCT
ajema-5882	421	46	usenix	usenix	PROPN
ajema-5882	421	47	security	security	NOUN
ajema-5882	421	48	22	22	NUM
ajema-5882	421	49	)	)	PUNCT
ajema-5882	421	50	,	,	PUNCT
ajema-5882	421	51	2022	2022	NUM
ajema-5882	421	52	,	,	PUNCT
ajema-5882	421	53	pp	pp	ADV
ajema-5882	421	54	.	.	PUNCT
ajema-5882	422	1	953–970	953–970	NUM
ajema-5882	422	2	.	.	NOUN
ajema-5882	423	1	9	9	NUM
ajema-5882	423	2	.	.	X
ajema-5882	423	3	y.	y.	PROPN
ajema-5882	423	4	wu	wu	PROPN
ajema-5882	423	5	,	,	PUNCT
ajema-5882	423	6	h.-n	h.-n	PROPN
ajema-5882	423	7	.	.	PUNCT
ajema-5882	424	1	dai	dai	PROPN
ajema-5882	424	2	,	,	PUNCT
ajema-5882	424	3	h.	h.	PROPN
ajema-5882	424	4	wang	wang	PROPN
ajema-5882	424	5	,	,	PUNCT
ajema-5882	424	6	z.	z.	PROPN
ajema-5882	424	7	xiong	xiong	PROPN
ajema-5882	424	8	,	,	PUNCT
ajema-5882	424	9	and	and	CCONJ
ajema-5882	424	10	s.	s.	PROPN
ajema-5882	424	11	guo	guo	PROPN
ajema-5882	424	12	,	,	PUNCT
ajema-5882	424	13	“	"	PUNCT
ajema-5882	424	14	a	a	DET
ajema-5882	424	15	survey	survey	NOUN
ajema-5882	424	16	of	of	ADP
ajema-5882	424	17	intelligent	intelligent	ADJ
ajema-5882	424	18	network	network	NOUN
ajema-5882	424	19	slicing	slice	VERB
ajema-5882	424	20	management	management	NOUN
ajema-5882	424	21	for	for	ADP
ajema-5882	424	22	industrial	industrial	ADJ
ajema-5882	424	23	iot	iot	NOUN
ajema-5882	424	24	:	:	PUNCT
ajema-5882	424	25	integrated	integrate	VERB
ajema-5882	424	26	approaches	approach	NOUN
ajema-5882	424	27	for	for	ADP
ajema-5882	424	28	smart	smart	ADJ
ajema-5882	424	29	transportation	transportation	NOUN
ajema-5882	424	30	,	,	PUNCT
ajema-5882	424	31	smart	smart	ADJ
ajema-5882	424	32	energy	energy	NOUN
ajema-5882	424	33	,	,	PUNCT
ajema-5882	424	34	and	and	CCONJ
ajema-5882	424	35	smart	smart	ADJ
ajema-5882	424	36	factory	factory	NOUN
ajema-5882	424	37	,	,	PUNCT
ajema-5882	424	38	”	"	PUNCT
ajema-5882	424	39	ieee	ieee	NOUN
ajema-5882	424	40	communications	communication	NOUN
ajema-5882	424	41	surveys	survey	NOUN
ajema-5882	424	42	&	&	CCONJ
ajema-5882	424	43	tutorials	tutorial	NOUN
ajema-5882	424	44	,	,	PUNCT
ajema-5882	424	45	vol	vol	NOUN
ajema-5882	424	46	.	.	PROPN
ajema-5882	424	47	24	24	NUM
ajema-5882	424	48	,	,	PUNCT
ajema-5882	424	49	no	no	INTJ
ajema-5882	424	50	.	.	NOUN
ajema-5882	424	51	2	2	NUM
ajema-5882	424	52	,	,	PUNCT
ajema-5882	424	53	pp	pp	ADJ
ajema-5882	424	54	.	.	PUNCT
ajema-5882	424	55	1175	1175	NUM
ajema-5882	424	56	–	–	PUNCT
ajema-5882	424	57	1211	1211	NUM
ajema-5882	424	58	,	,	PUNCT
ajema-5882	424	59	2022	2022	NUM
ajema-5882	424	60	.	.	PUNCT
ajema-5882	425	1	10	10	NUM
ajema-5882	425	2	.	.	PUNCT
ajema-5882	425	3	a.	a.	NOUN
ajema-5882	425	4	pundir	pundir	PROPN
ajema-5882	425	5	,	,	PUNCT
ajema-5882	425	6	s.	s.	PROPN
ajema-5882	425	7	singh	singh	PROPN
ajema-5882	425	8	,	,	PUNCT
ajema-5882	425	9	m.	m.	PROPN
ajema-5882	425	10	kumar	kumar	PROPN
ajema-5882	425	11	,	,	PUNCT
ajema-5882	425	12	a.	a.	NOUN
ajema-5882	425	13	bafila	bafila	PROPN
ajema-5882	425	14	,	,	PUNCT
ajema-5882	425	15	and	and	CCONJ
ajema-5882	425	16	g.	g.	PROPN
ajema-5882	425	17	j.	j.	PROPN
ajema-5882	425	18	saxena	saxena	PROPN
ajema-5882	425	19	,	,	PUNCT
ajema-5882	425	20	“	"	PUNCT
ajema-5882	425	21	cyber	cyber	ADJ
ajema-5882	425	22	-	-	PUNCT
ajema-5882	425	23	physical	physical	ADJ
ajema-5882	425	24	systems	system	NOUN
ajema-5882	425	25	enabled	enable	VERB
ajema-5882	425	26	transport	transport	NOUN
ajema-5882	425	27	networks	network	NOUN
ajema-5882	425	28	in	in	ADP
ajema-5882	425	29	smart	smart	ADJ
ajema-5882	425	30	cities	city	NOUN
ajema-5882	425	31	:	:	PUNCT
ajema-5882	425	32	challenges	challenge	NOUN
ajema-5882	425	33	and	and	CCONJ
ajema-5882	425	34	enabling	enable	VERB
ajema-5882	425	35	technologies	technology	NOUN
ajema-5882	425	36	of	of	ADP
ajema-5882	425	37	the	the	DET
ajema-5882	425	38	new	new	ADJ
ajema-5882	425	39	mobility	mobility	NOUN
ajema-5882	425	40	era	era	NOUN
ajema-5882	425	41	,	,	PUNCT
ajema-5882	425	42	”	"	PUNCT
ajema-5882	425	43	ieee	ieee	NOUN
ajema-5882	425	44	access	access	NOUN
ajema-5882	425	45	,	,	PUNCT
ajema-5882	425	46	vol	vol	NOUN
ajema-5882	425	47	.	.	PROPN
ajema-5882	426	1	10	10	NUM
ajema-5882	426	2	,	,	PUNCT
ajema-5882	426	3	pp	pp	ADJ
ajema-5882	426	4	.	.	PUNCT
ajema-5882	427	1	16350–16364	16350–16364	NUM
ajema-5882	427	2	,	,	PUNCT
ajema-5882	427	3	2022	2022	NUM
ajema-5882	427	4	.	.	PUNCT
ajema-5882	428	1	11	11	NUM
ajema-5882	428	2	.	.	PUNCT
ajema-5882	428	3	a.	a.	PROPN
ajema-5882	428	4	yaseen	yaseen	PROPN
ajema-5882	428	5	,	,	PUNCT
ajema-5882	428	6	“	"	PUNCT
ajema-5882	428	7	the	the	DET
ajema-5882	428	8	role	role	NOUN
ajema-5882	428	9	of	of	ADP
ajema-5882	428	10	machine	machine	NOUN
ajema-5882	428	11	learning	learning	NOUN
ajema-5882	428	12	in	in	ADP
ajema-5882	428	13	network	network	NOUN
ajema-5882	428	14	anomaly	anomaly	NOUN
ajema-5882	428	15	detection	detection	NOUN
ajema-5882	428	16	for	for	ADP
ajema-5882	428	17	cybersecurity	cybersecurity	NOUN
ajema-5882	428	18	,	,	PUNCT
ajema-5882	428	19	”	"	PUNCT
ajema-5882	428	20	sage	sage	NOUN
ajema-5882	428	21	science	science	NOUN
ajema-5882	428	22	review	review	NOUN
ajema-5882	428	23	of	of	ADP
ajema-5882	428	24	applied	apply	VERB
ajema-5882	428	25	machine	machine	NOUN
ajema-5882	428	26	learning	learning	NOUN
ajema-5882	428	27	,	,	PUNCT
ajema-5882	428	28	vol	vol	NOUN
ajema-5882	428	29	.	.	PROPN
ajema-5882	428	30	6	6	NUM
ajema-5882	428	31	,	,	PUNCT
ajema-5882	428	32	no	no	INTJ
ajema-5882	428	33	.	.	NOUN
ajema-5882	428	34	8	8	NUM
ajema-5882	428	35	,	,	PUNCT
ajema-5882	428	36	pp	pp	ADJ
ajema-5882	428	37	.	.	PUNCT
ajema-5882	428	38	16–34	16–34	NUM
ajema-5882	428	39	,	,	PUNCT
ajema-5882	428	40	2023	2023	NUM
ajema-5882	428	41	.	.	PUNCT
ajema-5882	429	1	12	12	NUM
ajema-5882	429	2	.	.	PUNCT
ajema-5882	430	1	s.	s.	PROPN
ajema-5882	430	2	kim	kim	PROPN
ajema-5882	430	3	,	,	PUNCT
ajema-5882	430	4	k.-j	k.-j	PROPN
ajema-5882	430	5	.	.	PUNCT
ajema-5882	430	6	park	park	PROPN
ajema-5882	430	7	,	,	PUNCT
ajema-5882	430	8	and	and	CCONJ
ajema-5882	430	9	c.	c.	PROPN
ajema-5882	430	10	lu	lu	PROPN
ajema-5882	430	11	,	,	PUNCT
ajema-5882	430	12	“	"	PUNCT
ajema-5882	430	13	a	a	DET
ajema-5882	430	14	survey	survey	NOUN
ajema-5882	430	15	on	on	ADP
ajema-5882	430	16	network	network	NOUN
ajema-5882	430	17	security	security	NOUN
ajema-5882	430	18	for	for	ADP
ajema-5882	430	19	cyber	cyber	ADJ
ajema-5882	430	20	–	–	PUNCT
ajema-5882	430	21	physical	physical	ADJ
ajema-5882	430	22	systems	system	NOUN
ajema-5882	430	23	:	:	PUNCT
ajema-5882	430	24	from	from	ADP
ajema-5882	430	25	threats	threat	NOUN
ajema-5882	430	26	to	to	ADP
ajema-5882	430	27	resilient	resilient	ADJ
ajema-5882	430	28	design	design	NOUN
ajema-5882	430	29	,	,	PUNCT
ajema-5882	430	30	”	"	PUNCT
ajema-5882	430	31	ieee	ieee	NOUN
ajema-5882	430	32	communications	communication	NOUN
ajema-5882	430	33	surveys	survey	NOUN
ajema-5882	430	34	&	&	CCONJ
ajema-5882	430	35	tutorials	tutorial	NOUN
ajema-5882	430	36	,	,	PUNCT
ajema-5882	430	37	vol	vol	NOUN
ajema-5882	430	38	.	.	PROPN
ajema-5882	430	39	24	24	NUM
ajema-5882	430	40	,	,	PUNCT
ajema-5882	430	41	no	no	INTJ
ajema-5882	430	42	.	.	NOUN
ajema-5882	430	43	3	3	NUM
ajema-5882	430	44	,	,	PUNCT
ajema-5882	430	45	pp	pp	ADJ
ajema-5882	430	46	.	.	PUNCT
ajema-5882	430	47	1534–1573	1534–1573	NUM
ajema-5882	430	48	,	,	PUNCT
ajema-5882	430	49	2022	2022	NUM
ajema-5882	430	50	.	.	PUNCT
ajema-5882	431	1	13	13	NUM
ajema-5882	431	2	.	.	PUNCT
ajema-5882	431	3	f.	f.	PROPN
ajema-5882	431	4	j.	j.	PROPN
ajema-5882	431	5	egloff	egloff	PROPN
ajema-5882	431	6	and	and	CCONJ
ajema-5882	431	7	m.	m.	NOUN
ajema-5882	431	8	smeets	smeet	NOUN
ajema-5882	431	9	,	,	PUNCT
ajema-5882	431	10	“	"	PUNCT
ajema-5882	431	11	publicly	publicly	ADV
ajema-5882	431	12	attributing	attribute	VERB
ajema-5882	431	13	cyber	cyber	NOUN
ajema-5882	431	14	attacks	attack	NOUN
ajema-5882	431	15	:	:	PUNCT
ajema-5882	431	16	a	a	DET
ajema-5882	431	17	framework	framework	NOUN
ajema-5882	431	18	,	,	PUNCT
ajema-5882	431	19	”	"	PUNCT
ajema-5882	431	20	journal	journal	NOUN
ajema-5882	431	21	of	of	ADP
ajema-5882	431	22	strategic	strategic	ADJ
ajema-5882	431	23	studies	study	NOUN
ajema-5882	431	24	,	,	PUNCT
ajema-5882	431	25	vol	vol	NOUN
ajema-5882	431	26	.	.	PROPN
ajema-5882	431	27	46	46	NUM
ajema-5882	431	28	,	,	PUNCT
ajema-5882	431	29	no	no	INTJ
ajema-5882	431	30	.	.	NOUN
ajema-5882	432	1	3	3	NUM
ajema-5882	432	2	,	,	PUNCT
ajema-5882	432	3	pp	pp	ADJ
ajema-5882	432	4	.	.	PUNCT
ajema-5882	433	1	502–533	502–533	NUM
ajema-5882	433	2	,	,	PUNCT
ajema-5882	433	3	2023	2023	NUM
ajema-5882	433	4	.	.	PUNCT
ajema-5882	434	1	14	14	NUM
ajema-5882	434	2	.	.	PUNCT
ajema-5882	435	1	w.	w.	PROPN
ajema-5882	435	2	duo	duo	PROPN
ajema-5882	435	3	,	,	PUNCT
ajema-5882	435	4	m.	m.	NOUN
ajema-5882	435	5	zhou	zhou	PROPN
ajema-5882	435	6	,	,	PUNCT
ajema-5882	435	7	and	and	CCONJ
ajema-5882	435	8	a.	a.	NOUN
ajema-5882	435	9	abusorrah	abusorrah	PROPN
ajema-5882	435	10	,	,	PUNCT
ajema-5882	435	11	“	"	PUNCT
ajema-5882	435	12	a	a	DET
ajema-5882	435	13	survey	survey	NOUN
ajema-5882	435	14	of	of	ADP
ajema-5882	435	15	cyber	cyber	NOUN
ajema-5882	435	16	attacks	attack	NOUN
ajema-5882	435	17	on	on	ADP
ajema-5882	435	18	cyber	cyber	PROPN
ajema-5882	435	19	physical	physical	ADJ
ajema-5882	435	20	systems	system	NOUN
ajema-5882	435	21	:	:	PUNCT
ajema-5882	435	22	recent	recent	ADJ
ajema-5882	435	23	advances	advance	NOUN
ajema-5882	435	24	and	and	CCONJ
ajema-5882	435	25	challenges	challenge	NOUN
ajema-5882	435	26	,	,	PUNCT
ajema-5882	435	27	”	"	PUNCT
ajema-5882	435	28	ieee	ieee	NOUN
ajema-5882	435	29	/	/	SYM
ajema-5882	435	30	caa	caa	PROPN
ajema-5882	435	31	journal	journal	PROPN
ajema-5882	435	32	of	of	ADP
ajema-5882	435	33	automatica	automatica	PROPN
ajema-5882	435	34	sinica	sinica	PROPN
ajema-5882	435	35	,	,	PUNCT
ajema-5882	435	36	vol	vol	NOUN
ajema-5882	435	37	.	.	PROPN
ajema-5882	435	38	9	9	NUM
ajema-5882	435	39	,	,	PUNCT
ajema-5882	435	40	no	no	INTJ
ajema-5882	435	41	.	.	NOUN
ajema-5882	435	42	5	5	NUM
ajema-5882	435	43	,	,	PUNCT
ajema-5882	435	44	pp	pp	ADJ
ajema-5882	435	45	.	.	PUNCT
ajema-5882	436	1	784–800	784–800	NUM
ajema-5882	436	2	,	,	PUNCT
ajema-5882	436	3	2022	2022	NUM
ajema-5882	436	4	.	.	PUNCT
ajema-5882	437	1	15	15	NUM
ajema-5882	437	2	.	.	PUNCT
ajema-5882	437	3	m.	m.	PROPN
ajema-5882	437	4	k.	k.	PROPN
ajema-5882	437	5	habib	habib	PROPN
ajema-5882	437	6	,	,	PUNCT
ajema-5882	437	7	c.	c.	PROPN
ajema-5882	437	8	chimsom	chimsom	NOUN
ajema-5882	437	9	,	,	PUNCT
ajema-5882	437	10	and	and	CCONJ
ajema-5882	437	11	others	other	NOUN
ajema-5882	437	12	,	,	PUNCT
ajema-5882	437	13	“	"	PUNCT
ajema-5882	437	14	cps	cp	NOUN
ajema-5882	437	15	:	:	PUNCT
ajema-5882	437	16	role	role	NOUN
ajema-5882	437	17	,	,	PUNCT
ajema-5882	437	18	characteristics	characteristic	NOUN
ajema-5882	437	19	,	,	PUNCT
ajema-5882	437	20	architectures	architecture	NOUN
ajema-5882	437	21	and	and	CCONJ
ajema-5882	437	22	future	future	ADJ
ajema-5882	437	23	potentials	potential	NOUN
ajema-5882	437	24	,	,	PUNCT
ajema-5882	437	25	”	"	PUNCT
ajema-5882	437	26	procedia	procedia	PROPN
ajema-5882	437	27	comput	comput	PROPN
ajema-5882	437	28	sci	sci	PROPN
ajema-5882	437	29	,	,	PUNCT
ajema-5882	437	30	vol	vol	NOUN
ajema-5882	437	31	.	.	NOUN
ajema-5882	437	32	200	200	NUM
ajema-5882	437	33	,	,	PUNCT
ajema-5882	437	34	pp	pp	ADJ
ajema-5882	437	35	.	.	PUNCT
ajema-5882	438	1	1347–1358	1347–1358	NOUN
ajema-5882	438	2	,	,	PUNCT
ajema-5882	438	3	2022	2022	NUM
ajema-5882	438	4	.	.	PUNCT
ajema-5882	439	1	16	16	NUM
ajema-5882	439	2	.	.	PUNCT
ajema-5882	440	1	s.	s.	PROPN
ajema-5882	440	2	f.	f.	PROPN
ajema-5882	440	3	ahmed	ahmed	PROPN
ajema-5882	440	4	et	et	PROPN
ajema-5882	440	5	al	al	PROPN
ajema-5882	440	6	.	.	PROPN
ajema-5882	440	7	,	,	PUNCT
ajema-5882	440	8	“	"	PUNCT
ajema-5882	440	9	deep	deep	ADJ
ajema-5882	440	10	learning	learning	NOUN
ajema-5882	440	11	modelling	model	VERB
ajema-5882	440	12	techniques	technique	NOUN
ajema-5882	440	13	:	:	PUNCT
ajema-5882	440	14	current	current	ADJ
ajema-5882	440	15	progress	progress	NOUN
ajema-5882	440	16	,	,	PUNCT
ajema-5882	440	17	applications	application	NOUN
ajema-5882	440	18	,	,	PUNCT
ajema-5882	440	19	advantages	advantage	NOUN
ajema-5882	440	20	,	,	PUNCT
ajema-5882	440	21	and	and	CCONJ
ajema-5882	440	22	challenges	challenge	NOUN
ajema-5882	440	23	,	,	PUNCT
ajema-5882	440	24	”	"	PUNCT
ajema-5882	440	25	artif	artif	PROPN
ajema-5882	440	26	intell	intell	PROPN
ajema-5882	440	27	rev	rev	VERB
ajema-5882	440	28	,	,	PUNCT
ajema-5882	440	29	vol	vol	NOUN
ajema-5882	440	30	.	.	PROPN
ajema-5882	441	1	56	56	NUM
ajema-5882	441	2	,	,	PUNCT
ajema-5882	441	3	no	no	INTJ
ajema-5882	441	4	.	.	NOUN
ajema-5882	441	5	11	11	NUM
ajema-5882	441	6	,	,	PUNCT
ajema-5882	441	7	pp	pp	ADJ
ajema-5882	441	8	.	.	PUNCT
ajema-5882	442	1	13521–13617	13521–13617	NUM
ajema-5882	442	2	,	,	PUNCT
ajema-5882	442	3	2023	2023	NUM
ajema-5882	442	4	.	.	PUNCT
ajema-5882	443	1	17	17	NUM
ajema-5882	443	2	.	.	PUNCT
ajema-5882	443	3	a.	a.	PROPN
ajema-5882	443	4	goyal	goyal	PROPN
ajema-5882	443	5	and	and	CCONJ
ajema-5882	443	6	y.	y.	PROPN
ajema-5882	443	7	bengio	bengio	PROPN
ajema-5882	443	8	,	,	PUNCT
ajema-5882	443	9	“	"	PUNCT
ajema-5882	443	10	inductive	inductive	ADJ
ajema-5882	443	11	biases	bias	NOUN
ajema-5882	443	12	for	for	ADP
ajema-5882	443	13	deep	deep	ADJ
ajema-5882	443	14	learning	learning	NOUN
ajema-5882	443	15	of	of	ADP
ajema-5882	443	16	higher	high	ADJ
ajema-5882	443	17	-	-	PUNCT
ajema-5882	443	18	level	level	NOUN
ajema-5882	443	19	cognition	cognition	NOUN
ajema-5882	443	20	,	,	PUNCT
ajema-5882	443	21	”	"	PUNCT
ajema-5882	443	22	proceedings	proceeding	NOUN
ajema-5882	443	23	of	of	ADP
ajema-5882	443	24	the	the	DET
ajema-5882	443	25	royal	royal	ADJ
ajema-5882	443	26	society	society	NOUN
ajema-5882	443	27	a	a	PRON
ajema-5882	443	28	,	,	PUNCT
ajema-5882	443	29	vol	vol	NOUN
ajema-5882	443	30	.	.	PROPN
ajema-5882	443	31	478	478	NUM
ajema-5882	443	32	,	,	PUNCT
ajema-5882	443	33	no	no	INTJ
ajema-5882	443	34	.	.	NOUN
ajema-5882	443	35	2266	2266	NUM
ajema-5882	443	36	,	,	PUNCT
ajema-5882	443	37	p.	p.	NOUN
ajema-5882	443	38	20210068	20210068	NUM
ajema-5882	443	39	,	,	PUNCT
ajema-5882	443	40	2022	2022	NUM
ajema-5882	443	41	.	.	PUNCT
ajema-5882	444	1	18	18	NUM
ajema-5882	444	2	.	.	PUNCT
ajema-5882	444	3	a.	a.	PROPN
ajema-5882	444	4	e.	e.	PROPN
ajema-5882	444	5	cil	cil	PROPN
ajema-5882	444	6	,	,	PUNCT
ajema-5882	444	7	k.	k.	PROPN
ajema-5882	444	8	yildiz	yildiz	PROPN
ajema-5882	444	9	,	,	PUNCT
ajema-5882	444	10	and	and	CCONJ
ajema-5882	444	11	a.	a.	NOUN
ajema-5882	444	12	buldu	buldu	NOUN
ajema-5882	444	13	,	,	PUNCT
ajema-5882	444	14	“	"	PUNCT
ajema-5882	444	15	detection	detection	NOUN
ajema-5882	444	16	of	of	ADP
ajema-5882	444	17	ddos	ddos	NOUN
ajema-5882	444	18	attacks	attack	NOUN
ajema-5882	444	19	with	with	ADP
ajema-5882	444	20	feed	feed	NOUN
ajema-5882	444	21	forward	forward	ADV
ajema-5882	444	22	based	base	VERB
ajema-5882	444	23	deep	deep	ADJ
ajema-5882	444	24	neural	neural	ADJ
ajema-5882	444	25	network	network	NOUN
ajema-5882	444	26	model	model	NOUN
ajema-5882	444	27	,	,	PUNCT
ajema-5882	444	28	”	"	PUNCT
ajema-5882	444	29	expert	expert	NOUN
ajema-5882	444	30	syst	syst	PROPN
ajema-5882	444	31	appl	appl	PROPN
ajema-5882	444	32	,	,	PUNCT
ajema-5882	444	33	vol	vol	NOUN
ajema-5882	444	34	.	.	PROPN
ajema-5882	444	35	169	169	NUM
ajema-5882	444	36	,	,	PUNCT
ajema-5882	444	37	p.	p.	NOUN
ajema-5882	444	38	114520	114520	NUM
ajema-5882	444	39	,	,	PUNCT
ajema-5882	444	40	2021	2021	NUM
ajema-5882	444	41	.	.	PUNCT
ajema-5882	445	1	19	19	NUM
ajema-5882	445	2	.	.	PUNCT
ajema-5882	445	3	m.	m.	PROPN
ajema-5882	445	4	adil	adil	PROPN
ajema-5882	445	5	,	,	PUNCT
ajema-5882	445	6	r.	r.	PROPN
ajema-5882	445	7	ullah	ullah	PROPN
ajema-5882	445	8	,	,	PUNCT
ajema-5882	445	9	s.	s.	PROPN
ajema-5882	445	10	noor	noor	PROPN
ajema-5882	445	11	,	,	PUNCT
ajema-5882	445	12	and	and	CCONJ
ajema-5882	445	13	n.	n.	PROPN
ajema-5882	445	14	gohar	gohar	PROPN
ajema-5882	445	15	,	,	PUNCT
ajema-5882	445	16	“	"	PUNCT
ajema-5882	445	17	effect	effect	NOUN
ajema-5882	445	18	of	of	ADP
ajema-5882	445	19	number	number	NOUN
ajema-5882	445	20	of	of	ADP
ajema-5882	445	21	neurons	neuron	NOUN
ajema-5882	445	22	and	and	CCONJ
ajema-5882	445	23	layers	layer	NOUN
ajema-5882	445	24	in	in	ADP
ajema-5882	445	25	an	an	DET
ajema-5882	445	26	artificial	artificial	ADJ
ajema-5882	445	27	neural	neural	ADJ
ajema-5882	445	28	network	network	NOUN
ajema-5882	445	29	for	for	ADP
ajema-5882	445	30	generalized	generalized	ADJ
ajema-5882	445	31	concrete	concrete	ADJ
ajema-5882	445	32	mix	mix	NOUN
ajema-5882	445	33	design	design	NOUN
ajema-5882	445	34	,	,	PUNCT
ajema-5882	445	35	”	"	PUNCT
ajema-5882	445	36	neural	neural	ADJ
ajema-5882	445	37	comput	comput	NOUN
ajema-5882	445	38	appl	appl	PROPN
ajema-5882	445	39	,	,	PUNCT
ajema-5882	445	40	vol	vol	NOUN
ajema-5882	445	41	.	.	PROPN
ajema-5882	446	1	34	34	NUM
ajema-5882	446	2	,	,	PUNCT
ajema-5882	446	3	no	no	INTJ
ajema-5882	446	4	.	.	NOUN
ajema-5882	446	5	11	11	NUM
ajema-5882	446	6	,	,	PUNCT
ajema-5882	446	7	pp	pp	ADJ
ajema-5882	446	8	.	.	PUNCT
ajema-5882	447	1	8355–8363	8355–8363	NUM
ajema-5882	447	2	,	,	PUNCT
ajema-5882	447	3	2022	2022	NUM
ajema-5882	447	4	.	.	PUNCT
ajema-5882	448	1	20	20	NUM
ajema-5882	448	2	.	.	PUNCT
ajema-5882	449	1	h.	h.	PROPN
ajema-5882	449	2	m.	m.	PROPN
ajema-5882	449	3	d.	d.	PROPN
ajema-5882	449	4	kabir	kabir	PROPN
ajema-5882	449	5	et	et	PROPN
ajema-5882	449	6	al	al	PROPN
ajema-5882	449	7	.	.	PROPN
ajema-5882	449	8	,	,	PUNCT
ajema-5882	449	9	“	"	PUNCT
ajema-5882	449	10	spinalnet	spinalnet	ADJ
ajema-5882	449	11	:	:	PUNCT
ajema-5882	449	12	deep	deep	ADJ
ajema-5882	449	13	neural	neural	ADJ
ajema-5882	449	14	network	network	NOUN
ajema-5882	449	15	with	with	ADP
ajema-5882	449	16	gradual	gradual	ADJ
ajema-5882	449	17	input	input	NOUN
ajema-5882	449	18	,	,	PUNCT
ajema-5882	449	19	”	"	PUNCT
ajema-5882	449	20	ieee	ieee	NOUN
ajema-5882	449	21	transactions	transaction	NOUN
ajema-5882	449	22	on	on	ADP
ajema-5882	449	23	artificial	artificial	ADJ
ajema-5882	449	24	intelligence	intelligence	NOUN
ajema-5882	449	25	,	,	PUNCT
ajema-5882	449	26	vol	vol	NOUN
ajema-5882	449	27	.	.	PROPN
ajema-5882	449	28	4	4	NUM
ajema-5882	449	29	,	,	PUNCT
ajema-5882	449	30	no	no	INTJ
ajema-5882	449	31	.	.	NOUN
ajema-5882	449	32	5	5	NUM
ajema-5882	449	33	,	,	PUNCT
ajema-5882	449	34	pp	pp	ADJ
ajema-5882	449	35	.	.	PUNCT
ajema-5882	450	1	1165–1177	1165–1177	NUM
ajema-5882	450	2	,	,	PUNCT
ajema-5882	450	3	2022	2022	NUM
ajema-5882	450	4	.	.	PUNCT
ajema-5882	451	1	21	21	NUM
ajema-5882	451	2	.	.	PUNCT
ajema-5882	451	3	m.	m.	NOUN
ajema-5882	451	4	m.	m.	PROPN
ajema-5882	451	5	taye	taye	PROPN
ajema-5882	451	6	,	,	PUNCT
ajema-5882	451	7	“	"	PUNCT
ajema-5882	451	8	theoretical	theoretical	ADJ
ajema-5882	451	9	understanding	understanding	NOUN
ajema-5882	451	10	of	of	ADP
ajema-5882	451	11	convolutional	convolutional	ADJ
ajema-5882	451	12	neural	neural	ADJ
ajema-5882	451	13	network	network	NOUN
ajema-5882	451	14	:	:	PUNCT
ajema-5882	451	15	concepts	concept	NOUN
ajema-5882	451	16	,	,	PUNCT
ajema-5882	451	17	architectures	architecture	NOUN
ajema-5882	451	18	,	,	PUNCT
ajema-5882	451	19	applications	application	NOUN
ajema-5882	451	20	,	,	PUNCT
ajema-5882	451	21	future	future	ADJ
ajema-5882	451	22	directions	direction	NOUN
ajema-5882	451	23	,	,	PUNCT
ajema-5882	451	24	”	"	PUNCT
ajema-5882	451	25	computation	computation	NOUN
ajema-5882	451	26	,	,	PUNCT
ajema-5882	451	27	vol	vol	NOUN
ajema-5882	451	28	.	.	PROPN
ajema-5882	452	1	11	11	NUM
ajema-5882	452	2	,	,	PUNCT
ajema-5882	452	3	no	no	INTJ
ajema-5882	452	4	.	.	NOUN
ajema-5882	452	5	3	3	NUM
ajema-5882	452	6	,	,	PUNCT
ajema-5882	452	7	p.	p.	NOUN
ajema-5882	452	8	52	52	NUM
ajema-5882	452	9	,	,	PUNCT
ajema-5882	452	10	2023	2023	NUM
ajema-5882	452	11	.	.	PUNCT
ajema-5882	453	1	22	22	NUM
ajema-5882	453	2	.	.	PUNCT
ajema-5882	453	3	m.	m.	NOUN
ajema-5882	453	4	makarkin	makarkin	PROPN
ajema-5882	453	5	and	and	CCONJ
ajema-5882	453	6	d.	d.	PROPN
ajema-5882	453	7	bratashov	bratashov	PROPN
ajema-5882	453	8	,	,	PUNCT
ajema-5882	453	9	“	"	PUNCT
ajema-5882	453	10	state	state	NOUN
ajema-5882	453	11	-	-	PUNCT
ajema-5882	453	12	of	of	ADP
ajema-5882	453	13	-	-	PUNCT
ajema-5882	453	14	the	the	DET
ajema-5882	453	15	-	-	PUNCT
ajema-5882	453	16	art	art	NOUN
ajema-5882	453	17	approaches	approach	NOUN
ajema-5882	453	18	for	for	ADP
ajema-5882	453	19	image	image	NOUN
ajema-5882	453	20	deconvolution	deconvolution	NOUN
ajema-5882	453	21	problems	problem	NOUN
ajema-5882	453	22	,	,	PUNCT
ajema-5882	453	23	including	include	VERB
ajema-5882	453	24	modern	modern	ADJ
ajema-5882	453	25	deep	deep	ADJ
ajema-5882	453	26	learning	learning	NOUN
ajema-5882	453	27	architectures	architecture	NOUN
ajema-5882	453	28	,	,	PUNCT
ajema-5882	453	29	”	"	PUNCT
ajema-5882	453	30	micromachines	micromachine	NOUN
ajema-5882	453	31	(	(	PUNCT
ajema-5882	453	32	basel	basel	PROPN
ajema-5882	453	33	)	)	PUNCT
ajema-5882	453	34	,	,	PUNCT
ajema-5882	453	35	vol	vol	NOUN
ajema-5882	453	36	.	.	PROPN
ajema-5882	453	37	12	12	NUM
ajema-5882	453	38	,	,	PUNCT
ajema-5882	453	39	no	no	INTJ
ajema-5882	453	40	.	.	NOUN
ajema-5882	453	41	12	12	NUM
ajema-5882	453	42	,	,	PUNCT
ajema-5882	453	43	p.	p.	NOUN
ajema-5882	453	44	1558	1558	NUM
ajema-5882	453	45	,	,	PUNCT
ajema-5882	453	46	2021	2021	NUM
ajema-5882	453	47	.	.	PUNCT
ajema-5882	454	1	36	36	NUM
ajema-5882	454	2	journal	journal	NOUN
ajema-5882	454	3	of	of	ADP
ajema-5882	454	4	engineering	engineering	NOUN
ajema-5882	454	5	,	,	PUNCT
ajema-5882	454	6	mechanics	mechanic	NOUN
ajema-5882	454	7	and	and	CCONJ
ajema-5882	454	8	architecture	architecture	NOUN
ajema-5882	454	9	www	www	NOUN
ajema-5882	454	10	.	.	PUNCT
ajema-5882	455	1	grnjournal.us	grnjournal.us	X
ajema-5882	455	2	23	23	NUM
ajema-5882	455	3	.	.	PUNCT
ajema-5882	456	1	a.	a.	PROPN
ajema-5882	456	2	p.	p.	PROPN
ajema-5882	456	3	kaur	kaur	PROPN
ajema-5882	456	4	,	,	PUNCT
ajema-5882	456	5	a.	a.	PROPN
ajema-5882	456	6	singh	singh	PROPN
ajema-5882	456	7	,	,	PUNCT
ajema-5882	456	8	r.	r.	PROPN
ajema-5882	456	9	sachdeva	sachdeva	PROPN
ajema-5882	456	10	,	,	PUNCT
ajema-5882	456	11	and	and	CCONJ
ajema-5882	457	1	v.	v.	ADP
ajema-5882	457	2	kukreja	kukreja	NOUN
ajema-5882	457	3	,	,	PUNCT
ajema-5882	457	4	“	"	PUNCT
ajema-5882	457	5	automatic	automatic	ADJ
ajema-5882	457	6	speech	speech	NOUN
ajema-5882	457	7	recognition	recognition	NOUN
ajema-5882	457	8	systems	system	NOUN
ajema-5882	457	9	:	:	PUNCT
ajema-5882	457	10	a	a	DET
ajema-5882	457	11	survey	survey	NOUN
ajema-5882	457	12	of	of	ADP
ajema-5882	457	13	discriminative	discriminative	NOUN
ajema-5882	457	14	techniques	technique	NOUN
ajema-5882	457	15	,	,	PUNCT
ajema-5882	457	16	”	"	PUNCT
ajema-5882	457	17	multimed	multime	VERB
ajema-5882	457	18	tools	tool	NOUN
ajema-5882	457	19	appl	appl	NOUN
ajema-5882	457	20	,	,	PUNCT
ajema-5882	457	21	vol	vol	NOUN
ajema-5882	457	22	.	.	PROPN
ajema-5882	457	23	82	82	NUM
ajema-5882	457	24	,	,	PUNCT
ajema-5882	457	25	no	no	INTJ
ajema-5882	457	26	.	.	NOUN
ajema-5882	457	27	9	9	NUM
ajema-5882	457	28	,	,	PUNCT
ajema-5882	457	29	pp	pp	ADJ
ajema-5882	457	30	.	.	PUNCT
ajema-5882	457	31	13307	13307	NUM
ajema-5882	457	32	–	–	PUNCT
ajema-5882	457	33	13339	13339	NUM
ajema-5882	457	34	,	,	PUNCT
ajema-5882	457	35	2023	2023	NUM
ajema-5882	457	36	.	.	PUNCT
ajema-5882	458	1	24	24	NUM
ajema-5882	458	2	.	.	PUNCT
ajema-5882	459	1	g.	g.	PROPN
ajema-5882	459	2	menghani	menghani	PROPN
ajema-5882	459	3	,	,	PUNCT
ajema-5882	459	4	“	"	PUNCT
ajema-5882	459	5	efficient	efficient	ADJ
ajema-5882	459	6	deep	deep	ADJ
ajema-5882	459	7	learning	learning	NOUN
ajema-5882	459	8	:	:	PUNCT
ajema-5882	459	9	a	a	DET
ajema-5882	459	10	survey	survey	NOUN
ajema-5882	459	11	on	on	ADP
ajema-5882	459	12	making	make	VERB
ajema-5882	459	13	deep	deep	ADJ
ajema-5882	459	14	learning	learning	NOUN
ajema-5882	459	15	models	model	NOUN
ajema-5882	459	16	smaller	small	ADJ
ajema-5882	459	17	,	,	PUNCT
ajema-5882	459	18	faster	fast	ADV
ajema-5882	459	19	,	,	PUNCT
ajema-5882	459	20	and	and	CCONJ
ajema-5882	459	21	better	well	ADJ
ajema-5882	459	22	,	,	PUNCT
ajema-5882	459	23	”	"	PUNCT
ajema-5882	459	24	acm	acm	PROPN
ajema-5882	459	25	comput	comput	NOUN
ajema-5882	459	26	surv	surv	NOUN
ajema-5882	459	27	,	,	PUNCT
ajema-5882	459	28	vol	vol	NOUN
ajema-5882	459	29	.	.	PROPN
ajema-5882	460	1	55	55	NUM
ajema-5882	460	2	,	,	PUNCT
ajema-5882	460	3	no	no	INTJ
ajema-5882	460	4	.	.	NOUN
ajema-5882	460	5	12	12	NUM
ajema-5882	460	6	,	,	PUNCT
ajema-5882	460	7	pp	pp	ADJ
ajema-5882	460	8	.	.	PUNCT
ajema-5882	461	1	1–37	1–37	NOUN
ajema-5882	461	2	,	,	PUNCT
ajema-5882	461	3	2023	2023	NUM
ajema-5882	461	4	.	.	PUNCT
ajema-5882	462	1	25	25	NUM
ajema-5882	462	2	.	.	PUNCT
ajema-5882	462	3	s.	s.	PROPN
ajema-5882	462	4	s.	s.	PROPN
ajema-5882	462	5	gill	gill	PROPN
ajema-5882	462	6	et	et	PROPN
ajema-5882	462	7	al	al	PROPN
ajema-5882	462	8	.	.	PROPN
ajema-5882	462	9	,	,	PUNCT
ajema-5882	462	10	“	"	PUNCT
ajema-5882	462	11	ai	ai	VERB
ajema-5882	462	12	for	for	ADP
ajema-5882	462	13	next	next	ADJ
ajema-5882	462	14	generation	generation	NOUN
ajema-5882	462	15	computing	computing	NOUN
ajema-5882	462	16	:	:	PUNCT
ajema-5882	462	17	emerging	emerge	VERB
ajema-5882	462	18	trends	trend	NOUN
ajema-5882	462	19	and	and	CCONJ
ajema-5882	462	20	future	future	ADJ
ajema-5882	462	21	directions	direction	NOUN
ajema-5882	462	22	.	.	PUNCT
ajema-5882	463	1	internet	internet	NOUN
ajema-5882	463	2	things	thing	NOUN
ajema-5882	463	3	19	19	NUM
ajema-5882	463	4	:	:	SYM
ajema-5882	463	5	100514	100514	NUM
ajema-5882	463	6	,	,	PUNCT
ajema-5882	463	7	”	"	PUNCT
ajema-5882	463	8	2022	2022	NUM
ajema-5882	463	9	.	.	PUNCT
ajema-5882	464	1	26	26	NUM
ajema-5882	464	2	.	.	PUNCT
ajema-5882	465	1	t.	t.	PROPN
ajema-5882	465	2	sun	sun	PROPN
ajema-5882	465	3	,	,	PUNCT
ajema-5882	465	4	s.	s.	PROPN
ajema-5882	465	5	ding	ding	PROPN
ajema-5882	465	6	,	,	PUNCT
ajema-5882	465	7	and	and	CCONJ
ajema-5882	465	8	l.	l.	PROPN
ajema-5882	465	9	guo	guo	PROPN
ajema-5882	465	10	,	,	PUNCT
ajema-5882	465	11	“	"	PUNCT
ajema-5882	465	12	low	low	ADJ
ajema-5882	465	13	-	-	PUNCT
ajema-5882	465	14	degree	degree	NOUN
ajema-5882	465	15	term	term	NOUN
ajema-5882	465	16	first	first	ADV
ajema-5882	465	17	in	in	ADP
ajema-5882	465	18	resnet	resnet	NOUN
ajema-5882	465	19	,	,	PUNCT
ajema-5882	465	20	its	its	PRON
ajema-5882	465	21	variants	variant	NOUN
ajema-5882	465	22	and	and	CCONJ
ajema-5882	465	23	the	the	DET
ajema-5882	465	24	whole	whole	ADJ
ajema-5882	465	25	neural	neural	ADJ
ajema-5882	465	26	network	network	NOUN
ajema-5882	465	27	family	family	NOUN
ajema-5882	465	28	,	,	PUNCT
ajema-5882	465	29	”	"	PUNCT
ajema-5882	465	30	neural	neural	ADJ
ajema-5882	465	31	networks	network	NOUN
ajema-5882	465	32	,	,	PUNCT
ajema-5882	465	33	vol	vol	NOUN
ajema-5882	465	34	.	.	NOUN
ajema-5882	465	35	148	148	NUM
ajema-5882	465	36	,	,	PUNCT
ajema-5882	465	37	pp	pp	ADJ
ajema-5882	465	38	.	.	PUNCT
ajema-5882	466	1	155–165	155–165	NUM
ajema-5882	466	2	,	,	PUNCT
ajema-5882	466	3	2022	2022	NUM
ajema-5882	466	4	.	.	PUNCT
ajema-5882	467	1	27	27	NUM
ajema-5882	467	2	.	.	PUNCT
ajema-5882	468	1	y.	y.	PROPN
ajema-5882	468	2	liu	liu	PROPN
ajema-5882	468	3	,	,	PUNCT
ajema-5882	468	4	p.	p.	PROPN
ajema-5882	468	5	sun	sun	PROPN
ajema-5882	468	6	,	,	PUNCT
ajema-5882	468	7	n.	n.	PROPN
ajema-5882	468	8	wergeles	wergele	NOUN
ajema-5882	468	9	,	,	PUNCT
ajema-5882	468	10	and	and	CCONJ
ajema-5882	468	11	y.	y.	PROPN
ajema-5882	468	12	shang	shang	PROPN
ajema-5882	468	13	,	,	PUNCT
ajema-5882	468	14	“	"	PUNCT
ajema-5882	468	15	a	a	DET
ajema-5882	468	16	survey	survey	NOUN
ajema-5882	468	17	and	and	CCONJ
ajema-5882	468	18	performance	performance	NOUN
ajema-5882	468	19	evaluation	evaluation	NOUN
ajema-5882	468	20	of	of	ADP
ajema-5882	468	21	deep	deep	ADJ
ajema-5882	468	22	learning	learning	NOUN
ajema-5882	468	23	methods	method	NOUN
ajema-5882	468	24	for	for	ADP
ajema-5882	468	25	small	small	ADJ
ajema-5882	468	26	object	object	NOUN
ajema-5882	468	27	detection	detection	NOUN
ajema-5882	468	28	,	,	PUNCT
ajema-5882	468	29	”	"	PUNCT
ajema-5882	468	30	expert	expert	NOUN
ajema-5882	468	31	syst	syst	PROPN
ajema-5882	468	32	appl	appl	PROPN
ajema-5882	468	33	,	,	PUNCT
ajema-5882	468	34	vol	vol	NOUN
ajema-5882	468	35	.	.	PUNCT
ajema-5882	469	1	172	172	NUM
ajema-5882	469	2	,	,	PUNCT
ajema-5882	469	3	p.	p.	NOUN
ajema-5882	469	4	114602	114602	NUM
ajema-5882	469	5	,	,	PUNCT
ajema-5882	469	6	2021	2021	NUM
ajema-5882	469	7	.	.	PUNCT
ajema-5882	470	1	28	28	NUM
ajema-5882	470	2	.	.	PUNCT
ajema-5882	471	1	y.	y.	PROPN
ajema-5882	471	2	luo	luo	PROPN
ajema-5882	471	3	,	,	PUNCT
ajema-5882	471	4	y.	y.	PROPN
ajema-5882	471	5	xiao	xiao	PROPN
ajema-5882	471	6	,	,	PUNCT
ajema-5882	471	7	l.	l.	PROPN
ajema-5882	471	8	cheng	cheng	PROPN
ajema-5882	471	9	,	,	PUNCT
ajema-5882	471	10	g.	g.	PROPN
ajema-5882	471	11	peng	peng	PROPN
ajema-5882	471	12	,	,	PUNCT
ajema-5882	471	13	and	and	CCONJ
ajema-5882	471	14	d.	d.	PROPN
ajema-5882	471	15	yao	yao	PROPN
ajema-5882	471	16	,	,	PUNCT
ajema-5882	471	17	“	"	PUNCT
ajema-5882	471	18	deep	deep	ADJ
ajema-5882	471	19	learning	learning	NOUN
ajema-5882	471	20	-	-	PUNCT
ajema-5882	471	21	based	base	VERB
ajema-5882	471	22	anomaly	anomaly	NOUN
ajema-5882	471	23	detection	detection	NOUN
ajema-5882	471	24	in	in	ADP
ajema-5882	471	25	cyber	cyber	ADJ
ajema-5882	471	26	-	-	PUNCT
ajema-5882	471	27	physical	physical	ADJ
ajema-5882	471	28	systems	system	NOUN
ajema-5882	471	29	:	:	PUNCT
ajema-5882	471	30	progress	progress	NOUN
ajema-5882	471	31	and	and	CCONJ
ajema-5882	471	32	opportunities	opportunity	NOUN
ajema-5882	471	33	,	,	PUNCT
ajema-5882	471	34	”	"	PUNCT
ajema-5882	471	35	acm	acm	PROPN
ajema-5882	471	36	computing	computing	NOUN
ajema-5882	471	37	surveys	survey	NOUN
ajema-5882	471	38	(	(	PUNCT
ajema-5882	471	39	csur	csur	NOUN
ajema-5882	471	40	)	)	PUNCT
ajema-5882	471	41	,	,	PUNCT
ajema-5882	471	42	vol	vol	NOUN
ajema-5882	471	43	.	.	PROPN
ajema-5882	472	1	54	54	NUM
ajema-5882	472	2	,	,	PUNCT
ajema-5882	472	3	no	no	INTJ
ajema-5882	472	4	.	.	NOUN
ajema-5882	472	5	5	5	NUM
ajema-5882	472	6	,	,	PUNCT
ajema-5882	472	7	pp	pp	ADJ
ajema-5882	472	8	.	.	PUNCT
ajema-5882	473	1	1–36	1–36	ADJ
ajema-5882	473	2	,	,	PUNCT
ajema-5882	473	3	2021	2021	NUM
ajema-5882	473	4	.	.	PUNCT
ajema-5882	474	1	29	29	NUM
ajema-5882	474	2	.	.	PUNCT
ajema-5882	474	3	m.	m.	PROPN
ajema-5882	474	4	shahin	shahin	PROPN
ajema-5882	474	5	,	,	PUNCT
ajema-5882	474	6	f.	f.	PROPN
ajema-5882	474	7	f.	f.	PROPN
ajema-5882	474	8	chen	chen	PROPN
ajema-5882	474	9	,	,	PUNCT
ajema-5882	474	10	h.	h.	PROPN
ajema-5882	474	11	bouzary	bouzary	PROPN
ajema-5882	474	12	,	,	PUNCT
ajema-5882	474	13	and	and	CCONJ
ajema-5882	474	14	a.	a.	NOUN
ajema-5882	474	15	hosseinzadeh	hosseinzadeh	NOUN
ajema-5882	474	16	,	,	PUNCT
ajema-5882	474	17	“	"	PUNCT
ajema-5882	474	18	deploying	deploy	VERB
ajema-5882	474	19	convolutional	convolutional	ADJ
ajema-5882	474	20	neural	neural	ADJ
ajema-5882	474	21	network	network	NOUN
ajema-5882	474	22	to	to	PART
ajema-5882	474	23	reduce	reduce	VERB
ajema-5882	474	24	waste	waste	NOUN
ajema-5882	474	25	in	in	ADP
ajema-5882	474	26	production	production	NOUN
ajema-5882	474	27	system	system	NOUN
ajema-5882	474	28	,	,	PUNCT
ajema-5882	474	29	”	"	PUNCT
ajema-5882	474	30	manuf	manuf	PROPN
ajema-5882	474	31	lett	lett	PROPN
ajema-5882	474	32	,	,	PUNCT
ajema-5882	474	33	vol	vol	NOUN
ajema-5882	474	34	.	.	PROPN
ajema-5882	474	35	35	35	NUM
ajema-5882	474	36	,	,	PUNCT
ajema-5882	474	37	pp	pp	ADJ
ajema-5882	474	38	.	.	PUNCT
ajema-5882	474	39	1187–1195	1187–1195	NUM
ajema-5882	474	40	,	,	PUNCT
ajema-5882	474	41	2023	2023	NUM
ajema-5882	474	42	.	.	PUNCT
ajema-5882	475	1	30	30	NUM
ajema-5882	475	2	.	.	PUNCT
ajema-5882	476	1	v.	v.	PROPN
ajema-5882	476	2	chaudhary	chaudhary	PROPN
ajema-5882	476	3	,	,	PUNCT
ajema-5882	476	4	“	"	PUNCT
ajema-5882	476	5	securing	secure	VERB
ajema-5882	476	6	future	future	ADJ
ajema-5882	476	7	generation	generation	NOUN
ajema-5882	476	8	virtual	virtual	ADJ
ajema-5882	476	9	wireless	wireless	NOUN
ajema-5882	476	10	networks	network	NOUN
ajema-5882	476	11	for	for	ADP
ajema-5882	476	12	cyber	cyber	ADJ
ajema-5882	476	13	physical	physical	ADJ
ajema-5882	476	14	systems	system	NOUN
ajema-5882	476	15	,	,	PUNCT
ajema-5882	476	16	”	"	PUNCT
ajema-5882	476	17	howard	howard	PROPN
ajema-5882	476	18	university	university	PROPN
ajema-5882	476	19	,	,	PUNCT
ajema-5882	476	20	2023	2023	NUM
ajema-5882	476	21	.	.	PUNCT
ajema-5882	477	1	31	31	NUM
ajema-5882	477	2	.	.	PUNCT
ajema-5882	477	3	r.	r.	PROPN
ajema-5882	477	4	novickis	novickis	PROPN
ajema-5882	477	5	,	,	PUNCT
ajema-5882	477	6	d.	d.	PROPN
ajema-5882	477	7	j.	j.	PROPN
ajema-5882	477	8	justs	just	VERB
ajema-5882	477	9	,	,	PUNCT
ajema-5882	477	10	k.	k.	PROPN
ajema-5882	477	11	ozols	ozols	PROPN
ajema-5882	477	12	,	,	PUNCT
ajema-5882	477	13	and	and	CCONJ
ajema-5882	477	14	m.	m.	PROPN
ajema-5882	477	15	greitāns	greitāns	PROPN
ajema-5882	477	16	,	,	PUNCT
ajema-5882	477	17	“	"	PUNCT
ajema-5882	477	18	an	an	DET
ajema-5882	477	19	approach	approach	NOUN
ajema-5882	477	20	of	of	ADP
ajema-5882	477	21	feed	feed	NOUN
ajema-5882	477	22	-	-	PUNCT
ajema-5882	477	23	forward	forward	ADV
ajema-5882	477	24	neural	neural	ADJ
ajema-5882	477	25	network	network	NOUN
ajema-5882	477	26	throughput	throughput	NOUN
ajema-5882	477	27	-	-	PUNCT
ajema-5882	477	28	optimized	optimize	VERB
ajema-5882	477	29	implementation	implementation	NOUN
ajema-5882	477	30	in	in	ADP
ajema-5882	477	31	fpga	fpga	PROPN
ajema-5882	477	32	,	,	PUNCT
ajema-5882	477	33	”	"	PUNCT
ajema-5882	477	34	electronics	electronic	NOUN
ajema-5882	477	35	(	(	PUNCT
ajema-5882	477	36	basel	basel	PROPN
ajema-5882	477	37	)	)	PUNCT
ajema-5882	477	38	,	,	PUNCT
ajema-5882	477	39	vol	vol	NOUN
ajema-5882	477	40	.	.	PROPN
ajema-5882	477	41	9	9	NUM
ajema-5882	477	42	,	,	PUNCT
ajema-5882	477	43	no	no	INTJ
ajema-5882	477	44	.	.	NOUN
ajema-5882	477	45	12	12	NUM
ajema-5882	477	46	,	,	PUNCT
ajema-5882	477	47	p.	p.	NOUN
ajema-5882	477	48	2193	2193	NUM
ajema-5882	477	49	,	,	PUNCT
ajema-5882	477	50	2020	2020	NUM
ajema-5882	477	51	.	.	PUNCT
ajema-5882	478	1	32	32	NUM
ajema-5882	478	2	.	.	PUNCT
ajema-5882	479	1	p.	p.	NOUN
ajema-5882	479	2	singh	singh	PROPN
ajema-5882	479	3	,	,	PUNCT
ajema-5882	479	4	s.	s.	PROPN
ajema-5882	479	5	k.	k.	PROPN
ajema-5882	479	6	borgohain	borgohain	PROPN
ajema-5882	479	7	,	,	PUNCT
ajema-5882	479	8	a.	a.	PROPN
ajema-5882	479	9	k.	k.	PROPN
ajema-5882	479	10	sarkar	sarkar	PROPN
ajema-5882	479	11	,	,	PUNCT
ajema-5882	479	12	j.	j.	PROPN
ajema-5882	479	13	kumar	kumar	PROPN
ajema-5882	479	14	,	,	PUNCT
ajema-5882	479	15	and	and	CCONJ
ajema-5882	479	16	l.	l.	PROPN
ajema-5882	479	17	d.	d.	PROPN
ajema-5882	479	18	sharma	sharma	PROPN
ajema-5882	479	19	,	,	PUNCT
ajema-5882	479	20	“	"	PUNCT
ajema-5882	479	21	feed	feed	NOUN
ajema-5882	479	22	-	-	PUNCT
ajema-5882	479	23	forward	forward	NOUN
ajema-5882	479	24	deep	deep	ADJ
ajema-5882	479	25	neural	neural	ADJ
ajema-5882	479	26	network	network	NOUN
ajema-5882	479	27	(	(	PUNCT
ajema-5882	479	28	ffdnn)-based	ffdnn)-base	VERB
ajema-5882	479	29	deep	deep	ADJ
ajema-5882	479	30	features	feature	NOUN
ajema-5882	479	31	for	for	ADP
ajema-5882	479	32	static	static	ADJ
ajema-5882	479	33	malware	malware	NOUN
ajema-5882	479	34	detection	detection	NOUN
ajema-5882	479	35	,	,	PUNCT
ajema-5882	479	36	”	"	PUNCT
ajema-5882	479	37	international	international	ADJ
ajema-5882	479	38	journal	journal	NOUN
ajema-5882	479	39	of	of	ADP
ajema-5882	479	40	intelligent	intelligent	ADJ
ajema-5882	479	41	systems	system	NOUN
ajema-5882	479	42	,	,	PUNCT
ajema-5882	479	43	vol	vol	NOUN
ajema-5882	479	44	.	.	PUNCT
ajema-5882	480	1	2023	2023	NUM
ajema-5882	480	2	,	,	PUNCT
ajema-5882	480	3	no	no	INTJ
ajema-5882	480	4	.	.	NOUN
ajema-5882	480	5	1	1	NUM
ajema-5882	480	6	,	,	PUNCT
ajema-5882	480	7	p.	p.	NOUN
ajema-5882	480	8	9544481	9544481	NUM
ajema-5882	480	9	,	,	PUNCT
ajema-5882	480	10	2023	2023	NUM
ajema-5882	480	11	.	.	PUNCT
ajema-5882	481	1	33	33	NUM
ajema-5882	481	2	.	.	PUNCT
ajema-5882	482	1	p.	p.	NOUN
ajema-5882	482	2	suawa	suawa	PROPN
ajema-5882	482	3	,	,	PUNCT
ajema-5882	482	4	t.	t.	PROPN
ajema-5882	482	5	meisel	meisel	PROPN
ajema-5882	482	6	,	,	PUNCT
ajema-5882	482	7	m.	m.	NOUN
ajema-5882	482	8	jongmanns	jongmann	NOUN
ajema-5882	482	9	,	,	PUNCT
ajema-5882	482	10	m.	m.	NOUN
ajema-5882	482	11	huebner	huebner	NOUN
ajema-5882	482	12	,	,	PUNCT
ajema-5882	482	13	and	and	CCONJ
ajema-5882	482	14	m.	m.	PROPN
ajema-5882	482	15	reichenbach	reichenbach	PROPN
ajema-5882	482	16	,	,	PUNCT
ajema-5882	482	17	“	"	PUNCT
ajema-5882	482	18	modeling	modeling	NOUN
ajema-5882	482	19	and	and	CCONJ
ajema-5882	482	20	fault	fault	VERB
ajema-5882	482	21	detection	detection	NOUN
ajema-5882	482	22	of	of	ADP
ajema-5882	482	23	brushless	brushless	NOUN
ajema-5882	482	24	direct	direct	ADJ
ajema-5882	482	25	current	current	ADJ
ajema-5882	482	26	motor	motor	NOUN
ajema-5882	482	27	by	by	ADP
ajema-5882	482	28	deep	deep	ADJ
ajema-5882	482	29	learning	learning	NOUN
ajema-5882	482	30	sensor	sensor	NOUN
ajema-5882	482	31	data	datum	NOUN
ajema-5882	482	32	fusion	fusion	NOUN
ajema-5882	482	33	,	,	PUNCT
ajema-5882	482	34	”	"	PUNCT
ajema-5882	482	35	sensors	sensor	NOUN
ajema-5882	482	36	,	,	PUNCT
ajema-5882	482	37	vol	vol	NOUN
ajema-5882	482	38	.	.	PROPN
ajema-5882	483	1	22	22	NUM
ajema-5882	483	2	,	,	PUNCT
ajema-5882	483	3	no	no	INTJ
ajema-5882	483	4	.	.	NOUN
ajema-5882	483	5	9	9	NUM
ajema-5882	483	6	,	,	PUNCT
ajema-5882	483	7	p.	p.	NOUN
ajema-5882	483	8	3516	3516	NUM
ajema-5882	483	9	,	,	PUNCT
ajema-5882	483	10	2022	2022	NUM
ajema-5882	483	11	.	.	PUNCT
ajema-5882	484	1	34	34	NUM
ajema-5882	484	2	.	.	PUNCT
ajema-5882	485	1	j.	j.	PROPN
ajema-5882	485	2	raitoharju	raitoharju	PROPN
ajema-5882	485	3	,	,	PUNCT
ajema-5882	485	4	“	"	PUNCT
ajema-5882	485	5	convolutional	convolutional	ADJ
ajema-5882	485	6	neural	neural	ADJ
ajema-5882	485	7	networks	network	NOUN
ajema-5882	485	8	,	,	PUNCT
ajema-5882	485	9	”	"	PUNCT
ajema-5882	485	10	in	in	ADP
ajema-5882	485	11	deep	deep	ADJ
ajema-5882	485	12	learning	learning	NOUN
ajema-5882	485	13	for	for	ADP
ajema-5882	485	14	robot	robot	NOUN
ajema-5882	485	15	perception	perception	NOUN
ajema-5882	485	16	and	and	CCONJ
ajema-5882	485	17	cognition	cognition	NOUN
ajema-5882	485	18	,	,	PUNCT
ajema-5882	485	19	elsevier	elsevier	NOUN
ajema-5882	485	20	,	,	PUNCT
ajema-5882	485	21	2022	2022	NUM
ajema-5882	485	22	,	,	PUNCT
ajema-5882	485	23	pp	pp	ADJ
ajema-5882	485	24	.	.	PUNCT
ajema-5882	486	1	35–69	35–69	X
ajema-5882	486	2	.	.	X
ajema-5882	486	3	35	35	NUM
ajema-5882	486	4	.	.	PUNCT
ajema-5882	487	1	j.	j.	PROPN
ajema-5882	487	2	p.	p.	PROPN
ajema-5882	487	3	bharadiya	bharadiya	PROPN
ajema-5882	487	4	,	,	PUNCT
ajema-5882	487	5	“	"	PUNCT
ajema-5882	487	6	exploring	explore	VERB
ajema-5882	487	7	the	the	DET
ajema-5882	487	8	use	use	NOUN
ajema-5882	487	9	of	of	ADP
ajema-5882	487	10	recurrent	recurrent	ADJ
ajema-5882	487	11	neural	neural	ADJ
ajema-5882	487	12	networks	network	NOUN
ajema-5882	487	13	for	for	ADP
ajema-5882	487	14	time	time	NOUN
ajema-5882	487	15	series	series	PROPN
ajema-5882	487	16	forecasting	forecasting	NOUN
ajema-5882	487	17	,	,	PUNCT
ajema-5882	487	18	”	"	PUNCT
ajema-5882	487	19	int	int	NOUN
ajema-5882	487	20	j	j	PROPN
ajema-5882	487	21	innov	innov	PROPN
ajema-5882	487	22	sci	sci	PROPN
ajema-5882	487	23	res	res	PROPN
ajema-5882	487	24	technol	technol	NOUN
ajema-5882	487	25	,	,	PUNCT
ajema-5882	487	26	vol	vol	NOUN
ajema-5882	487	27	.	.	NOUN
ajema-5882	487	28	8	8	NUM
ajema-5882	487	29	,	,	PUNCT
ajema-5882	487	30	no	no	INTJ
ajema-5882	487	31	.	.	NOUN
ajema-5882	487	32	5	5	NUM
ajema-5882	487	33	,	,	PUNCT
ajema-5882	487	34	pp	pp	ADJ
ajema-5882	487	35	.	.	PUNCT
ajema-5882	488	1	2023–2027	2023–2027	NUM
ajema-5882	488	2	,	,	PUNCT
ajema-5882	488	3	2023	2023	NUM
ajema-5882	488	4	.	.	PUNCT
ajema-5882	489	1	36	36	NUM
ajema-5882	489	2	.	.	PUNCT
ajema-5882	489	3	m.	m.	PROPN
ajema-5882	489	4	n.	n.	PROPN
ajema-5882	489	5	al	al	PROPN
ajema-5882	489	6	-	-	PUNCT
ajema-5882	489	7	mhiqani	mhiqani	PROPN
ajema-5882	489	8	,	,	PUNCT
ajema-5882	489	9	t.	t.	PROPN
ajema-5882	489	10	alsboui	alsboui	PROPN
ajema-5882	489	11	,	,	PUNCT
ajema-5882	489	12	t.	t.	PROPN
ajema-5882	489	13	al	al	PROPN
ajema-5882	489	14	-	-	PUNCT
ajema-5882	489	15	shehari	shehari	PROPN
ajema-5882	489	16	,	,	PUNCT
ajema-5882	489	17	k.	k.	PROPN
ajema-5882	489	18	hameed	hameed	PROPN
ajema-5882	489	19	abdulkareem	abdulkareem	PROPN
ajema-5882	489	20	,	,	PUNCT
ajema-5882	489	21	r.	r.	PROPN
ajema-5882	489	22	ahmad	ahmad	PROPN
ajema-5882	489	23	,	,	PUNCT
ajema-5882	489	24	and	and	CCONJ
ajema-5882	489	25	m.	m.	NOUN
ajema-5882	489	26	a.	a.	PROPN
ajema-5882	489	27	mohammed	mohammed	PROPN
ajema-5882	489	28	,	,	PUNCT
ajema-5882	489	29	“	"	PUNCT
ajema-5882	489	30	insider	insider	NOUN
ajema-5882	489	31	threat	threat	NOUN
ajema-5882	489	32	detection	detection	NOUN
ajema-5882	489	33	in	in	ADP
ajema-5882	489	34	cyber	cyber	ADJ
ajema-5882	489	35	-	-	PUNCT
ajema-5882	489	36	physical	physical	ADJ
ajema-5882	489	37	systems	system	NOUN
ajema-5882	489	38	:	:	PUNCT
ajema-5882	489	39	a	a	DET
ajema-5882	489	40	systematic	systematic	ADJ
ajema-5882	489	41	literature	literature	NOUN
ajema-5882	489	42	review	review	NOUN
ajema-5882	489	43	,	,	PUNCT
ajema-5882	489	44	”	"	PUNCT
ajema-5882	489	45	computers	computer	NOUN
ajema-5882	489	46	and	and	CCONJ
ajema-5882	489	47	electrical	electrical	ADJ
ajema-5882	489	48	engineering	engineering	NOUN
ajema-5882	489	49	,	,	PUNCT
ajema-5882	489	50	vol	vol	NOUN
ajema-5882	489	51	.	.	PROPN
ajema-5882	489	52	119	119	NUM
ajema-5882	489	53	,	,	PUNCT
ajema-5882	489	54	p.	p.	NOUN
ajema-5882	489	55	109489	109489	NUM
ajema-5882	489	56	,	,	PUNCT
ajema-5882	489	57	2024	2024	NUM
ajema-5882	489	58	.	.	PUNCT
ajema-5882	490	1	37	37	NUM
ajema-5882	490	2	.	.	PUNCT
ajema-5882	490	3	x.	x.	PROPN
ajema-5882	490	4	yang	yang	PROPN
ajema-5882	490	5	,	,	PUNCT
ajema-5882	490	6	e.	e.	PROPN
ajema-5882	490	7	howley	howley	PROPN
ajema-5882	490	8	,	,	PUNCT
ajema-5882	490	9	and	and	CCONJ
ajema-5882	490	10	m.	m.	NOUN
ajema-5882	490	11	schukat	schukat	PROPN
ajema-5882	490	12	,	,	PUNCT
ajema-5882	490	13	“	"	PUNCT
ajema-5882	490	14	adt	adt	NOUN
ajema-5882	490	15	:	:	PUNCT
ajema-5882	490	16	time	time	NOUN
ajema-5882	490	17	series	series	PROPN
ajema-5882	490	18	anomaly	anomaly	PROPN
ajema-5882	490	19	detection	detection	NOUN
ajema-5882	490	20	for	for	ADP
ajema-5882	490	21	cyberphysical	cyberphysical	ADJ
ajema-5882	490	22	systems	system	NOUN
ajema-5882	490	23	via	via	ADP
ajema-5882	490	24	deep	deep	ADJ
ajema-5882	490	25	reinforcement	reinforcement	NOUN
ajema-5882	490	26	learning	learning	NOUN
ajema-5882	490	27	,	,	PUNCT
ajema-5882	490	28	”	"	PUNCT
ajema-5882	490	29	comput	comput	NOUN
ajema-5882	490	30	secur	secur	NOUN
ajema-5882	490	31	,	,	PUNCT
ajema-5882	490	32	vol	vol	NOUN
ajema-5882	490	33	.	.	PROPN
ajema-5882	490	34	141	141	NUM
ajema-5882	490	35	,	,	PUNCT
ajema-5882	490	36	p.	p.	NOUN
ajema-5882	490	37	103825	103825	NUM
ajema-5882	490	38	,	,	PUNCT
ajema-5882	490	39	2024	2024	NUM
ajema-5882	490	40	.	.	PUNCT
ajema-5882	491	1	38	38	NUM
ajema-5882	491	2	.	.	PUNCT
ajema-5882	491	3	a.	a.	NOUN
ajema-5882	491	4	pundir	pundir	PROPN
ajema-5882	491	5	,	,	PUNCT
ajema-5882	491	6	s.	s.	PROPN
ajema-5882	491	7	singh	singh	PROPN
ajema-5882	491	8	,	,	PUNCT
ajema-5882	491	9	m.	m.	PROPN
ajema-5882	491	10	kumar	kumar	PROPN
ajema-5882	491	11	,	,	PUNCT
ajema-5882	491	12	a.	a.	NOUN
ajema-5882	491	13	bafila	bafila	PROPN
ajema-5882	491	14	,	,	PUNCT
ajema-5882	491	15	and	and	CCONJ
ajema-5882	491	16	g.	g.	PROPN
ajema-5882	491	17	j.	j.	PROPN
ajema-5882	491	18	saxena	saxena	PROPN
ajema-5882	491	19	,	,	PUNCT
ajema-5882	491	20	“	"	PUNCT
ajema-5882	491	21	cyber	cyber	ADJ
ajema-5882	491	22	-	-	PUNCT
ajema-5882	491	23	physical	physical	ADJ
ajema-5882	491	24	systems	system	NOUN
ajema-5882	491	25	enabled	enable	VERB
ajema-5882	491	26	transport	transport	NOUN
ajema-5882	491	27	networks	network	NOUN
ajema-5882	491	28	in	in	ADP
ajema-5882	491	29	smart	smart	ADJ
ajema-5882	491	30	cities	city	NOUN
ajema-5882	491	31	:	:	PUNCT
ajema-5882	491	32	challenges	challenge	NOUN
ajema-5882	491	33	and	and	CCONJ
ajema-5882	491	34	enabling	enable	VERB
ajema-5882	491	35	technologies	technology	NOUN
ajema-5882	491	36	of	of	ADP
ajema-5882	491	37	the	the	DET
ajema-5882	491	38	new	new	ADJ
ajema-5882	491	39	mobility	mobility	NOUN
ajema-5882	491	40	era	era	NOUN
ajema-5882	491	41	,	,	PUNCT
ajema-5882	491	42	”	"	PUNCT
ajema-5882	491	43	ieee	ieee	NOUN
ajema-5882	491	44	access	access	NOUN
ajema-5882	491	45	,	,	PUNCT
ajema-5882	491	46	vol	vol	NOUN
ajema-5882	491	47	.	.	PROPN
ajema-5882	492	1	10	10	NUM
ajema-5882	492	2	,	,	PUNCT
ajema-5882	492	3	pp	pp	ADJ
ajema-5882	492	4	.	.	PUNCT
ajema-5882	493	1	16350–16364	16350–16364	NUM
ajema-5882	493	2	,	,	PUNCT
ajema-5882	493	3	2022	2022	NUM
ajema-5882	493	4	.	.	PUNCT
ajema-5882	494	1	39	39	NUM
ajema-5882	494	2	.	.	PUNCT
ajema-5882	495	1	s.	s.	PROPN
ajema-5882	495	2	m.	m.	PROPN
ajema-5882	495	3	nagarajan	nagarajan	PROPN
ajema-5882	495	4	,	,	PUNCT
ajema-5882	495	5	g.	g.	PROPN
ajema-5882	495	6	g.	g.	PROPN
ajema-5882	495	7	deverajan	deverajan	PROPN
ajema-5882	495	8	,	,	PUNCT
ajema-5882	495	9	a.	a.	PROPN
ajema-5882	495	10	k.	k.	PROPN
ajema-5882	495	11	bashir	bashir	PROPN
ajema-5882	495	12	,	,	PUNCT
ajema-5882	495	13	r.	r.	PROPN
ajema-5882	495	14	p.	p.	PROPN
ajema-5882	495	15	mahapatra	mahapatra	PROPN
ajema-5882	495	16	,	,	PUNCT
ajema-5882	495	17	and	and	CCONJ
ajema-5882	495	18	m.	m.	PROPN
ajema-5882	495	19	s.	s.	PROPN
ajema-5882	495	20	al	al	PROPN
ajema-5882	495	21	-	-	PUNCT
ajema-5882	495	22	numay	numay	PROPN
ajema-5882	495	23	,	,	PUNCT
ajema-5882	495	24	“	"	PUNCT
ajema-5882	495	25	iadf	iadf	NOUN
ajema-5882	495	26	-	-	PUNCT
ajema-5882	495	27	cps	cps	PROPN
ajema-5882	495	28	:	:	PUNCT
ajema-5882	495	29	intelligent	intelligent	ADJ
ajema-5882	495	30	anomaly	anomaly	NOUN
ajema-5882	495	31	detection	detection	NOUN
ajema-5882	495	32	framework	framework	NOUN
ajema-5882	495	33	towards	towards	ADP
ajema-5882	495	34	cyber	cyber	PROPN
ajema-5882	495	35	physical	physical	ADJ
ajema-5882	495	36	systems	system	NOUN
ajema-5882	495	37	,	,	PUNCT
ajema-5882	495	38	”	"	PUNCT
ajema-5882	495	39	comput	comput	NOUN
ajema-5882	495	40	commun	commun	PROPN
ajema-5882	495	41	,	,	PUNCT
ajema-5882	495	42	vol	vol	NOUN
ajema-5882	495	43	.	.	PROPN
ajema-5882	495	44	188	188	NUM
ajema-5882	495	45	,	,	PUNCT
ajema-5882	495	46	pp	pp	ADJ
ajema-5882	495	47	.	.	PUNCT
ajema-5882	495	48	81–89	81–89	NUM
ajema-5882	495	49	,	,	PUNCT
ajema-5882	495	50	2022	2022	NUM
ajema-5882	495	51	.	.	PUNCT
ajema-5882	496	1	40	40	NUM
ajema-5882	496	2	.	.	PUNCT
ajema-5882	497	1	n.	n.	PROPN
ajema-5882	497	2	jeffrey	jeffrey	PROPN
ajema-5882	497	3	,	,	PUNCT
ajema-5882	497	4	q.	q.	PROPN
ajema-5882	497	5	tan	tan	PROPN
ajema-5882	497	6	,	,	PUNCT
ajema-5882	497	7	and	and	CCONJ
ajema-5882	497	8	j.	j.	PROPN
ajema-5882	497	9	r.	r.	PROPN
ajema-5882	497	10	villar	villar	PROPN
ajema-5882	497	11	,	,	PUNCT
ajema-5882	497	12	“	"	PUNCT
ajema-5882	497	13	a	a	DET
ajema-5882	497	14	review	review	NOUN
ajema-5882	497	15	of	of	ADP
ajema-5882	497	16	anomaly	anomaly	NOUN
ajema-5882	497	17	detection	detection	NOUN
ajema-5882	497	18	strategies	strategy	NOUN
ajema-5882	497	19	to	to	PART
ajema-5882	497	20	detect	detect	VERB
ajema-5882	497	21	threats	threat	NOUN
ajema-5882	497	22	to	to	ADP
ajema-5882	497	23	cyber	cyber	NOUN
ajema-5882	497	24	-	-	PUNCT
ajema-5882	497	25	physical	physical	ADJ
ajema-5882	497	26	systems	system	NOUN
ajema-5882	497	27	,	,	PUNCT
ajema-5882	497	28	”	"	PUNCT
ajema-5882	497	29	electronics	electronic	NOUN
ajema-5882	497	30	(	(	PUNCT
ajema-5882	497	31	basel	basel	PROPN
ajema-5882	497	32	)	)	PUNCT
ajema-5882	497	33	,	,	PUNCT
ajema-5882	497	34	vol	vol	NOUN
ajema-5882	497	35	.	.	PROPN
ajema-5882	497	36	12	12	NUM
ajema-5882	497	37	,	,	PUNCT
ajema-5882	497	38	no	no	INTJ
ajema-5882	497	39	.	.	NOUN
ajema-5882	497	40	15	15	NUM
ajema-5882	497	41	,	,	PUNCT
ajema-5882	497	42	p.	p.	NOUN
ajema-5882	497	43	3283	3283	NUM
ajema-5882	497	44	,	,	PUNCT
ajema-5882	497	45	2023	2023	NUM
ajema-5882	497	46	.	.	PUNCT
ajema-5882	497	47	37	37	NUM
ajema-5882	497	48	journal	journal	NOUN
ajema-5882	497	49	of	of	ADP
ajema-5882	497	50	engineering	engineering	NOUN
ajema-5882	497	51	,	,	PUNCT
ajema-5882	497	52	mechanics	mechanic	NOUN
ajema-5882	497	53	and	and	CCONJ
ajema-5882	497	54	architecture	architecture	NOUN
ajema-5882	497	55	www	www	NOUN
ajema-5882	497	56	.	.	PUNCT
ajema-5882	498	1	grnjournal.us	grnjournal.us	X
ajema-5882	498	2	41	41	NUM
ajema-5882	498	3	.	.	PUNCT
ajema-5882	499	1	m.	m.	PROPN
ajema-5882	499	2	k.	k.	PROPN
ajema-5882	499	3	habib	habib	PROPN
ajema-5882	499	4	,	,	PUNCT
ajema-5882	499	5	c.	c.	PROPN
ajema-5882	499	6	chimsom	chimsom	NOUN
ajema-5882	499	7	,	,	PUNCT
ajema-5882	499	8	and	and	CCONJ
ajema-5882	499	9	others	other	NOUN
ajema-5882	499	10	,	,	PUNCT
ajema-5882	499	11	“	"	PUNCT
ajema-5882	499	12	cps	cp	NOUN
ajema-5882	499	13	:	:	PUNCT
ajema-5882	499	14	role	role	NOUN
ajema-5882	499	15	,	,	PUNCT
ajema-5882	499	16	characteristics	characteristic	NOUN
ajema-5882	499	17	,	,	PUNCT
ajema-5882	499	18	architectures	architecture	NOUN
ajema-5882	499	19	and	and	CCONJ
ajema-5882	499	20	future	future	ADJ
ajema-5882	499	21	potentials	potential	NOUN
ajema-5882	499	22	,	,	PUNCT
ajema-5882	499	23	”	"	PUNCT
ajema-5882	499	24	procedia	procedia	PROPN
ajema-5882	499	25	comput	comput	PROPN
ajema-5882	499	26	sci	sci	PROPN
ajema-5882	499	27	,	,	PUNCT
ajema-5882	499	28	vol	vol	NOUN
ajema-5882	499	29	.	.	NOUN
ajema-5882	499	30	200	200	NUM
ajema-5882	499	31	,	,	PUNCT
ajema-5882	499	32	pp	pp	ADJ
ajema-5882	499	33	.	.	PUNCT
ajema-5882	500	1	1347–1358	1347–1358	NOUN
ajema-5882	500	2	,	,	PUNCT
ajema-5882	500	3	2022	2022	NUM
ajema-5882	500	4	.	.	PUNCT
ajema-5882	501	1	42	42	NUM
ajema-5882	501	2	.	.	PUNCT
ajema-5882	502	1	w.	w.	PROPN
ajema-5882	502	2	duo	duo	PROPN
ajema-5882	502	3	,	,	PUNCT
ajema-5882	502	4	m.	m.	NOUN
ajema-5882	502	5	zhou	zhou	PROPN
ajema-5882	502	6	,	,	PUNCT
ajema-5882	502	7	and	and	CCONJ
ajema-5882	502	8	a.	a.	NOUN
ajema-5882	502	9	abusorrah	abusorrah	PROPN
ajema-5882	502	10	,	,	PUNCT
ajema-5882	502	11	“	"	PUNCT
ajema-5882	502	12	a	a	DET
ajema-5882	502	13	survey	survey	NOUN
ajema-5882	502	14	of	of	ADP
ajema-5882	502	15	cyber	cyber	NOUN
ajema-5882	502	16	attacks	attack	NOUN
ajema-5882	502	17	on	on	ADP
ajema-5882	502	18	cyber	cyber	PROPN
ajema-5882	502	19	physical	physical	ADJ
ajema-5882	502	20	systems	system	NOUN
ajema-5882	502	21	:	:	PUNCT
ajema-5882	502	22	recent	recent	ADJ
ajema-5882	502	23	advances	advance	NOUN
ajema-5882	502	24	and	and	CCONJ
ajema-5882	502	25	challenges	challenge	NOUN
ajema-5882	502	26	,	,	PUNCT
ajema-5882	502	27	”	"	PUNCT
ajema-5882	502	28	ieee	ieee	NOUN
ajema-5882	502	29	/	/	SYM
ajema-5882	502	30	caa	caa	PROPN
ajema-5882	502	31	journal	journal	PROPN
ajema-5882	502	32	of	of	ADP
ajema-5882	502	33	automatica	automatica	PROPN
ajema-5882	502	34	sinica	sinica	PROPN
ajema-5882	502	35	,	,	PUNCT
ajema-5882	502	36	vol	vol	NOUN
ajema-5882	502	37	.	.	PROPN
ajema-5882	502	38	9	9	NUM
ajema-5882	502	39	,	,	PUNCT
ajema-5882	502	40	no	no	INTJ
ajema-5882	502	41	.	.	NOUN
ajema-5882	502	42	5	5	NUM
ajema-5882	502	43	,	,	PUNCT
ajema-5882	502	44	pp	pp	ADJ
ajema-5882	502	45	.	.	PUNCT
ajema-5882	503	1	784–800	784–800	NUM
ajema-5882	503	2	,	,	PUNCT
ajema-5882	503	3	2022	2022	NUM
ajema-5882	503	4	.	.	PUNCT
ajema-5882	504	1	43	43	NUM
ajema-5882	504	2	.	.	PUNCT
ajema-5882	505	1	c.	c.	PROPN
ajema-5882	505	2	lv	lv	PROPN
ajema-5882	505	3	et	et	PROPN
ajema-5882	505	4	al	al	PROPN
ajema-5882	505	5	.	.	PROPN
ajema-5882	505	6	,	,	PUNCT
ajema-5882	505	7	“	"	PUNCT
ajema-5882	505	8	machine	machine	NOUN
ajema-5882	505	9	learning	learning	NOUN
ajema-5882	505	10	:	:	PUNCT
ajema-5882	505	11	an	an	DET
ajema-5882	505	12	advanced	advanced	ADJ
ajema-5882	505	13	platform	platform	NOUN
ajema-5882	505	14	for	for	ADP
ajema-5882	505	15	materials	material	NOUN
ajema-5882	505	16	development	development	NOUN
ajema-5882	505	17	and	and	CCONJ
ajema-5882	505	18	state	state	NOUN
ajema-5882	505	19	prediction	prediction	NOUN
ajema-5882	505	20	in	in	ADP
ajema-5882	505	21	lithium	lithium	NOUN
ajema-5882	505	22	-	-	PUNCT
ajema-5882	505	23	ion	ion	NOUN
ajema-5882	505	24	batteries	battery	NOUN
ajema-5882	505	25	,	,	PUNCT
ajema-5882	505	26	”	"	PUNCT
ajema-5882	505	27	advanced	advanced	ADJ
ajema-5882	505	28	materials	material	NOUN
ajema-5882	505	29	,	,	PUNCT
ajema-5882	505	30	vol	vol	NOUN
ajema-5882	505	31	.	.	PROPN
ajema-5882	506	1	34	34	NUM
ajema-5882	506	2	,	,	PUNCT
ajema-5882	506	3	no	no	INTJ
ajema-5882	506	4	.	.	NOUN
ajema-5882	506	5	25	25	NUM
ajema-5882	506	6	,	,	PUNCT
ajema-5882	506	7	p.	p.	NOUN
ajema-5882	506	8	2101474	2101474	NUM
ajema-5882	506	9	,	,	PUNCT
ajema-5882	506	10	2022	2022	NUM
ajema-5882	506	11	.	.	PUNCT
ajema-5882	507	1	44	44	NUM
ajema-5882	507	2	.	.	PUNCT
ajema-5882	507	3	m.	m.	NOUN
ajema-5882	507	4	bahri	bahri	PROPN
ajema-5882	507	5	,	,	PUNCT
ajema-5882	507	6	f.	f.	PROPN
ajema-5882	507	7	salutari	salutari	PROPN
ajema-5882	507	8	,	,	PUNCT
ajema-5882	507	9	a.	a.	PROPN
ajema-5882	507	10	putina	putina	PROPN
ajema-5882	507	11	,	,	PUNCT
ajema-5882	507	12	and	and	CCONJ
ajema-5882	507	13	m.	m.	NOUN
ajema-5882	507	14	sozio	sozio	PROPN
ajema-5882	507	15	,	,	PUNCT
ajema-5882	507	16	“	"	PUNCT
ajema-5882	507	17	automl	automl	NOUN
ajema-5882	507	18	:	:	PUNCT
ajema-5882	507	19	state	state	NOUN
ajema-5882	507	20	of	of	ADP
ajema-5882	507	21	the	the	DET
ajema-5882	507	22	art	art	NOUN
ajema-5882	507	23	with	with	ADP
ajema-5882	507	24	a	a	DET
ajema-5882	507	25	focus	focus	NOUN
ajema-5882	507	26	on	on	ADP
ajema-5882	507	27	anomaly	anomaly	NOUN
ajema-5882	507	28	detection	detection	NOUN
ajema-5882	507	29	,	,	PUNCT
ajema-5882	507	30	challenges	challenge	NOUN
ajema-5882	507	31	,	,	PUNCT
ajema-5882	507	32	and	and	CCONJ
ajema-5882	507	33	research	research	NOUN
ajema-5882	507	34	directions	direction	NOUN
ajema-5882	507	35	,	,	PUNCT
ajema-5882	507	36	”	"	PUNCT
ajema-5882	507	37	int	int	NOUN
ajema-5882	507	38	j	j	PROPN
ajema-5882	507	39	data	data	PROPN
ajema-5882	507	40	sci	sci	PROPN
ajema-5882	507	41	anal	anal	PROPN
ajema-5882	507	42	,	,	PUNCT
ajema-5882	507	43	vol	vol	NOUN
ajema-5882	507	44	.	.	PROPN
ajema-5882	507	45	14	14	NUM
ajema-5882	507	46	,	,	PUNCT
ajema-5882	507	47	no	no	INTJ
ajema-5882	507	48	.	.	NOUN
ajema-5882	507	49	2	2	NUM
ajema-5882	507	50	,	,	PUNCT
ajema-5882	507	51	pp	pp	ADJ
ajema-5882	507	52	.	.	PUNCT
ajema-5882	508	1	113–126	113–126	NUM
ajema-5882	508	2	,	,	PUNCT
ajema-5882	508	3	2022	2022	NUM
ajema-5882	508	4	.	.	PUNCT
ajema-5882	509	1	45	45	NUM
ajema-5882	509	2	.	.	PUNCT
ajema-5882	510	1	s.	s.	PROPN
ajema-5882	510	2	zehra	zehra	PROPN
ajema-5882	510	3	et	et	PROPN
ajema-5882	510	4	al	al	PROPN
ajema-5882	510	5	.	.	PROPN
ajema-5882	510	6	,	,	PUNCT
ajema-5882	510	7	“	"	PUNCT
ajema-5882	510	8	machine	machine	NOUN
ajema-5882	510	9	learning	learning	NOUN
ajema-5882	510	10	-	-	PUNCT
ajema-5882	510	11	based	base	VERB
ajema-5882	510	12	anomaly	anomaly	NOUN
ajema-5882	510	13	detection	detection	NOUN
ajema-5882	510	14	in	in	ADP
ajema-5882	510	15	nfv	nfv	NOUN
ajema-5882	510	16	:	:	PUNCT
ajema-5882	510	17	a	a	DET
ajema-5882	510	18	comprehensive	comprehensive	ADJ
ajema-5882	510	19	survey	survey	NOUN
ajema-5882	510	20	,	,	PUNCT
ajema-5882	510	21	”	"	PUNCT
ajema-5882	510	22	sensors	sensor	NOUN
ajema-5882	510	23	,	,	PUNCT
ajema-5882	510	24	vol	vol	NOUN
ajema-5882	510	25	.	.	PROPN
ajema-5882	510	26	23	23	NUM
ajema-5882	510	27	,	,	PUNCT
ajema-5882	510	28	no	no	INTJ
ajema-5882	510	29	.	.	NOUN
ajema-5882	510	30	11	11	NUM
ajema-5882	510	31	,	,	PUNCT
ajema-5882	510	32	p.	p.	NOUN
ajema-5882	510	33	5340	5340	NUM
ajema-5882	510	34	,	,	PUNCT
ajema-5882	510	35	2023	2023	NUM
ajema-5882	510	36	.	.	PUNCT
ajema-5882	511	1	46	46	NUM
ajema-5882	511	2	.	.	PUNCT
ajema-5882	511	3	z.	z.	PROPN
ajema-5882	511	4	huang	huang	PROPN
ajema-5882	511	5	,	,	PUNCT
ajema-5882	511	6	h.	h.	PROPN
ajema-5882	511	7	zheng	zheng	PROPN
ajema-5882	511	8	,	,	PUNCT
ajema-5882	511	9	c.	c.	PROPN
ajema-5882	511	10	li	li	PROPN
ajema-5882	511	11	,	,	PUNCT
ajema-5882	511	12	and	and	CCONJ
ajema-5882	511	13	c.	c.	PROPN
ajema-5882	511	14	che	che	PROPN
ajema-5882	511	15	,	,	PUNCT
ajema-5882	511	16	“	"	PUNCT
ajema-5882	511	17	application	application	NOUN
ajema-5882	511	18	of	of	ADP
ajema-5882	511	19	machine	machine	NOUN
ajema-5882	511	20	learning	learning	NOUN
ajema-5882	511	21	-	-	PUNCT
ajema-5882	511	22	based	base	VERB
ajema-5882	511	23	k	k	NOUN
ajema-5882	511	24	-	-	PUNCT
ajema-5882	511	25	means	means	NOUN
ajema-5882	511	26	clustering	cluster	VERB
ajema-5882	511	27	for	for	ADP
ajema-5882	511	28	financial	financial	ADJ
ajema-5882	511	29	fraud	fraud	NOUN
ajema-5882	511	30	detection	detection	NOUN
ajema-5882	511	31	,	,	PUNCT
ajema-5882	511	32	”	"	PUNCT
ajema-5882	511	33	academic	academic	ADJ
ajema-5882	511	34	journal	journal	NOUN
ajema-5882	511	35	of	of	ADP
ajema-5882	511	36	science	science	NOUN
ajema-5882	511	37	and	and	CCONJ
ajema-5882	511	38	technology	technology	NOUN
ajema-5882	511	39	,	,	PUNCT
ajema-5882	511	40	vol	vol	NOUN
ajema-5882	511	41	.	.	PROPN
ajema-5882	511	42	10	10	NUM
ajema-5882	511	43	,	,	PUNCT
ajema-5882	511	44	no	no	INTJ
ajema-5882	511	45	.	.	NOUN
ajema-5882	511	46	1	1	NUM
ajema-5882	511	47	,	,	PUNCT
ajema-5882	511	48	pp	pp	ADJ
ajema-5882	511	49	.	.	PUNCT
ajema-5882	512	1	33–39	33–39	NUM
ajema-5882	512	2	,	,	PUNCT
ajema-5882	512	3	2024	2024	NUM
ajema-5882	512	4	.	.	PUNCT
ajema-5882	513	1	47	47	NUM
ajema-5882	513	2	.	.	PUNCT
ajema-5882	514	1	p.	p.	NOUN
ajema-5882	514	2	s.	s.	PROPN
ajema-5882	515	1	muhuri	muhuri	PROPN
ajema-5882	515	2	,	,	PUNCT
ajema-5882	515	3	p.	p.	NOUN
ajema-5882	515	4	chatterjee	chatterjee	PROPN
ajema-5882	515	5	,	,	PUNCT
ajema-5882	515	6	x.	x.	PROPN
ajema-5882	515	7	yuan	yuan	PROPN
ajema-5882	515	8	,	,	PUNCT
ajema-5882	515	9	k.	k.	PROPN
ajema-5882	515	10	roy	roy	PROPN
ajema-5882	515	11	,	,	PUNCT
ajema-5882	515	12	and	and	CCONJ
ajema-5882	515	13	a.	a.	NOUN
ajema-5882	515	14	esterline	esterline	PROPN
ajema-5882	515	15	,	,	PUNCT
ajema-5882	515	16	“	"	PUNCT
ajema-5882	515	17	using	use	VERB
ajema-5882	515	18	a	a	DET
ajema-5882	515	19	long	long	ADJ
ajema-5882	515	20	short	short	ADJ
ajema-5882	515	21	-	-	PUNCT
ajema-5882	515	22	term	term	NOUN
ajema-5882	515	23	memory	memory	NOUN
ajema-5882	515	24	recurrent	recurrent	NOUN
ajema-5882	515	25	neural	neural	ADJ
ajema-5882	515	26	network	network	NOUN
ajema-5882	515	27	(	(	PUNCT
ajema-5882	515	28	lstm	lstm	PROPN
ajema-5882	515	29	-	-	PUNCT
ajema-5882	515	30	rnn	rnn	PROPN
ajema-5882	515	31	)	)	PUNCT
ajema-5882	515	32	to	to	PART
ajema-5882	515	33	classify	classify	VERB
ajema-5882	515	34	network	network	NOUN
ajema-5882	515	35	attacks	attack	NOUN
ajema-5882	515	36	,	,	PUNCT
ajema-5882	515	37	”	"	PUNCT
ajema-5882	515	38	information	information	NOUN
ajema-5882	515	39	,	,	PUNCT
ajema-5882	515	40	vol	vol	NOUN
ajema-5882	515	41	.	.	PROPN
ajema-5882	515	42	11	11	NUM
ajema-5882	515	43	,	,	PUNCT
ajema-5882	515	44	no	no	INTJ
ajema-5882	515	45	.	.	NOUN
ajema-5882	515	46	5	5	NUM
ajema-5882	515	47	,	,	PUNCT
ajema-5882	515	48	p.	p.	NOUN
ajema-5882	515	49	243	243	NUM
ajema-5882	515	50	,	,	PUNCT
ajema-5882	515	51	2020	2020	NUM
ajema-5882	515	52	.	.	PUNCT
ajema-5882	516	1	48	48	NUM
ajema-5882	516	2	.	.	PUNCT
ajema-5882	516	3	l.	l.	PROPN
ajema-5882	516	4	heckler	heckler	PROPN
ajema-5882	516	5	,	,	PUNCT
ajema-5882	516	6	r.	r.	PROPN
ajema-5882	516	7	könig	könig	PROPN
ajema-5882	516	8	,	,	PUNCT
ajema-5882	516	9	and	and	CCONJ
ajema-5882	516	10	p.	p.	PROPN
ajema-5882	516	11	bergmann	bergmann	PROPN
ajema-5882	516	12	,	,	PUNCT
ajema-5882	516	13	“	"	PUNCT
ajema-5882	516	14	exploring	explore	VERB
ajema-5882	516	15	the	the	DET
ajema-5882	516	16	importance	importance	NOUN
ajema-5882	516	17	of	of	ADP
ajema-5882	516	18	pretrained	pretraine	VERB
ajema-5882	516	19	feature	feature	NOUN
ajema-5882	516	20	extractors	extractor	NOUN
ajema-5882	516	21	for	for	ADP
ajema-5882	516	22	unsupervised	unsupervised	ADJ
ajema-5882	516	23	anomaly	anomaly	NOUN
ajema-5882	516	24	detection	detection	NOUN
ajema-5882	516	25	and	and	CCONJ
ajema-5882	516	26	localization	localization	NOUN
ajema-5882	516	27	,	,	PUNCT
ajema-5882	516	28	”	"	PUNCT
ajema-5882	516	29	in	in	ADP
ajema-5882	516	30	proceedings	proceeding	NOUN
ajema-5882	516	31	of	of	ADP
ajema-5882	516	32	the	the	DET
ajema-5882	516	33	ieee	ieee	NOUN
ajema-5882	516	34	/	/	SYM
ajema-5882	516	35	cvf	cvf	NOUN
ajema-5882	516	36	conference	conference	NOUN
ajema-5882	516	37	on	on	ADP
ajema-5882	516	38	computer	computer	NOUN
ajema-5882	516	39	vision	vision	NOUN
ajema-5882	516	40	and	and	CCONJ
ajema-5882	516	41	pattern	pattern	NOUN
ajema-5882	516	42	recognition	recognition	NOUN
ajema-5882	516	43	,	,	PUNCT
ajema-5882	516	44	2023	2023	NUM
ajema-5882	516	45	,	,	PUNCT
ajema-5882	516	46	pp	pp	ADJ
ajema-5882	516	47	.	.	PUNCT
ajema-5882	516	48	2917–2926	2917–2926	NOUN
ajema-5882	516	49	.	.	PUNCT
ajema-5882	516	50	49	49	NUM
ajema-5882	516	51	.	.	PUNCT
ajema-5882	517	1	s.	s.	PROPN
ajema-5882	517	2	c.	c.	PROPN
ajema-5882	517	3	k.	k.	PROPN
ajema-5882	517	4	tekouabou	tekouabou	PROPN
ajema-5882	517	5	,	,	PUNCT
ajema-5882	517	6	e.	e.	PROPN
ajema-5882	517	7	b.	b.	PROPN
ajema-5882	517	8	diop	diop	PROPN
ajema-5882	517	9	,	,	PUNCT
ajema-5882	517	10	r.	r.	PROPN
ajema-5882	517	11	azmi	azmi	PROPN
ajema-5882	517	12	,	,	PUNCT
ajema-5882	517	13	r.	r.	PROPN
ajema-5882	517	14	jaligot	jaligot	PROPN
ajema-5882	517	15	,	,	PUNCT
ajema-5882	517	16	and	and	CCONJ
ajema-5882	517	17	j.	j.	PROPN
ajema-5882	517	18	chenal	chenal	PROPN
ajema-5882	517	19	,	,	PUNCT
ajema-5882	517	20	“	"	PUNCT
ajema-5882	517	21	reviewing	review	VERB
ajema-5882	517	22	the	the	DET
ajema-5882	517	23	application	application	NOUN
ajema-5882	517	24	of	of	ADP
ajema-5882	517	25	machine	machine	NOUN
ajema-5882	517	26	learning	learn	VERB
ajema-5882	517	27	methods	method	NOUN
ajema-5882	517	28	to	to	PART
ajema-5882	517	29	model	model	VERB
ajema-5882	517	30	urban	urban	ADJ
ajema-5882	517	31	form	form	NOUN
ajema-5882	517	32	indicators	indicator	NOUN
ajema-5882	517	33	in	in	ADP
ajema-5882	517	34	planning	plan	VERB
ajema-5882	517	35	decision	decision	NOUN
ajema-5882	517	36	support	support	NOUN
ajema-5882	517	37	systems	system	NOUN
ajema-5882	517	38	:	:	PUNCT
ajema-5882	517	39	potential	potential	ADJ
ajema-5882	517	40	,	,	PUNCT
ajema-5882	517	41	issues	issue	NOUN
ajema-5882	517	42	and	and	CCONJ
ajema-5882	517	43	challenges	challenge	NOUN
ajema-5882	517	44	,	,	PUNCT
ajema-5882	517	45	”	"	PUNCT
ajema-5882	517	46	journal	journal	NOUN
ajema-5882	517	47	of	of	ADP
ajema-5882	517	48	king	king	PROPN
ajema-5882	517	49	saud	saud	PROPN
ajema-5882	517	50	universitycomputer	universitycomputer	PROPN
ajema-5882	517	51	and	and	CCONJ
ajema-5882	517	52	information	information	NOUN
ajema-5882	517	53	sciences	science	NOUN
ajema-5882	517	54	,	,	PUNCT
ajema-5882	517	55	vol	vol	NOUN
ajema-5882	517	56	.	.	PROPN
ajema-5882	518	1	34	34	NUM
ajema-5882	518	2	,	,	PUNCT
ajema-5882	518	3	no	no	INTJ
ajema-5882	518	4	.	.	NOUN
ajema-5882	518	5	8	8	NUM
ajema-5882	518	6	,	,	PUNCT
ajema-5882	518	7	pp	pp	ADJ
ajema-5882	518	8	.	.	PUNCT
ajema-5882	519	1	5943–5967	5943–5967	NUM
ajema-5882	519	2	,	,	PUNCT
ajema-5882	519	3	2022	2022	NUM
ajema-5882	519	4	.	.	PUNCT
ajema-5882	520	1	50	50	NUM
ajema-5882	520	2	.	.	PUNCT
ajema-5882	521	1	n.	n.	PROPN
ajema-5882	521	2	nguyen	nguyen	PROPN
ajema-5882	521	3	and	and	CCONJ
ajema-5882	521	4	b.	b.	PROPN
ajema-5882	521	5	quanz	quanz	PROPN
ajema-5882	521	6	,	,	PUNCT
ajema-5882	521	7	“	"	PUNCT
ajema-5882	521	8	temporal	temporal	ADJ
ajema-5882	521	9	latent	latent	NOUN
ajema-5882	521	10	auto	auto	NOUN
ajema-5882	521	11	-	-	PUNCT
ajema-5882	521	12	encoder	encoder	NOUN
ajema-5882	521	13	:	:	PUNCT
ajema-5882	521	14	a	a	DET
ajema-5882	521	15	method	method	NOUN
ajema-5882	521	16	for	for	ADP
ajema-5882	521	17	probabilistic	probabilistic	ADJ
ajema-5882	521	18	multivariate	multivariate	NOUN
ajema-5882	521	19	time	time	NOUN
ajema-5882	521	20	series	series	PROPN
ajema-5882	521	21	forecasting	forecasting	PROPN
ajema-5882	521	22	,	,	PUNCT
ajema-5882	521	23	”	"	PUNCT
ajema-5882	521	24	in	in	ADP
ajema-5882	521	25	proceedings	proceeding	NOUN
ajema-5882	521	26	of	of	ADP
ajema-5882	521	27	the	the	DET
ajema-5882	521	28	aaai	aaai	PROPN
ajema-5882	521	29	conference	conference	NOUN
ajema-5882	521	30	on	on	ADP
ajema-5882	521	31	artificial	artificial	ADJ
ajema-5882	521	32	intelligence	intelligence	NOUN
ajema-5882	521	33	,	,	PUNCT
ajema-5882	521	34	2021	2021	NUM
ajema-5882	521	35	,	,	PUNCT
ajema-5882	521	36	pp	pp	ADV
ajema-5882	521	37	.	.	PUNCT
ajema-5882	522	1	9117–9125	9117–9125	NUM
ajema-5882	522	2	.	.	PUNCT
ajema-5882	523	1	51	51	NUM
ajema-5882	523	2	.	.	PUNCT
ajema-5882	523	3	m.	m.	PROPN
ajema-5882	523	4	n.	n.	PROPN
ajema-5882	523	5	al	al	PROPN
ajema-5882	523	6	-	-	PUNCT
ajema-5882	523	7	mhiqani	mhiqani	PROPN
ajema-5882	523	8	,	,	PUNCT
ajema-5882	523	9	t.	t.	PROPN
ajema-5882	523	10	alsboui	alsboui	PROPN
ajema-5882	523	11	,	,	PUNCT
ajema-5882	523	12	t.	t.	PROPN
ajema-5882	523	13	al	al	PROPN
ajema-5882	523	14	-	-	PUNCT
ajema-5882	523	15	shehari	shehari	PROPN
ajema-5882	523	16	,	,	PUNCT
ajema-5882	523	17	k.	k.	PROPN
ajema-5882	523	18	hameed	hameed	PROPN
ajema-5882	523	19	abdulkareem	abdulkareem	PROPN
ajema-5882	523	20	,	,	PUNCT
ajema-5882	523	21	r.	r.	PROPN
ajema-5882	523	22	ahmad	ahmad	PROPN
ajema-5882	523	23	,	,	PUNCT
ajema-5882	523	24	and	and	CCONJ
ajema-5882	523	25	m.	m.	NOUN
ajema-5882	523	26	a.	a.	PROPN
ajema-5882	523	27	mohammed	mohammed	PROPN
ajema-5882	523	28	,	,	PUNCT
ajema-5882	523	29	“	"	PUNCT
ajema-5882	523	30	insider	insider	NOUN
ajema-5882	523	31	threat	threat	NOUN
ajema-5882	523	32	detection	detection	NOUN
ajema-5882	523	33	in	in	ADP
ajema-5882	523	34	cyber	cyber	ADJ
ajema-5882	523	35	-	-	PUNCT
ajema-5882	523	36	physical	physical	ADJ
ajema-5882	523	37	systems	system	NOUN
ajema-5882	523	38	:	:	PUNCT
ajema-5882	523	39	a	a	DET
ajema-5882	523	40	systematic	systematic	ADJ
ajema-5882	523	41	literature	literature	NOUN
ajema-5882	523	42	review	review	NOUN
ajema-5882	523	43	,	,	PUNCT
ajema-5882	523	44	”	"	PUNCT
ajema-5882	523	45	computers	computer	NOUN
ajema-5882	523	46	and	and	CCONJ
ajema-5882	523	47	electrical	electrical	ADJ
ajema-5882	523	48	engineering	engineering	NOUN
ajema-5882	523	49	,	,	PUNCT
ajema-5882	523	50	vol	vol	NOUN
ajema-5882	523	51	.	.	PROPN
ajema-5882	523	52	119	119	NUM
ajema-5882	523	53	,	,	PUNCT
ajema-5882	523	54	p.	p.	NOUN
ajema-5882	523	55	109489	109489	NUM
ajema-5882	523	56	,	,	PUNCT
ajema-5882	523	57	2024	2024	NUM
ajema-5882	523	58	.	.	PUNCT
ajema-5882	524	1	52	52	NUM
ajema-5882	524	2	.	.	PUNCT
ajema-5882	525	1	p.	p.	NOUN
ajema-5882	525	2	shukla	shukla	NOUN
ajema-5882	525	3	,	,	PUNCT
ajema-5882	525	4	c.	c.	PROPN
ajema-5882	525	5	r.	r.	PROPN
ajema-5882	525	6	krishna	krishna	PROPN
ajema-5882	525	7	,	,	PUNCT
ajema-5882	525	8	and	and	CCONJ
ajema-5882	525	9	n.	n.	PROPN
ajema-5882	525	10	v.	v.	PROPN
ajema-5882	525	11	patil	patil	PROPN
ajema-5882	525	12	,	,	PUNCT
ajema-5882	525	13	“	"	PUNCT
ajema-5882	525	14	iot	iot	ADJ
ajema-5882	525	15	traffic	traffic	NOUN
ajema-5882	525	16	-	-	PUNCT
ajema-5882	525	17	based	base	VERB
ajema-5882	525	18	ddos	ddos	NOUN
ajema-5882	525	19	attacks	attack	NOUN
ajema-5882	525	20	detection	detection	NOUN
ajema-5882	525	21	mechanisms	mechanism	NOUN
ajema-5882	525	22	:	:	PUNCT
ajema-5882	525	23	a	a	DET
ajema-5882	525	24	comprehensive	comprehensive	ADJ
ajema-5882	525	25	review	review	NOUN
ajema-5882	525	26	,	,	PUNCT
ajema-5882	525	27	”	"	PUNCT
ajema-5882	525	28	j	j	PROPN
ajema-5882	525	29	supercomput	supercomput	PROPN
ajema-5882	525	30	,	,	PUNCT
ajema-5882	525	31	vol	vol	NOUN
ajema-5882	525	32	.	.	PROPN
ajema-5882	525	33	80	80	NUM
ajema-5882	525	34	,	,	PUNCT
ajema-5882	525	35	no	no	INTJ
ajema-5882	525	36	.	.	NOUN
ajema-5882	525	37	7	7	NUM
ajema-5882	525	38	,	,	PUNCT
ajema-5882	525	39	pp	pp	ADJ
ajema-5882	525	40	.	.	PUNCT
ajema-5882	526	1	9986–10043	9986–10043	NUM
ajema-5882	526	2	,	,	PUNCT
ajema-5882	526	3	2024	2024	NUM
ajema-5882	526	4	.	.	PUNCT
ajema-5882	527	1	53	53	NUM
ajema-5882	527	2	.	.	PUNCT
ajema-5882	528	1	s.	s.	PROPN
ajema-5882	528	2	nicolazzo	nicolazzo	PROPN
ajema-5882	528	3	,	,	PUNCT
ajema-5882	528	4	a.	a.	PROPN
ajema-5882	528	5	nocera	nocera	PROPN
ajema-5882	528	6	,	,	PUNCT
ajema-5882	528	7	and	and	CCONJ
ajema-5882	528	8	w.	w.	NOUN
ajema-5882	528	9	pedrycz	pedrycz	NOUN
ajema-5882	528	10	,	,	PUNCT
ajema-5882	528	11	“	"	PUNCT
ajema-5882	528	12	service	service	NOUN
ajema-5882	528	13	level	level	NOUN
ajema-5882	528	14	agreements	agreement	NOUN
ajema-5882	528	15	and	and	CCONJ
ajema-5882	528	16	security	security	NOUN
ajema-5882	528	17	sla	sla	PROPN
ajema-5882	528	18	:	:	PUNCT
ajema-5882	528	19	a	a	DET
ajema-5882	528	20	comprehensive	comprehensive	ADJ
ajema-5882	528	21	survey	survey	NOUN
ajema-5882	528	22	,	,	PUNCT
ajema-5882	528	23	”	"	PUNCT
ajema-5882	528	24	arxiv	arxiv	PROPN
ajema-5882	528	25	preprint	preprint	NOUN
ajema-5882	528	26	arxiv:2405.00009	arxiv:2405.00009	NOUN
ajema-5882	528	27	,	,	PUNCT
ajema-5882	528	28	2024	2024	NUM
ajema-5882	528	29	.	.	PUNCT
ajema-5882	529	1	54	54	NUM
ajema-5882	529	2	.	.	PUNCT
ajema-5882	529	3	r.	r.	PROPN
ajema-5882	529	4	mitev	mitev	PROPN
ajema-5882	529	5	,	,	PUNCT
ajema-5882	529	6	a.	a.	NOUN
ajema-5882	529	7	pazii	pazii	PROPN
ajema-5882	529	8	,	,	PUNCT
ajema-5882	529	9	m.	m.	NOUN
ajema-5882	529	10	miettinen	miettinen	PROPN
ajema-5882	529	11	,	,	PUNCT
ajema-5882	529	12	w.	w.	PROPN
ajema-5882	529	13	enck	enck	ADV
ajema-5882	529	14	,	,	PUNCT
ajema-5882	529	15	and	and	CCONJ
ajema-5882	529	16	a.-r	a.-r	PROPN
ajema-5882	529	17	.	.	PUNCT
ajema-5882	530	1	sadeghi	sadeghi	PROPN
ajema-5882	530	2	,	,	PUNCT
ajema-5882	530	3	“	"	PUNCT
ajema-5882	530	4	leakypick	leakypick	NOUN
ajema-5882	530	5	:	:	PUNCT
ajema-5882	530	6	iot	iot	ADJ
ajema-5882	530	7	audio	audio	ADJ
ajema-5882	530	8	spy	spy	NOUN
ajema-5882	530	9	detector	detector	NOUN
ajema-5882	530	10	,	,	PUNCT
ajema-5882	530	11	”	"	PUNCT
ajema-5882	530	12	in	in	ADP
ajema-5882	530	13	proceedings	proceeding	NOUN
ajema-5882	530	14	of	of	ADP
ajema-5882	530	15	the	the	DET
ajema-5882	530	16	36th	36th	ADJ
ajema-5882	530	17	annual	annual	ADJ
ajema-5882	530	18	computer	computer	NOUN
ajema-5882	530	19	security	security	NOUN
ajema-5882	530	20	applications	application	NOUN
ajema-5882	530	21	conference	conference	NOUN
ajema-5882	530	22	,	,	PUNCT
ajema-5882	530	23	2020	2020	NUM
ajema-5882	530	24	,	,	PUNCT
ajema-5882	530	25	pp	pp	ADV
ajema-5882	530	26	.	.	PUNCT
ajema-5882	531	1	694–705	694–705	NUM
ajema-5882	531	2	.	.	PUNCT
ajema-5882	532	1	55	55	NUM
ajema-5882	532	2	.	.	PUNCT
ajema-5882	533	1	j.	j.	PROPN
ajema-5882	533	2	m.	m.	PROPN
ajema-5882	533	3	kizza	kizza	PROPN
ajema-5882	533	4	,	,	PUNCT
ajema-5882	533	5	“	"	PUNCT
ajema-5882	533	6	system	system	NOUN
ajema-5882	533	7	intrusion	intrusion	NOUN
ajema-5882	533	8	detection	detection	NOUN
ajema-5882	533	9	and	and	CCONJ
ajema-5882	533	10	prevention	prevention	NOUN
ajema-5882	533	11	,	,	PUNCT
ajema-5882	533	12	”	"	PUNCT
ajema-5882	533	13	in	in	ADP
ajema-5882	533	14	guide	guide	NOUN
ajema-5882	533	15	to	to	ADP
ajema-5882	533	16	computer	computer	NOUN
ajema-5882	533	17	network	network	NOUN
ajema-5882	533	18	security	security	NOUN
ajema-5882	533	19	,	,	PUNCT
ajema-5882	533	20	springer	springer	NOUN
ajema-5882	533	21	,	,	PUNCT
ajema-5882	533	22	2024	2024	NUM
ajema-5882	533	23	,	,	PUNCT
ajema-5882	533	24	pp	pp	ADV
ajema-5882	533	25	.	.	PUNCT
ajema-5882	534	1	295–323	295–323	NUM
ajema-5882	534	2	.	.	PUNCT
ajema-5882	535	1	56	56	NUM
ajema-5882	535	2	.	.	PUNCT
ajema-5882	535	3	y.	y.	PROPN
ajema-5882	535	4	shen	shen	PROPN
ajema-5882	535	5	,	,	PUNCT
ajema-5882	535	6	“	"	PUNCT
ajema-5882	535	7	machine	machine	NOUN
ajema-5882	535	8	learning	learning	NOUN
ajema-5882	535	9	and	and	CCONJ
ajema-5882	535	10	knowledge	knowledge	NOUN
ajema-5882	535	11	-	-	PUNCT
ajema-5882	535	12	based	base	VERB
ajema-5882	535	13	integrated	integrated	ADJ
ajema-5882	535	14	intrusion	intrusion	NOUN
ajema-5882	535	15	detection	detection	NOUN
ajema-5882	535	16	schemes	scheme	NOUN
ajema-5882	535	17	,	,	PUNCT
ajema-5882	535	18	”	"	PUNCT
ajema-5882	535	19	université	université	PROPN
ajema-5882	535	20	d’ottawa	d’ottawa	PROPN
ajema-5882	535	21	/	/	SYM
ajema-5882	535	22	university	university	PROPN
ajema-5882	535	23	of	of	ADP
ajema-5882	535	24	ottawa	ottawa	PROPN
ajema-5882	535	25	,	,	PUNCT
ajema-5882	535	26	2022	2022	NUM
ajema-5882	535	27	.	.	PUNCT
ajema-5882	536	1	57	57	NUM
ajema-5882	536	2	.	.	PUNCT
ajema-5882	537	1	s.	s.	PROPN
ajema-5882	537	2	chakraborty	chakraborty	PROPN
ajema-5882	537	3	,	,	PUNCT
ajema-5882	537	4	g.	g.	PROPN
ajema-5882	537	5	hellbourg	hellbourg	PROPN
ajema-5882	537	6	,	,	PUNCT
ajema-5882	537	7	m.	m.	NOUN
ajema-5882	537	8	careem	careem	PROPN
ajema-5882	537	9	,	,	PUNCT
ajema-5882	537	10	d.	d.	PROPN
ajema-5882	537	11	saha	saha	PROPN
ajema-5882	537	12	,	,	PUNCT
ajema-5882	537	13	and	and	CCONJ
ajema-5882	537	14	a.	a.	PROPN
ajema-5882	537	15	dutta	dutta	PROPN
ajema-5882	537	16	,	,	PUNCT
ajema-5882	537	17	“	"	PUNCT
ajema-5882	537	18	collaboration	collaboration	NOUN
ajema-5882	537	19	with	with	ADP
ajema-5882	537	20	cellular	cellular	ADJ
ajema-5882	537	21	networks	network	NOUN
ajema-5882	537	22	for	for	ADP
ajema-5882	537	23	rfi	rfi	NOUN
ajema-5882	537	24	cancellation	cancellation	NOUN
ajema-5882	537	25	at	at	ADP
ajema-5882	537	26	radio	radio	NOUN
ajema-5882	537	27	telescope	telescope	NOUN
ajema-5882	537	28	,	,	PUNCT
ajema-5882	537	29	”	"	PUNCT
ajema-5882	537	30	ieee	ieee	PROPN
ajema-5882	537	31	trans	trans	PROPN
ajema-5882	537	32	cogn	cogn	PROPN
ajema-5882	537	33	commun	commun	PROPN
ajema-5882	537	34	netw	netw	PROPN
ajema-5882	537	35	,	,	PUNCT
ajema-5882	537	36	vol	vol	NOUN
ajema-5882	537	37	.	.	PROPN
ajema-5882	538	1	9	9	NUM
ajema-5882	538	2	,	,	PUNCT
ajema-5882	538	3	no	no	INTJ
ajema-5882	538	4	.	.	NOUN
ajema-5882	538	5	3	3	NUM
ajema-5882	538	6	,	,	PUNCT
ajema-5882	538	7	pp	pp	ADJ
ajema-5882	538	8	.	.	PUNCT
ajema-5882	539	1	765–778	765–778	NUM
ajema-5882	539	2	,	,	PUNCT
ajema-5882	539	3	2023	2023	NUM
ajema-5882	539	4	.	.	PUNCT
ajema-5882	540	1	38	38	NUM
ajema-5882	540	2	journal	journal	NOUN
ajema-5882	540	3	of	of	ADP
ajema-5882	540	4	engineering	engineering	NOUN
ajema-5882	540	5	,	,	PUNCT
ajema-5882	540	6	mechanics	mechanic	NOUN
ajema-5882	540	7	and	and	CCONJ
ajema-5882	540	8	architecture	architecture	NOUN
ajema-5882	540	9	www	www	NOUN
ajema-5882	540	10	.	.	PUNCT
ajema-5882	541	1	grnjournal.us	grnjournal.us	X
ajema-5882	541	2	58	58	NUM
ajema-5882	541	3	.	.	PUNCT
ajema-5882	541	4	a.	a.	NOUN
ajema-5882	541	5	thakkar	thakkar	NOUN
ajema-5882	541	6	and	and	CCONJ
ajema-5882	541	7	r.	r.	PROPN
ajema-5882	541	8	lohiya	lohiya	PROPN
ajema-5882	541	9	,	,	PUNCT
ajema-5882	541	10	“	"	PUNCT
ajema-5882	541	11	a	a	DET
ajema-5882	541	12	survey	survey	NOUN
ajema-5882	541	13	on	on	ADP
ajema-5882	541	14	intrusion	intrusion	NOUN
ajema-5882	541	15	detection	detection	NOUN
ajema-5882	541	16	system	system	NOUN
ajema-5882	541	17	:	:	PUNCT
ajema-5882	541	18	feature	feature	NOUN
ajema-5882	541	19	selection	selection	NOUN
ajema-5882	541	20	,	,	PUNCT
ajema-5882	541	21	model	model	NOUN
ajema-5882	541	22	,	,	PUNCT
ajema-5882	541	23	performance	performance	NOUN
ajema-5882	541	24	measures	measure	NOUN
ajema-5882	541	25	,	,	PUNCT
ajema-5882	541	26	application	application	NOUN
ajema-5882	541	27	perspective	perspective	NOUN
ajema-5882	541	28	,	,	PUNCT
ajema-5882	541	29	challenges	challenge	NOUN
ajema-5882	541	30	,	,	PUNCT
ajema-5882	541	31	and	and	CCONJ
ajema-5882	541	32	future	future	ADJ
ajema-5882	541	33	research	research	NOUN
ajema-5882	541	34	directions	direction	NOUN
ajema-5882	541	35	,	,	PUNCT
ajema-5882	541	36	”	"	PUNCT
ajema-5882	541	37	artif	artif	PROPN
ajema-5882	541	38	intell	intell	PROPN
ajema-5882	541	39	rev	rev	VERB
ajema-5882	541	40	,	,	PUNCT
ajema-5882	541	41	vol	vol	NOUN
ajema-5882	541	42	.	.	PROPN
ajema-5882	542	1	55	55	NUM
ajema-5882	542	2	,	,	PUNCT
ajema-5882	542	3	no	no	INTJ
ajema-5882	542	4	.	.	NOUN
ajema-5882	542	5	1	1	NUM
ajema-5882	542	6	,	,	PUNCT
ajema-5882	542	7	pp	pp	ADJ
ajema-5882	542	8	.	.	PUNCT
ajema-5882	543	1	453–563	453–563	NUM
ajema-5882	543	2	,	,	PUNCT
ajema-5882	543	3	2022	2022	NUM
ajema-5882	543	4	.	.	PUNCT
ajema-5882	544	1	59	59	NUM
ajema-5882	544	2	.	.	PUNCT
ajema-5882	545	1	t.	t.	PROPN
ajema-5882	545	2	sommestad	sommestad	PROPN
ajema-5882	545	3	,	,	PUNCT
ajema-5882	545	4	h.	h.	PROPN
ajema-5882	545	5	holm	holm	PROPN
ajema-5882	545	6	,	,	PUNCT
ajema-5882	545	7	and	and	CCONJ
ajema-5882	545	8	d.	d.	PROPN
ajema-5882	545	9	steinvall	steinvall	PROPN
ajema-5882	545	10	,	,	PUNCT
ajema-5882	545	11	“	"	PUNCT
ajema-5882	545	12	variables	variable	NOUN
ajema-5882	545	13	influencing	influence	VERB
ajema-5882	545	14	the	the	DET
ajema-5882	545	15	effectiveness	effectiveness	NOUN
ajema-5882	545	16	of	of	ADP
ajema-5882	545	17	signature	signature	NOUN
ajema-5882	545	18	-	-	PUNCT
ajema-5882	545	19	based	base	VERB
ajema-5882	545	20	network	network	NOUN
ajema-5882	545	21	intrusion	intrusion	NOUN
ajema-5882	545	22	detection	detection	NOUN
ajema-5882	545	23	systems	system	NOUN
ajema-5882	545	24	,	,	PUNCT
ajema-5882	545	25	”	"	PUNCT
ajema-5882	545	26	information	information	NOUN
ajema-5882	545	27	security	security	NOUN
ajema-5882	545	28	journal	journal	NOUN
ajema-5882	545	29	:	:	PUNCT
ajema-5882	545	30	a	a	DET
ajema-5882	545	31	global	global	ADJ
ajema-5882	545	32	perspective	perspective	NOUN
ajema-5882	545	33	,	,	PUNCT
ajema-5882	545	34	vol	vol	NOUN
ajema-5882	545	35	.	.	PROPN
ajema-5882	545	36	31	31	NUM
ajema-5882	545	37	,	,	PUNCT
ajema-5882	545	38	no	no	INTJ
ajema-5882	545	39	.	.	NOUN
ajema-5882	545	40	6	6	NUM
ajema-5882	545	41	,	,	PUNCT
ajema-5882	545	42	pp	pp	ADJ
ajema-5882	545	43	.	.	PUNCT
ajema-5882	546	1	711–728	711–728	NUM
ajema-5882	546	2	,	,	PUNCT
ajema-5882	546	3	2022	2022	NUM
ajema-5882	546	4	.	.	PUNCT
ajema-5882	547	1	60	60	NUM
ajema-5882	547	2	.	.	PUNCT
ajema-5882	547	3	r.	r.	PROPN
ajema-5882	547	4	pinto	pinto	PROPN
ajema-5882	547	5	,	,	PUNCT
ajema-5882	547	6	g.	g.	PROPN
ajema-5882	547	7	gonçalves	gonçalves	PROPN
ajema-5882	547	8	,	,	PUNCT
ajema-5882	547	9	j.	j.	PROPN
ajema-5882	547	10	delsing	delsing	PROPN
ajema-5882	547	11	,	,	PUNCT
ajema-5882	547	12	and	and	CCONJ
ajema-5882	547	13	e.	e.	PROPN
ajema-5882	547	14	tovar	tovar	PROPN
ajema-5882	547	15	,	,	PUNCT
ajema-5882	547	16	“	"	PUNCT
ajema-5882	547	17	enabling	enable	VERB
ajema-5882	547	18	data	data	NOUN
ajema-5882	547	19	-	-	PUNCT
ajema-5882	547	20	driven	drive	VERB
ajema-5882	547	21	anomaly	anomaly	NOUN
ajema-5882	547	22	detection	detection	NOUN
ajema-5882	547	23	by	by	ADP
ajema-5882	547	24	design	design	NOUN
ajema-5882	547	25	in	in	ADP
ajema-5882	547	26	cyber	cyber	ADJ
ajema-5882	547	27	-	-	PUNCT
ajema-5882	547	28	physical	physical	ADJ
ajema-5882	547	29	production	production	NOUN
ajema-5882	547	30	systems	system	NOUN
ajema-5882	547	31	,	,	PUNCT
ajema-5882	547	32	”	"	PUNCT
ajema-5882	547	33	cybersecurity	cybersecurity	NOUN
ajema-5882	547	34	,	,	PUNCT
ajema-5882	547	35	vol	vol	NOUN
ajema-5882	547	36	.	.	PROPN
ajema-5882	547	37	5	5	NUM
ajema-5882	547	38	,	,	PUNCT
ajema-5882	547	39	no	no	INTJ
ajema-5882	547	40	.	.	NOUN
ajema-5882	547	41	1	1	NUM
ajema-5882	547	42	,	,	PUNCT
ajema-5882	547	43	p.	p.	NOUN
ajema-5882	547	44	9	9	NUM
ajema-5882	547	45	,	,	PUNCT
ajema-5882	547	46	2022	2022	NUM
ajema-5882	547	47	.	.	PUNCT
ajema-5882	548	1	61	61	NUM
ajema-5882	548	2	.	.	PUNCT
ajema-5882	549	1	s.	s.	PROPN
ajema-5882	549	2	n.	n.	PROPN
ajema-5882	549	3	m.	m.	PROPN
ajema-5882	549	4	garc\’\ia	garc\’\ia	PROPN
ajema-5882	549	5	,	,	PUNCT
ajema-5882	549	6	a.	a.	PROPN
ajema-5882	549	7	sánchez	sánchez	PROPN
ajema-5882	549	8	-	-	PUNCT
ajema-5882	549	9	cabrera	cabrera	PROPN
ajema-5882	549	10	,	,	PUNCT
ajema-5882	549	11	e.	e.	PROPN
ajema-5882	549	12	schiavone	schiavone	PROPN
ajema-5882	549	13	,	,	PUNCT
ajema-5882	549	14	and	and	CCONJ
ajema-5882	549	15	a.	a.	NOUN
ajema-5882	549	16	skarmeta	skarmeta	PROPN
ajema-5882	549	17	,	,	PUNCT
ajema-5882	549	18	“	"	PUNCT
ajema-5882	549	19	integrating	integrate	VERB
ajema-5882	549	20	the	the	DET
ajema-5882	549	21	manufacturer	manufacturer	NOUN
ajema-5882	549	22	usage	usage	NOUN
ajema-5882	549	23	description	description	NOUN
ajema-5882	549	24	standard	standard	NOUN
ajema-5882	549	25	in	in	ADP
ajema-5882	549	26	the	the	DET
ajema-5882	549	27	modelling	modelling	NOUN
ajema-5882	549	28	of	of	ADP
ajema-5882	549	29	cyber	cyber	ADJ
ajema-5882	549	30	–	–	PUNCT
ajema-5882	549	31	physical	physical	ADJ
ajema-5882	549	32	systems	system	NOUN
ajema-5882	549	33	,	,	PUNCT
ajema-5882	549	34	”	"	PUNCT
ajema-5882	549	35	comput	comput	NOUN
ajema-5882	549	36	stand	stand	NOUN
ajema-5882	549	37	interfaces	interface	NOUN
ajema-5882	549	38	,	,	PUNCT
ajema-5882	549	39	vol	vol	NOUN
ajema-5882	549	40	.	.	PUNCT
ajema-5882	549	41	87	87	NUM
ajema-5882	549	42	,	,	PUNCT
ajema-5882	549	43	p.	p.	NOUN
ajema-5882	549	44	103777	103777	NUM
ajema-5882	549	45	,	,	PUNCT
ajema-5882	549	46	2024	2024	NUM
ajema-5882	549	47	.	.	PUNCT
ajema-5882	550	1	62	62	NUM
ajema-5882	550	2	.	.	PUNCT
ajema-5882	551	1	z.	z.	PROPN
ajema-5882	551	2	amiri	amiri	PROPN
ajema-5882	551	3	et	et	PROPN
ajema-5882	551	4	al	al	PROPN
ajema-5882	551	5	.	.	PROPN
ajema-5882	551	6	,	,	PUNCT
ajema-5882	551	7	“	"	PUNCT
ajema-5882	551	8	the	the	DET
ajema-5882	551	9	personal	personal	ADJ
ajema-5882	551	10	health	health	NOUN
ajema-5882	551	11	applications	application	NOUN
ajema-5882	551	12	of	of	ADP
ajema-5882	551	13	machine	machine	NOUN
ajema-5882	551	14	learning	learn	VERB
ajema-5882	551	15	techniques	technique	NOUN
ajema-5882	551	16	in	in	ADP
ajema-5882	551	17	the	the	DET
ajema-5882	551	18	internet	internet	NOUN
ajema-5882	551	19	of	of	ADP
ajema-5882	551	20	behaviors	behavior	NOUN
ajema-5882	551	21	,	,	PUNCT
ajema-5882	551	22	”	"	PUNCT
ajema-5882	551	23	sustainability	sustainability	NOUN
ajema-5882	551	24	,	,	PUNCT
ajema-5882	551	25	vol	vol	NOUN
ajema-5882	551	26	.	.	PROPN
ajema-5882	551	27	15	15	NUM
ajema-5882	551	28	,	,	PUNCT
ajema-5882	551	29	no	no	INTJ
ajema-5882	551	30	.	.	NOUN
ajema-5882	551	31	16	16	NUM
ajema-5882	551	32	,	,	PUNCT
ajema-5882	551	33	p.	p.	NOUN
ajema-5882	551	34	12406	12406	NUM
ajema-5882	551	35	,	,	PUNCT
ajema-5882	551	36	2023	2023	NUM
ajema-5882	551	37	.	.	PUNCT
ajema-5882	552	1	63	63	NUM
ajema-5882	552	2	.	.	PUNCT
ajema-5882	552	3	m.	m.	NOUN
ajema-5882	552	4	malik	malik	PROPN
ajema-5882	552	5	and	and	CCONJ
ajema-5882	552	6	k.	k.	PROPN
ajema-5882	552	7	s.	s.	PROPN
ajema-5882	552	8	saini	saini	PROPN
ajema-5882	552	9	,	,	PUNCT
ajema-5882	552	10	“	"	PUNCT
ajema-5882	552	11	network	network	NOUN
ajema-5882	552	12	intrusion	intrusion	NOUN
ajema-5882	552	13	detection	detection	NOUN
ajema-5882	552	14	system	system	NOUN
ajema-5882	552	15	using	use	VERB
ajema-5882	552	16	reinforcement	reinforcement	NOUN
ajema-5882	552	17	learning	learning	NOUN
ajema-5882	552	18	,	,	PUNCT
ajema-5882	552	19	”	"	PUNCT
ajema-5882	552	20	in	in	ADP
ajema-5882	552	21	2023	2023	NUM
ajema-5882	552	22	4th	4th	ADJ
ajema-5882	552	23	international	international	ADJ
ajema-5882	552	24	conference	conference	NOUN
ajema-5882	552	25	for	for	ADP
ajema-5882	552	26	emerging	emerge	VERB
ajema-5882	552	27	technology	technology	NOUN
ajema-5882	552	28	(	(	PUNCT
ajema-5882	552	29	incet	incet	PROPN
ajema-5882	552	30	)	)	PUNCT
ajema-5882	552	31	,	,	PUNCT
ajema-5882	552	32	2023	2023	NUM
ajema-5882	552	33	,	,	PUNCT
ajema-5882	552	34	pp	pp	ADJ
ajema-5882	552	35	.	.	PUNCT
ajema-5882	553	1	1–4	1–4	NUM
ajema-5882	553	2	.	.	PROPN
ajema-5882	553	3	64	64	NUM
ajema-5882	553	4	.	.	PUNCT
ajema-5882	554	1	m.	m.	NOUN
ajema-5882	554	2	sarhan	sarhan	PROPN
ajema-5882	554	3	,	,	PUNCT
ajema-5882	554	4	s.	s.	PROPN
ajema-5882	554	5	layeghy	layeghy	PROPN
ajema-5882	554	6	,	,	PUNCT
ajema-5882	554	7	m.	m.	NOUN
ajema-5882	554	8	gallagher	gallagher	PROPN
ajema-5882	554	9	,	,	PUNCT
ajema-5882	554	10	and	and	CCONJ
ajema-5882	554	11	m.	m.	NOUN
ajema-5882	554	12	portmann	portmann	PROPN
ajema-5882	554	13	,	,	PUNCT
ajema-5882	554	14	“	"	PUNCT
ajema-5882	554	15	from	from	ADP
ajema-5882	554	16	zero	zero	NUM
ajema-5882	554	17	-	-	PUNCT
ajema-5882	554	18	shot	shot	NOUN
ajema-5882	554	19	machine	machine	NOUN
ajema-5882	554	20	learning	learn	VERB
ajema-5882	554	21	to	to	ADP
ajema-5882	554	22	zero	zero	NUM
ajema-5882	554	23	-	-	PUNCT
ajema-5882	554	24	day	day	NOUN
ajema-5882	554	25	attack	attack	NOUN
ajema-5882	554	26	detection	detection	NOUN
ajema-5882	554	27	.	.	PUNCT
ajema-5882	555	1	arxiv	arxiv	PROPN
ajema-5882	555	2	2021	2021	NUM
ajema-5882	555	3	,	,	PUNCT
ajema-5882	555	4	”	"	PUNCT
ajema-5882	555	5	arxiv	arxiv	PROPN
ajema-5882	555	6	preprint	preprint	NOUN
ajema-5882	555	7	arxiv:2109.14868	arxiv:2109.14868	VERB
ajema-5882	555	8	.	.	PUNCT
ajema-5882	556	1	65	65	NUM
ajema-5882	556	2	.	.	PUNCT
ajema-5882	556	3	m.	m.	PROPN
ajema-5882	556	4	soltani	soltani	PROPN
ajema-5882	556	5	,	,	PUNCT
ajema-5882	556	6	k.	k.	PROPN
ajema-5882	556	7	khajavi	khajavi	PROPN
ajema-5882	556	8	,	,	PUNCT
ajema-5882	556	9	m.	m.	NOUN
ajema-5882	556	10	jafari	jafari	PROPN
ajema-5882	556	11	siavoshani	siavoshani	PROPN
ajema-5882	556	12	,	,	PUNCT
ajema-5882	556	13	and	and	CCONJ
ajema-5882	556	14	a.	a.	PROPN
ajema-5882	556	15	h.	h.	PROPN
ajema-5882	556	16	jahangir	jahangir	PROPN
ajema-5882	556	17	,	,	PUNCT
ajema-5882	556	18	“	"	PUNCT
ajema-5882	556	19	a	a	DET
ajema-5882	556	20	multi	multi	ADJ
ajema-5882	556	21	-	-	ADJ
ajema-5882	556	22	agent	agent	ADJ
ajema-5882	556	23	adaptive	adaptive	ADJ
ajema-5882	556	24	deep	deep	ADJ
ajema-5882	556	25	learning	learning	NOUN
ajema-5882	556	26	framework	framework	NOUN
ajema-5882	556	27	for	for	ADP
ajema-5882	556	28	online	online	ADJ
ajema-5882	556	29	intrusion	intrusion	NOUN
ajema-5882	556	30	detection	detection	NOUN
ajema-5882	556	31	,	,	PUNCT
ajema-5882	556	32	”	"	PUNCT
ajema-5882	556	33	cybersecurity	cybersecurity	NOUN
ajema-5882	556	34	,	,	PUNCT
ajema-5882	556	35	vol	vol	NOUN
ajema-5882	556	36	.	.	PROPN
ajema-5882	556	37	7	7	NUM
ajema-5882	556	38	,	,	PUNCT
ajema-5882	556	39	no	no	INTJ
ajema-5882	556	40	.	.	NOUN
ajema-5882	556	41	1	1	NUM
ajema-5882	556	42	,	,	PUNCT
ajema-5882	556	43	p.	p.	NOUN
ajema-5882	556	44	9	9	NUM
ajema-5882	556	45	,	,	PUNCT
ajema-5882	556	46	2024	2024	NUM
ajema-5882	556	47	.	.	PUNCT
ajema-5882	557	1	66	66	NUM
ajema-5882	557	2	.	.	PUNCT
ajema-5882	557	3	d.	d.	PROPN
ajema-5882	557	4	n.	n.	PROPN
ajema-5882	557	5	singh	singh	PROPN
ajema-5882	557	6	,	,	PUNCT
ajema-5882	557	7	s.	s.	PROPN
ajema-5882	557	8	jaiswar	jaiswar	PROPN
ajema-5882	557	9	,	,	PUNCT
ajema-5882	557	10	p.	p.	PROPN
ajema-5882	557	11	jha	jha	PROPN
ajema-5882	557	12	,	,	PUNCT
ajema-5882	557	13	v.	v.	PROPN
ajema-5882	557	14	k.	k.	PROPN
ajema-5882	557	15	tiwari	tiwari	PROPN
ajema-5882	557	16	,	,	PUNCT
ajema-5882	557	17	and	and	CCONJ
ajema-5882	557	18	p.	p.	PROPN
ajema-5882	557	19	k.	k.	PROPN
ajema-5882	557	20	saket	saket	PROPN
ajema-5882	557	21	,	,	PUNCT
ajema-5882	557	22	“	"	PUNCT
ajema-5882	557	23	adaptive	adaptive	ADJ
ajema-5882	557	24	intrusion	intrusion	NOUN
ajema-5882	557	25	detection	detection	NOUN
ajema-5882	557	26	using	use	VERB
ajema-5882	557	27	deep	deep	ADJ
ajema-5882	557	28	reinforcement	reinforcement	NOUN
ajema-5882	557	29	learning	learning	NOUN
ajema-5882	557	30	:	:	PUNCT
ajema-5882	557	31	a	a	DET
ajema-5882	557	32	novel	novel	ADJ
ajema-5882	557	33	approach	approach	NOUN
ajema-5882	557	34	,	,	PUNCT
ajema-5882	557	35	”	"	PUNCT
ajema-5882	557	36	international	international	ADJ
ajema-5882	557	37	journal	journal	NOUN
ajema-5882	557	38	of	of	ADP
ajema-5882	557	39	all	all	DET
ajema-5882	557	40	research	research	NOUN
ajema-5882	557	41	educvation	educvation	NOUN
ajema-5882	557	42	&	&	CCONJ
ajema-5882	557	43	scientific	scientific	ADJ
ajema-5882	557	44	methods	method	NOUN
ajema-5882	557	45	,	,	PUNCT
ajema-5882	557	46	vol	vol	NOUN
ajema-5882	557	47	.	.	PROPN
ajema-5882	557	48	12	12	NUM
ajema-5882	557	49	,	,	PUNCT
ajema-5882	557	50	no	no	INTJ
ajema-5882	557	51	.	.	NOUN
ajema-5882	558	1	05	05	NUM
ajema-5882	558	2	.	.	PROPN
ajema-5882	559	1	67	67	NUM
ajema-5882	559	2	.	.	PUNCT
ajema-5882	560	1	n.	n.	PROPN
ajema-5882	560	2	jeffrey	jeffrey	PROPN
ajema-5882	560	3	,	,	PUNCT
ajema-5882	560	4	q.	q.	PROPN
ajema-5882	560	5	tan	tan	PROPN
ajema-5882	560	6	,	,	PUNCT
ajema-5882	560	7	and	and	CCONJ
ajema-5882	560	8	j.	j.	PROPN
ajema-5882	560	9	r.	r.	PROPN
ajema-5882	560	10	villar	villar	PROPN
ajema-5882	560	11	,	,	PUNCT
ajema-5882	560	12	“	"	PUNCT
ajema-5882	560	13	a	a	DET
ajema-5882	560	14	hybrid	hybrid	ADJ
ajema-5882	560	15	methodology	methodology	NOUN
ajema-5882	560	16	for	for	ADP
ajema-5882	560	17	anomaly	anomaly	NOUN
ajema-5882	560	18	detection	detection	NOUN
ajema-5882	560	19	in	in	ADP
ajema-5882	560	20	cyber	cyber	ADJ
ajema-5882	560	21	–	–	PUNCT
ajema-5882	560	22	physical	physical	ADJ
ajema-5882	560	23	systems	system	NOUN
ajema-5882	560	24	,	,	PUNCT
ajema-5882	560	25	”	"	PUNCT
ajema-5882	560	26	neurocomputing	neurocomputing	NOUN
ajema-5882	560	27	,	,	PUNCT
ajema-5882	560	28	vol	vol	NOUN
ajema-5882	560	29	.	.	PROPN
ajema-5882	560	30	568	568	NUM
ajema-5882	560	31	,	,	PUNCT
ajema-5882	560	32	p.	p.	NOUN
ajema-5882	560	33	127068	127068	NUM
ajema-5882	560	34	,	,	PUNCT
ajema-5882	560	35	2024	2024	NUM
ajema-5882	560	36	.	.	PUNCT
ajema-5882	561	1	68	68	NUM
ajema-5882	561	2	.	.	PUNCT
ajema-5882	562	1	s.	s.	PROPN
ajema-5882	562	2	afrifa	afrifa	PROPN
ajema-5882	562	3	,	,	PUNCT
ajema-5882	562	4	v.	v.	ADP
ajema-5882	562	5	varadarajan	varadarajan	ADJ
ajema-5882	562	6	,	,	PUNCT
ajema-5882	562	7	p.	p.	NOUN
ajema-5882	562	8	appiahene	appiahene	NOUN
ajema-5882	562	9	,	,	PUNCT
ajema-5882	562	10	t.	t.	PROPN
ajema-5882	562	11	zhang	zhang	PROPN
ajema-5882	562	12	,	,	PUNCT
ajema-5882	562	13	and	and	CCONJ
ajema-5882	562	14	e.	e.	PROPN
ajema-5882	562	15	a.	a.	PROPN
ajema-5882	562	16	domfeh	domfeh	PROPN
ajema-5882	562	17	,	,	PUNCT
ajema-5882	562	18	“	"	PUNCT
ajema-5882	562	19	ensemble	ensemble	ADJ
ajema-5882	562	20	machine	machine	NOUN
ajema-5882	562	21	learning	learn	VERB
ajema-5882	562	22	techniques	technique	NOUN
ajema-5882	562	23	for	for	ADP
ajema-5882	562	24	accurate	accurate	ADJ
ajema-5882	562	25	and	and	CCONJ
ajema-5882	562	26	efficient	efficient	ADJ
ajema-5882	562	27	detection	detection	NOUN
ajema-5882	562	28	of	of	ADP
ajema-5882	562	29	botnet	botnet	NOUN
ajema-5882	562	30	attacks	attack	NOUN
ajema-5882	562	31	in	in	ADP
ajema-5882	562	32	connected	connected	ADJ
ajema-5882	562	33	computers	computer	NOUN
ajema-5882	562	34	,	,	PUNCT
ajema-5882	562	35	”	"	PUNCT
ajema-5882	562	36	eng	eng	PROPN
ajema-5882	562	37	,	,	PUNCT
ajema-5882	562	38	vol	vol	NOUN
ajema-5882	562	39	.	.	PROPN
ajema-5882	562	40	4	4	NUM
ajema-5882	562	41	,	,	PUNCT
ajema-5882	562	42	no	no	INTJ
ajema-5882	562	43	.	.	NOUN
ajema-5882	562	44	1	1	NUM
ajema-5882	562	45	,	,	PUNCT
ajema-5882	562	46	pp	pp	ADJ
ajema-5882	562	47	.	.	PUNCT
ajema-5882	563	1	650–664	650–664	NUM
ajema-5882	563	2	,	,	PUNCT
ajema-5882	563	3	2023	2023	NUM
ajema-5882	563	4	.	.	PUNCT
ajema-5882	564	1	69	69	NUM
ajema-5882	564	2	.	.	PUNCT
ajema-5882	564	3	a.	a.	NOUN
ajema-5882	564	4	yazdinejad	yazdinejad	PROPN
ajema-5882	564	5	,	,	PUNCT
ajema-5882	564	6	m.	m.	PROPN
ajema-5882	564	7	kazemi	kazemi	PROPN
ajema-5882	564	8	,	,	PUNCT
ajema-5882	564	9	r.	r.	PROPN
ajema-5882	564	10	m.	m.	PROPN
ajema-5882	564	11	parizi	parizi	PROPN
ajema-5882	564	12	,	,	PUNCT
ajema-5882	564	13	a.	a.	NOUN
ajema-5882	564	14	dehghantanha	dehghantanha	NOUN
ajema-5882	564	15	,	,	PUNCT
ajema-5882	564	16	and	and	CCONJ
ajema-5882	564	17	h.	h.	PROPN
ajema-5882	564	18	karimipour	karimipour	PROPN
ajema-5882	564	19	,	,	PUNCT
ajema-5882	564	20	“	"	PUNCT
ajema-5882	564	21	an	an	DET
ajema-5882	564	22	ensemble	ensemble	ADJ
ajema-5882	564	23	deep	deep	ADJ
ajema-5882	564	24	learning	learning	NOUN
ajema-5882	564	25	model	model	NOUN
ajema-5882	564	26	for	for	ADP
ajema-5882	564	27	cyber	cyber	ADJ
ajema-5882	564	28	threat	threat	NOUN
ajema-5882	564	29	hunting	hunting	NOUN
ajema-5882	564	30	in	in	ADP
ajema-5882	564	31	industrial	industrial	ADJ
ajema-5882	564	32	internet	internet	NOUN
ajema-5882	564	33	of	of	ADP
ajema-5882	564	34	things	thing	NOUN
ajema-5882	564	35	,	,	PUNCT
ajema-5882	564	36	”	"	PUNCT
ajema-5882	564	37	digital	digital	ADJ
ajema-5882	564	38	communications	communication	NOUN
ajema-5882	564	39	and	and	CCONJ
ajema-5882	564	40	networks	network	NOUN
ajema-5882	564	41	,	,	PUNCT
ajema-5882	564	42	vol	vol	NOUN
ajema-5882	564	43	.	.	PROPN
ajema-5882	564	44	9	9	NUM
ajema-5882	564	45	,	,	PUNCT
ajema-5882	564	46	no	no	INTJ
ajema-5882	564	47	.	.	NOUN
ajema-5882	564	48	1	1	NUM
ajema-5882	564	49	,	,	PUNCT
ajema-5882	564	50	pp	pp	ADJ
ajema-5882	564	51	.	.	PUNCT
ajema-5882	565	1	101–110	101–110	NUM
ajema-5882	565	2	,	,	PUNCT
ajema-5882	565	3	2023	2023	NUM
ajema-5882	565	4	.	.	PUNCT
ajema-5882	566	1	70	70	NUM
ajema-5882	566	2	.	.	PUNCT
ajema-5882	566	3	n.	n.	PROPN
ajema-5882	566	4	jeffrey	jeffrey	PROPN
ajema-5882	566	5	,	,	PUNCT
ajema-5882	566	6	q.	q.	PROPN
ajema-5882	566	7	tan	tan	PROPN
ajema-5882	566	8	,	,	PUNCT
ajema-5882	566	9	and	and	CCONJ
ajema-5882	566	10	j.	j.	PROPN
ajema-5882	566	11	r.	r.	PROPN
ajema-5882	566	12	villar	villar	PROPN
ajema-5882	566	13	,	,	PUNCT
ajema-5882	566	14	“	"	PUNCT
ajema-5882	566	15	using	use	VERB
ajema-5882	566	16	ensemble	ensemble	ADJ
ajema-5882	566	17	learning	learning	NOUN
ajema-5882	566	18	for	for	ADP
ajema-5882	566	19	anomaly	anomaly	NOUN
ajema-5882	566	20	detection	detection	NOUN
ajema-5882	566	21	in	in	ADP
ajema-5882	566	22	cyber	cyber	ADJ
ajema-5882	566	23	–	–	PUNCT
ajema-5882	566	24	physical	physical	ADJ
ajema-5882	566	25	systems	system	NOUN
ajema-5882	566	26	,	,	PUNCT
ajema-5882	566	27	”	"	PUNCT
ajema-5882	566	28	electronics	electronic	NOUN
ajema-5882	566	29	(	(	PUNCT
ajema-5882	566	30	basel	basel	PROPN
ajema-5882	566	31	)	)	PUNCT
ajema-5882	566	32	,	,	PUNCT
ajema-5882	566	33	vol	vol	NOUN
ajema-5882	566	34	.	.	PROPN
ajema-5882	566	35	13	13	NUM
ajema-5882	566	36	,	,	PUNCT
ajema-5882	566	37	no	no	INTJ
ajema-5882	566	38	.	.	NOUN
ajema-5882	566	39	7	7	NUM
ajema-5882	566	40	,	,	PUNCT
ajema-5882	566	41	p.	p.	NOUN
ajema-5882	566	42	1391	1391	NUM
ajema-5882	566	43	,	,	PUNCT
ajema-5882	566	44	2024	2024	NUM
ajema-5882	566	45	.	.	PUNCT
ajema-5882	567	1	71	71	NUM
ajema-5882	567	2	.	.	PUNCT
ajema-5882	567	3	e.	e.	PROPN
ajema-5882	567	4	vincent	vincent	PROPN
ajema-5882	567	5	,	,	PUNCT
ajema-5882	567	6	m.	m.	NOUN
ajema-5882	567	7	korki	korki	PROPN
ajema-5882	567	8	,	,	PUNCT
ajema-5882	567	9	m.	m.	NOUN
ajema-5882	567	10	seyedmahmoudian	seyedmahmoudian	PROPN
ajema-5882	567	11	,	,	PUNCT
ajema-5882	567	12	a.	a.	NOUN
ajema-5882	567	13	stojcevski	stojcevski	PROPN
ajema-5882	567	14	,	,	PUNCT
ajema-5882	567	15	and	and	CCONJ
ajema-5882	567	16	s.	s.	PROPN
ajema-5882	567	17	mekhilef	mekhilef	PROPN
ajema-5882	567	18	,	,	PUNCT
ajema-5882	567	19	“	"	PUNCT
ajema-5882	567	20	reinforcement	reinforcement	NOUN
ajema-5882	567	21	learning	learning	NOUN
ajema-5882	567	22	-	-	PUNCT
ajema-5882	567	23	empowered	empower	VERB
ajema-5882	567	24	graph	graph	NOUN
ajema-5882	567	25	convolutional	convolutional	ADJ
ajema-5882	567	26	network	network	NOUN
ajema-5882	567	27	framework	framework	NOUN
ajema-5882	567	28	for	for	ADP
ajema-5882	567	29	data	datum	NOUN
ajema-5882	567	30	integrity	integrity	NOUN
ajema-5882	567	31	attack	attack	NOUN
ajema-5882	567	32	detection	detection	NOUN
ajema-5882	567	33	in	in	ADP
ajema-5882	567	34	cyber	cyber	ADJ
ajema-5882	567	35	-	-	PUNCT
ajema-5882	567	36	physical	physical	ADJ
ajema-5882	567	37	systems	system	NOUN
ajema-5882	567	38	,	,	PUNCT
ajema-5882	567	39	”	"	PUNCT
ajema-5882	567	40	csee	csee	ADJ
ajema-5882	567	41	journal	journal	NOUN
ajema-5882	567	42	of	of	ADP
ajema-5882	567	43	power	power	NOUN
ajema-5882	567	44	and	and	CCONJ
ajema-5882	567	45	energy	energy	NOUN
ajema-5882	567	46	systems	system	NOUN
ajema-5882	567	47	,	,	PUNCT
ajema-5882	567	48	2024	2024	NUM
ajema-5882	567	49	.	.	PUNCT
ajema-5882	568	1	72	72	NUM
ajema-5882	568	2	.	.	PUNCT
ajema-5882	569	1	s.	s.	PROPN
ajema-5882	569	2	arumugasamy	arumugasamy	PROPN
ajema-5882	569	3	,	,	PUNCT
ajema-5882	569	4	“	"	PUNCT
ajema-5882	569	5	an	an	DET
ajema-5882	569	6	intrusion	intrusion	NOUN
ajema-5882	569	7	detection	detection	NOUN
ajema-5882	569	8	approach	approach	NOUN
ajema-5882	569	9	in	in	ADP
ajema-5882	569	10	wireless	wireless	ADJ
ajema-5882	569	11	sensor	sensor	NOUN
ajema-5882	569	12	network	network	NOUN
ajema-5882	569	13	security	security	NOUN
ajema-5882	569	14	through	through	ADP
ajema-5882	569	15	cnn	cnn	PROPN
ajema-5882	569	16	-	-	PUNCT
ajema-5882	569	17	bi	bi	ADJ
ajema-5882	569	18	-	-	ADJ
ajema-5882	569	19	lstm	lstm	ADJ
ajema-5882	569	20	model	model	NOUN
ajema-5882	569	21	,	,	PUNCT
ajema-5882	569	22	”	"	PUNCT
ajema-5882	569	23	j	j	PROPN
ajema-5882	569	24	theor	theor	PROPN
ajema-5882	569	25	appl	appl	PROPN
ajema-5882	569	26	inf	inf	PROPN
ajema-5882	569	27	technol	technol	NOUN
ajema-5882	569	28	,	,	PUNCT
ajema-5882	569	29	vol	vol	NOUN
ajema-5882	569	30	.	.	NOUN
ajema-5882	570	1	102	102	NUM
ajema-5882	570	2	,	,	PUNCT
ajema-5882	570	3	no	no	INTJ
ajema-5882	570	4	.	.	NOUN
ajema-5882	570	5	2	2	NUM
ajema-5882	570	6	,	,	PUNCT
ajema-5882	570	7	2024	2024	NUM
ajema-5882	570	8	.	.	PUNCT
ajema-5882	571	1	73	73	NUM
ajema-5882	571	2	.	.	PUNCT
ajema-5882	571	3	a.	a.	NOUN
ajema-5882	571	4	gueriani	gueriani	PROPN
ajema-5882	571	5	,	,	PUNCT
ajema-5882	571	6	h.	h.	PROPN
ajema-5882	571	7	kheddar	kheddar	PROPN
ajema-5882	571	8	,	,	PUNCT
ajema-5882	571	9	and	and	CCONJ
ajema-5882	571	10	a.	a.	PROPN
ajema-5882	571	11	c.	c.	PROPN
ajema-5882	571	12	mazari	mazari	PROPN
ajema-5882	571	13	,	,	PUNCT
ajema-5882	571	14	“	"	PUNCT
ajema-5882	571	15	enhancing	enhance	VERB
ajema-5882	571	16	iot	iot	ADJ
ajema-5882	571	17	security	security	NOUN
ajema-5882	571	18	with	with	ADP
ajema-5882	571	19	cnn	cnn	PROPN
ajema-5882	571	20	and	and	CCONJ
ajema-5882	571	21	lstmbased	lstmbase	VERB
ajema-5882	571	22	intrusion	intrusion	NOUN
ajema-5882	571	23	detection	detection	NOUN
ajema-5882	571	24	systems	system	NOUN
ajema-5882	571	25	,	,	PUNCT
ajema-5882	571	26	”	"	PUNCT
ajema-5882	571	27	in	in	ADP
ajema-5882	571	28	2024	2024	NUM
ajema-5882	571	29	6th	6th	ADJ
ajema-5882	571	30	international	international	ADJ
ajema-5882	571	31	conference	conference	NOUN
ajema-5882	571	32	on	on	ADP
ajema-5882	571	33	pattern	pattern	NOUN
ajema-5882	571	34	analysis	analysis	NOUN
ajema-5882	571	35	and	and	CCONJ
ajema-5882	571	36	intelligent	intelligent	ADJ
ajema-5882	571	37	systems	system	NOUN
ajema-5882	571	38	(	(	PUNCT
ajema-5882	571	39	pais	pais	PROPN
ajema-5882	571	40	)	)	PUNCT
ajema-5882	571	41	,	,	PUNCT
ajema-5882	571	42	2024	2024	NUM
ajema-5882	571	43	,	,	PUNCT
ajema-5882	571	44	pp	pp	ADV
ajema-5882	571	45	.	.	PUNCT
ajema-5882	572	1	1–7	1–7	X
ajema-5882	572	2	.	.	NOUN
ajema-5882	572	3	39	39	NUM
ajema-5882	572	4	journal	journal	NOUN
ajema-5882	572	5	of	of	ADP
ajema-5882	572	6	engineering	engineering	NOUN
ajema-5882	572	7	,	,	PUNCT
ajema-5882	572	8	mechanics	mechanic	NOUN
ajema-5882	572	9	and	and	CCONJ
ajema-5882	572	10	architecture	architecture	NOUN
ajema-5882	572	11	www	www	NOUN
ajema-5882	572	12	.	.	PUNCT
ajema-5882	573	1	grnjournal.us	grnjournal.us	X
ajema-5882	573	2	74	74	NUM
ajema-5882	573	3	.	.	PUNCT
ajema-5882	574	1	r.	r.	PROPN
ajema-5882	574	2	morshedi	morshedi	PROPN
ajema-5882	574	3	,	,	PUNCT
ajema-5882	574	4	s.	s.	PROPN
ajema-5882	574	5	m.	m.	PROPN
ajema-5882	574	6	matinkhah	matinkhah	PROPN
ajema-5882	574	7	,	,	PUNCT
ajema-5882	574	8	and	and	CCONJ
ajema-5882	574	9	m.	m.	NOUN
ajema-5882	574	10	t.	t.	PROPN
ajema-5882	574	11	sadeghi	sadeghi	PROPN
ajema-5882	574	12	,	,	PUNCT
ajema-5882	574	13	“	"	PUNCT
ajema-5882	574	14	intrusion	intrusion	NOUN
ajema-5882	574	15	detection	detection	NOUN
ajema-5882	574	16	for	for	ADP
ajema-5882	574	17	iot	iot	ADJ
ajema-5882	574	18	network	network	NOUN
ajema-5882	574	19	security	security	NOUN
ajema-5882	574	20	with	with	ADP
ajema-5882	574	21	deep	deep	ADJ
ajema-5882	574	22	learning	learning	NOUN
ajema-5882	574	23	,	,	PUNCT
ajema-5882	574	24	”	"	PUNCT
ajema-5882	574	25	journal	journal	NOUN
ajema-5882	574	26	of	of	ADP
ajema-5882	574	27	ai	ai	PROPN
ajema-5882	574	28	and	and	CCONJ
ajema-5882	574	29	data	datum	NOUN
ajema-5882	574	30	mining	mining	NOUN
ajema-5882	574	31	,	,	PUNCT
ajema-5882	574	32	vol	vol	NOUN
ajema-5882	574	33	.	.	PROPN
ajema-5882	574	34	12	12	NUM
ajema-5882	574	35	,	,	PUNCT
ajema-5882	574	36	no	no	INTJ
ajema-5882	574	37	.	.	NOUN
ajema-5882	574	38	1	1	NUM
ajema-5882	574	39	,	,	PUNCT
ajema-5882	574	40	pp	pp	ADJ
ajema-5882	574	41	.	.	PUNCT
ajema-5882	575	1	37–55	37–55	NUM
ajema-5882	575	2	,	,	PUNCT
ajema-5882	575	3	2024	2024	NUM
ajema-5882	575	4	.	.	PUNCT
ajema-5882	576	1	75	75	NUM
ajema-5882	576	2	.	.	PUNCT
ajema-5882	577	1	j.	j.	PROPN
ajema-5882	577	2	h.	h.	PROPN
ajema-5882	577	3	lee	lee	PROPN
ajema-5882	577	4	,	,	PUNCT
ajema-5882	577	5	j.	j.	PROPN
ajema-5882	577	6	shin	shin	PROPN
ajema-5882	577	7	,	,	PUNCT
ajema-5882	577	8	and	and	CCONJ
ajema-5882	577	9	j.	j.	PROPN
ajema-5882	577	10	t.	t.	PROPN
ajema-5882	577	11	seo	seo	PROPN
ajema-5882	577	12	,	,	PUNCT
ajema-5882	577	13	“	"	PUNCT
ajema-5882	577	14	solar	solar	ADJ
ajema-5882	577	15	power	power	NOUN
ajema-5882	577	16	plant	plant	NOUN
ajema-5882	577	17	network	network	NOUN
ajema-5882	577	18	packet	packet	NOUN
ajema-5882	577	19	-	-	PUNCT
ajema-5882	577	20	based	base	VERB
ajema-5882	577	21	anomaly	anomaly	NOUN
ajema-5882	577	22	detection	detection	NOUN
ajema-5882	577	23	system	system	NOUN
ajema-5882	577	24	for	for	ADP
ajema-5882	577	25	cybersecurity	cybersecurity	NOUN
ajema-5882	577	26	,	,	PUNCT
ajema-5882	577	27	”	"	PUNCT
ajema-5882	577	28	computers	computer	NOUN
ajema-5882	577	29	,	,	PUNCT
ajema-5882	577	30	materials	material	NOUN
ajema-5882	577	31	&	&	CCONJ
ajema-5882	577	32	continua	continua	PROPN
ajema-5882	577	33	,	,	PUNCT
ajema-5882	577	34	vol	vol	NOUN
ajema-5882	577	35	.	.	PROPN
ajema-5882	577	36	77	77	NUM
ajema-5882	577	37	,	,	PUNCT
ajema-5882	577	38	no	no	INTJ
ajema-5882	577	39	.	.	NOUN
ajema-5882	577	40	1	1	NUM
ajema-5882	577	41	,	,	PUNCT
ajema-5882	577	42	2023	2023	NUM
ajema-5882	577	43	.	.	PUNCT
ajema-5882	578	1	76	76	NUM
ajema-5882	578	2	.	.	PUNCT
ajema-5882	578	3	m.	m.	NOUN
ajema-5882	578	4	m.	m.	PROPN
ajema-5882	578	5	tuaama	tuaama	PROPN
ajema-5882	578	6	,	,	PUNCT
ajema-5882	578	7	“	"	PUNCT
ajema-5882	578	8	anomaly	anomaly	NOUN
ajema-5882	578	9	detection	detection	NOUN
ajema-5882	578	10	-	-	PUNCT
ajema-5882	578	11	based	base	VERB
ajema-5882	578	12	intrusion	intrusion	NOUN
ajema-5882	578	13	detection	detection	NOUN
ajema-5882	578	14	system	system	NOUN
ajema-5882	578	15	using	use	VERB
ajema-5882	578	16	deep	deep	ADJ
ajema-5882	578	17	neural	neural	ADJ
ajema-5882	578	18	networks	network	NOUN
ajema-5882	578	19	in	in	ADP
ajema-5882	578	20	healthcare	healthcare	PROPN
ajema-5882	578	21	internet	internet	NOUN
ajema-5882	578	22	of	of	ADP
ajema-5882	578	23	things	thing	NOUN
ajema-5882	578	24	,	,	PUNCT
ajema-5882	578	25	”	"	PUNCT
ajema-5882	578	26	innovative	innovative	ADJ
ajema-5882	578	27	:	:	PUNCT
ajema-5882	578	28	international	international	ADJ
ajema-5882	578	29	multidisciplinary	multidisciplinary	ADJ
ajema-5882	578	30	journal	journal	NOUN
ajema-5882	578	31	of	of	ADP
ajema-5882	578	32	applied	apply	VERB
ajema-5882	578	33	technology	technology	NOUN
ajema-5882	578	34	(	(	PUNCT
ajema-5882	578	35	2995	2995	NUM
ajema-5882	578	36	-	-	PUNCT
ajema-5882	578	37	486x	486x	NUM
ajema-5882	578	38	)	)	PUNCT
ajema-5882	578	39	,	,	PUNCT
ajema-5882	578	40	vol	vol	NOUN
ajema-5882	578	41	.	.	PROPN
ajema-5882	578	42	2	2	NUM
ajema-5882	578	43	,	,	PUNCT
ajema-5882	578	44	no	no	INTJ
ajema-5882	578	45	.	.	NOUN
ajema-5882	578	46	7	7	NUM
ajema-5882	578	47	,	,	PUNCT
ajema-5882	578	48	pp	pp	ADJ
ajema-5882	578	49	.	.	PUNCT
ajema-5882	579	1	40–56	40–56	NUM
ajema-5882	579	2	,	,	PUNCT
ajema-5882	579	3	2024	2024	NUM
ajema-5882	579	4	.	.	PUNCT
ajema-5882	580	1	77	77	NUM
ajema-5882	580	2	.	.	PUNCT
ajema-5882	580	3	b.	b.	PROPN
ajema-5882	580	4	sharma	sharma	PROPN
ajema-5882	580	5	,	,	PUNCT
ajema-5882	580	6	l.	l.	PROPN
ajema-5882	580	7	sharma	sharma	PROPN
ajema-5882	580	8	,	,	PUNCT
ajema-5882	580	9	and	and	CCONJ
ajema-5882	580	10	c.	c.	PROPN
ajema-5882	580	11	lal	lal	PROPN
ajema-5882	580	12	,	,	PUNCT
ajema-5882	580	13	“	"	PUNCT
ajema-5882	580	14	feature	feature	NOUN
ajema-5882	580	15	selection	selection	NOUN
ajema-5882	580	16	and	and	CCONJ
ajema-5882	580	17	deep	deep	ADJ
ajema-5882	580	18	learning	learning	NOUN
ajema-5882	580	19	technique	technique	NOUN
ajema-5882	580	20	for	for	ADP
ajema-5882	580	21	intrusion	intrusion	NOUN
ajema-5882	580	22	detection	detection	NOUN
ajema-5882	580	23	system	system	NOUN
ajema-5882	580	24	in	in	ADP
ajema-5882	580	25	iot	iot	NOUN
ajema-5882	580	26	,	,	PUNCT
ajema-5882	580	27	”	"	PUNCT
ajema-5882	580	28	in	in	ADP
ajema-5882	580	29	proceedings	proceeding	NOUN
ajema-5882	580	30	of	of	ADP
ajema-5882	580	31	international	international	ADJ
ajema-5882	580	32	conference	conference	NOUN
ajema-5882	580	33	on	on	ADP
ajema-5882	580	34	computational	computational	ADJ
ajema-5882	580	35	intelligence	intelligence	NOUN
ajema-5882	580	36	:	:	PUNCT
ajema-5882	580	37	icci	icci	NOUN
ajema-5882	580	38	2020	2020	NUM
ajema-5882	580	39	,	,	PUNCT
ajema-5882	580	40	2022	2022	NUM
ajema-5882	580	41	,	,	PUNCT
ajema-5882	580	42	pp	pp	ADJ
ajema-5882	580	43	.	.	PUNCT
ajema-5882	581	1	253–261	253–261	NUM
ajema-5882	581	2	.	.	NOUN
ajema-5882	582	1	78	78	NUM
ajema-5882	582	2	.	.	PUNCT
ajema-5882	582	3	a.	a.	PROPN
ajema-5882	582	4	k.	k.	PROPN
ajema-5882	582	5	al	al	PROPN
ajema-5882	582	6	hwaitat	hwaitat	PROPN
ajema-5882	582	7	et	et	PROPN
ajema-5882	582	8	al	al	PROPN
ajema-5882	582	9	.	.	PROPN
ajema-5882	582	10	,	,	PUNCT
ajema-5882	582	11	“	"	PUNCT
ajema-5882	582	12	improved	improve	VERB
ajema-5882	582	13	security	security	NOUN
ajema-5882	582	14	particle	particle	NOUN
ajema-5882	582	15	swarm	swarm	NOUN
ajema-5882	582	16	optimization	optimization	NOUN
ajema-5882	582	17	(	(	PUNCT
ajema-5882	582	18	pso	pso	NOUN
ajema-5882	582	19	)	)	PUNCT
ajema-5882	582	20	algorithm	algorithm	NOUN
ajema-5882	582	21	to	to	PART
ajema-5882	582	22	detect	detect	VERB
ajema-5882	582	23	radio	radio	NOUN
ajema-5882	582	24	jamming	jamming	NOUN
ajema-5882	582	25	attacks	attack	NOUN
ajema-5882	582	26	in	in	ADP
ajema-5882	582	27	mobile	mobile	ADJ
ajema-5882	582	28	networks	network	NOUN
ajema-5882	582	29	,	,	PUNCT
ajema-5882	582	30	”	"	PUNCT
ajema-5882	582	31	international	international	ADJ
ajema-5882	582	32	journal	journal	NOUN
ajema-5882	582	33	of	of	ADP
ajema-5882	582	34	advanced	advanced	ADJ
ajema-5882	582	35	computer	computer	NOUN
ajema-5882	582	36	science	science	NOUN
ajema-5882	582	37	and	and	CCONJ
ajema-5882	582	38	applications	application	NOUN
ajema-5882	582	39	,	,	PUNCT
ajema-5882	582	40	vol	vol	NOUN
ajema-5882	582	41	.	.	PROPN
ajema-5882	582	42	11	11	NUM
ajema-5882	582	43	,	,	PUNCT
ajema-5882	582	44	no	no	INTJ
ajema-5882	582	45	.	.	NOUN
ajema-5882	582	46	4	4	NUM
ajema-5882	582	47	,	,	PUNCT
ajema-5882	582	48	2020	2020	NUM
ajema-5882	582	49	.	.	PUNCT
ajema-5882	583	1	79	79	NUM
ajema-5882	583	2	.	.	PUNCT
ajema-5882	583	3	m.	m.	PROPN
ajema-5882	583	4	n.	n.	PROPN
ajema-5882	583	5	khan	khan	PROPN
ajema-5882	583	6	et	et	PROPN
ajema-5882	583	7	al	al	PROPN
ajema-5882	583	8	.	.	PROPN
ajema-5882	583	9	,	,	PUNCT
ajema-5882	583	10	“	"	PUNCT
ajema-5882	583	11	improving	improve	VERB
ajema-5882	583	12	energy	energy	NOUN
ajema-5882	583	13	efficiency	efficiency	NOUN
ajema-5882	583	14	with	with	ADP
ajema-5882	583	15	content	content	NOUN
ajema-5882	583	16	-	-	PUNCT
ajema-5882	583	17	based	base	VERB
ajema-5882	583	18	adaptive	adaptive	ADJ
ajema-5882	583	19	and	and	CCONJ
ajema-5882	583	20	dynamic	dynamic	ADJ
ajema-5882	583	21	scheduling	scheduling	NOUN
ajema-5882	583	22	in	in	ADP
ajema-5882	583	23	wireless	wireless	ADJ
ajema-5882	583	24	sensor	sensor	NOUN
ajema-5882	583	25	networks	network	NOUN
ajema-5882	583	26	,	,	PUNCT
ajema-5882	583	27	”	"	PUNCT
ajema-5882	583	28	ieee	ieee	NOUN
ajema-5882	583	29	access	access	NOUN
ajema-5882	583	30	,	,	PUNCT
ajema-5882	583	31	vol	vol	NOUN
ajema-5882	583	32	.	.	PROPN
ajema-5882	583	33	8	8	NUM
ajema-5882	583	34	,	,	PUNCT
ajema-5882	583	35	pp	pp	ADJ
ajema-5882	583	36	.	.	PUNCT
ajema-5882	584	1	176495–176520	176495–176520	NUM
ajema-5882	584	2	,	,	PUNCT
ajema-5882	584	3	2020	2020	NUM
ajema-5882	584	4	.	.	PUNCT
ajema-5882	585	1	80	80	NUM
ajema-5882	585	2	.	.	PUNCT
ajema-5882	586	1	h.-s	h.-s	PROPN
ajema-5882	586	2	.	.	PUNCT
ajema-5882	587	1	ham	ham	PROPN
ajema-5882	587	2	,	,	PUNCT
ajema-5882	587	3	h.-h	h.-h	NOUN
ajema-5882	587	4	.	.	PUNCT
ajema-5882	588	1	kim	kim	PROPN
ajema-5882	588	2	,	,	PUNCT
ajema-5882	588	3	m.-s	m.-s	PROPN
ajema-5882	588	4	.	.	PUNCT
ajema-5882	589	1	kim	kim	PROPN
ajema-5882	589	2	,	,	PUNCT
ajema-5882	589	3	and	and	CCONJ
ajema-5882	589	4	m.-j	m.-j	PROPN
ajema-5882	589	5	.	.	PUNCT
ajema-5882	590	1	choi	choi	NOUN
ajema-5882	590	2	,	,	PUNCT
ajema-5882	590	3	“	"	PUNCT
ajema-5882	590	4	linear	linear	ADJ
ajema-5882	590	5	svm	svm	PROPN
ajema-5882	590	6	-	-	PUNCT
ajema-5882	590	7	based	base	VERB
ajema-5882	590	8	android	android	PROPN
ajema-5882	590	9	malware	malware	NOUN
ajema-5882	590	10	detection	detection	NOUN
ajema-5882	590	11	for	for	ADP
ajema-5882	590	12	reliable	reliable	ADJ
ajema-5882	590	13	iot	iot	NOUN
ajema-5882	590	14	services	service	NOUN
ajema-5882	590	15	,	,	PUNCT
ajema-5882	590	16	”	"	PUNCT
ajema-5882	590	17	j	j	PROPN
ajema-5882	590	18	appl	appl	PROPN
ajema-5882	590	19	math	math	PROPN
ajema-5882	590	20	,	,	PUNCT
ajema-5882	590	21	vol	vol	NOUN
ajema-5882	590	22	.	.	PROPN
ajema-5882	590	23	2014	2014	NUM
ajema-5882	590	24	,	,	PUNCT
ajema-5882	590	25	no	no	INTJ
ajema-5882	590	26	.	.	NOUN
ajema-5882	590	27	1	1	NUM
ajema-5882	590	28	,	,	PUNCT
ajema-5882	590	29	p.	p.	NOUN
ajema-5882	590	30	594501	594501	NUM
ajema-5882	590	31	,	,	PUNCT
ajema-5882	590	32	2014	2014	NUM
ajema-5882	590	33	.	.	PUNCT