id	sid	tid	token	lemma	pos
cana-4320	1	1	communications	communication	NOUN
cana-4320	1	2	on	on	ADP
cana-4320	1	3	applied	apply	VERB
cana-4320	1	4	nonlinear	nonlinear	ADJ
cana-4320	1	5	analysis	analysis	NOUN
cana-4320	1	6	issn	issn	NOUN
cana-4320	1	7	:	:	PUNCT
cana-4320	1	8	1074	1074	NUM
cana-4320	1	9	-	-	PUNCT
cana-4320	1	10	133x	133x	NUM
cana-4320	1	11	vol	vol	NOUN
cana-4320	1	12	32	32	NUM
cana-4320	1	13	no	no	NOUN
cana-4320	1	14	.	.	PUNCT
cana-4320	2	1	9s	9s	NUM
cana-4320	2	2	(	(	PUNCT
cana-4320	2	3	2025	2025	NUM
cana-4320	2	4	)	)	PUNCT
cana-4320	2	5	1813	1813	NUM
cana-4320	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	2	7	deep	deep	ADJ
cana-4320	2	8	learning	learn	VERB
cana-4320	2	9	for	for	ADP
cana-4320	2	10	secure	secure	ADJ
cana-4320	2	11	communication	communication	NOUN
cana-4320	2	12	in	in	ADP
cana-4320	2	13	resource	resource	NOUN
cana-4320	2	14	-	-	PUNCT
cana-4320	2	15	limited	limit	VERB
cana-4320	2	16	iot	iot	NOUN
cana-4320	2	17	devices	device	NOUN
cana-4320	2	18	1shaista	1shaista	NUM
cana-4320	2	19	sabeer	sabeer	NOUN
cana-4320	2	20	,	,	PUNCT
cana-4320	2	21	2shazia	2shazia	PROPN
cana-4320	2	22	ali	ali	PROPN
cana-4320	2	23	,	,	PUNCT
cana-4320	2	24	3mohammed	3mohammed	NUM
cana-4320	2	25	ashfaq	ashfaq	NOUN
cana-4320	2	26	hussain	hussain	NOUN
cana-4320	2	27	,	,	PUNCT
cana-4320	2	28	4ahmed	4ahmed	NUM
cana-4320	2	29	unnisa	unnisa	NOUN
cana-4320	2	30	begum	begum	NOUN
cana-4320	2	31	,	,	PUNCT
cana-4320	2	32	5ayasha	5ayasha	NUM
cana-4320	2	33	siddiqua	siddiqua	NOUN
cana-4320	2	34	,	,	PUNCT
cana-4320	2	35	6mohd	6mohd	NUM
cana-4320	2	36	arif	arif	PROPN
cana-4320	2	37	lecturer	lecturer	PROPN
cana-4320	2	38	,	,	PUNCT
cana-4320	2	39	college	college	NOUN
cana-4320	2	40	of	of	ADP
cana-4320	2	41	engineering	engineering	NOUN
cana-4320	2	42	and	and	CCONJ
cana-4320	2	43	computer	computer	NOUN
cana-4320	2	44	science	science	NOUN
cana-4320	2	45	,	,	PUNCT
cana-4320	2	46	jazan	jazan	PROPN
cana-4320	2	47	university	university	PROPN
cana-4320	2	48	,	,	PUNCT
cana-4320	2	49	ksa	ksa	PROPN
cana-4320	2	50	,	,	PUNCT
cana-4320	2	51	shaistasabir060@gmail.com	shaistasabir060@gmail.com	X
cana-4320	2	52	lecturer	lecturer	NOUN
cana-4320	2	53	,	,	PUNCT
cana-4320	2	54	college	college	NOUN
cana-4320	2	55	of	of	ADP
cana-4320	2	56	engineering	engineering	PROPN
cana-4320	2	57	&	&	CCONJ
cana-4320	2	58	computer	computer	PROPN
cana-4320	2	59	science	science	PROPN
cana-4320	2	60	,	,	PUNCT
cana-4320	2	61	jazan	jazan	PROPN
cana-4320	2	62	university	university	PROPN
cana-4320	2	63	,	,	PUNCT
cana-4320	2	64	email	email	NOUN
cana-4320	2	65	:	:	PUNCT
cana-4320	2	66	ssali@jazanu.edu.sa	ssali@jazanu.edu.sa	NOUN
cana-4320	2	67	lecturer	lecturer	NOUN
cana-4320	2	68	,	,	PUNCT
cana-4320	2	69	college	college	NOUN
cana-4320	2	70	of	of	ADP
cana-4320	2	71	engineering	engineering	PROPN
cana-4320	2	72	&	&	CCONJ
cana-4320	2	73	computer	computer	NOUN
cana-4320	2	74	science	science	PROPN
cana-4320	2	75	,	,	PUNCT
cana-4320	2	76	jazan	jazan	PROPN
cana-4320	2	77	university	university	PROPN
cana-4320	2	78	,	,	PUNCT
cana-4320	2	79	email	email	NOUN
cana-4320	2	80	.	.	PUNCT
cana-4320	3	1	mahussain@jazanu.edu.sa	mahussain@jazanu.edu.sa	PROPN
cana-4320	3	2	lecturer	lecturer	PROPN
cana-4320	3	3	,	,	PUNCT
cana-4320	3	4	college	college	NOUN
cana-4320	3	5	of	of	ADP
cana-4320	3	6	engineering	engineering	PROPN
cana-4320	3	7	&	&	CCONJ
cana-4320	3	8	computer	computer	NOUN
cana-4320	3	9	science	science	PROPN
cana-4320	3	10	,	,	PUNCT
cana-4320	3	11	jazan	jazan	PROPN
cana-4320	3	12	university	university	PROPN
cana-4320	3	13	,	,	PUNCT
cana-4320	3	14	email	email	NOUN
cana-4320	3	15	.	.	PUNCT
cana-4320	4	1	abegum@jazanu.edu.sa	abegum@jazanu.edu.sa	PROPN
cana-4320	4	2	lecturer	lecturer	NOUN
cana-4320	4	3	,	,	PUNCT
cana-4320	4	4	college	college	NOUN
cana-4320	4	5	of	of	ADP
cana-4320	4	6	engineering	engineering	NOUN
cana-4320	4	7	and	and	CCONJ
cana-4320	4	8	computer	computer	NOUN
cana-4320	4	9	science	science	NOUN
cana-4320	4	10	,	,	PUNCT
cana-4320	4	11	jazan	jazan	PROPN
cana-4320	4	12	university	university	PROPN
cana-4320	4	13	,	,	PUNCT
cana-4320	4	14	email	email	NOUN
cana-4320	4	15	:	:	PUNCT
cana-4320	4	16	asiddiqua@jazanu.edu.sa	asiddiqua@jazanu.edu.sa	NOUN
cana-4320	4	17	lecturer	lecturer	NOUN
cana-4320	4	18	,	,	PUNCT
cana-4320	4	19	department	department	NOUN
cana-4320	4	20	of	of	ADP
cana-4320	4	21	educational	educational	ADJ
cana-4320	4	22	services	service	NOUN
cana-4320	4	23	and	and	CCONJ
cana-4320	4	24	equipment	equipment	NOUN
cana-4320	4	25	,	,	PUNCT
cana-4320	4	26	jazan	jazan	PROPN
cana-4320	4	27	university	university	PROPN
cana-4320	4	28	,	,	PUNCT
cana-4320	4	29	jazan	jazan	NOUN
cana-4320	4	30	,	,	PUNCT
cana-4320	4	31	ksa	ksa	PROPN
cana-4320	4	32	,	,	PUNCT
cana-4320	4	33	makhtar@jazanu.edu.sa	makhtar@jazanu.edu.sa	NOUN
cana-4320	4	34	article	article	NOUN
cana-4320	4	35	history	history	NOUN
cana-4320	4	36	:	:	PUNCT
cana-4320	4	37	received	receive	VERB
cana-4320	4	38	:	:	PUNCT
cana-4320	4	39	12	12	NUM
cana-4320	4	40	-	-	SYM
cana-4320	4	41	01	01	NUM
cana-4320	4	42	-	-	PUNCT
cana-4320	4	43	2025	2025	NUM
cana-4320	4	44	revised	revise	VERB
cana-4320	4	45	:	:	PUNCT
cana-4320	4	46	15	15	NUM
cana-4320	4	47	-	-	NUM
cana-4320	4	48	02	02	NUM
cana-4320	4	49	-	-	PUNCT
cana-4320	4	50	2025	2025	NUM
cana-4320	4	51	accepted	accept	VERB
cana-4320	4	52	:	:	PUNCT
cana-4320	4	53	01	01	NUM
cana-4320	4	54	-	-	SYM
cana-4320	4	55	03	03	NUM
cana-4320	4	56	-	-	PUNCT
cana-4320	4	57	2025	2025	NUM
cana-4320	4	58	abstract	abstract	NOUN
cana-4320	4	59	:	:	PUNCT
cana-4320	4	60	in	in	ADP
cana-4320	4	61	the	the	DET
cana-4320	4	62	current	current	ADJ
cana-4320	4	63	era	era	NOUN
cana-4320	4	64	,	,	PUNCT
cana-4320	4	65	the	the	DET
cana-4320	4	66	internet	internet	NOUN
cana-4320	4	67	of	of	ADP
cana-4320	4	68	things	thing	NOUN
cana-4320	4	69	(	(	PUNCT
cana-4320	4	70	iot	iot	NOUN
cana-4320	4	71	)	)	PUNCT
cana-4320	4	72	plays	play	VERB
cana-4320	4	73	a	a	DET
cana-4320	4	74	pivotal	pivotal	ADJ
cana-4320	4	75	role	role	NOUN
cana-4320	4	76	in	in	ADP
cana-4320	4	77	generating	generate	VERB
cana-4320	4	78	vast	vast	ADJ
cana-4320	4	79	amounts	amount	NOUN
cana-4320	4	80	of	of	ADP
cana-4320	4	81	data	datum	NOUN
cana-4320	4	82	,	,	PUNCT
cana-4320	4	83	which	which	PRON
cana-4320	4	84	is	be	AUX
cana-4320	4	85	crucial	crucial	ADJ
cana-4320	4	86	for	for	ADP
cana-4320	4	87	enhancing	enhance	VERB
cana-4320	4	88	system	system	NOUN
cana-4320	4	89	performance	performance	NOUN
cana-4320	4	90	and	and	CCONJ
cana-4320	4	91	intelligence	intelligence	NOUN
cana-4320	4	92	.	.	PUNCT
cana-4320	5	1	this	this	DET
cana-4320	5	2	study	study	NOUN
cana-4320	5	3	focuses	focus	VERB
cana-4320	5	4	on	on	ADP
cana-4320	5	5	the	the	DET
cana-4320	5	6	implementation	implementation	NOUN
cana-4320	5	7	of	of	ADP
cana-4320	5	8	privacy	privacy	NOUN
cana-4320	5	9	-	-	PUNCT
cana-4320	5	10	preserving	preserve	VERB
cana-4320	5	11	techniques	technique	NOUN
cana-4320	5	12	within	within	ADP
cana-4320	5	13	collaborative	collaborative	ADJ
cana-4320	5	14	environments	environment	NOUN
cana-4320	5	15	,	,	PUNCT
cana-4320	5	16	leveraging	leverage	VERB
cana-4320	5	17	advanced	advanced	ADJ
cana-4320	5	18	learning	learning	NOUN
cana-4320	5	19	models	model	NOUN
cana-4320	5	20	to	to	PART
cana-4320	5	21	safeguard	safeguard	VERB
cana-4320	5	22	sensitive	sensitive	ADJ
cana-4320	5	23	information	information	NOUN
cana-4320	5	24	.	.	PUNCT
cana-4320	6	1	a	a	DET
cana-4320	6	2	well	well	ADV
cana-4320	6	3	-	-	PUNCT
cana-4320	6	4	trained	train	VERB
cana-4320	6	5	deep	deep	ADJ
cana-4320	6	6	learning	learning	NOUN
cana-4320	6	7	model	model	NOUN
cana-4320	6	8	is	be	AUX
cana-4320	6	9	proposed	propose	VERB
cana-4320	6	10	,	,	PUNCT
cana-4320	6	11	capable	capable	ADJ
cana-4320	6	12	of	of	ADP
cana-4320	6	13	processing	processing	NOUN
cana-4320	6	14	and	and	CCONJ
cana-4320	6	15	analyzing	analyze	VERB
cana-4320	6	16	iot	iot	ADJ
cana-4320	6	17	data	datum	NOUN
cana-4320	6	18	samples	sample	NOUN
cana-4320	6	19	while	while	SCONJ
cana-4320	6	20	ensuring	ensure	VERB
cana-4320	6	21	data	datum	NOUN
cana-4320	6	22	security	security	NOUN
cana-4320	6	23	.	.	PUNCT
cana-4320	7	1	the	the	DET
cana-4320	7	2	key	key	ADJ
cana-4320	7	3	innovation	innovation	NOUN
cana-4320	7	4	in	in	ADP
cana-4320	7	5	this	this	DET
cana-4320	7	6	model	model	NOUN
cana-4320	7	7	lies	lie	VERB
cana-4320	7	8	in	in	ADP
cana-4320	7	9	offloading	offload	VERB
cana-4320	7	10	computational	computational	ADJ
cana-4320	7	11	tasks	task	NOUN
cana-4320	7	12	to	to	ADP
cana-4320	7	13	a	a	DET
cana-4320	7	14	central	central	ADJ
cana-4320	7	15	coordinator	coordinator	NOUN
cana-4320	7	16	,	,	PUNCT
cana-4320	7	17	which	which	PRON
cana-4320	7	18	handles	handle	VERB
cana-4320	7	19	intensive	intensive	ADJ
cana-4320	7	20	processing	processing	NOUN
cana-4320	7	21	without	without	ADP
cana-4320	7	22	exposing	expose	VERB
cana-4320	7	23	critical	critical	ADJ
cana-4320	7	24	data	datum	NOUN
cana-4320	7	25	.	.	PUNCT
cana-4320	8	1	existing	exist	VERB
cana-4320	8	2	models	model	NOUN
cana-4320	8	3	often	often	ADV
cana-4320	8	4	face	face	VERB
cana-4320	8	5	challenges	challenge	NOUN
cana-4320	8	6	such	such	ADJ
cana-4320	8	7	as	as	ADP
cana-4320	8	8	communication	communication	NOUN
cana-4320	8	9	overhead	overhead	ADV
cana-4320	8	10	and	and	CCONJ
cana-4320	8	11	limited	limited	ADJ
cana-4320	8	12	scalability	scalability	NOUN
cana-4320	8	13	.	.	PUNCT
cana-4320	9	1	to	to	PART
cana-4320	9	2	address	address	VERB
cana-4320	9	3	these	these	DET
cana-4320	9	4	issues	issue	NOUN
cana-4320	9	5	,	,	PUNCT
cana-4320	9	6	we	we	PRON
cana-4320	9	7	introduce	introduce	VERB
cana-4320	9	8	an	an	DET
cana-4320	9	9	enhanced	enhanced	ADJ
cana-4320	9	10	deep	deep	ADJ
cana-4320	9	11	-	-	PUNCT
cana-4320	9	12	learning	learn	VERB
cana-4320	9	13	framework	framework	NOUN
cana-4320	9	14	designed	design	VERB
cana-4320	9	15	to	to	PART
cana-4320	9	16	minimize	minimize	VERB
cana-4320	9	17	computational	computational	ADJ
cana-4320	9	18	strain	strain	NOUN
cana-4320	9	19	while	while	SCONJ
cana-4320	9	20	improving	improve	VERB
cana-4320	9	21	efficiency	efficiency	NOUN
cana-4320	9	22	.	.	PUNCT
cana-4320	10	1	by	by	ADP
cana-4320	10	2	shifting	shift	VERB
cana-4320	10	3	the	the	DET
cana-4320	10	4	majority	majority	NOUN
cana-4320	10	5	of	of	ADP
cana-4320	10	6	complex	complex	ADJ
cana-4320	10	7	tasks	task	NOUN
cana-4320	10	8	to	to	ADP
cana-4320	10	9	the	the	DET
cana-4320	10	10	coordinator	coordinator	NOUN
cana-4320	10	11	,	,	PUNCT
cana-4320	10	12	this	this	DET
cana-4320	10	13	model	model	NOUN
cana-4320	10	14	optimizes	optimize	VERB
cana-4320	10	15	resource	resource	NOUN
cana-4320	10	16	usage	usage	NOUN
cana-4320	10	17	and	and	CCONJ
cana-4320	10	18	maintains	maintain	VERB
cana-4320	10	19	a	a	DET
cana-4320	10	20	high	high	ADJ
cana-4320	10	21	level	level	NOUN
cana-4320	10	22	of	of	ADP
cana-4320	10	23	accuracy	accuracy	NOUN
cana-4320	10	24	.	.	PUNCT
cana-4320	11	1	moreover	moreover	ADV
cana-4320	11	2	,	,	PUNCT
cana-4320	11	3	the	the	DET
cana-4320	11	4	proposed	propose	VERB
cana-4320	11	5	approach	approach	NOUN
cana-4320	11	6	incorporates	incorporate	VERB
cana-4320	11	7	self	self	NOUN
cana-4320	11	8	-	-	PUNCT
cana-4320	11	9	supervised	supervise	VERB
cana-4320	11	10	learning	learning	NOUN
cana-4320	11	11	to	to	PART
cana-4320	11	12	enhance	enhance	VERB
cana-4320	11	13	its	its	PRON
cana-4320	11	14	ability	ability	NOUN
cana-4320	11	15	to	to	PART
cana-4320	11	16	analyze	analyze	VERB
cana-4320	11	17	iot	iot	ADJ
cana-4320	11	18	data	datum	NOUN
cana-4320	11	19	autonomously	autonomously	ADV
cana-4320	11	20	.	.	PUNCT
cana-4320	12	1	in	in	ADP
cana-4320	12	2	addition	addition	NOUN
cana-4320	12	3	to	to	ADP
cana-4320	12	4	its	its	PRON
cana-4320	12	5	efficiency	efficiency	NOUN
cana-4320	12	6	,	,	PUNCT
cana-4320	12	7	this	this	DET
cana-4320	12	8	model	model	NOUN
cana-4320	12	9	is	be	AUX
cana-4320	12	10	equipped	equip	VERB
cana-4320	12	11	with	with	ADP
cana-4320	12	12	a	a	DET
cana-4320	12	13	deep	deep	ADJ
cana-4320	12	14	learning	learning	NOUN
cana-4320	12	15	-	-	PUNCT
cana-4320	12	16	based	base	VERB
cana-4320	12	17	cybersecurity	cybersecurity	NOUN
cana-4320	12	18	layer	layer	NOUN
cana-4320	12	19	,	,	PUNCT
cana-4320	12	20	designed	design	VERB
cana-4320	12	21	to	to	PART
cana-4320	12	22	detect	detect	VERB
cana-4320	12	23	and	and	CCONJ
cana-4320	12	24	mitigate	mitigate	VERB
cana-4320	12	25	potential	potential	ADJ
cana-4320	12	26	security	security	NOUN
cana-4320	12	27	threats	threat	NOUN
cana-4320	12	28	in	in	ADP
cana-4320	12	29	real	real	ADJ
cana-4320	12	30	time	time	NOUN
cana-4320	12	31	.	.	PUNCT
cana-4320	13	1	by	by	ADP
cana-4320	13	2	integrating	integrate	VERB
cana-4320	13	3	cybersecurity	cybersecurity	NOUN
cana-4320	13	4	mechanisms	mechanism	NOUN
cana-4320	13	5	directly	directly	ADV
cana-4320	13	6	into	into	ADP
cana-4320	13	7	the	the	DET
cana-4320	13	8	learning	learning	NOUN
cana-4320	13	9	process	process	NOUN
cana-4320	13	10	,	,	PUNCT
cana-4320	13	11	the	the	DET
cana-4320	13	12	model	model	NOUN
cana-4320	13	13	not	not	PART
cana-4320	13	14	only	only	ADV
cana-4320	13	15	improves	improve	VERB
cana-4320	13	16	performance	performance	NOUN
cana-4320	13	17	but	but	CCONJ
cana-4320	13	18	also	also	ADV
cana-4320	13	19	strengthens	strengthen	VERB
cana-4320	13	20	the	the	DET
cana-4320	13	21	overall	overall	ADJ
cana-4320	13	22	security	security	NOUN
cana-4320	13	23	of	of	ADP
cana-4320	13	24	iot	iot	PROPN
cana-4320	13	25	networks	network	NOUN
cana-4320	13	26	.	.	PUNCT
cana-4320	14	1	comparative	comparative	ADJ
cana-4320	14	2	results	result	NOUN
cana-4320	14	3	demonstrate	demonstrate	VERB
cana-4320	14	4	significant	significant	ADJ
cana-4320	14	5	improvements	improvement	NOUN
cana-4320	14	6	in	in	ADP
cana-4320	14	7	both	both	PRON
cana-4320	14	8	accuracy	accuracy	NOUN
cana-4320	14	9	and	and	CCONJ
cana-4320	14	10	computational	computational	ADJ
cana-4320	14	11	efficiency	efficiency	NOUN
cana-4320	14	12	,	,	PUNCT
cana-4320	14	13	making	make	VERB
cana-4320	14	14	it	it	PRON
cana-4320	14	15	a	a	DET
cana-4320	14	16	viable	viable	ADJ
cana-4320	14	17	solution	solution	NOUN
cana-4320	14	18	for	for	ADP
cana-4320	14	19	secure	secure	ADJ
cana-4320	14	20	and	and	CCONJ
cana-4320	14	21	intelligent	intelligent	ADJ
cana-4320	14	22	iot	iot	NOUN
cana-4320	14	23	systems	system	NOUN
cana-4320	14	24	.	.	PUNCT
cana-4320	15	1	keywords	keyword	NOUN
cana-4320	15	2	:	:	PUNCT
cana-4320	15	3	internet	internet	NOUN
cana-4320	15	4	of	of	ADP
cana-4320	15	5	things	thing	NOUN
cana-4320	15	6	,	,	PUNCT
cana-4320	15	7	deep	deep	ADJ
cana-4320	15	8	learning	learning	NOUN
cana-4320	15	9	,	,	PUNCT
cana-4320	15	10	privacy	privacy	NOUN
cana-4320	15	11	,	,	PUNCT
cana-4320	15	12	data	datum	NOUN
cana-4320	15	13	security	security	NOUN
cana-4320	15	14	,	,	PUNCT
cana-4320	15	15	cyber	cyber	ADJ
cana-4320	15	16	security	security	NOUN
cana-4320	15	17	.	.	PUNCT
cana-4320	16	1	1	1	X
cana-4320	16	2	.	.	X
cana-4320	16	3	introduction	introduction	NOUN
cana-4320	16	4	:	:	PUNCT
cana-4320	16	5	the	the	DET
cana-4320	16	6	advancements	advancement	NOUN
cana-4320	16	7	in	in	ADP
cana-4320	16	8	machine	machine	NOUN
cana-4320	16	9	learning	learning	NOUN
cana-4320	16	10	have	have	AUX
cana-4320	16	11	revolutionized	revolutionize	VERB
cana-4320	16	12	numerous	numerous	ADJ
cana-4320	16	13	fields	field	NOUN
cana-4320	16	14	,	,	PUNCT
cana-4320	16	15	enabling	enable	VERB
cana-4320	16	16	machines	machine	NOUN
cana-4320	16	17	to	to	PART
cana-4320	16	18	perform	perform	VERB
cana-4320	16	19	complex	complex	ADJ
cana-4320	16	20	tasks	task	NOUN
cana-4320	16	21	such	such	ADJ
cana-4320	16	22	as	as	ADP
cana-4320	16	23	image	image	NOUN
cana-4320	16	24	segmentation	segmentation	NOUN
cana-4320	16	25	,	,	PUNCT
cana-4320	16	26	speech	speech	NOUN
cana-4320	16	27	recognition	recognition	NOUN
cana-4320	16	28	,	,	PUNCT
cana-4320	16	29	and	and	CCONJ
cana-4320	16	30	natural	natural	ADJ
cana-4320	16	31	language	language	NOUN
cana-4320	16	32	processing	processing	NOUN
cana-4320	16	33	with	with	ADP
cana-4320	16	34	remarkable	remarkable	ADJ
cana-4320	16	35	efficiency.[1	efficiency.[1	NOUN
cana-4320	16	36	]	]	PUNCT
cana-4320	16	37	these	these	DET
cana-4320	16	38	breakthroughs	breakthrough	NOUN
cana-4320	16	39	have	have	AUX
cana-4320	16	40	been	be	AUX
cana-4320	16	41	largely	largely	ADV
cana-4320	16	42	driven	drive	VERB
cana-4320	16	43	by	by	ADP
cana-4320	16	44	the	the	DET
cana-4320	16	45	communications	communication	NOUN
cana-4320	16	46	on	on	ADP
cana-4320	16	47	applied	apply	VERB
cana-4320	16	48	nonlinear	nonlinear	ADJ
cana-4320	16	49	analysis	analysis	NOUN
cana-4320	16	50	issn	issn	NOUN
cana-4320	16	51	:	:	PUNCT
cana-4320	16	52	1074	1074	NUM
cana-4320	16	53	-	-	PUNCT
cana-4320	16	54	133x	133x	NUM
cana-4320	16	55	vol	vol	NOUN
cana-4320	16	56	32	32	NUM
cana-4320	16	57	no	no	NOUN
cana-4320	16	58	.	.	PUNCT
cana-4320	17	1	9s	9s	NUM
cana-4320	17	2	(	(	PUNCT
cana-4320	17	3	2025	2025	NUM
cana-4320	17	4	)	)	PUNCT
cana-4320	17	5	1814	1814	NUM
cana-4320	18	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	18	2	exponential	exponential	ADJ
cana-4320	18	3	growth	growth	NOUN
cana-4320	18	4	of	of	ADP
cana-4320	18	5	data	datum	NOUN
cana-4320	18	6	generated	generate	VERB
cana-4320	18	7	by	by	ADP
cana-4320	18	8	the	the	DET
cana-4320	18	9	internet	internet	NOUN
cana-4320	18	10	of	of	ADP
cana-4320	18	11	things	thing	NOUN
cana-4320	18	12	(	(	PUNCT
cana-4320	18	13	iot	iot	NOUN
cana-4320	18	14	)	)	PUNCT
cana-4320	18	15	.	.	PUNCT
cana-4320	19	1	as	as	SCONJ
cana-4320	19	2	iot	iot	PROPN
cana-4320	19	3	continues	continue	VERB
cana-4320	19	4	to	to	PART
cana-4320	19	5	expand	expand	VERB
cana-4320	19	6	,	,	PUNCT
cana-4320	19	7	so	so	ADV
cana-4320	19	8	does	do	VERB
cana-4320	19	9	the	the	DET
cana-4320	19	10	range	range	NOUN
cana-4320	19	11	of	of	ADP
cana-4320	19	12	possibilities	possibility	NOUN
cana-4320	19	13	for	for	ADP
cana-4320	19	14	machine	machine	NOUN
cana-4320	19	15	learning	learning	NOUN
cana-4320	19	16	,	,	PUNCT
cana-4320	19	17	opening	open	VERB
cana-4320	19	18	new	new	ADJ
cana-4320	19	19	avenues	avenue	NOUN
cana-4320	19	20	in	in	ADP
cana-4320	19	21	data	datum	NOUN
cana-4320	19	22	processing	processing	NOUN
cana-4320	19	23	,	,	PUNCT
cana-4320	19	24	intelligent	intelligent	ADJ
cana-4320	19	25	decision	decision	NOUN
cana-4320	19	26	-	-	PUNCT
cana-4320	19	27	making	making	NOUN
cana-4320	19	28	,	,	PUNCT
cana-4320	19	29	and	and	CCONJ
cana-4320	19	30	automation	automation	NOUN
cana-4320	19	31	.	.	PUNCT
cana-4320	20	1	iot	iot	PROPN
cana-4320	20	2	's	's	PART
cana-4320	20	3	ability	ability	NOUN
cana-4320	20	4	to	to	PART
cana-4320	20	5	interconnect	interconnect	VERB
cana-4320	20	6	devices	device	NOUN
cana-4320	20	7	across	across	ADP
cana-4320	20	8	various	various	ADJ
cana-4320	20	9	environments	environment	NOUN
cana-4320	20	10	has	have	AUX
cana-4320	20	11	enabled	enable	VERB
cana-4320	20	12	the	the	DET
cana-4320	20	13	creation	creation	NOUN
cana-4320	20	14	of	of	ADP
cana-4320	20	15	smarter	smart	ADJ
cana-4320	20	16	,	,	PUNCT
cana-4320	20	17	more	more	ADV
cana-4320	20	18	adaptive	adaptive	ADJ
cana-4320	20	19	systems	system	NOUN
cana-4320	20	20	.	.	PUNCT
cana-4320	21	1	through	through	ADP
cana-4320	21	2	collaborative	collaborative	ADJ
cana-4320	21	3	learning	learning	NOUN
cana-4320	21	4	,	,	PUNCT
cana-4320	21	5	models	model	NOUN
cana-4320	21	6	trained	train	VERB
cana-4320	21	7	on	on	ADP
cana-4320	21	8	diverse	diverse	ADJ
cana-4320	21	9	datasets	dataset	NOUN
cana-4320	21	10	across	across	ADP
cana-4320	21	11	different	different	ADJ
cana-4320	21	12	domains	domain	NOUN
cana-4320	21	13	can	can	AUX
cana-4320	21	14	pool	pool	VERB
cana-4320	21	15	their	their	PRON
cana-4320	21	16	collective	collective	ADJ
cana-4320	21	17	insights	insight	NOUN
cana-4320	21	18	,	,	PUNCT
cana-4320	21	19	significantly	significantly	ADV
cana-4320	21	20	enhancing	enhance	VERB
cana-4320	21	21	their	their	PRON
cana-4320	21	22	performance	performance	NOUN
cana-4320	21	23	[	[	X
cana-4320	21	24	2	2	NUM
cana-4320	21	25	]	]	PUNCT
cana-4320	21	26	.	.	PUNCT
cana-4320	22	1	this	this	DET
cana-4320	22	2	collaborative	collaborative	ADJ
cana-4320	22	3	approach	approach	NOUN
cana-4320	22	4	yields	yield	VERB
cana-4320	22	5	superior	superior	ADJ
cana-4320	22	6	results	result	NOUN
cana-4320	22	7	compared	compare	VERB
cana-4320	22	8	to	to	ADP
cana-4320	22	9	isolated	isolated	ADJ
cana-4320	22	10	models	model	NOUN
cana-4320	22	11	by	by	ADP
cana-4320	22	12	leveraging	leverage	VERB
cana-4320	22	13	shared	shared	ADJ
cana-4320	22	14	data	datum	NOUN
cana-4320	22	15	,	,	PUNCT
cana-4320	22	16	allowing	allow	VERB
cana-4320	22	17	machine	machine	NOUN
cana-4320	22	18	learning	learning	NOUN
cana-4320	22	19	systems	system	NOUN
cana-4320	22	20	to	to	PART
cana-4320	22	21	gain	gain	VERB
cana-4320	22	22	a	a	DET
cana-4320	22	23	more	more	ADV
cana-4320	22	24	comprehensive	comprehensive	ADJ
cana-4320	22	25	understanding	understanding	NOUN
cana-4320	22	26	of	of	ADP
cana-4320	22	27	the	the	DET
cana-4320	22	28	tasks	task	NOUN
cana-4320	22	29	at	at	ADP
cana-4320	22	30	hand	hand	NOUN
cana-4320	22	31	.	.	PUNCT
cana-4320	23	1	the	the	DET
cana-4320	23	2	more	more	ADJ
cana-4320	23	3	data	datum	NOUN
cana-4320	23	4	a	a	DET
cana-4320	23	5	model	model	NOUN
cana-4320	23	6	processes	process	NOUN
cana-4320	23	7	,	,	PUNCT
cana-4320	23	8	the	the	DET
cana-4320	23	9	more	more	ADV
cana-4320	23	10	adept	adept	ADJ
cana-4320	23	11	it	it	PRON
cana-4320	23	12	becomes	become	VERB
cana-4320	23	13	,	,	PUNCT
cana-4320	23	14	leading	lead	VERB
cana-4320	23	15	to	to	ADP
cana-4320	23	16	deeper	deep	ADJ
cana-4320	23	17	language	language	NOUN
cana-4320	23	18	comprehension	comprehension	NOUN
cana-4320	23	19	,	,	PUNCT
cana-4320	23	20	more	more	ADV
cana-4320	23	21	accurate	accurate	ADJ
cana-4320	23	22	predictions	prediction	NOUN
cana-4320	23	23	,	,	PUNCT
cana-4320	23	24	and	and	CCONJ
cana-4320	23	25	enhanced	enhance	VERB
cana-4320	23	26	overall	overall	ADJ
cana-4320	23	27	intelligence	intelligence	NOUN
cana-4320	23	28	in	in	ADP
cana-4320	23	29	iot	iot	PROPN
cana-4320	23	30	applications	application	NOUN
cana-4320	23	31	.	.	PUNCT
cana-4320	24	1	iot	iot	PROPN
cana-4320	24	2	has	have	AUX
cana-4320	24	3	already	already	ADV
cana-4320	24	4	made	make	VERB
cana-4320	24	5	significant	significant	ADJ
cana-4320	24	6	inroads	inroad	NOUN
cana-4320	24	7	into	into	ADP
cana-4320	24	8	critical	critical	ADJ
cana-4320	24	9	sectors	sector	NOUN
cana-4320	24	10	,	,	PUNCT
cana-4320	24	11	including	include	VERB
cana-4320	24	12	healthcare	healthcare	NOUN
cana-4320	24	13	,	,	PUNCT
cana-4320	24	14	military	military	ADJ
cana-4320	24	15	operations	operation	NOUN
cana-4320	24	16	,	,	PUNCT
cana-4320	24	17	education	education	NOUN
cana-4320	24	18	,	,	PUNCT
cana-4320	24	19	and	and	CCONJ
cana-4320	24	20	artificial	artificial	ADJ
cana-4320	24	21	intelligence	intelligence	NOUN
cana-4320	24	22	[	[	X
cana-4320	24	23	3	3	NUM
cana-4320	24	24	]	]	PUNCT
cana-4320	24	25	.	.	PUNCT
cana-4320	25	1	its	its	PRON
cana-4320	25	2	ability	ability	NOUN
cana-4320	25	3	to	to	PART
cana-4320	25	4	seamlessly	seamlessly	ADV
cana-4320	25	5	connect	connect	VERB
cana-4320	25	6	devices	device	NOUN
cana-4320	25	7	and	and	CCONJ
cana-4320	25	8	streamline	streamline	VERB
cana-4320	25	9	operations	operation	NOUN
cana-4320	25	10	has	have	AUX
cana-4320	25	11	led	lead	VERB
cana-4320	25	12	to	to	ADP
cana-4320	25	13	advancements	advancement	NOUN
cana-4320	25	14	in	in	ADP
cana-4320	25	15	medical	medical	ADJ
cana-4320	25	16	diagnostics	diagnostic	NOUN
cana-4320	25	17	,	,	PUNCT
cana-4320	25	18	real	real	ADJ
cana-4320	25	19	-	-	PUNCT
cana-4320	25	20	time	time	NOUN
cana-4320	25	21	monitoring	monitoring	NOUN
cana-4320	25	22	,	,	PUNCT
cana-4320	25	23	smart	smart	ADJ
cana-4320	25	24	classrooms	classroom	NOUN
cana-4320	25	25	,	,	PUNCT
cana-4320	25	26	and	and	CCONJ
cana-4320	25	27	intelligent	intelligent	ADJ
cana-4320	25	28	defense	defense	NOUN
cana-4320	25	29	systems	system	NOUN
cana-4320	25	30	.	.	PUNCT
cana-4320	26	1	however	however	ADV
cana-4320	26	2	,	,	PUNCT
cana-4320	26	3	this	this	DET
cana-4320	26	4	interconnectedness	interconnectedness	NOUN
cana-4320	26	5	also	also	ADV
cana-4320	26	6	introduces	introduce	VERB
cana-4320	26	7	new	new	ADJ
cana-4320	26	8	challenges	challenge	NOUN
cana-4320	26	9	,	,	PUNCT
cana-4320	26	10	particularly	particularly	ADV
cana-4320	26	11	in	in	ADP
cana-4320	26	12	the	the	DET
cana-4320	26	13	realm	realm	NOUN
cana-4320	26	14	of	of	ADP
cana-4320	26	15	cybersecurity	cybersecurity	NOUN
cana-4320	26	16	.	.	PUNCT
cana-4320	27	1	with	with	ADP
cana-4320	27	2	more	more	ADJ
cana-4320	27	3	devices	device	NOUN
cana-4320	27	4	being	be	AUX
cana-4320	27	5	integrated	integrate	VERB
cana-4320	27	6	into	into	ADP
cana-4320	27	7	iot	iot	PROPN
cana-4320	27	8	ecosystems	ecosystem	NOUN
cana-4320	27	9	,	,	PUNCT
cana-4320	27	10	the	the	DET
cana-4320	27	11	risk	risk	NOUN
cana-4320	27	12	of	of	ADP
cana-4320	27	13	cyber	cyber	ADJ
cana-4320	27	14	threats	threat	NOUN
cana-4320	27	15	becomes	become	VERB
cana-4320	27	16	increasingly	increasingly	ADV
cana-4320	27	17	pervasive	pervasive	ADJ
cana-4320	27	18	.	.	PUNCT
cana-4320	28	1	social	social	ADJ
cana-4320	28	2	media	medium	NOUN
cana-4320	28	3	platforms	platform	NOUN
cana-4320	28	4	and	and	CCONJ
cana-4320	28	5	broader	broad	ADJ
cana-4320	28	6	online	online	ADJ
cana-4320	28	7	infrastructures	infrastructure	NOUN
cana-4320	28	8	have	have	AUX
cana-4320	28	9	become	become	VERB
cana-4320	28	10	vulnerable	vulnerable	ADJ
cana-4320	28	11	to	to	ADP
cana-4320	28	12	sophisticated	sophisticated	ADJ
cana-4320	28	13	cyberattacks	cyberattack	NOUN
cana-4320	28	14	,	,	PUNCT
cana-4320	28	15	data	datum	NOUN
cana-4320	28	16	breaches	breach	NOUN
cana-4320	28	17	,	,	PUNCT
cana-4320	28	18	and	and	CCONJ
cana-4320	28	19	unauthorized	unauthorized	ADJ
cana-4320	28	20	access	access	NOUN
cana-4320	28	21	,	,	PUNCT
cana-4320	28	22	making	make	VERB
cana-4320	28	23	cybersecurity	cybersecurity	NOUN
cana-4320	28	24	one	one	NUM
cana-4320	28	25	of	of	ADP
cana-4320	28	26	the	the	DET
cana-4320	28	27	most	most	ADV
cana-4320	28	28	pressing	pressing	ADJ
cana-4320	28	29	concerns	concern	NOUN
cana-4320	28	30	in	in	ADP
cana-4320	28	31	today	today	NOUN
cana-4320	28	32	’s	’s	PART
cana-4320	28	33	digital	digital	ADJ
cana-4320	28	34	landscape	landscape	NOUN
cana-4320	28	35	.	.	PUNCT
cana-4320	29	1	as	as	SCONJ
cana-4320	29	2	cyber	cyber	PROPN
cana-4320	29	3	threats	threat	NOUN
cana-4320	29	4	grow	grow	VERB
cana-4320	29	5	in	in	ADP
cana-4320	29	6	complexity	complexity	NOUN
cana-4320	29	7	,	,	PUNCT
cana-4320	29	8	traditional	traditional	ADJ
cana-4320	29	9	security	security	NOUN
cana-4320	29	10	measures	measure	NOUN
cana-4320	29	11	are	be	AUX
cana-4320	29	12	no	no	ADV
cana-4320	29	13	longer	long	ADV
cana-4320	29	14	sufficient	sufficient	ADJ
cana-4320	29	15	.	.	PUNCT
cana-4320	30	1	this	this	PRON
cana-4320	30	2	has	have	AUX
cana-4320	30	3	necessitated	necessitate	VERB
cana-4320	30	4	the	the	DET
cana-4320	30	5	development	development	NOUN
cana-4320	30	6	of	of	ADP
cana-4320	30	7	more	more	ADV
cana-4320	30	8	advanced	advanced	ADJ
cana-4320	30	9	defense	defense	NOUN
cana-4320	30	10	mechanisms	mechanism	NOUN
cana-4320	30	11	,	,	PUNCT
cana-4320	30	12	such	such	ADJ
cana-4320	30	13	as	as	ADP
cana-4320	30	14	convolutional	convolutional	ADJ
cana-4320	30	15	neural	neural	ADJ
cana-4320	30	16	networks	network	NOUN
cana-4320	30	17	(	(	PUNCT
cana-4320	30	18	cnns	cnns	PROPN
cana-4320	30	19	)	)	PUNCT
cana-4320	30	20	,	,	PUNCT
cana-4320	30	21	which	which	PRON
cana-4320	30	22	are	be	AUX
cana-4320	30	23	capable	capable	ADJ
cana-4320	30	24	of	of	ADP
cana-4320	30	25	handling	handle	VERB
cana-4320	30	26	multi	multi	ADJ
cana-4320	30	27	-	-	ADJ
cana-4320	30	28	task	task	NOUN
cana-4320	30	29	processes	process	NOUN
cana-4320	30	30	and	and	CCONJ
cana-4320	30	31	detecting	detect	VERB
cana-4320	30	32	potential	potential	ADJ
cana-4320	30	33	vulnerabilities	vulnerability	NOUN
cana-4320	30	34	in	in	ADP
cana-4320	30	35	real	real	ADJ
cana-4320	30	36	time	time	NOUN
cana-4320	30	37	[	[	X
cana-4320	30	38	4	4	NUM
cana-4320	30	39	]	]	PUNCT
cana-4320	30	40	.	.	PUNCT
cana-4320	31	1	despite	despite	SCONJ
cana-4320	31	2	these	these	DET
cana-4320	31	3	advancements	advancement	NOUN
cana-4320	31	4	,	,	PUNCT
cana-4320	31	5	theoretical	theoretical	ADJ
cana-4320	31	6	analyses	analysis	NOUN
cana-4320	31	7	highlight	highlight	VERB
cana-4320	31	8	potential	potential	ADJ
cana-4320	31	9	risks	risk	NOUN
cana-4320	31	10	related	relate	VERB
cana-4320	31	11	to	to	ADP
cana-4320	31	12	delays	delay	NOUN
cana-4320	31	13	in	in	ADP
cana-4320	31	14	layer	layer	NOUN
cana-4320	31	15	construction	construction	NOUN
cana-4320	31	16	or	or	CCONJ
cana-4320	31	17	privacy	privacy	NOUN
cana-4320	31	18	management	management	NOUN
cana-4320	31	19	,	,	PUNCT
cana-4320	31	20	which	which	PRON
cana-4320	31	21	could	could	AUX
cana-4320	31	22	result	result	VERB
cana-4320	31	23	in	in	ADP
cana-4320	31	24	data	datum	NOUN
cana-4320	31	25	corruption	corruption	NOUN
cana-4320	31	26	or	or	CCONJ
cana-4320	31	27	unauthorized	unauthorized	ADJ
cana-4320	31	28	access	access	NOUN
cana-4320	31	29	to	to	ADP
cana-4320	31	30	sensitive	sensitive	ADJ
cana-4320	31	31	information	information	NOUN
cana-4320	31	32	.	.	PUNCT
cana-4320	32	1	the	the	DET
cana-4320	32	2	massive	massive	ADJ
cana-4320	32	3	and	and	CCONJ
cana-4320	32	4	continuous	continuous	ADJ
cana-4320	32	5	growth	growth	NOUN
cana-4320	32	6	of	of	ADP
cana-4320	32	7	iot	iot	PROPN
cana-4320	32	8	systems	system	NOUN
cana-4320	32	9	necessitates	necessitate	VERB
cana-4320	32	10	the	the	DET
cana-4320	32	11	development	development	NOUN
cana-4320	32	12	of	of	ADP
cana-4320	32	13	robust	robust	ADJ
cana-4320	32	14	,	,	PUNCT
cana-4320	32	15	privacy	privacy	NOUN
cana-4320	32	16	-	-	PUNCT
cana-4320	32	17	preserving	preserve	VERB
cana-4320	32	18	algorithms	algorithm	NOUN
cana-4320	32	19	that	that	PRON
cana-4320	32	20	can	can	AUX
cana-4320	32	21	address	address	VERB
cana-4320	32	22	these	these	DET
cana-4320	32	23	challenges	challenge	NOUN
cana-4320	32	24	.	.	PUNCT
cana-4320	33	1	as	as	ADP
cana-4320	33	2	data	data	NOUN
cana-4320	33	3	sharing	sharing	NOUN
cana-4320	33	4	increases	increase	NOUN
cana-4320	33	5	,	,	PUNCT
cana-4320	33	6	so	so	ADV
cana-4320	33	7	too	too	ADV
cana-4320	33	8	must	must	AUX
cana-4320	33	9	the	the	DET
cana-4320	33	10	sophistication	sophistication	NOUN
cana-4320	33	11	of	of	ADP
cana-4320	33	12	security	security	NOUN
cana-4320	33	13	measures	measure	NOUN
cana-4320	33	14	designed	design	VERB
cana-4320	33	15	to	to	PART
cana-4320	33	16	protect	protect	VERB
cana-4320	33	17	that	that	DET
cana-4320	33	18	data	datum	NOUN
cana-4320	33	19	.	.	PUNCT
cana-4320	34	1	our	our	PRON
cana-4320	34	2	proposed	propose	VERB
cana-4320	34	3	model	model	NOUN
cana-4320	34	4	aims	aim	VERB
cana-4320	34	5	to	to	PART
cana-4320	34	6	address	address	VERB
cana-4320	34	7	these	these	DET
cana-4320	34	8	concerns	concern	NOUN
cana-4320	34	9	by	by	ADP
cana-4320	34	10	providing	provide	VERB
cana-4320	34	11	the	the	DET
cana-4320	34	12	highest	high	ADJ
cana-4320	34	13	level	level	NOUN
cana-4320	34	14	of	of	ADP
cana-4320	34	15	data	datum	NOUN
cana-4320	34	16	security	security	NOUN
cana-4320	34	17	while	while	SCONJ
cana-4320	34	18	preventing	prevent	VERB
cana-4320	34	19	the	the	DET
cana-4320	34	20	unauthorized	unauthorized	ADJ
cana-4320	34	21	sharing	sharing	NOUN
cana-4320	34	22	of	of	ADP
cana-4320	34	23	sensitive	sensitive	ADJ
cana-4320	34	24	information	information	NOUN
cana-4320	34	25	with	with	ADP
cana-4320	34	26	unknown	unknown	ADJ
cana-4320	34	27	individuals	individual	NOUN
cana-4320	34	28	or	or	CCONJ
cana-4320	34	29	organizations	organization	NOUN
cana-4320	34	30	[	[	X
cana-4320	34	31	5	5	NUM
cana-4320	34	32	]	]	PUNCT
cana-4320	34	33	.	.	PUNCT
cana-4320	35	1	to	to	PART
cana-4320	35	2	achieve	achieve	VERB
cana-4320	35	3	this	this	PRON
cana-4320	35	4	,	,	PUNCT
cana-4320	35	5	the	the	DET
cana-4320	35	6	model	model	NOUN
cana-4320	35	7	integrates	integrate	VERB
cana-4320	35	8	mobile	mobile	NOUN
cana-4320	35	9	-	-	PUNCT
cana-4320	35	10	based	base	VERB
cana-4320	35	11	edge	edge	NOUN
cana-4320	35	12	systems	system	NOUN
cana-4320	35	13	with	with	ADP
cana-4320	35	14	gaminginspired	gaminginspire	VERB
cana-4320	35	15	algorithms	algorithm	NOUN
cana-4320	35	16	,	,	PUNCT
cana-4320	35	17	allowing	allow	VERB
cana-4320	35	18	for	for	ADP
cana-4320	35	19	enhanced	enhanced	ADJ
cana-4320	35	20	real	real	ADJ
cana-4320	35	21	-	-	PUNCT
cana-4320	35	22	time	time	NOUN
cana-4320	35	23	security	security	NOUN
cana-4320	35	24	in	in	ADP
cana-4320	35	25	applications	application	NOUN
cana-4320	35	26	where	where	SCONJ
cana-4320	35	27	data	datum	NOUN
cana-4320	35	28	privacy	privacy	NOUN
cana-4320	35	29	is	be	AUX
cana-4320	35	30	paramount	paramount	ADJ
cana-4320	35	31	.	.	PUNCT
cana-4320	36	1	in	in	ADP
cana-4320	36	2	today	today	NOUN
cana-4320	36	3	's	's	PART
cana-4320	36	4	rapidly	rapidly	ADV
cana-4320	36	5	evolving	evolve	VERB
cana-4320	36	6	digital	digital	ADJ
cana-4320	36	7	era	era	NOUN
cana-4320	36	8	,	,	PUNCT
cana-4320	36	9	iot	iot	PROPN
cana-4320	36	10	plays	play	VERB
cana-4320	36	11	a	a	DET
cana-4320	36	12	vital	vital	ADJ
cana-4320	36	13	role	role	NOUN
cana-4320	36	14	in	in	ADP
cana-4320	36	15	driving	drive	VERB
cana-4320	36	16	innovation	innovation	NOUN
cana-4320	36	17	across	across	ADP
cana-4320	36	18	industries	industry	NOUN
cana-4320	36	19	and	and	CCONJ
cana-4320	36	20	transforming	transform	VERB
cana-4320	36	21	daily	daily	ADJ
cana-4320	36	22	life	life	NOUN
cana-4320	36	23	.	.	PUNCT
cana-4320	37	1	from	from	ADP
cana-4320	37	2	smart	smart	ADJ
cana-4320	37	3	homes	home	NOUN
cana-4320	37	4	and	and	CCONJ
cana-4320	37	5	cities	city	NOUN
cana-4320	37	6	to	to	ADP
cana-4320	37	7	automated	automate	VERB
cana-4320	37	8	industries	industry	NOUN
cana-4320	37	9	and	and	CCONJ
cana-4320	37	10	healthcare	healthcare	NOUN
cana-4320	37	11	solutions	solution	NOUN
cana-4320	37	12	,	,	PUNCT
cana-4320	37	13	iot	iot	PROPN
cana-4320	37	14	devices	device	NOUN
cana-4320	37	15	are	be	AUX
cana-4320	37	16	at	at	ADP
cana-4320	37	17	the	the	DET
cana-4320	37	18	heart	heart	NOUN
cana-4320	37	19	of	of	ADP
cana-4320	37	20	the	the	DET
cana-4320	37	21	modern	modern	ADJ
cana-4320	37	22	technological	technological	ADJ
cana-4320	37	23	ecosystem	ecosystem	NOUN
cana-4320	37	24	.	.	PUNCT
cana-4320	38	1	however	however	ADV
cana-4320	38	2	,	,	PUNCT
cana-4320	38	3	as	as	SCONJ
cana-4320	38	4	this	this	DET
cana-4320	38	5	ecosystem	ecosystem	NOUN
cana-4320	38	6	continues	continue	VERB
cana-4320	38	7	to	to	PART
cana-4320	38	8	expand	expand	VERB
cana-4320	38	9	,	,	PUNCT
cana-4320	38	10	so	so	ADV
cana-4320	38	11	do	do	VERB
cana-4320	38	12	the	the	DET
cana-4320	38	13	challenges	challenge	NOUN
cana-4320	38	14	associated	associate	VERB
cana-4320	38	15	with	with	ADP
cana-4320	38	16	maintaining	maintain	VERB
cana-4320	38	17	its	its	PRON
cana-4320	38	18	security	security	NOUN
cana-4320	38	19	.	.	PUNCT
cana-4320	39	1	protecting	protect	VERB
cana-4320	39	2	sensitive	sensitive	ADJ
cana-4320	39	3	information	information	NOUN
cana-4320	39	4	and	and	CCONJ
cana-4320	39	5	securing	secure	VERB
cana-4320	39	6	iot	iot	ADJ
cana-4320	39	7	infrastructures	infrastructure	NOUN
cana-4320	39	8	from	from	ADP
cana-4320	39	9	cyberattacks	cyberattack	NOUN
cana-4320	39	10	is	be	AUX
cana-4320	39	11	no	no	PRON
cana-4320	39	12	longer	long	ADV
cana-4320	39	13	optional	optional	ADJ
cana-4320	39	14	—	—	PUNCT
cana-4320	39	15	it	it	PRON
cana-4320	39	16	is	be	AUX
cana-4320	39	17	essential	essential	ADJ
cana-4320	39	18	.	.	PUNCT
cana-4320	40	1	proactive	proactive	ADJ
cana-4320	40	2	cybersecurity	cybersecurity	NOUN
cana-4320	40	3	measures	measure	NOUN
cana-4320	40	4	must	must	AUX
cana-4320	40	5	be	be	AUX
cana-4320	40	6	taken	take	VERB
cana-4320	40	7	to	to	PART
cana-4320	40	8	prevent	prevent	VERB
cana-4320	40	9	potential	potential	ADJ
cana-4320	40	10	risks	risk	NOUN
cana-4320	40	11	before	before	SCONJ
cana-4320	40	12	they	they	PRON
cana-4320	40	13	become	become	VERB
cana-4320	40	14	critical	critical	ADJ
cana-4320	40	15	threats	threat	NOUN
cana-4320	40	16	[	[	X
cana-4320	40	17	6	6	NUM
cana-4320	40	18	]	]	PUNCT
cana-4320	40	19	.	.	PUNCT
cana-4320	41	1	looking	look	VERB
cana-4320	41	2	to	to	ADP
cana-4320	41	3	the	the	DET
cana-4320	41	4	future	future	NOUN
cana-4320	41	5	,	,	PUNCT
cana-4320	41	6	the	the	DET
cana-4320	41	7	success	success	NOUN
cana-4320	41	8	of	of	ADP
cana-4320	41	9	cybersecurity	cybersecurity	NOUN
cana-4320	41	10	efforts	effort	NOUN
cana-4320	41	11	will	will	AUX
cana-4320	41	12	depend	depend	VERB
cana-4320	41	13	largely	largely	ADV
cana-4320	41	14	on	on	ADP
cana-4320	41	15	our	our	PRON
cana-4320	41	16	ability	ability	NOUN
cana-4320	41	17	to	to	PART
cana-4320	41	18	predict	predict	VERB
cana-4320	41	19	cybercrime	cybercrime	NOUN
cana-4320	41	20	patterns	pattern	NOUN
cana-4320	41	21	and	and	CCONJ
cana-4320	41	22	adapt	adapt	VERB
cana-4320	41	23	to	to	ADP
cana-4320	41	24	emerging	emerge	VERB
cana-4320	41	25	threats	threat	NOUN
cana-4320	41	26	.	.	PUNCT
cana-4320	42	1	a	a	DET
cana-4320	42	2	forward	forward	ADV
cana-4320	42	3	-	-	PUNCT
cana-4320	42	4	thinking	think	VERB
cana-4320	42	5	approach	approach	NOUN
cana-4320	42	6	is	be	AUX
cana-4320	42	7	crucial	crucial	ADJ
cana-4320	42	8	in	in	ADP
cana-4320	42	9	anticipating	anticipate	VERB
cana-4320	42	10	vulnerabilities	vulnerability	NOUN
cana-4320	42	11	and	and	CCONJ
cana-4320	42	12	creating	create	VERB
cana-4320	42	13	resilient	resilient	ADJ
cana-4320	42	14	iot	iot	ADJ
cana-4320	42	15	systems	system	NOUN
cana-4320	42	16	.	.	PUNCT
cana-4320	43	1	communications	communication	NOUN
cana-4320	43	2	on	on	ADP
cana-4320	43	3	applied	apply	VERB
cana-4320	43	4	nonlinear	nonlinear	ADJ
cana-4320	43	5	analysis	analysis	NOUN
cana-4320	43	6	issn	issn	NOUN
cana-4320	43	7	:	:	PUNCT
cana-4320	43	8	1074	1074	NUM
cana-4320	43	9	-	-	PUNCT
cana-4320	43	10	133x	133x	NUM
cana-4320	43	11	vol	vol	NOUN
cana-4320	43	12	32	32	NUM
cana-4320	43	13	no	no	NOUN
cana-4320	43	14	.	.	PUNCT
cana-4320	44	1	9s	9s	NUM
cana-4320	44	2	(	(	PUNCT
cana-4320	44	3	2025	2025	NUM
cana-4320	44	4	)	)	PUNCT
cana-4320	44	5	1815	1815	NUM
cana-4320	44	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	45	1	to	to	PART
cana-4320	45	2	meet	meet	VERB
cana-4320	45	3	these	these	DET
cana-4320	45	4	challenges	challenge	NOUN
cana-4320	45	5	,	,	PUNCT
cana-4320	45	6	we	we	PRON
cana-4320	45	7	propose	propose	VERB
cana-4320	45	8	a	a	DET
cana-4320	45	9	comprehensive	comprehensive	ADJ
cana-4320	45	10	architectural	architectural	ADJ
cana-4320	45	11	framework	framework	NOUN
cana-4320	45	12	for	for	ADP
cana-4320	45	13	cybersecurity	cybersecurity	NOUN
cana-4320	45	14	in	in	ADP
cana-4320	45	15	iot	iot	PROPN
cana-4320	45	16	systems	system	NOUN
cana-4320	45	17	,	,	PUNCT
cana-4320	45	18	incorporating	incorporate	VERB
cana-4320	45	19	cutting	cutting	NOUN
cana-4320	45	20	-	-	PUNCT
cana-4320	45	21	edge	edge	NOUN
cana-4320	45	22	algorithms	algorithm	NOUN
cana-4320	45	23	such	such	ADJ
cana-4320	45	24	as	as	ADP
cana-4320	45	25	particle	particle	NOUN
cana-4320	45	26	swarm	swarm	NOUN
cana-4320	45	27	optimization	optimization	NOUN
cana-4320	45	28	(	(	PUNCT
cana-4320	45	29	pso	pso	NOUN
cana-4320	45	30	)	)	PUNCT
cana-4320	45	31	to	to	PART
cana-4320	45	32	bolster	bolster	VERB
cana-4320	45	33	protection	protection	NOUN
cana-4320	45	34	.	.	PUNCT
cana-4320	46	1	pso	pso	NOUN
cana-4320	46	2	is	be	AUX
cana-4320	46	3	particularly	particularly	ADV
cana-4320	46	4	effective	effective	ADJ
cana-4320	46	5	in	in	ADP
cana-4320	46	6	optimizing	optimize	VERB
cana-4320	46	7	system	system	NOUN
cana-4320	46	8	defenses	defense	NOUN
cana-4320	46	9	,	,	PUNCT
cana-4320	46	10	distributing	distribute	VERB
cana-4320	46	11	tasks	task	NOUN
cana-4320	46	12	intelligently	intelligently	ADV
cana-4320	46	13	across	across	ADP
cana-4320	46	14	iot	iot	ADJ
cana-4320	46	15	devices	device	NOUN
cana-4320	46	16	,	,	PUNCT
cana-4320	46	17	and	and	CCONJ
cana-4320	46	18	ensuring	ensure	VERB
cana-4320	46	19	secure	secure	ADJ
cana-4320	46	20	,	,	PUNCT
cana-4320	46	21	real	real	ADJ
cana-4320	46	22	-	-	PUNCT
cana-4320	46	23	time	time	NOUN
cana-4320	46	24	communication	communication	NOUN
cana-4320	46	25	.	.	PUNCT
cana-4320	47	1	when	when	SCONJ
cana-4320	47	2	combined	combine	VERB
cana-4320	47	3	with	with	ADP
cana-4320	47	4	deep	deep	ADJ
cana-4320	47	5	learning	learning	NOUN
cana-4320	47	6	techniques	technique	NOUN
cana-4320	47	7	,	,	PUNCT
cana-4320	47	8	this	this	DET
cana-4320	47	9	framework	framework	NOUN
cana-4320	47	10	offers	offer	VERB
cana-4320	47	11	a	a	DET
cana-4320	47	12	dynamic	dynamic	ADJ
cana-4320	47	13	and	and	CCONJ
cana-4320	47	14	adaptive	adaptive	ADJ
cana-4320	47	15	solution	solution	NOUN
cana-4320	47	16	to	to	ADP
cana-4320	47	17	the	the	DET
cana-4320	47	18	increasingly	increasingly	ADV
cana-4320	47	19	complex	complex	ADJ
cana-4320	47	20	landscape	landscape	NOUN
cana-4320	47	21	of	of	ADP
cana-4320	47	22	cyber	cyber	PROPN
cana-4320	47	23	threats	threat	NOUN
cana-4320	47	24	.	.	PUNCT
cana-4320	48	1	iot	iot	PROPN
cana-4320	48	2	devices	device	NOUN
cana-4320	48	3	,	,	PUNCT
cana-4320	48	4	including	include	VERB
cana-4320	48	5	smart	smart	ADJ
cana-4320	48	6	homes	home	NOUN
cana-4320	48	7	,	,	PUNCT
cana-4320	48	8	smartphones	smartphone	NOUN
cana-4320	48	9	,	,	PUNCT
cana-4320	48	10	and	and	CCONJ
cana-4320	48	11	connected	connected	ADJ
cana-4320	48	12	appliances	appliance	NOUN
cana-4320	48	13	,	,	PUNCT
cana-4320	48	14	rely	rely	VERB
cana-4320	48	15	heavily	heavily	ADV
cana-4320	48	16	on	on	ADP
cana-4320	48	17	secure	secure	ADJ
cana-4320	48	18	communication	communication	NOUN
cana-4320	48	19	and	and	CCONJ
cana-4320	48	20	data	datum	NOUN
cana-4320	48	21	processing	processing	NOUN
cana-4320	48	22	.	.	PUNCT
cana-4320	49	1	ensuring	ensure	VERB
cana-4320	49	2	the	the	DET
cana-4320	49	3	security	security	NOUN
cana-4320	49	4	of	of	ADP
cana-4320	49	5	these	these	DET
cana-4320	49	6	devices	device	NOUN
cana-4320	49	7	will	will	AUX
cana-4320	49	8	require	require	VERB
cana-4320	49	9	constant	constant	ADJ
cana-4320	49	10	vigilance	vigilance	NOUN
cana-4320	49	11	,	,	PUNCT
cana-4320	49	12	sophisticated	sophisticated	ADJ
cana-4320	49	13	algorithms	algorithm	NOUN
cana-4320	49	14	,	,	PUNCT
cana-4320	49	15	and	and	CCONJ
cana-4320	49	16	an	an	DET
cana-4320	49	17	integrated	integrated	ADJ
cana-4320	49	18	approach	approach	NOUN
cana-4320	49	19	to	to	ADP
cana-4320	49	20	cybersecurity	cybersecurity	NOUN
cana-4320	49	21	.	.	PUNCT
cana-4320	50	1	our	our	PRON
cana-4320	50	2	framework	framework	NOUN
cana-4320	50	3	aims	aim	VERB
cana-4320	50	4	to	to	PART
cana-4320	50	5	provide	provide	VERB
cana-4320	50	6	this	this	DET
cana-4320	50	7	level	level	NOUN
cana-4320	50	8	of	of	ADP
cana-4320	50	9	protection	protection	NOUN
cana-4320	50	10	,	,	PUNCT
cana-4320	50	11	making	make	VERB
cana-4320	50	12	iot	iot	ADJ
cana-4320	50	13	systems	system	NOUN
cana-4320	50	14	more	more	ADV
cana-4320	50	15	resilient	resilient	ADJ
cana-4320	50	16	to	to	ADP
cana-4320	50	17	cyberattacks	cyberattack	NOUN
cana-4320	50	18	and	and	CCONJ
cana-4320	50	19	better	well	ADV
cana-4320	50	20	equipped	equip	VERB
cana-4320	50	21	to	to	PART
cana-4320	50	22	respond	respond	VERB
cana-4320	50	23	to	to	ADP
cana-4320	50	24	emerging	emerge	VERB
cana-4320	50	25	threats	threat	NOUN
cana-4320	50	26	.	.	PUNCT
cana-4320	51	1	2	2	X
cana-4320	51	2	.	.	X
cana-4320	51	3	research	research	NOUN
cana-4320	51	4	objectives	objective	NOUN
cana-4320	51	5	:	:	PUNCT
cana-4320	51	6	1	1	X
cana-4320	51	7	.	.	X
cana-4320	51	8	develop	develop	VERB
cana-4320	51	9	a	a	DET
cana-4320	51	10	secure	secure	ADJ
cana-4320	51	11	,	,	PUNCT
cana-4320	51	12	lightweight	lightweight	ADJ
cana-4320	51	13	deep	deep	ADJ
cana-4320	51	14	learning	learning	NOUN
cana-4320	51	15	model	model	NOUN
cana-4320	51	16	for	for	ADP
cana-4320	51	17	iot	iot	PROPN
cana-4320	51	18	data	datum	NOUN
cana-4320	51	19	security	security	NOUN
cana-4320	51	20	.	.	PUNCT
cana-4320	52	1	2	2	X
cana-4320	52	2	.	.	X
cana-4320	52	3	optimize	optimize	VERB
cana-4320	52	4	computational	computational	ADJ
cana-4320	52	5	resource	resource	NOUN
cana-4320	52	6	allocation	allocation	NOUN
cana-4320	52	7	using	use	VERB
cana-4320	52	8	particle	particle	NOUN
cana-4320	52	9	swarm	swarm	NOUN
cana-4320	52	10	optimization	optimization	NOUN
cana-4320	52	11	(	(	PUNCT
cana-4320	52	12	pso	pso	NOUN
cana-4320	52	13	)	)	PUNCT
cana-4320	52	14	.	.	PUNCT
cana-4320	53	1	3	3	X
cana-4320	53	2	.	.	X
cana-4320	53	3	enhance	enhance	VERB
cana-4320	53	4	self	self	NOUN
cana-4320	53	5	-	-	PUNCT
cana-4320	53	6	supervised	supervise	VERB
cana-4320	53	7	learning	learning	NOUN
cana-4320	53	8	for	for	ADP
cana-4320	53	9	diverse	diverse	ADJ
cana-4320	53	10	dataset	dataset	NOUN
cana-4320	53	11	processing	processing	NOUN
cana-4320	53	12	.	.	PUNCT
cana-4320	54	1	4	4	X
cana-4320	54	2	.	.	X
cana-4320	54	3	minimize	minimize	VERB
cana-4320	54	4	processing	processing	NOUN
cana-4320	54	5	time	time	NOUN
cana-4320	54	6	in	in	ADP
cana-4320	54	7	privacy	privacy	NOUN
cana-4320	54	8	-	-	PUNCT
cana-4320	54	9	sensitive	sensitive	ADJ
cana-4320	54	10	settings	setting	NOUN
cana-4320	54	11	.	.	PUNCT
cana-4320	55	1	5	5	X
cana-4320	55	2	.	.	X
cana-4320	55	3	achieve	achieve	VERB
cana-4320	55	4	high	high	ADJ
cana-4320	55	5	accuracy	accuracy	NOUN
cana-4320	55	6	and	and	CCONJ
cana-4320	55	7	performance	performance	NOUN
cana-4320	55	8	in	in	ADP
cana-4320	55	9	iot	iot	PROPN
cana-4320	55	10	data	datum	NOUN
cana-4320	55	11	analysis	analysis	NOUN
cana-4320	55	12	.	.	PUNCT
cana-4320	56	1	3	3	X
cana-4320	56	2	.	.	X
cana-4320	56	3	literature	literature	PROPN
cana-4320	56	4	review	review	PROPN
cana-4320	56	5	:	:	PUNCT
cana-4320	56	6	the	the	DET
cana-4320	56	7	integration	integration	NOUN
cana-4320	56	8	of	of	ADP
cana-4320	56	9	deep	deep	ADJ
cana-4320	56	10	learning	learning	NOUN
cana-4320	56	11	models	model	NOUN
cana-4320	56	12	with	with	ADP
cana-4320	56	13	internet	internet	NOUN
cana-4320	56	14	of	of	ADP
cana-4320	56	15	things	thing	NOUN
cana-4320	56	16	(	(	PUNCT
cana-4320	56	17	iot	iot	NOUN
cana-4320	56	18	)	)	PUNCT
cana-4320	56	19	systems	system	NOUN
cana-4320	56	20	has	have	AUX
cana-4320	56	21	garnered	garner	VERB
cana-4320	56	22	significant	significant	ADJ
cana-4320	56	23	attention	attention	NOUN
cana-4320	56	24	in	in	ADP
cana-4320	56	25	recent	recent	ADJ
cana-4320	56	26	years	year	NOUN
cana-4320	56	27	,	,	PUNCT
cana-4320	56	28	primarily	primarily	ADV
cana-4320	56	29	due	due	ADP
cana-4320	56	30	to	to	ADP
cana-4320	56	31	the	the	DET
cana-4320	56	32	growing	grow	VERB
cana-4320	56	33	concern	concern	NOUN
cana-4320	56	34	for	for	ADP
cana-4320	56	35	cybersecurity	cybersecurity	NOUN
cana-4320	56	36	.	.	PUNCT
cana-4320	57	1	yue	yue	PROPN
cana-4320	57	2	et	et	PROPN
cana-4320	57	3	al	al	PROPN
cana-4320	57	4	.	.	PUNCT
cana-4320	58	1	(	(	PUNCT
cana-4320	58	2	2021)[6	2021)[6	NUM
cana-4320	58	3	]	]	PUNCT
cana-4320	58	4	highlighted	highlight	VERB
cana-4320	58	5	the	the	DET
cana-4320	58	6	importance	importance	NOUN
cana-4320	58	7	of	of	ADP
cana-4320	58	8	iot	iot	ADJ
cana-4320	58	9	security	security	NOUN
cana-4320	58	10	updates	update	NOUN
cana-4320	58	11	in	in	ADP
cana-4320	58	12	various	various	ADJ
cana-4320	58	13	sectors	sector	NOUN
cana-4320	58	14	,	,	PUNCT
cana-4320	58	15	emphasizing	emphasize	VERB
cana-4320	58	16	the	the	DET
cana-4320	58	17	need	need	NOUN
cana-4320	58	18	for	for	ADP
cana-4320	58	19	robust	robust	ADJ
cana-4320	58	20	security	security	NOUN
cana-4320	58	21	measures	measure	NOUN
cana-4320	58	22	to	to	PART
cana-4320	58	23	protect	protect	VERB
cana-4320	58	24	against	against	ADP
cana-4320	58	25	cyber	cyber	NOUN
cana-4320	58	26	threats	threat	NOUN
cana-4320	58	27	.	.	PUNCT
cana-4320	59	1	similarly	similarly	ADV
cana-4320	59	2	,	,	PUNCT
cana-4320	59	3	jeena	jeena	PROPN
cana-4320	59	4	jacob	jacob	PROPN
cana-4320	59	5	et	et	PROPN
cana-4320	59	6	al	al	PROPN
cana-4320	59	7	.	.	PUNCT
cana-4320	60	1	(	(	PUNCT
cana-4320	60	2	2021)[7	2021)[7	NOUN
cana-4320	60	3	]	]	PUNCT
cana-4320	60	4	underscored	underscore	VERB
cana-4320	60	5	the	the	DET
cana-4320	60	6	significance	significance	NOUN
cana-4320	60	7	of	of	ADP
cana-4320	60	8	big	big	ADJ
cana-4320	60	9	data	datum	NOUN
cana-4320	60	10	privacy	privacy	NOUN
cana-4320	60	11	using	use	VERB
cana-4320	60	12	convolutional	convolutional	ADJ
cana-4320	60	13	neural	neural	ADJ
cana-4320	60	14	networks	network	NOUN
cana-4320	60	15	(	(	PUNCT
cana-4320	60	16	cnn	cnn	PROPN
cana-4320	60	17	)	)	PUNCT
cana-4320	60	18	algorithms	algorithm	NOUN
cana-4320	60	19	,	,	PUNCT
cana-4320	60	20	demonstrating	demonstrate	VERB
cana-4320	60	21	the	the	DET
cana-4320	60	22	effectiveness	effectiveness	NOUN
cana-4320	60	23	of	of	ADP
cana-4320	60	24	deep	deep	ADJ
cana-4320	60	25	learning	learning	NOUN
cana-4320	60	26	in	in	ADP
cana-4320	60	27	protecting	protect	VERB
cana-4320	60	28	sensitive	sensitive	ADJ
cana-4320	60	29	data	datum	NOUN
cana-4320	60	30	.	.	PUNCT
cana-4320	61	1	deep	deep	ADJ
cana-4320	61	2	learning	learning	NOUN
cana-4320	61	3	applications	application	NOUN
cana-4320	61	4	in	in	ADP
cana-4320	61	5	iot	iot	PROPN
cana-4320	61	6	cybersecurity	cybersecurity	NOUN
cana-4320	61	7	have	have	AUX
cana-4320	61	8	expanded	expand	VERB
cana-4320	61	9	to	to	ADP
cana-4320	61	10	various	various	ADJ
cana-4320	61	11	fields	field	NOUN
cana-4320	61	12	,	,	PUNCT
cana-4320	61	13	including	include	VERB
cana-4320	61	14	healthcare	healthcare	PROPN
cana-4320	61	15	.	.	PUNCT
cana-4320	62	1	hongliang	hongliang	PROPN
cana-4320	62	2	et	et	PROPN
cana-4320	62	3	al	al	PROPN
cana-4320	62	4	.	.	PROPN
cana-4320	63	1	(	(	PUNCT
cana-4320	63	2	2021	2021	NUM
cana-4320	63	3	)	)	PUNCT
cana-4320	64	1	[	[	X
cana-4320	64	2	8	8	NUM
cana-4320	64	3	]	]	PUNCT
cana-4320	64	4	applied	apply	VERB
cana-4320	64	5	deep	deep	ADJ
cana-4320	64	6	learning	learning	NOUN
cana-4320	64	7	to	to	PART
cana-4320	64	8	secure	secure	VERB
cana-4320	64	9	healthcare	healthcare	NOUN
cana-4320	64	10	iot	iot	NOUN
cana-4320	64	11	devices	device	NOUN
cana-4320	64	12	,	,	PUNCT
cana-4320	64	13	enabling	enable	VERB
cana-4320	64	14	remote	remote	ADJ
cana-4320	64	15	monitoring	monitoring	NOUN
cana-4320	64	16	and	and	CCONJ
cana-4320	64	17	improved	improve	VERB
cana-4320	64	18	patient	patient	ADJ
cana-4320	64	19	care	care	NOUN
cana-4320	64	20	.	.	PUNCT
cana-4320	65	1	janani	janani	NOUN
cana-4320	65	2	et	et	PROPN
cana-4320	65	3	al	al	PROPN
cana-4320	65	4	.	.	PROPN
cana-4320	66	1	(	(	PUNCT
cana-4320	66	2	2021	2021	NUM
cana-4320	66	3	)	)	PUNCT
cana-4320	67	1	[	[	X
cana-4320	67	2	9	9	NUM
cana-4320	67	3	]	]	PUNCT
cana-4320	67	4	explored	explore	VERB
cana-4320	67	5	artificial	artificial	ADJ
cana-4320	67	6	intelligence	intelligence	NOUN
cana-4320	67	7	and	and	CCONJ
cana-4320	67	8	smart	smart	ADJ
cana-4320	67	9	device	device	NOUN
cana-4320	67	10	programming	programming	NOUN
cana-4320	67	11	for	for	ADP
cana-4320	67	12	secure	secure	ADJ
cana-4320	67	13	industrial	industrial	ADJ
cana-4320	67	14	iot	iot	NOUN
cana-4320	67	15	implementation	implementation	NOUN
cana-4320	67	16	,	,	PUNCT
cana-4320	67	17	highlighting	highlight	VERB
cana-4320	67	18	the	the	DET
cana-4320	67	19	potential	potential	NOUN
cana-4320	67	20	for	for	ADP
cana-4320	67	21	deep	deep	ADJ
cana-4320	67	22	learning	learning	NOUN
cana-4320	67	23	in	in	ADP
cana-4320	67	24	preventing	prevent	VERB
cana-4320	67	25	cyber	cyber	NOUN
cana-4320	67	26	threats	threat	NOUN
cana-4320	67	27	.	.	PUNCT
cana-4320	68	1	researchers	researcher	NOUN
cana-4320	68	2	have	have	AUX
cana-4320	68	3	also	also	ADV
cana-4320	68	4	investigated	investigate	VERB
cana-4320	68	5	deep	deep	ADJ
cana-4320	68	6	learning	learning	NOUN
cana-4320	68	7	-	-	PUNCT
cana-4320	68	8	based	base	VERB
cana-4320	68	9	solutions	solution	NOUN
cana-4320	68	10	for	for	ADP
cana-4320	68	11	cyber	cyber	NOUN
cana-4320	68	12	threat	threat	NOUN
cana-4320	68	13	detection	detection	NOUN
cana-4320	68	14	.	.	PUNCT
cana-4320	69	1	osia	osia	NOUN
cana-4320	69	2	et	et	PROPN
cana-4320	69	3	al	al	PROPN
cana-4320	69	4	.	.	PUNCT
cana-4320	70	1	(	(	PUNCT
cana-4320	70	2	2020)[10	2020)[10	NUM
cana-4320	70	3	]	]	X
cana-4320	70	4	applied	apply	VERB
cana-4320	70	5	deep	deep	ADJ
cana-4320	70	6	learning	learning	NOUN
cana-4320	70	7	to	to	PART
cana-4320	70	8	detect	detect	VERB
cana-4320	70	9	malware	malware	NOUN
cana-4320	70	10	in	in	ADP
cana-4320	70	11	iot	iot	PROPN
cana-4320	70	12	devices	device	NOUN
cana-4320	70	13	,	,	PUNCT
cana-4320	70	14	achieving	achieve	VERB
cana-4320	70	15	high	high	ADJ
cana-4320	70	16	detection	detection	NOUN
cana-4320	70	17	accuracy	accuracy	NOUN
cana-4320	70	18	.	.	PUNCT
cana-4320	71	1	disha	disha	PROPN
cana-4320	71	2	garg	garg	PROPN
cana-4320	71	3	et	et	PROPN
cana-4320	71	4	al	al	PROPN
cana-4320	71	5	.	.	PUNCT
cana-4320	72	1	(	(	PUNCT
cana-4320	72	2	2020)[27	2020)[27	X
cana-4320	72	3	]	]	X
cana-4320	72	4	used	use	VERB
cana-4320	72	5	deep	deep	ADJ
cana-4320	72	6	learning	learning	NOUN
cana-4320	72	7	for	for	ADP
cana-4320	72	8	intrusion	intrusion	NOUN
cana-4320	72	9	detection	detection	NOUN
cana-4320	72	10	,	,	PUNCT
cana-4320	72	11	demonstrating	demonstrate	VERB
cana-4320	72	12	the	the	DET
cana-4320	72	13	effectiveness	effectiveness	NOUN
cana-4320	72	14	of	of	ADP
cana-4320	72	15	deep	deep	ADJ
cana-4320	72	16	learning	learning	NOUN
cana-4320	72	17	in	in	ADP
cana-4320	72	18	identifying	identify	VERB
cana-4320	72	19	unauthorized	unauthorized	ADJ
cana-4320	72	20	access	access	NOUN
cana-4320	72	21	.	.	PUNCT
cana-4320	73	1	secure	secure	ADJ
cana-4320	73	2	data	datum	NOUN
cana-4320	73	3	transmission	transmission	NOUN
cana-4320	73	4	is	be	AUX
cana-4320	73	5	critical	critical	ADJ
cana-4320	73	6	in	in	ADP
cana-4320	73	7	iot	iot	PROPN
cana-4320	73	8	.	.	PUNCT
cana-4320	74	1	arachichigae	arachichigae	PROPN
cana-4320	74	2	et	et	PROPN
cana-4320	74	3	al	al	PROPN
cana-4320	74	4	.	.	PUNCT
cana-4320	75	1	(	(	PUNCT
cana-4320	75	2	2019)[28	2019)[28	X
cana-4320	75	3	]	]	PUNCT
cana-4320	75	4	presented	present	VERB
cana-4320	75	5	a	a	DET
cana-4320	75	6	deep	deep	ADJ
cana-4320	75	7	learningbased	learningbase	VERB
cana-4320	75	8	framework	framework	NOUN
cana-4320	75	9	for	for	ADP
cana-4320	75	10	secure	secure	ADJ
cana-4320	75	11	data	datum	NOUN
cana-4320	75	12	transmission	transmission	NOUN
cana-4320	75	13	,	,	PUNCT
cana-4320	75	14	leveraging	leverage	VERB
cana-4320	75	15	encryption	encryption	NOUN
cana-4320	75	16	techniques	technique	NOUN
cana-4320	75	17	to	to	PART
cana-4320	75	18	prevent	prevent	VERB
cana-4320	75	19	unauthorized	unauthorized	ADJ
cana-4320	75	20	access	access	NOUN
cana-4320	75	21	.	.	PUNCT
cana-4320	76	1	tiwariratik	tiwariratik	NOUN
cana-4320	76	2	et	et	PROPN
cana-4320	76	3	al	al	PROPN
cana-4320	76	4	.	.	PROPN
cana-4320	77	1	(	(	PUNCT
cana-4320	77	2	2019	2019	NUM
cana-4320	77	3	)	)	PUNCT
cana-4320	77	4	explored	explore	VERB
cana-4320	77	5	encryption	encryption	NOUN
cana-4320	77	6	techniques	technique	NOUN
cana-4320	77	7	for	for	ADP
cana-4320	77	8	secure	secure	ADJ
cana-4320	77	9	communication	communication	NOUN
cana-4320	77	10	protocols	protocol	NOUN
cana-4320	77	11	,	,	PUNCT
cana-4320	77	12	emphasizing	emphasize	VERB
cana-4320	77	13	the	the	DET
cana-4320	77	14	importance	importance	NOUN
cana-4320	77	15	of	of	ADP
cana-4320	77	16	secure	secure	ADJ
cana-4320	77	17	data	datum	NOUN
cana-4320	77	18	transmission	transmission	NOUN
cana-4320	77	19	in	in	ADP
cana-4320	77	20	iot	iot	NOUN
cana-4320	77	21	.	.	PUNCT
cana-4320	78	1	the	the	DET
cana-4320	78	2	challenges	challenge	NOUN
cana-4320	78	3	associated	associate	VERB
cana-4320	78	4	with	with	ADP
cana-4320	78	5	iot	iot	PROPN
cana-4320	78	6	cybersecurity	cybersecurity	NOUN
cana-4320	78	7	are	be	AUX
cana-4320	78	8	multifaceted	multifaceted	ADJ
cana-4320	78	9	.	.	PUNCT
cana-4320	79	1	tiwari	tiwari	PROPN
cana-4320	79	2	ratik	ratik	VERB
cana-4320	79	3	et	et	PROPN
cana-4320	79	4	al	al	PROPN
cana-4320	79	5	.	.	PUNCT
cana-4320	80	1	(	(	PUNCT
cana-4320	80	2	2019)[29	2019)[29	X
cana-4320	80	3	]	]	X
cana-4320	80	4	addressed	address	VERB
cana-4320	80	5	data	datum	NOUN
cana-4320	80	6	encryption	encryption	NOUN
cana-4320	80	7	and	and	CCONJ
cana-4320	80	8	corruption	corruption	NOUN
cana-4320	80	9	,	,	PUNCT
cana-4320	80	10	while	while	SCONJ
cana-4320	80	11	ankit	ankit	PROPN
cana-4320	80	12	thakkar	thakkar	PROPN
cana-4320	80	13	et	et	PROPN
cana-4320	80	14	al	al	PROPN
cana-4320	80	15	.	.	PUNCT
cana-4320	81	1	(	(	PUNCT
cana-4320	81	2	2021)[30	2021)[30	NUM
cana-4320	81	3	]	]	PUNCT
cana-4320	81	4	discussed	discuss	VERB
cana-4320	81	5	industrial	industrial	ADJ
cana-4320	81	6	and	and	CCONJ
cana-4320	81	7	academic	academic	ADJ
cana-4320	81	8	iot	iot	NOUN
cana-4320	81	9	implementation	implementation	NOUN
cana-4320	81	10	.	.	PUNCT
cana-4320	82	1	segun	segun	VERB
cana-4320	82	2	et	et	PROPN
cana-4320	82	3	al	al	PROPN
cana-4320	82	4	.	.	PROPN
cana-4320	83	1	(	(	PUNCT
cana-4320	83	2	2021)[31	2021)[31	X
cana-4320	83	3	]	]	X
cana-4320	83	4	researched	research	VERB
cana-4320	83	5	botnet	botnet	NOUN
cana-4320	83	6	detection	detection	NOUN
cana-4320	83	7	,	,	PUNCT
cana-4320	83	8	highlighting	highlight	VERB
cana-4320	83	9	communications	communication	NOUN
cana-4320	83	10	on	on	ADP
cana-4320	83	11	applied	apply	VERB
cana-4320	83	12	nonlinear	nonlinear	ADJ
cana-4320	83	13	analysis	analysis	NOUN
cana-4320	83	14	issn	issn	NOUN
cana-4320	83	15	:	:	PUNCT
cana-4320	83	16	1074	1074	NUM
cana-4320	83	17	-	-	PUNCT
cana-4320	83	18	133x	133x	NUM
cana-4320	83	19	vol	vol	NOUN
cana-4320	83	20	32	32	NUM
cana-4320	83	21	no	no	NOUN
cana-4320	83	22	.	.	PUNCT
cana-4320	84	1	9s	9s	NUM
cana-4320	84	2	(	(	PUNCT
cana-4320	84	3	2025	2025	NUM
cana-4320	84	4	)	)	PUNCT
cana-4320	84	5	1816	1816	NUM
cana-4320	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	85	1	the	the	DET
cana-4320	85	2	need	need	NOUN
cana-4320	85	3	for	for	ADP
cana-4320	85	4	robust	robust	ADJ
cana-4320	85	5	security	security	NOUN
cana-4320	85	6	measures	measure	NOUN
cana-4320	85	7	.	.	PUNCT
cana-4320	86	1	recent	recent	ADJ
cana-4320	86	2	studies	study	NOUN
cana-4320	86	3	have	have	AUX
cana-4320	86	4	explored	explore	VERB
cana-4320	86	5	deep	deep	ADJ
cana-4320	86	6	learning	learning	NOUN
cana-4320	86	7	applications	application	NOUN
cana-4320	86	8	in	in	ADP
cana-4320	86	9	various	various	ADJ
cana-4320	86	10	iot	iot	ADJ
cana-4320	86	11	domains	domain	NOUN
cana-4320	86	12	.	.	PUNCT
cana-4320	87	1	rajesh	rajesh	PROPN
cana-4320	87	2	kumar	kumar	PROPN
cana-4320	87	3	et	et	PROPN
cana-4320	87	4	al	al	PROPN
cana-4320	87	5	.	.	PROPN
cana-4320	88	1	(	(	PUNCT
cana-4320	88	2	2021)[32	2021)[32	NUM
cana-4320	88	3	]	]	PUNCT
cana-4320	88	4	applied	apply	VERB
cana-4320	88	5	deep	deep	ADJ
cana-4320	88	6	learning	learning	NOUN
cana-4320	88	7	in	in	ADP
cana-4320	88	8	covid-19	covid-19	PROPN
cana-4320	88	9	testing	testing	NOUN
cana-4320	88	10	,	,	PUNCT
cana-4320	88	11	demonstrating	demonstrate	VERB
cana-4320	88	12	the	the	DET
cana-4320	88	13	potential	potential	NOUN
cana-4320	88	14	for	for	ADP
cana-4320	88	15	deep	deep	ADJ
cana-4320	88	16	learning	learning	NOUN
cana-4320	88	17	in	in	ADP
cana-4320	88	18	healthcare	healthcare	PROPN
cana-4320	88	19	.	.	PUNCT
cana-4320	89	1	menghyao	menghyao	PROPN
cana-4320	89	2	zheng	zheng	PROPN
cana-4320	89	3	et	et	PROPN
cana-4320	89	4	al	al	PROPN
cana-4320	89	5	.	.	PUNCT
cana-4320	90	1	(	(	PUNCT
cana-4320	90	2	2019)[33	2019)[33	X
cana-4320	90	3	]	]	PUNCT
cana-4320	90	4	explored	explore	VERB
cana-4320	90	5	iot	iot	PROPN
cana-4320	90	6	data	data	PROPN
cana-4320	90	7	generation	generation	NOUN
cana-4320	90	8	structures	structure	NOUN
cana-4320	90	9	,	,	PUNCT
cana-4320	90	10	highlighting	highlight	VERB
cana-4320	90	11	the	the	DET
cana-4320	90	12	importance	importance	NOUN
cana-4320	90	13	of	of	ADP
cana-4320	90	14	secure	secure	ADJ
cana-4320	90	15	data	datum	NOUN
cana-4320	90	16	transmission	transmission	NOUN
cana-4320	90	17	.	.	PUNCT
cana-4320	91	1	the	the	DET
cana-4320	91	2	literature	literature	NOUN
cana-4320	91	3	highlights	highlight	VERB
cana-4320	91	4	the	the	DET
cana-4320	91	5	significance	significance	NOUN
cana-4320	91	6	of	of	ADP
cana-4320	91	7	deep	deep	ADJ
cana-4320	91	8	learning	learning	NOUN
cana-4320	91	9	in	in	ADP
cana-4320	91	10	enhancing	enhance	VERB
cana-4320	91	11	iot	iot	ADJ
cana-4320	91	12	cybersecurity	cybersecurity	NOUN
cana-4320	91	13	.	.	PUNCT
cana-4320	92	1	future	future	ADJ
cana-4320	92	2	research	research	NOUN
cana-4320	92	3	should	should	AUX
cana-4320	92	4	focus	focus	VERB
cana-4320	92	5	on	on	ADP
cana-4320	92	6	developing	develop	VERB
cana-4320	92	7	lightweight	lightweight	ADJ
cana-4320	92	8	,	,	PUNCT
cana-4320	92	9	efficient	efficient	ADJ
cana-4320	92	10	models	model	NOUN
cana-4320	92	11	for	for	ADP
cana-4320	92	12	optimal	optimal	ADJ
cana-4320	92	13	cybersecurity	cybersecurity	NOUN
cana-4320	92	14	.	.	PUNCT
cana-4320	93	1	integration	integration	NOUN
cana-4320	93	2	of	of	ADP
cana-4320	93	3	deep	deep	ADJ
cana-4320	93	4	learning	learning	NOUN
cana-4320	93	5	with	with	ADP
cana-4320	93	6	traditional	traditional	ADJ
cana-4320	93	7	security	security	NOUN
cana-4320	93	8	measures	measure	NOUN
cana-4320	93	9	,	,	PUNCT
cana-4320	93	10	development	development	NOUN
cana-4320	93	11	of	of	ADP
cana-4320	93	12	domain	domain	NOUN
cana-4320	93	13	-	-	PUNCT
cana-4320	93	14	specific	specific	ADJ
cana-4320	93	15	deep	deep	ADJ
cana-4320	93	16	learning	learning	NOUN
cana-4320	93	17	models	model	NOUN
cana-4320	93	18	,	,	PUNCT
cana-4320	93	19	and	and	CCONJ
cana-4320	93	20	investigation	investigation	NOUN
cana-4320	93	21	of	of	ADP
cana-4320	93	22	explainability	explainability	NOUN
cana-4320	93	23	and	and	CCONJ
cana-4320	93	24	interpretability	interpretability	NOUN
cana-4320	93	25	in	in	ADP
cana-4320	93	26	deep	deep	ADJ
cana-4320	93	27	learning	learning	NOUN
cana-4320	93	28	-	-	PUNCT
cana-4320	93	29	based	base	VERB
cana-4320	93	30	security	security	NOUN
cana-4320	93	31	solutions	solution	NOUN
cana-4320	93	32	are	be	AUX
cana-4320	93	33	essential	essential	ADJ
cana-4320	93	34	areas	area	NOUN
cana-4320	93	35	for	for	ADP
cana-4320	93	36	future	future	ADJ
cana-4320	93	37	research	research	NOUN
cana-4320	93	38	.	.	PUNCT
cana-4320	94	1	furthermore	furthermore	ADV
cana-4320	94	2	,	,	PUNCT
cana-4320	94	3	edge	edge	VERB
cana-4320	94	4	ai	ai	NOUN
cana-4320	94	5	-	-	PUNCT
cana-4320	94	6	based	base	VERB
cana-4320	94	7	security	security	NOUN
cana-4320	94	8	solutions	solution	NOUN
cana-4320	94	9	,	,	PUNCT
cana-4320	94	10	blockchain	blockchain	PROPN
cana-4320	94	11	-	-	PUNCT
cana-4320	94	12	based	base	VERB
cana-4320	94	13	security	security	NOUN
cana-4320	94	14	solutions	solution	NOUN
cana-4320	94	15	,	,	PUNCT
cana-4320	94	16	and	and	CCONJ
cana-4320	94	17	the	the	DET
cana-4320	94	18	development	development	NOUN
cana-4320	94	19	of	of	ADP
cana-4320	94	20	standards	standard	NOUN
cana-4320	94	21	for	for	ADP
cana-4320	94	22	iot	iot	NOUN
cana-4320	94	23	cybersecurity	cybersecurity	NOUN
cana-4320	94	24	are	be	AUX
cana-4320	94	25	critical	critical	ADJ
cana-4320	94	26	areas	area	NOUN
cana-4320	94	27	that	that	PRON
cana-4320	94	28	require	require	VERB
cana-4320	94	29	attention	attention	NOUN
cana-4320	94	30	[	[	X
cana-4320	94	31	34	34	NUM
cana-4320	94	32	]	]	PUNCT
cana-4320	94	33	.	.	PUNCT
cana-4320	95	1	by	by	ADP
cana-4320	95	2	addressing	address	VERB
cana-4320	95	3	iot	iot	ADJ
cana-4320	95	4	cybersecurity	cybersecurity	NOUN
cana-4320	95	5	concerns	concern	NOUN
cana-4320	95	6	through	through	ADP
cana-4320	95	7	deep	deep	ADJ
cana-4320	95	8	learning	learning	NOUN
cana-4320	95	9	solutions	solution	NOUN
cana-4320	95	10	,	,	PUNCT
cana-4320	95	11	we	we	PRON
cana-4320	95	12	can	can	AUX
cana-4320	95	13	ensure	ensure	VERB
cana-4320	95	14	a	a	DET
cana-4320	95	15	safer	safe	ADJ
cana-4320	95	16	and	and	CCONJ
cana-4320	95	17	more	more	ADV
cana-4320	95	18	secure	secure	ADJ
cana-4320	95	19	connected	connected	ADJ
cana-4320	95	20	world	world	NOUN
cana-4320	95	21	.	.	PUNCT
cana-4320	96	1	the	the	DET
cana-4320	96	2	existing	exist	VERB
cana-4320	96	3	literature	literature	NOUN
cana-4320	96	4	demonstrates	demonstrate	VERB
cana-4320	96	5	the	the	DET
cana-4320	96	6	effectiveness	effectiveness	NOUN
cana-4320	96	7	of	of	ADP
cana-4320	96	8	deep	deep	ADJ
cana-4320	96	9	learning	learning	NOUN
cana-4320	96	10	in	in	ADP
cana-4320	96	11	iot	iot	PROPN
cana-4320	96	12	cybersecurity	cybersecurity	NOUN
cana-4320	96	13	,	,	PUNCT
cana-4320	96	14	but	but	CCONJ
cana-4320	96	15	there	there	PRON
cana-4320	96	16	are	be	VERB
cana-4320	96	17	still	still	ADV
cana-4320	96	18	challenges	challenge	NOUN
cana-4320	96	19	to	to	PART
cana-4320	96	20	be	be	AUX
cana-4320	96	21	addressed	address	VERB
cana-4320	96	22	.	.	PUNCT
cana-4320	97	1	future	future	ADJ
cana-4320	97	2	research	research	NOUN
cana-4320	97	3	should	should	AUX
cana-4320	97	4	focus	focus	VERB
cana-4320	97	5	on	on	ADP
cana-4320	97	6	overcoming	overcome	VERB
cana-4320	97	7	these	these	DET
cana-4320	97	8	challenges	challenge	NOUN
cana-4320	97	9	and	and	CCONJ
cana-4320	97	10	developing	develop	VERB
cana-4320	97	11	robust	robust	ADJ
cana-4320	97	12	,	,	PUNCT
cana-4320	97	13	efficient	efficient	ADJ
cana-4320	97	14	deep	deep	ADJ
cana-4320	97	15	-	-	PUNCT
cana-4320	97	16	learning	learn	VERB
cana-4320	97	17	models	model	NOUN
cana-4320	97	18	for	for	ADP
cana-4320	97	19	iot	iot	NOUN
cana-4320	97	20	cybersecurity	cybersecurity	NOUN
cana-4320	97	21	.	.	PUNCT
cana-4320	98	1	some	some	PRON
cana-4320	98	2	of	of	ADP
cana-4320	98	3	the	the	DET
cana-4320	98	4	key	key	ADJ
cana-4320	98	5	challenges	challenge	NOUN
cana-4320	98	6	that	that	PRON
cana-4320	98	7	need	need	VERB
cana-4320	98	8	to	to	PART
cana-4320	98	9	be	be	AUX
cana-4320	98	10	addressed	address	VERB
cana-4320	98	11	include	include	VERB
cana-4320	98	12	:	:	PUNCT
cana-4320	98	13	1	1	X
cana-4320	98	14	.	.	X
cana-4320	98	15	scalability	scalability	NOUN
cana-4320	98	16	:	:	PUNCT
cana-4320	98	17	deep	deep	ADJ
cana-4320	98	18	learning	learning	NOUN
cana-4320	98	19	models	model	NOUN
cana-4320	98	20	need	need	VERB
cana-4320	98	21	to	to	PART
cana-4320	98	22	be	be	AUX
cana-4320	98	23	scalable	scalable	ADJ
cana-4320	98	24	to	to	PART
cana-4320	98	25	accommodate	accommodate	VERB
cana-4320	98	26	the	the	DET
cana-4320	98	27	growing	grow	VERB
cana-4320	98	28	number	number	NOUN
cana-4320	98	29	of	of	ADP
cana-4320	98	30	iot	iot	NOUN
cana-4320	98	31	devices	device	NOUN
cana-4320	98	32	.	.	PUNCT
cana-4320	99	1	2	2	X
cana-4320	99	2	.	.	X
cana-4320	99	3	interpretability	interpretability	NOUN
cana-4320	99	4	:	:	PUNCT
cana-4320	99	5	deep	deep	ADJ
cana-4320	99	6	learning	learning	NOUN
cana-4320	99	7	models	model	NOUN
cana-4320	99	8	need	need	VERB
cana-4320	99	9	to	to	PART
cana-4320	99	10	be	be	AUX
cana-4320	99	11	interpretable	interpretable	ADJ
cana-4320	99	12	to	to	PART
cana-4320	99	13	provide	provide	VERB
cana-4320	99	14	insights	insight	NOUN
cana-4320	99	15	into	into	ADP
cana-4320	99	16	cybersecurity	cybersecurity	NOUN
cana-4320	99	17	threats	threat	NOUN
cana-4320	99	18	.	.	PUNCT
cana-4320	100	1	3	3	X
cana-4320	100	2	.	.	X
cana-4320	100	3	explainability	explainability	NOUN
cana-4320	100	4	:	:	PUNCT
cana-4320	100	5	deep	deep	ADJ
cana-4320	100	6	learning	learning	NOUN
cana-4320	100	7	models	model	NOUN
cana-4320	100	8	need	need	VERB
cana-4320	100	9	to	to	PART
cana-4320	100	10	be	be	AUX
cana-4320	100	11	explainable	explainable	ADJ
cana-4320	100	12	to	to	PART
cana-4320	100	13	provide	provide	VERB
cana-4320	100	14	transparency	transparency	NOUN
cana-4320	100	15	in	in	ADP
cana-4320	100	16	cybersecurity	cybersecurity	NOUN
cana-4320	100	17	decision	decision	NOUN
cana-4320	100	18	-	-	PUNCT
cana-4320	100	19	making	making	NOUN
cana-4320	100	20	.	.	PUNCT
cana-4320	101	1	4	4	X
cana-4320	101	2	.	.	X
cana-4320	101	3	real	real	ADJ
cana-4320	101	4	-	-	PUNCT
cana-4320	101	5	time	time	NOUN
cana-4320	101	6	detection	detection	NOUN
cana-4320	101	7	:	:	PUNCT
cana-4320	101	8	deep	deep	ADJ
cana-4320	101	9	learning	learning	NOUN
cana-4320	101	10	models	model	NOUN
cana-4320	101	11	need	need	VERB
cana-4320	101	12	to	to	PART
cana-4320	101	13	detect	detect	VERB
cana-4320	101	14	cybersecurity	cybersecurity	NOUN
cana-4320	101	15	threats	threat	NOUN
cana-4320	101	16	in	in	ADP
cana-4320	101	17	real	real	ADJ
cana-4320	101	18	-	-	PUNCT
cana-4320	101	19	time	time	NOUN
cana-4320	101	20	.	.	PUNCT
cana-4320	102	1	5	5	X
cana-4320	102	2	.	.	X
cana-4320	102	3	edge	edge	NOUN
cana-4320	102	4	computing	computing	NOUN
cana-4320	102	5	:	:	PUNCT
cana-4320	102	6	deep	deep	ADJ
cana-4320	102	7	learning	learning	NOUN
cana-4320	102	8	models	model	NOUN
cana-4320	102	9	need	need	VERB
cana-4320	102	10	to	to	PART
cana-4320	102	11	be	be	AUX
cana-4320	102	12	integrated	integrate	VERB
cana-4320	102	13	with	with	ADP
cana-4320	102	14	edge	edge	NOUN
cana-4320	102	15	computing	compute	VERB
cana-4320	102	16	to	to	PART
cana-4320	102	17	reduce	reduce	VERB
cana-4320	102	18	latency	latency	NOUN
cana-4320	102	19	.	.	PUNCT
cana-4320	103	1	by	by	ADP
cana-4320	103	2	addressing	address	VERB
cana-4320	103	3	these	these	DET
cana-4320	103	4	challenges	challenge	NOUN
cana-4320	103	5	,	,	PUNCT
cana-4320	103	6	deep	deep	ADJ
cana-4320	103	7	learning	learning	NOUN
cana-4320	103	8	can	can	AUX
cana-4320	103	9	provide	provide	VERB
cana-4320	103	10	robust	robust	ADJ
cana-4320	103	11	cybersecurity	cybersecurity	NOUN
cana-4320	103	12	solutions	solution	NOUN
cana-4320	103	13	for	for	ADP
cana-4320	103	14	iot	iot	ADJ
cana-4320	103	15	devices	device	NOUN
cana-4320	103	16	.	.	PUNCT
cana-4320	104	1	4	4	X
cana-4320	104	2	.	.	X
cana-4320	104	3	pso	pso	NOUN
cana-4320	104	4	-	-	PUNCT
cana-4320	104	5	based	base	VERB
cana-4320	104	6	iot	iot	NOUN
cana-4320	104	7	cybersecurity	cybersecurity	NOUN
cana-4320	104	8	framework	framework	NOUN
cana-4320	104	9	the	the	DET
cana-4320	104	10	primary	primary	ADJ
cana-4320	104	11	objective	objective	NOUN
cana-4320	104	12	of	of	ADP
cana-4320	104	13	this	this	DET
cana-4320	104	14	framework	framework	NOUN
cana-4320	104	15	is	be	AUX
cana-4320	104	16	to	to	PART
cana-4320	104	17	develop	develop	VERB
cana-4320	104	18	an	an	DET
cana-4320	104	19	adaptive	adaptive	ADJ
cana-4320	104	20	,	,	PUNCT
cana-4320	104	21	real	real	ADJ
cana-4320	104	22	-	-	PUNCT
cana-4320	104	23	time	time	NOUN
cana-4320	104	24	iot	iot	NOUN
cana-4320	104	25	cybersecurity	cybersecurity	NOUN
cana-4320	104	26	system	system	NOUN
cana-4320	104	27	that	that	PRON
cana-4320	104	28	leverages	leverage	VERB
cana-4320	104	29	the	the	DET
cana-4320	104	30	particle	particle	NOUN
cana-4320	104	31	swarm	swarm	NOUN
cana-4320	104	32	optimization	optimization	NOUN
cana-4320	104	33	(	(	PUNCT
cana-4320	104	34	pso	pso	NOUN
cana-4320	104	35	)	)	PUNCT
cana-4320	104	36	algorithm	algorithm	NOUN
cana-4320	104	37	.	.	PUNCT
cana-4320	105	1	this	this	DET
cana-4320	105	2	framework	framework	NOUN
cana-4320	105	3	is	be	AUX
cana-4320	105	4	designed	design	VERB
cana-4320	105	5	to	to	PART
cana-4320	105	6	detect	detect	VERB
cana-4320	105	7	and	and	CCONJ
cana-4320	105	8	prevent	prevent	VERB
cana-4320	105	9	cyber	cyber	NOUN
cana-4320	105	10	threats	threat	NOUN
cana-4320	105	11	efficiently	efficiently	ADV
cana-4320	105	12	,	,	PUNCT
cana-4320	105	13	safeguarding	safeguard	VERB
cana-4320	105	14	the	the	DET
cana-4320	105	15	ever	ever	ADV
cana-4320	105	16	-	-	PUNCT
cana-4320	105	17	growing	grow	VERB
cana-4320	105	18	number	number	NOUN
cana-4320	105	19	of	of	ADP
cana-4320	105	20	iot	iot	PROPN
cana-4320	105	21	devices	device	NOUN
cana-4320	105	22	and	and	CCONJ
cana-4320	105	23	their	their	PRON
cana-4320	105	24	connected	connected	ADJ
cana-4320	105	25	networks	network	NOUN
cana-4320	105	26	.	.	PUNCT
cana-4320	106	1	by	by	ADP
cana-4320	106	2	utilizing	utilize	VERB
cana-4320	106	3	pso	pso	NOUN
cana-4320	106	4	,	,	PUNCT
cana-4320	106	5	the	the	DET
cana-4320	106	6	system	system	NOUN
cana-4320	106	7	continuously	continuously	ADV
cana-4320	106	8	improves	improve	VERB
cana-4320	106	9	its	its	PRON
cana-4320	106	10	threat	threat	NOUN
cana-4320	106	11	detection	detection	NOUN
cana-4320	106	12	capabilities	capability	NOUN
cana-4320	106	13	,	,	PUNCT
cana-4320	106	14	adapting	adapt	VERB
cana-4320	106	15	to	to	ADP
cana-4320	106	16	the	the	DET
cana-4320	106	17	evolving	evolve	VERB
cana-4320	106	18	nature	nature	NOUN
cana-4320	106	19	of	of	ADP
cana-4320	106	20	cyber	cyber	NOUN
cana-4320	106	21	threats	threat	NOUN
cana-4320	106	22	and	and	CCONJ
cana-4320	106	23	offering	offer	VERB
cana-4320	106	24	robust	robust	ADJ
cana-4320	106	25	protection	protection	NOUN
cana-4320	106	26	for	for	ADP
cana-4320	106	27	iot	iot	NOUN
cana-4320	106	28	ecosystems	ecosystem	NOUN
cana-4320	106	29	.	.	PUNCT
cana-4320	107	1	4.1	4.1	NUM
cana-4320	107	2	architecture	architecture	NOUN
cana-4320	107	3	:	:	PUNCT
cana-4320	107	4	4.1.1	4.1.1	NUM
cana-4320	107	5	.	.	PUNCT
cana-4320	107	6	data	datum	NOUN
cana-4320	107	7	collection	collection	NOUN
cana-4320	107	8	layer	layer	NOUN
cana-4320	107	9	:	:	PUNCT
cana-4320	107	10	the	the	DET
cana-4320	107	11	framework	framework	NOUN
cana-4320	107	12	begins	begin	VERB
cana-4320	107	13	with	with	ADP
cana-4320	107	14	the	the	DET
cana-4320	107	15	data	data	NOUN
cana-4320	107	16	collection	collection	NOUN
cana-4320	107	17	layer	layer	NOUN
cana-4320	107	18	,	,	PUNCT
cana-4320	107	19	which	which	PRON
cana-4320	107	20	gathers	gather	VERB
cana-4320	107	21	information	information	NOUN
cana-4320	107	22	from	from	ADP
cana-4320	107	23	various	various	ADJ
cana-4320	107	24	iot	iot	NOUN
cana-4320	107	25	devices	device	NOUN
cana-4320	107	26	.	.	PUNCT
cana-4320	108	1	these	these	DET
cana-4320	108	2	devices	device	NOUN
cana-4320	108	3	can	can	AUX
cana-4320	108	4	include	include	VERB
cana-4320	108	5	smart	smart	ADJ
cana-4320	108	6	home	home	NOUN
cana-4320	108	7	appliances	appliance	NOUN
cana-4320	108	8	,	,	PUNCT
cana-4320	108	9	industrial	industrial	ADJ
cana-4320	108	10	sensors	sensor	NOUN
cana-4320	108	11	,	,	PUNCT
cana-4320	108	12	smartphones	smartphone	NOUN
cana-4320	108	13	,	,	PUNCT
cana-4320	108	14	and	and	CCONJ
cana-4320	108	15	medical	medical	ADJ
cana-4320	108	16	devices	device	NOUN
cana-4320	108	17	,	,	PUNCT
cana-4320	108	18	among	among	ADP
cana-4320	108	19	others	other	NOUN
cana-4320	108	20	.	.	PUNCT
cana-4320	109	1	the	the	DET
cana-4320	109	2	collected	collect	VERB
cana-4320	109	3	data	datum	NOUN
cana-4320	109	4	encompasses	encompass	VERB
cana-4320	109	5	a	a	DET
cana-4320	109	6	range	range	NOUN
cana-4320	109	7	of	of	ADP
cana-4320	109	8	sources	source	NOUN
cana-4320	109	9	such	such	ADJ
cana-4320	109	10	as	as	ADP
cana-4320	109	11	:	:	PUNCT
cana-4320	109	12	communications	communication	NOUN
cana-4320	109	13	on	on	ADP
cana-4320	109	14	applied	apply	VERB
cana-4320	109	15	nonlinear	nonlinear	ADJ
cana-4320	109	16	analysis	analysis	NOUN
cana-4320	109	17	issn	issn	NOUN
cana-4320	109	18	:	:	PUNCT
cana-4320	109	19	1074	1074	NUM
cana-4320	109	20	-	-	PUNCT
cana-4320	109	21	133x	133x	NUM
cana-4320	109	22	vol	vol	NOUN
cana-4320	109	23	32	32	NUM
cana-4320	109	24	no	no	NOUN
cana-4320	109	25	.	.	PUNCT
cana-4320	110	1	9s	9s	NUM
cana-4320	110	2	(	(	PUNCT
cana-4320	110	3	2025	2025	NUM
cana-4320	110	4	)	)	PUNCT
cana-4320	110	5	1817	1817	NUM
cana-4320	110	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4320	110	7	•	•	NUM
cana-4320	110	8	network	network	NOUN
cana-4320	110	9	traffic	traffic	NOUN
cana-4320	110	10	:	:	PUNCT
cana-4320	110	11	logs	log	NOUN
cana-4320	110	12	of	of	ADP
cana-4320	110	13	incoming	incoming	ADJ
cana-4320	110	14	and	and	CCONJ
cana-4320	110	15	outgoing	outgoing	ADJ
cana-4320	110	16	communications	communication	NOUN
cana-4320	110	17	between	between	ADP
cana-4320	110	18	devices	device	NOUN
cana-4320	110	19	.	.	PUNCT
cana-4320	111	1	•	•	NUM
cana-4320	111	2	system	system	NOUN
cana-4320	111	3	logs	log	NOUN
cana-4320	111	4	:	:	PUNCT
cana-4320	111	5	records	record	NOUN
cana-4320	111	6	of	of	ADP
cana-4320	111	7	device	device	NOUN
cana-4320	111	8	activity	activity	NOUN
cana-4320	111	9	and	and	CCONJ
cana-4320	111	10	anomalies	anomaly	NOUN
cana-4320	111	11	.	.	PUNCT
cana-4320	112	1	•	•	NUM
cana-4320	112	2	sensor	sensor	NOUN
cana-4320	112	3	data	datum	NOUN
cana-4320	112	4	:	:	PUNCT
cana-4320	112	5	readings	reading	NOUN
cana-4320	112	6	from	from	ADP
cana-4320	112	7	environmental	environmental	ADJ
cana-4320	112	8	,	,	PUNCT
cana-4320	112	9	motion	motion	NOUN
cana-4320	112	10	,	,	PUNCT
cana-4320	112	11	and	and	CCONJ
cana-4320	112	12	other	other	ADJ
cana-4320	112	13	specialized	specialized	ADJ
cana-4320	112	14	iot	iot	ADJ
cana-4320	112	15	sensors	sensor	NOUN
cana-4320	112	16	.	.	PUNCT
cana-4320	113	1	to	to	PART
cana-4320	113	2	ensure	ensure	VERB
cana-4320	113	3	efficient	efficient	ADJ
cana-4320	113	4	processing	processing	NOUN
cana-4320	113	5	,	,	PUNCT
cana-4320	113	6	the	the	DET
cana-4320	113	7	collected	collect	VERB
cana-4320	113	8	data	data	NOUN
cana-4320	113	9	is	be	AUX
cana-4320	113	10	preprocessed	preprocesse	VERB
cana-4320	113	11	using	use	VERB
cana-4320	113	12	methods	method	NOUN
cana-4320	113	13	such	such	ADJ
cana-4320	113	14	as	as	ADP
cana-4320	113	15	:	:	PUNCT
cana-4320	113	16	•	•	NUM
cana-4320	113	17	normalization	normalization	NOUN
cana-4320	113	18	:	:	PUNCT
cana-4320	113	19	scaling	scale	VERB
cana-4320	113	20	the	the	DET
cana-4320	113	21	data	datum	NOUN
cana-4320	113	22	to	to	PART
cana-4320	113	23	bring	bring	VERB
cana-4320	113	24	all	all	DET
cana-4320	113	25	features	feature	NOUN
cana-4320	113	26	into	into	ADP
cana-4320	113	27	a	a	DET
cana-4320	113	28	consistent	consistent	ADJ
cana-4320	113	29	range	range	NOUN
cana-4320	113	30	,	,	PUNCT
cana-4320	113	31	making	make	VERB
cana-4320	113	32	it	it	PRON
cana-4320	113	33	easier	easy	ADJ
cana-4320	113	34	to	to	PART
cana-4320	113	35	analyze	analyze	VERB
cana-4320	113	36	.	.	PUNCT
cana-4320	114	1	•	•	NUM
cana-4320	114	2	feature	feature	NOUN
cana-4320	114	3	extraction	extraction	NOUN
cana-4320	114	4	:	:	PUNCT
cana-4320	114	5	identifying	identify	VERB
cana-4320	114	6	the	the	DET
cana-4320	114	7	most	most	ADV
cana-4320	114	8	important	important	ADJ
cana-4320	114	9	variables	variable	NOUN
cana-4320	114	10	within	within	ADP
cana-4320	114	11	the	the	DET
cana-4320	114	12	data	datum	NOUN
cana-4320	114	13	to	to	PART
cana-4320	114	14	reduce	reduce	VERB
cana-4320	114	15	complexity	complexity	NOUN
cana-4320	114	16	.	.	PUNCT
cana-4320	115	1	•	•	NUM
cana-4320	115	2	dimensionality	dimensionality	NOUN
cana-4320	115	3	reduction	reduction	NOUN
cana-4320	115	4	:	:	PUNCT
cana-4320	115	5	minimizing	minimize	VERB
cana-4320	115	6	the	the	DET
cana-4320	115	7	number	number	NOUN
cana-4320	115	8	of	of	ADP
cana-4320	115	9	features	feature	NOUN
cana-4320	115	10	to	to	PART
cana-4320	115	11	streamline	streamline	VERB
cana-4320	115	12	data	datum	NOUN
cana-4320	115	13	analysis	analysis	NOUN
cana-4320	115	14	without	without	ADP
cana-4320	115	15	losing	lose	VERB
cana-4320	115	16	essential	essential	ADJ
cana-4320	115	17	information	information	NOUN
cana-4320	115	18	.	.	PUNCT
cana-4320	116	1	this	this	DET
cana-4320	116	2	preprocessing	preprocessing	NOUN
cana-4320	116	3	stage	stage	NOUN
cana-4320	116	4	ensures	ensure	VERB
cana-4320	116	5	that	that	SCONJ
cana-4320	116	6	the	the	DET
cana-4320	116	7	raw	raw	ADJ
cana-4320	116	8	data	datum	NOUN
cana-4320	116	9	is	be	AUX
cana-4320	116	10	transformed	transform	VERB
cana-4320	116	11	into	into	ADP
cana-4320	116	12	a	a	DET
cana-4320	116	13	format	format	NOUN
cana-4320	116	14	that	that	PRON
cana-4320	116	15	can	can	AUX
cana-4320	116	16	be	be	AUX
cana-4320	116	17	fed	feed	VERB
cana-4320	116	18	into	into	ADP
cana-4320	116	19	the	the	DET
cana-4320	116	20	pso	pso	NOUN
cana-4320	116	21	-	-	PUNCT
cana-4320	116	22	based	base	VERB
cana-4320	116	23	detection	detection	NOUN
cana-4320	116	24	algorithm	algorithm	NOUN
cana-4320	116	25	,	,	PUNCT
cana-4320	116	26	improving	improve	VERB
cana-4320	116	27	both	both	CCONJ
cana-4320	116	28	speed	speed	NOUN
cana-4320	116	29	and	and	CCONJ
cana-4320	116	30	accuracy	accuracy	NOUN
cana-4320	116	31	in	in	ADP
cana-4320	116	32	detecting	detect	VERB
cana-4320	116	33	anomalies	anomaly	NOUN
cana-4320	116	34	.	.	PUNCT
cana-4320	117	1	4.1.2	4.1.2	X
cana-4320	117	2	.	.	X
cana-4320	117	3	pso	pso	NOUN
cana-4320	117	4	-	-	PUNCT
cana-4320	117	5	based	base	VERB
cana-4320	117	6	detection	detection	NOUN
cana-4320	117	7	layer	layer	NOUN
cana-4320	117	8	:	:	PUNCT
cana-4320	117	9	at	at	ADP
cana-4320	117	10	the	the	DET
cana-4320	117	11	core	core	NOUN
cana-4320	117	12	of	of	ADP
cana-4320	117	13	the	the	DET
cana-4320	117	14	framework	framework	NOUN
cana-4320	117	15	is	be	AUX
cana-4320	117	16	the	the	DET
cana-4320	117	17	pso	pso	NOUN
cana-4320	117	18	-	-	PUNCT
cana-4320	117	19	based	base	VERB
cana-4320	117	20	detection	detection	NOUN
cana-4320	117	21	layer	layer	NOUN
cana-4320	117	22	,	,	PUNCT
cana-4320	117	23	where	where	SCONJ
cana-4320	117	24	the	the	DET
cana-4320	117	25	particle	particle	NOUN
cana-4320	117	26	swarm	swarm	NOUN
cana-4320	117	27	optimization	optimization	NOUN
cana-4320	117	28	algorithm	algorithm	NOUN
cana-4320	117	29	plays	play	VERB
cana-4320	117	30	a	a	DET
cana-4320	117	31	crucial	crucial	ADJ
cana-4320	117	32	role	role	NOUN
cana-4320	117	33	in	in	ADP
cana-4320	117	34	identifying	identify	VERB
cana-4320	117	35	cyber	cyber	NOUN
cana-4320	117	36	threats	threat	NOUN
cana-4320	117	37	.	.	PUNCT
cana-4320	118	1	pso	pso	NOUN
cana-4320	118	2	is	be	AUX
cana-4320	118	3	an	an	DET
cana-4320	118	4	optimization	optimization	NOUN
cana-4320	118	5	technique	technique	NOUN
cana-4320	118	6	inspired	inspire	VERB
cana-4320	118	7	by	by	ADP
cana-4320	118	8	the	the	DET
cana-4320	118	9	social	social	ADJ
cana-4320	118	10	behavior	behavior	NOUN
cana-4320	118	11	of	of	ADP
cana-4320	118	12	birds	bird	NOUN
cana-4320	118	13	flocking	flock	VERB
cana-4320	118	14	or	or	CCONJ
cana-4320	118	15	fish	fish	NOUN
cana-4320	118	16	schooling	schooling	NOUN
cana-4320	118	17	,	,	PUNCT
cana-4320	118	18	where	where	SCONJ
cana-4320	118	19	particles	particle	NOUN
cana-4320	118	20	(	(	PUNCT
cana-4320	118	21	potential	potential	ADJ
cana-4320	118	22	solutions	solution	NOUN
cana-4320	118	23	)	)	PUNCT
cana-4320	118	24	move	move	VERB
cana-4320	118	25	through	through	ADP
cana-4320	118	26	the	the	DET
cana-4320	118	27	problem	problem	NOUN
cana-4320	118	28	space	space	NOUN
cana-4320	118	29	,	,	PUNCT
cana-4320	118	30	adjusting	adjust	VERB
cana-4320	118	31	their	their	PRON
cana-4320	118	32	positions	position	NOUN
cana-4320	118	33	based	base	VERB
cana-4320	118	34	on	on	ADP
cana-4320	118	35	both	both	DET
cana-4320	118	36	their	their	PRON
cana-4320	118	37	own	own	ADJ
cana-4320	118	38	best	good	ADJ
cana-4320	118	39	performance	performance	NOUN
cana-4320	118	40	and	and	CCONJ
cana-4320	118	41	that	that	PRON
cana-4320	118	42	of	of	ADP
cana-4320	118	43	their	their	PRON
cana-4320	118	44	neighbors	neighbor	NOUN
cana-4320	118	45	.	.	PUNCT
cana-4320	119	1	key	key	ADJ
cana-4320	119	2	components	component	NOUN
cana-4320	119	3	:	:	PUNCT
cana-4320	119	4	1	1	X
cana-4320	119	5	.	.	X
cana-4320	119	6	particles	particle	NOUN
cana-4320	119	7	:	:	PUNCT
cana-4320	119	8	represent	represent	VERB
cana-4320	119	9	potential	potential	ADJ
cana-4320	119	10	solutions	solution	NOUN
cana-4320	119	11	to	to	ADP
cana-4320	119	12	the	the	DET
cana-4320	119	13	optimization	optimization	NOUN
cana-4320	119	14	problem	problem	NOUN
cana-4320	119	15	.	.	PUNCT
cana-4320	120	1	2	2	X
cana-4320	120	2	.	.	X
cana-4320	120	3	swarm	swarm	NOUN
cana-4320	120	4	:	:	PUNCT
cana-4320	120	5	collection	collection	NOUN
cana-4320	120	6	of	of	ADP
cana-4320	120	7	particles	particle	NOUN
cana-4320	120	8	.	.	PUNCT
cana-4320	121	1	3	3	X
cana-4320	121	2	.	.	X
cana-4320	121	3	fitness	fitness	NOUN
cana-4320	121	4	function	function	PROPN
cana-4320	121	5	:	:	PUNCT
cana-4320	121	6	evaluates	evaluate	VERB
cana-4320	121	7	the	the	DET
cana-4320	121	8	quality	quality	NOUN
cana-4320	121	9	of	of	ADP
cana-4320	121	10	each	each	DET
cana-4320	121	11	particle	particle	NOUN
cana-4320	121	12	.	.	PUNCT
cana-4320	122	1	4	4	X
cana-4320	122	2	.	.	X
cana-4320	122	3	velocity	velocity	NOUN
cana-4320	122	4	:	:	PUNCT
cana-4320	122	5	rate	rate	NOUN
cana-4320	122	6	of	of	ADP
cana-4320	122	7	change	change	NOUN
cana-4320	122	8	of	of	ADP
cana-4320	122	9	particle	particle	NOUN
cana-4320	122	10	position	position	NOUN
cana-4320	122	11	.	.	PUNCT
cana-4320	123	1	5	5	X
cana-4320	123	2	.	.	X
cana-4320	123	3	position	position	NOUN
cana-4320	123	4	:	:	PUNCT
cana-4320	123	5	current	current	ADJ
cana-4320	123	6	location	location	NOUN
cana-4320	123	7	of	of	ADP
cana-4320	123	8	particle	particle	NOUN
cana-4320	123	9	.	.	PUNCT
cana-4320	124	1	4.1.2.1	4.1.2.1	NUM
cana-4320	124	2	pso	pso	NOUN
cana-4320	124	3	algorithm	algorithm	NOUN
cana-4320	124	4	•	•	NOUN
cana-4320	124	5	initialization	initialization	NOUN
cana-4320	124	6	:	:	PUNCT
cana-4320	124	7	a	a	DET
cana-4320	124	8	swarm	swarm	NOUN
cana-4320	124	9	of	of	ADP
cana-4320	124	10	particles	particle	NOUN
cana-4320	124	11	(	(	PUNCT
cana-4320	124	12	representing	represent	VERB
cana-4320	124	13	possible	possible	ADJ
cana-4320	124	14	security	security	NOUN
cana-4320	124	15	solutions	solution	NOUN
cana-4320	124	16	)	)	PUNCT
cana-4320	124	17	is	be	AUX
cana-4320	124	18	initialized	initialize	VERB
cana-4320	124	19	with	with	ADP
cana-4320	124	20	random	random	ADJ
cana-4320	124	21	positions	position	NOUN
cana-4320	124	22	and	and	CCONJ
cana-4320	124	23	velocities	velocity	NOUN
cana-4320	124	24	.	.	PUNCT
cana-4320	125	1	•	•	NUM
cana-4320	125	2	fitness	fitness	NOUN
cana-4320	125	3	evaluation	evaluation	NOUN
cana-4320	125	4	:	:	PUNCT
cana-4320	125	5	each	each	DET
cana-4320	125	6	particle	particle	NOUN
cana-4320	125	7	's	's	PART
cana-4320	125	8	fitness	fitness	NOUN
cana-4320	125	9	is	be	AUX
cana-4320	125	10	evaluated	evaluate	VERB
cana-4320	125	11	based	base	VERB
cana-4320	125	12	on	on	ADP
cana-4320	125	13	a	a	DET
cana-4320	125	14	fitness	fitness	NOUN
cana-4320	125	15	function	function	NOUN
cana-4320	125	16	,	,	PUNCT
cana-4320	125	17	defined	define	VERB
cana-4320	125	18	as	as	ADP
cana-4320	125	19	:	:	PUNCT
cana-4320	125	20	𝑓(𝑥	𝑓(𝑥	NOUN
cana-4320	125	21	)	)	PUNCT
cana-4320	125	22	=	=	SYM
cana-4320	126	1	1	1	NUM
cana-4320	126	2	1+𝑒𝑟𝑟𝑜𝑟	1+𝑒𝑟𝑟𝑜𝑟	NUM
cana-4320	126	3	[	[	X
cana-4320	126	4	35	35	NUM
cana-4320	126	5	]	]	PUNCT
cana-4320	126	6	where	where	SCONJ
cana-4320	126	7	error	error	NOUN
cana-4320	126	8	represents	represent	VERB
cana-4320	126	9	the	the	DET
cana-4320	126	10	difference	difference	NOUN
cana-4320	126	11	between	between	ADP
cana-4320	126	12	the	the	DET
cana-4320	126	13	actual	actual	ADJ
cana-4320	126	14	and	and	CCONJ
cana-4320	126	15	predicted	predict	VERB
cana-4320	126	16	outcomes	outcome	NOUN
cana-4320	126	17	of	of	ADP
cana-4320	126	18	the	the	DET
cana-4320	126	19	threat	threat	NOUN
cana-4320	126	20	detection	detection	NOUN
cana-4320	126	21	process	process	NOUN
cana-4320	126	22	.	.	PUNCT
cana-4320	127	1	the	the	PRON
cana-4320	127	2	smaller	small	ADJ
cana-4320	127	3	the	the	DET
cana-4320	127	4	error	error	NOUN
cana-4320	127	5	,	,	PUNCT
cana-4320	127	6	the	the	PRON
cana-4320	127	7	better	well	ADJ
cana-4320	127	8	the	the	DET
cana-4320	127	9	particle	particle	NOUN
cana-4320	127	10	's	's	PART
cana-4320	127	11	position	position	NOUN
cana-4320	127	12	.	.	PUNCT
cana-4320	128	1	•	•	NUM
cana-4320	128	2	velocity	velocity	NOUN
cana-4320	128	3	and	and	CCONJ
cana-4320	128	4	position	position	NOUN
cana-4320	128	5	update	update	NOUN
cana-4320	128	6	:	:	PUNCT
cana-4320	128	7	the	the	DET
cana-4320	128	8	particles	particle	NOUN
cana-4320	128	9	adjust	adjust	VERB
cana-4320	128	10	their	their	PRON
cana-4320	128	11	velocities	velocity	NOUN
cana-4320	128	12	and	and	CCONJ
cana-4320	128	13	positions	position	NOUN
cana-4320	128	14	according	accord	VERB
cana-4320	128	15	to	to	ADP
cana-4320	128	16	the	the	DET
cana-4320	128	17	following	follow	VERB
cana-4320	128	18	equations	equation	NOUN
cana-4320	128	19	:	:	PUNCT
cana-4320	128	20	communications	communication	NOUN
cana-4320	128	21	on	on	ADP
cana-4320	128	22	applied	apply	VERB
cana-4320	128	23	nonlinear	nonlinear	ADJ
cana-4320	128	24	analysis	analysis	NOUN
cana-4320	128	25	issn	issn	NOUN
cana-4320	128	26	:	:	PUNCT
cana-4320	128	27	1074	1074	NUM
cana-4320	128	28	-	-	PUNCT
cana-4320	128	29	133x	133x	NUM
cana-4320	128	30	vol	vol	NOUN
cana-4320	128	31	32	32	NUM
cana-4320	128	32	no	no	NOUN
cana-4320	128	33	.	.	PUNCT
cana-4320	129	1	9s	9s	NUM
cana-4320	129	2	(	(	PUNCT
cana-4320	129	3	2025	2025	NUM
cana-4320	129	4	)	)	PUNCT
cana-4320	129	5	1818	1818	NUM
cana-4320	129	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	129	7	𝑣[𝑡	𝑣[𝑡	NOUN
cana-4320	130	1	+	+	CCONJ
cana-4320	130	2	1	1	NUM
cana-4320	130	3	]	]	X
cana-4320	130	4	=	=	SYM
cana-4320	130	5	𝑤.	𝑤.	NOUN
cana-4320	130	6	𝑣[𝑡	𝑣[𝑡	NOUN
cana-4320	130	7	]	]	PUNCT
cana-4320	131	1	+	+	CCONJ
cana-4320	131	2	𝑐1	𝑐1	NOUN
cana-4320	131	3	.	.	PUNCT
cana-4320	132	1	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
cana-4320	132	2	(	(	PUNCT
cana-4320	132	3	)	)	PUNCT
cana-4320	132	4	.	.	PUNCT
cana-4320	133	1	(	(	PUNCT
cana-4320	133	2	𝑝𝑏𝑒𝑠𝑡	𝑝𝑏𝑒𝑠𝑡	VERB
cana-4320	133	3	−	−	PROPN
cana-4320	133	4	𝑥[𝑡	𝑥[𝑡	NOUN
cana-4320	133	5	]	]	PUNCT
cana-4320	133	6	)	)	PUNCT
cana-4320	134	1	+	+	NUM
cana-4320	134	2	𝑐2	𝑐2	NOUN
cana-4320	134	3	.	.	PUNCT
cana-4320	135	1	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
cana-4320	135	2	(	(	PUNCT
cana-4320	135	3	)	)	PUNCT
cana-4320	135	4	.	.	PUNCT
cana-4320	136	1	(	(	PUNCT
cana-4320	136	2	𝑔𝑏𝑒𝑠𝑡	𝑔𝑏𝑒𝑠𝑡	NOUN
cana-4320	136	3	−	−	PROPN
cana-4320	136	4	𝑥[𝑡]𝑥[𝑡	𝑥[𝑡]𝑥[𝑡	PRON
cana-4320	136	5	+	+	NOUN
cana-4320	136	6	1	1	NUM
cana-4320	136	7	]	]	X
cana-4320	136	8	=	=	SYM
cana-4320	136	9	𝑥[𝑡	𝑥[𝑡	NOUN
cana-4320	136	10	]	]	X
cana-4320	136	11	+	+	CCONJ
cana-4320	136	12	𝑣[𝑡	𝑣[𝑡	NOUN
cana-4320	136	13	+	+	CCONJ
cana-4320	136	14	1][36	1][36	NUM
cana-4320	136	15	]	]	PUNCT
cana-4320	136	16	here	here	ADV
cana-4320	136	17	,	,	PUNCT
cana-4320	136	18	ω	ω	PROPN
cana-4320	136	19	is	be	AUX
cana-4320	136	20	the	the	DET
cana-4320	136	21	learning	learning	NOUN
cana-4320	136	22	rate	rate	NOUN
cana-4320	136	23	,	,	PUNCT
cana-4320	136	24	c1	c1	PROPN
cana-4320	136	25	and	and	CCONJ
cana-4320	136	26	c2	c2	PROPN
cana-4320	136	27	are	be	AUX
cana-4320	136	28	cognitive	cognitive	ADJ
cana-4320	136	29	and	and	CCONJ
cana-4320	136	30	social	social	ADJ
cana-4320	136	31	coefficients	coefficient	NOUN
cana-4320	136	32	,	,	PUNCT
cana-4320	136	33	and	and	CCONJ
cana-4320	136	34	rand	rand	NOUN
cana-4320	136	35	(	(	PUNCT
cana-4320	136	36	)	)	PUNCT
cana-4320	136	37	is	be	AUX
cana-4320	136	38	a	a	DET
cana-4320	136	39	random	random	ADJ
cana-4320	136	40	factor	factor	NOUN
cana-4320	136	41	that	that	PRON
cana-4320	136	42	introduces	introduce	VERB
cana-4320	136	43	diversity	diversity	NOUN
cana-4320	136	44	.	.	PUNCT
cana-4320	137	1	•	•	NUM
cana-4320	137	2	termination	termination	NOUN
cana-4320	137	3	:	:	PUNCT
cana-4320	137	4	the	the	DET
cana-4320	137	5	particles	particle	NOUN
cana-4320	137	6	continue	continue	VERB
cana-4320	137	7	to	to	PART
cana-4320	137	8	move	move	VERB
cana-4320	137	9	through	through	ADP
cana-4320	137	10	the	the	DET
cana-4320	137	11	problem	problem	NOUN
cana-4320	137	12	space	space	NOUN
cana-4320	137	13	until	until	SCONJ
cana-4320	137	14	convergence	convergence	NOUN
cana-4320	137	15	or	or	CCONJ
cana-4320	137	16	the	the	DET
cana-4320	137	17	maximum	maximum	ADJ
cana-4320	137	18	number	number	NOUN
cana-4320	137	19	of	of	ADP
cana-4320	137	20	iterations	iteration	NOUN
cana-4320	137	21	is	be	AUX
cana-4320	137	22	reached	reach	VERB
cana-4320	137	23	.	.	PUNCT
cana-4320	138	1	by	by	ADP
cana-4320	138	2	continuously	continuously	ADV
cana-4320	138	3	updating	update	VERB
cana-4320	138	4	the	the	DET
cana-4320	138	5	swarm	swarm	NOUN
cana-4320	138	6	,	,	PUNCT
cana-4320	138	7	the	the	DET
cana-4320	138	8	algorithm	algorithm	NOUN
cana-4320	138	9	converges	converge	VERB
cana-4320	138	10	on	on	ADP
cana-4320	138	11	an	an	DET
cana-4320	138	12	optimal	optimal	ADJ
cana-4320	138	13	solution	solution	NOUN
cana-4320	138	14	for	for	ADP
cana-4320	138	15	detecting	detect	VERB
cana-4320	138	16	potential	potential	ADJ
cana-4320	138	17	security	security	NOUN
cana-4320	138	18	breaches	breach	NOUN
cana-4320	138	19	.	.	PUNCT
cana-4320	139	1	the	the	DET
cana-4320	139	2	pso	pso	NOUN
cana-4320	139	3	approach	approach	NOUN
cana-4320	139	4	ensures	ensure	VERB
cana-4320	139	5	that	that	SCONJ
cana-4320	139	6	the	the	DET
cana-4320	139	7	system	system	NOUN
cana-4320	139	8	can	can	AUX
cana-4320	139	9	adaptively	adaptively	ADV
cana-4320	139	10	learn	learn	VERB
cana-4320	139	11	and	and	CCONJ
cana-4320	139	12	improve	improve	VERB
cana-4320	139	13	its	its	PRON
cana-4320	139	14	performance	performance	NOUN
cana-4320	139	15	over	over	ADP
cana-4320	139	16	time	time	NOUN
cana-4320	139	17	,	,	PUNCT
cana-4320	139	18	identifying	identify	VERB
cana-4320	139	19	threats	threat	NOUN
cana-4320	139	20	that	that	PRON
cana-4320	139	21	may	may	AUX
cana-4320	139	22	not	not	PART
cana-4320	139	23	have	have	AUX
cana-4320	139	24	been	be	AUX
cana-4320	139	25	previously	previously	ADV
cana-4320	139	26	known	know	VERB
cana-4320	139	27	or	or	CCONJ
cana-4320	139	28	detectable	detectable	ADJ
cana-4320	139	29	using	use	VERB
cana-4320	139	30	static	static	ADJ
cana-4320	139	31	models	model	NOUN
cana-4320	139	32	.	.	PUNCT
cana-4320	140	1	the	the	DET
cana-4320	140	2	types	type	NOUN
cana-4320	140	3	of	of	ADP
cana-4320	140	4	pso	pso	NOUN
cana-4320	140	5	are	be	AUX
cana-4320	140	6	:	:	PUNCT
cana-4320	140	7	1	1	X
cana-4320	140	8	.	.	X
cana-4320	140	9	global	global	ADJ
cana-4320	140	10	best	good	ADJ
cana-4320	140	11	(	(	PUNCT
cana-4320	140	12	gbest	gb	ADJ
cana-4320	140	13	)	)	PUNCT
cana-4320	140	14	pso	pso	NOUN
cana-4320	140	15	:	:	PUNCT
cana-4320	140	16	particles	particle	NOUN
cana-4320	140	17	converge	converge	VERB
cana-4320	140	18	to	to	ADP
cana-4320	140	19	the	the	DET
cana-4320	140	20	global	global	ADJ
cana-4320	140	21	best	good	ADJ
cana-4320	140	22	position	position	NOUN
cana-4320	140	23	.	.	PUNCT
cana-4320	141	1	2	2	X
cana-4320	141	2	.	.	X
cana-4320	141	3	local	local	ADJ
cana-4320	141	4	best	good	ADJ
cana-4320	141	5	(	(	PUNCT
cana-4320	141	6	lbest	lb	ADJ
cana-4320	141	7	)	)	PUNCT
cana-4320	141	8	pso	pso	NOUN
cana-4320	141	9	:	:	PUNCT
cana-4320	141	10	particles	particle	NOUN
cana-4320	141	11	converge	converge	VERB
cana-4320	141	12	to	to	ADP
cana-4320	141	13	the	the	DET
cana-4320	141	14	local	local	ADJ
cana-4320	141	15	best	good	ADJ
cana-4320	141	16	position	position	NOUN
cana-4320	141	17	.	.	PUNCT
cana-4320	142	1	pseudocode	pseudocode	PROPN
cana-4320	142	2	:	:	PUNCT
cana-4320	142	3	initialize	initialize	VERB
cana-4320	142	4	swarm	swarm	NOUN
cana-4320	142	5	for	for	ADP
cana-4320	142	6	each	each	DET
cana-4320	142	7	particle	particle	NOUN
cana-4320	142	8	evaluate	evaluate	VERB
cana-4320	142	9	fitness	fitness	NOUN
cana-4320	142	10	function	function	NOUN
cana-4320	142	11	update	update	NOUN
cana-4320	142	12	velocity	velocity	NOUN
cana-4320	142	13	and	and	CCONJ
cana-4320	142	14	position	position	NOUN
cana-4320	142	15	end	end	NOUN
cana-4320	142	16	for	for	ADP
cana-4320	142	17	repeat	repeat	NOUN
cana-4320	142	18	until	until	ADP
cana-4320	142	19	convergence	convergence	NOUN
cana-4320	142	20	or	or	CCONJ
cana-4320	142	21	maximum	maximum	ADJ
cana-4320	142	22	iterations	iteration	NOUN
cana-4320	142	23	for	for	SCONJ
cana-4320	142	24	each	each	DET
cana-4320	142	25	particle	particle	NOUN
cana-4320	142	26	evaluate	evaluate	VERB
cana-4320	143	1	fitness	fitness	NOUN
cana-4320	143	2	function	function	NOUN
cana-4320	143	3	update	update	NOUN
cana-4320	143	4	velocity	velocity	NOUN
cana-4320	143	5	and	and	CCONJ
cana-4320	143	6	position	position	NOUN
cana-4320	143	7	end	end	NOUN
cana-4320	143	8	for	for	ADP
cana-4320	143	9	end	end	NOUN
cana-4320	143	10	repeat	repeat	NOUN
cana-4320	143	11	trigger	trigger	NOUN
cana-4320	143	12	security	security	NOUN
cana-4320	143	13	protocols	protocol	NOUN
cana-4320	143	14	update	update	VERB
cana-4320	143	15	security	security	NOUN
cana-4320	143	16	policies	policy	NOUN
cana-4320	143	17	4.1.2.2	4.1.2.2	NUM
cana-4320	143	18	.	.	PUNCT
cana-4320	143	19	flowchart	flowchart	NOUN
cana-4320	143	20	:	:	PUNCT
cana-4320	143	21	pso	pso	NOUN
cana-4320	143	22	-	-	PUNCT
cana-4320	143	23	based	base	VERB
cana-4320	143	24	iot	iot	NOUN
cana-4320	143	25	cybersecurity	cybersecurity	NOUN
cana-4320	143	26	system	system	NOUN
cana-4320	143	27	start	start	VERB
cana-4320	143	28	1	1	NUM
cana-4320	143	29	.	.	PUNCT
cana-4320	144	1	data	datum	NOUN
cana-4320	144	2	collection	collection	NOUN
cana-4320	144	3	collect	collect	VERB
cana-4320	144	4	iot	iot	NOUN
cana-4320	144	5	device	device	NOUN
cana-4320	144	6	data	datum	NOUN
cana-4320	144	7	(	(	PUNCT
cana-4320	144	8	network	network	NOUN
cana-4320	144	9	traffic	traffic	NOUN
cana-4320	144	10	,	,	PUNCT
cana-4320	144	11	system	system	NOUN
cana-4320	144	12	logs	log	NOUN
cana-4320	144	13	,	,	PUNCT
cana-4320	144	14	sensor	sensor	NOUN
cana-4320	144	15	data	datum	NOUN
cana-4320	144	16	)	)	PUNCT
cana-4320	144	17	2	2	X
cana-4320	144	18	.	.	X
cana-4320	144	19	preprocessing	preprocessing	AUX
cana-4320	144	20	normalize	normalize	VERB
cana-4320	144	21	data	datum	NOUN
cana-4320	144	22	communications	communication	NOUN
cana-4320	144	23	on	on	ADP
cana-4320	144	24	applied	apply	VERB
cana-4320	144	25	nonlinear	nonlinear	ADJ
cana-4320	144	26	analysis	analysis	NOUN
cana-4320	144	27	issn	issn	NOUN
cana-4320	144	28	:	:	PUNCT
cana-4320	144	29	1074	1074	NUM
cana-4320	144	30	-	-	PUNCT
cana-4320	144	31	133x	133x	NUM
cana-4320	144	32	vol	vol	NOUN
cana-4320	144	33	32	32	NUM
cana-4320	144	34	no	no	NOUN
cana-4320	144	35	.	.	PUNCT
cana-4320	145	1	9s	9s	NUM
cana-4320	145	2	(	(	PUNCT
cana-4320	145	3	2025	2025	NUM
cana-4320	145	4	)	)	PUNCT
cana-4320	145	5	1819	1819	NUM
cana-4320	145	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	145	7	extract	extract	NOUN
cana-4320	145	8	features	feature	NOUN
cana-4320	145	9	reduce	reduce	VERB
cana-4320	145	10	dimensionality	dimensionality	NOUN
cana-4320	145	11	3	3	NUM
cana-4320	145	12	.	.	PUNCT
cana-4320	145	13	initialize	initialize	VERB
cana-4320	145	14	pso	pso	NOUN
cana-4320	145	15	set	set	VERB
cana-4320	145	16	swarm	swarm	NOUN
cana-4320	145	17	size	size	NOUN
cana-4320	145	18	,	,	PUNCT
cana-4320	145	19	iterations	iteration	NOUN
cana-4320	145	20	,	,	PUNCT
cana-4320	145	21	learning	learn	VERB
cana-4320	145	22	rate	rate	NOUN
cana-4320	145	23	,	,	PUNCT
cana-4320	145	24	cognitive	cognitive	ADJ
cana-4320	145	25	coefficient	coefficient	NOUN
cana-4320	145	26	,	,	PUNCT
cana-4320	145	27	social	social	ADJ
cana-4320	145	28	coefficient	coefficient	NOUN
cana-4320	145	29	initialize	initialize	VERB
cana-4320	145	30	particle	particle	NOUN
cana-4320	145	31	positions	position	NOUN
cana-4320	145	32	and	and	CCONJ
cana-4320	145	33	velocities	velocity	NOUN
cana-4320	145	34	randomly	randomly	ADV
cana-4320	145	35	4	4	NUM
cana-4320	145	36	.	.	PUNCT
cana-4320	145	37	fitness	fitness	NOUN
cana-4320	145	38	evaluation	evaluation	NOUN
cana-4320	145	39	evaluate	evaluate	VERB
cana-4320	145	40	fitness	fitness	NOUN
cana-4320	145	41	function	function	NOUN
cana-4320	145	42	for	for	ADP
cana-4320	145	43	each	each	DET
cana-4320	145	44	particle	particle	NOUN
cana-4320	145	45	(	(	PUNCT
cana-4320	145	46	detection	detection	NOUN
cana-4320	145	47	accuracy	accuracy	NOUN
cana-4320	145	48	,	,	PUNCT
cana-4320	145	49	false	false	ADJ
cana-4320	145	50	positive	positive	ADJ
cana-4320	145	51	rate	rate	NOUN
cana-4320	145	52	,	,	PUNCT
cana-4320	145	53	etc	etc	X
cana-4320	145	54	.	.	X
cana-4320	145	55	)	)	PUNCT
cana-4320	146	1	5	5	X
cana-4320	146	2	.	.	X
cana-4320	146	3	velocity	velocity	NOUN
cana-4320	146	4	update	update	NOUN
cana-4320	146	5	calculate	calculate	NOUN
cana-4320	146	6	velocity	velocity	NOUN
cana-4320	146	7	update	update	NOUN
cana-4320	146	8	using	use	VERB
cana-4320	146	9	the	the	DET
cana-4320	146	10	pso	pso	NOUN
cana-4320	146	11	equation	equation	NOUN
cana-4320	146	12	6	6	NUM
cana-4320	146	13	.	.	PUNCT
cana-4320	146	14	position	position	NOUN
cana-4320	146	15	update	update	NOUN
cana-4320	146	16	update	update	NOUN
cana-4320	146	17	particle	particle	NOUN
cana-4320	146	18	positions	position	NOUN
cana-4320	146	19	using	use	VERB
cana-4320	146	20	the	the	DET
cana-4320	146	21	pso	pso	NOUN
cana-4320	146	22	equation	equation	NOUN
cana-4320	146	23	7	7	NUM
cana-4320	146	24	.	.	PUNCT
cana-4320	146	25	convergence	convergence	NOUN
cana-4320	146	26	check	check	NOUN
cana-4320	146	27	check	check	NOUN
cana-4320	146	28	for	for	ADP
cana-4320	146	29	convergence	convergence	NOUN
cana-4320	146	30	or	or	CCONJ
cana-4320	146	31	maximum	maximum	ADJ
cana-4320	146	32	iterations	iteration	NOUN
cana-4320	146	33	8	8	NUM
cana-4320	146	34	.	.	PUNCT
cana-4320	147	1	threat	threat	NOUN
cana-4320	147	2	detection	detection	NOUN
cana-4320	147	3	use	use	VERB
cana-4320	147	4	trained	train	VERB
cana-4320	147	5	pso	pso	NOUN
cana-4320	147	6	model	model	NOUN
cana-4320	147	7	to	to	PART
cana-4320	147	8	detect	detect	VERB
cana-4320	147	9	cyber	cyber	NOUN
cana-4320	147	10	threats	threat	NOUN
cana-4320	147	11	9	9	NUM
cana-4320	147	12	.	.	PUNCT
cana-4320	148	1	response	response	NOUN
cana-4320	148	2	trigger	trigger	NOUN
cana-4320	148	3	security	security	NOUN
cana-4320	148	4	protocols	protocol	NOUN
cana-4320	148	5	(	(	PUNCT
cana-4320	148	6	alert	alert	PROPN
cana-4320	148	7	administrators	administrator	NOUN
cana-4320	148	8	,	,	PUNCT
cana-4320	148	9	block	block	VERB
cana-4320	148	10	malicious	malicious	ADJ
cana-4320	148	11	traffic	traffic	NOUN
cana-4320	148	12	,	,	PUNCT
cana-4320	148	13	update	update	VERB
cana-4320	148	14	security	security	NOUN
cana-4320	148	15	policies	policy	NOUN
cana-4320	148	16	)	)	PUNCT
cana-4320	148	17	10	10	NUM
cana-4320	148	18	.	.	PUNCT
cana-4320	149	1	update	update	NOUN
cana-4320	149	2	security	security	NOUN
cana-4320	149	3	policies	policy	NOUN
cana-4320	149	4	update	update	VERB
cana-4320	149	5	security	security	NOUN
cana-4320	149	6	policies	policy	NOUN
cana-4320	149	7	to	to	PART
cana-4320	149	8	prevent	prevent	VERB
cana-4320	149	9	future	future	ADJ
cana-4320	149	10	threats	threat	NOUN
cana-4320	149	11	11	11	NUM
cana-4320	149	12	.	.	PUNCT
cana-4320	150	1	end	end	VERB
cana-4320	150	2	4.1.3	4.1.3	NUM
cana-4320	150	3	.	.	PUNCT
cana-4320	151	1	response	response	NOUN
cana-4320	151	2	layer	layer	NOUN
cana-4320	151	3	:	:	PUNCT
cana-4320	151	4	once	once	SCONJ
cana-4320	151	5	a	a	DET
cana-4320	151	6	threat	threat	NOUN
cana-4320	151	7	is	be	AUX
cana-4320	151	8	detected	detect	VERB
cana-4320	151	9	,	,	PUNCT
cana-4320	151	10	the	the	DET
cana-4320	151	11	response	response	NOUN
cana-4320	151	12	layer	layer	NOUN
cana-4320	151	13	is	be	AUX
cana-4320	151	14	triggered	trigger	VERB
cana-4320	151	15	to	to	PART
cana-4320	151	16	mitigate	mitigate	VERB
cana-4320	151	17	the	the	DET
cana-4320	151	18	identified	identify	VERB
cana-4320	151	19	risk	risk	NOUN
cana-4320	151	20	.	.	PUNCT
cana-4320	152	1	this	this	DET
cana-4320	152	2	layer	layer	NOUN
cana-4320	152	3	takes	take	VERB
cana-4320	152	4	immediate	immediate	ADJ
cana-4320	152	5	action	action	NOUN
cana-4320	152	6	to	to	PART
cana-4320	152	7	prevent	prevent	VERB
cana-4320	152	8	or	or	CCONJ
cana-4320	152	9	contain	contain	VERB
cana-4320	152	10	the	the	DET
cana-4320	152	11	cyber	cyber	NOUN
cana-4320	152	12	threat	threat	NOUN
cana-4320	152	13	by	by	ADP
cana-4320	152	14	:	:	PUNCT
cana-4320	152	15	•	•	NUM
cana-4320	152	16	alerting	alert	VERB
cana-4320	152	17	administrators	administrator	NOUN
cana-4320	152	18	:	:	PUNCT
cana-4320	152	19	notifying	notify	VERB
cana-4320	152	20	system	system	NOUN
cana-4320	152	21	administrators	administrator	NOUN
cana-4320	152	22	of	of	ADP
cana-4320	152	23	the	the	DET
cana-4320	152	24	detected	detect	VERB
cana-4320	152	25	threat	threat	NOUN
cana-4320	152	26	,	,	PUNCT
cana-4320	152	27	allowing	allow	VERB
cana-4320	152	28	for	for	ADP
cana-4320	152	29	human	human	ADJ
cana-4320	152	30	oversight	oversight	NOUN
cana-4320	152	31	if	if	SCONJ
cana-4320	152	32	needed	need	VERB
cana-4320	152	33	.	.	PUNCT
cana-4320	153	1	•	•	NUM
cana-4320	153	2	blocking	block	VERB
cana-4320	153	3	malicious	malicious	ADJ
cana-4320	153	4	traffic	traffic	NOUN
cana-4320	153	5	:	:	PUNCT
cana-4320	153	6	preventing	prevent	VERB
cana-4320	153	7	suspicious	suspicious	ADJ
cana-4320	153	8	network	network	NOUN
cana-4320	153	9	activity	activity	NOUN
cana-4320	153	10	from	from	ADP
cana-4320	153	11	reaching	reach	VERB
cana-4320	153	12	critical	critical	ADJ
cana-4320	153	13	iot	iot	NOUN
cana-4320	153	14	devices	device	NOUN
cana-4320	153	15	or	or	CCONJ
cana-4320	153	16	networks	network	NOUN
cana-4320	153	17	.	.	PUNCT
cana-4320	154	1	•	•	NUM
cana-4320	154	2	updating	update	VERB
cana-4320	154	3	security	security	NOUN
cana-4320	154	4	policies	policy	NOUN
cana-4320	154	5	:	:	PUNCT
cana-4320	154	6	modifying	modify	VERB
cana-4320	154	7	existing	exist	VERB
cana-4320	154	8	security	security	NOUN
cana-4320	154	9	protocols	protocol	NOUN
cana-4320	154	10	to	to	PART
cana-4320	154	11	prevent	prevent	VERB
cana-4320	154	12	similar	similar	ADJ
cana-4320	154	13	attacks	attack	NOUN
cana-4320	154	14	in	in	ADP
cana-4320	154	15	the	the	DET
cana-4320	154	16	future.[37	future.[37	PROPN
cana-4320	154	17	]	]	PUNCT
cana-4320	154	18	this	this	DET
cana-4320	154	19	response	response	NOUN
cana-4320	154	20	mechanism	mechanism	NOUN
cana-4320	154	21	is	be	AUX
cana-4320	154	22	designed	design	VERB
cana-4320	154	23	to	to	PART
cana-4320	154	24	minimize	minimize	VERB
cana-4320	154	25	damage	damage	NOUN
cana-4320	154	26	by	by	ADP
cana-4320	154	27	acting	act	VERB
cana-4320	154	28	swiftly	swiftly	ADV
cana-4320	154	29	in	in	ADP
cana-4320	154	30	real	real	ADJ
cana-4320	154	31	-	-	PUNCT
cana-4320	154	32	time	time	NOUN
cana-4320	154	33	,	,	PUNCT
cana-4320	154	34	reducing	reduce	VERB
cana-4320	154	35	the	the	DET
cana-4320	154	36	window	window	NOUN
cana-4320	154	37	of	of	ADP
cana-4320	154	38	opportunity	opportunity	NOUN
cana-4320	154	39	for	for	ADP
cana-4320	154	40	attackers	attacker	NOUN
cana-4320	154	41	.	.	PUNCT
cana-4320	155	1	furthermore	furthermore	ADV
cana-4320	155	2	,	,	PUNCT
cana-4320	155	3	the	the	DET
cana-4320	155	4	system	system	NOUN
cana-4320	155	5	continuously	continuously	ADV
cana-4320	155	6	refines	refine	VERB
cana-4320	155	7	its	its	PRON
cana-4320	155	8	policies	policy	NOUN
cana-4320	155	9	based	base	VERB
cana-4320	155	10	on	on	ADP
cana-4320	155	11	new	new	ADJ
cana-4320	155	12	threat	threat	NOUN
cana-4320	155	13	data	datum	NOUN
cana-4320	155	14	,	,	PUNCT
cana-4320	155	15	making	make	VERB
cana-4320	155	16	it	it	PRON
cana-4320	155	17	increasingly	increasingly	ADV
cana-4320	155	18	resilient	resilient	ADJ
cana-4320	155	19	over	over	ADP
cana-4320	155	20	time	time	NOUN
cana-4320	155	21	.	.	PUNCT
cana-4320	156	1	communications	communication	NOUN
cana-4320	156	2	on	on	ADP
cana-4320	156	3	applied	apply	VERB
cana-4320	156	4	nonlinear	nonlinear	ADJ
cana-4320	156	5	analysis	analysis	NOUN
cana-4320	156	6	issn	issn	NOUN
cana-4320	156	7	:	:	PUNCT
cana-4320	156	8	1074	1074	NUM
cana-4320	156	9	-	-	PUNCT
cana-4320	156	10	133x	133x	NUM
cana-4320	156	11	vol	vol	NOUN
cana-4320	156	12	32	32	NUM
cana-4320	156	13	no	no	NOUN
cana-4320	156	14	.	.	PUNCT
cana-4320	157	1	9s	9s	NUM
cana-4320	157	2	(	(	PUNCT
cana-4320	157	3	2025	2025	NUM
cana-4320	157	4	)	)	PUNCT
cana-4320	157	5	1820	1820	NUM
cana-4320	157	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	157	7	4.2	4.2	NUM
cana-4320	157	8	pso	pso	NOUN
cana-4320	157	9	parameters	parameter	NOUN
cana-4320	157	10	:	:	PUNCT
cana-4320	157	11	to	to	PART
cana-4320	157	12	ensure	ensure	VERB
cana-4320	157	13	optimal	optimal	ADJ
cana-4320	157	14	performance	performance	NOUN
cana-4320	157	15	,	,	PUNCT
cana-4320	157	16	the	the	DET
cana-4320	157	17	pso	pso	NOUN
cana-4320	157	18	algorithm	algorithm	NOUN
cana-4320	157	19	is	be	AUX
cana-4320	157	20	fine	fine	ADV
cana-4320	157	21	-	-	PUNCT
cana-4320	157	22	tuned	tune	VERB
cana-4320	157	23	using	use	VERB
cana-4320	157	24	specific	specific	ADJ
cana-4320	157	25	parameters	parameter	NOUN
cana-4320	157	26	:	:	PUNCT
cana-4320	157	27	•	•	NUM
cana-4320	157	28	swarm	swarm	NOUN
cana-4320	157	29	size	size	NOUN
cana-4320	157	30	:	:	PUNCT
cana-4320	157	31	between	between	ADP
cana-4320	157	32	50	50	NUM
cana-4320	157	33	-	-	SYM
cana-4320	157	34	100	100	NUM
cana-4320	157	35	particles	particle	NOUN
cana-4320	157	36	,	,	PUNCT
cana-4320	157	37	allowing	allow	VERB
cana-4320	157	38	for	for	ADP
cana-4320	157	39	a	a	DET
cana-4320	157	40	diverse	diverse	ADJ
cana-4320	157	41	search	search	NOUN
cana-4320	157	42	space	space	NOUN
cana-4320	157	43	without	without	ADP
cana-4320	157	44	overwhelming	overwhelming	ADJ
cana-4320	157	45	computational	computational	ADJ
cana-4320	157	46	resources	resource	NOUN
cana-4320	157	47	.	.	PUNCT
cana-4320	158	1	•	•	NOUN
cana-4320	158	2	iterations	iteration	NOUN
cana-4320	158	3	:	:	PUNCT
cana-4320	158	4	set	set	VERB
cana-4320	158	5	between	between	ADP
cana-4320	158	6	100	100	NUM
cana-4320	158	7	-	-	SYM
cana-4320	158	8	500	500	NUM
cana-4320	158	9	,	,	PUNCT
cana-4320	158	10	striking	strike	VERB
cana-4320	158	11	a	a	DET
cana-4320	158	12	balance	balance	NOUN
cana-4320	158	13	between	between	ADP
cana-4320	158	14	accuracy	accuracy	NOUN
cana-4320	158	15	and	and	CCONJ
cana-4320	158	16	speed	speed	NOUN
cana-4320	158	17	.	.	PUNCT
cana-4320	159	1	•	•	NUM
cana-4320	159	2	learning	learn	VERB
cana-4320	159	3	rate	rate	NOUN
cana-4320	159	4	(	(	PUNCT
cana-4320	159	5	ω	ω	NOUN
cana-4320	159	6	):	):	PUNCT
cana-4320	159	7	ranges	range	NOUN
cana-4320	159	8	from	from	ADP
cana-4320	159	9	0.5	0.5	NUM
cana-4320	159	10	-	-	SYM
cana-4320	159	11	0.9	0.9	NUM
cana-4320	159	12	,	,	PUNCT
cana-4320	159	13	controlling	control	VERB
cana-4320	159	14	the	the	DET
cana-4320	159	15	balance	balance	NOUN
cana-4320	159	16	between	between	ADP
cana-4320	159	17	exploration	exploration	NOUN
cana-4320	159	18	and	and	CCONJ
cana-4320	159	19	exploitation	exploitation	NOUN
cana-4320	159	20	in	in	ADP
cana-4320	159	21	the	the	DET
cana-4320	159	22	particle	particle	NOUN
cana-4320	159	23	updates	update	NOUN
cana-4320	159	24	.	.	PUNCT
cana-4320	160	1	•	•	NUM
cana-4320	160	2	cognitive	cognitive	ADJ
cana-4320	160	3	coefficient	coefficient	NOUN
cana-4320	160	4	(	(	PUNCT
cana-4320	160	5	c1	c1	NOUN
cana-4320	160	6	)	)	PUNCT
cana-4320	160	7	and	and	CCONJ
cana-4320	160	8	social	social	ADJ
cana-4320	160	9	coefficient	coefficient	NOUN
cana-4320	160	10	(	(	PUNCT
cana-4320	160	11	c2	c2	PROPN
cana-4320	160	12	):	):	PUNCT
cana-4320	160	13	both	both	PRON
cana-4320	160	14	set	set	VERB
cana-4320	160	15	between	between	ADP
cana-4320	160	16	1.4	1.4	NUM
cana-4320	160	17	-	-	SYM
cana-4320	160	18	2.0	2.0	NUM
cana-4320	160	19	to	to	PART
cana-4320	160	20	manage	manage	VERB
cana-4320	160	21	the	the	DET
cana-4320	160	22	influence	influence	NOUN
cana-4320	160	23	of	of	ADP
cana-4320	160	24	individual	individual	ADJ
cana-4320	160	25	particle	particle	NOUN
cana-4320	160	26	experience	experience	NOUN
cana-4320	160	27	and	and	CCONJ
cana-4320	160	28	group	group	NOUN
cana-4320	160	29	dynamics	dynamic	NOUN
cana-4320	160	30	.	.	PUNCT
cana-4320	161	1	these	these	DET
cana-4320	161	2	parameters	parameter	NOUN
cana-4320	161	3	ensure	ensure	VERB
cana-4320	161	4	that	that	SCONJ
cana-4320	161	5	the	the	DET
cana-4320	161	6	algorithm	algorithm	NOUN
cana-4320	161	7	performs	perform	VERB
cana-4320	161	8	efficiently	efficiently	ADV
cana-4320	161	9	while	while	SCONJ
cana-4320	161	10	adapting	adapt	VERB
cana-4320	161	11	to	to	ADP
cana-4320	161	12	various	various	ADJ
cana-4320	161	13	iot	iot	ADJ
cana-4320	161	14	environments	environment	NOUN
cana-4320	161	15	and	and	CCONJ
cana-4320	161	16	threat	threat	NOUN
cana-4320	161	17	landscapes	landscape	NOUN
cana-4320	161	18	.	.	PUNCT
cana-4320	162	1	4.3	4.3	NUM
cana-4320	162	2	performance	performance	NOUN
cana-4320	162	3	metrics	metric	NOUN
cana-4320	162	4	:	:	PUNCT
cana-4320	162	5	the	the	DET
cana-4320	162	6	success	success	NOUN
cana-4320	162	7	of	of	ADP
cana-4320	162	8	the	the	DET
cana-4320	162	9	framework	framework	NOUN
cana-4320	162	10	is	be	AUX
cana-4320	162	11	measured	measure	VERB
cana-4320	162	12	through	through	ADP
cana-4320	162	13	key	key	ADJ
cana-4320	162	14	performance	performance	NOUN
cana-4320	162	15	metrics	metric	NOUN
cana-4320	162	16	,	,	PUNCT
cana-4320	162	17	including	include	VERB
cana-4320	162	18	:	:	PUNCT
cana-4320	162	19	•	•	NUM
cana-4320	162	20	detection	detection	NOUN
cana-4320	162	21	accuracy	accuracy	NOUN
cana-4320	162	22	:	:	PUNCT
cana-4320	162	23	the	the	DET
cana-4320	162	24	percentage	percentage	NOUN
cana-4320	162	25	of	of	ADP
cana-4320	162	26	correctly	correctly	ADV
cana-4320	162	27	identified	identify	VERB
cana-4320	162	28	threats	threat	NOUN
cana-4320	162	29	.	.	PUNCT
cana-4320	163	1	•	•	NUM
cana-4320	163	2	false	false	ADJ
cana-4320	163	3	positive	positive	ADJ
cana-4320	163	4	rate	rate	NOUN
cana-4320	163	5	:	:	PUNCT
cana-4320	163	6	the	the	DET
cana-4320	163	7	rate	rate	NOUN
cana-4320	163	8	at	at	ADP
cana-4320	163	9	which	which	PRON
cana-4320	163	10	benign	benign	ADJ
cana-4320	163	11	actions	action	NOUN
cana-4320	163	12	are	be	AUX
cana-4320	163	13	mistakenly	mistakenly	ADV
cana-4320	163	14	flagged	flag	VERB
cana-4320	163	15	as	as	ADP
cana-4320	163	16	threats	threat	NOUN
cana-4320	163	17	.	.	PUNCT
cana-4320	164	1	•	•	NUM
cana-4320	164	2	false	false	ADJ
cana-4320	164	3	negative	negative	ADJ
cana-4320	164	4	rate	rate	NOUN
cana-4320	164	5	:	:	PUNCT
cana-4320	164	6	the	the	DET
cana-4320	164	7	rate	rate	NOUN
cana-4320	164	8	at	at	ADP
cana-4320	164	9	which	which	PRON
cana-4320	164	10	actual	actual	ADJ
cana-4320	164	11	threats	threat	NOUN
cana-4320	164	12	are	be	AUX
cana-4320	164	13	missed	miss	VERB
cana-4320	164	14	by	by	ADP
cana-4320	164	15	the	the	DET
cana-4320	164	16	system	system	NOUN
cana-4320	164	17	.	.	PUNCT
cana-4320	165	1	•	•	NUM
cana-4320	165	2	response	response	NOUN
cana-4320	165	3	time	time	NOUN
cana-4320	165	4	:	:	PUNCT
cana-4320	165	5	the	the	DET
cana-4320	165	6	time	time	NOUN
cana-4320	165	7	taken	take	VERB
cana-4320	165	8	from	from	ADP
cana-4320	165	9	threat	threat	NOUN
cana-4320	165	10	detection	detection	NOUN
cana-4320	165	11	to	to	ADP
cana-4320	165	12	the	the	DET
cana-4320	165	13	execution	execution	NOUN
cana-4320	165	14	of	of	ADP
cana-4320	165	15	security	security	NOUN
cana-4320	165	16	protocols	protocol	NOUN
cana-4320	165	17	.	.	PUNCT
cana-4320	166	1	this	this	DET
cana-4320	166	2	pso	pso	NOUN
cana-4320	166	3	-	-	PUNCT
cana-4320	166	4	based	base	VERB
cana-4320	166	5	framework	framework	NOUN
cana-4320	166	6	offers	offer	VERB
cana-4320	166	7	several	several	ADJ
cana-4320	166	8	advantages	advantage	NOUN
cana-4320	166	9	[	[	X
cana-4320	166	10	38	38	NUM
cana-4320	166	11	]	]	PUNCT
cana-4320	166	12	,	,	PUNCT
cana-4320	166	13	including	include	VERB
cana-4320	166	14	:	:	PUNCT
cana-4320	166	15	•	•	NUM
cana-4320	166	16	improved	improve	VERB
cana-4320	166	17	detection	detection	NOUN
cana-4320	166	18	accuracy	accuracy	NOUN
cana-4320	166	19	:	:	PUNCT
cana-4320	166	20	the	the	DET
cana-4320	166	21	dynamic	dynamic	ADJ
cana-4320	166	22	nature	nature	NOUN
cana-4320	166	23	of	of	ADP
cana-4320	166	24	pso	pso	NOUN
cana-4320	166	25	allows	allow	VERB
cana-4320	166	26	the	the	DET
cana-4320	166	27	system	system	NOUN
cana-4320	166	28	to	to	PART
cana-4320	166	29	optimize	optimize	VERB
cana-4320	166	30	detection	detection	NOUN
cana-4320	166	31	strategies	strategy	NOUN
cana-4320	166	32	and	and	CCONJ
cana-4320	166	33	improve	improve	VERB
cana-4320	166	34	accuracy	accuracy	NOUN
cana-4320	166	35	over	over	ADP
cana-4320	166	36	time	time	NOUN
cana-4320	166	37	.	.	PUNCT
cana-4320	167	1	•	•	NUM
cana-4320	167	2	real	real	ADJ
cana-4320	167	3	-	-	PUNCT
cana-4320	167	4	time	time	NOUN
cana-4320	167	5	threat	threat	NOUN
cana-4320	167	6	detection	detection	NOUN
cana-4320	167	7	:	:	PUNCT
cana-4320	167	8	the	the	DET
cana-4320	167	9	rapid	rapid	ADJ
cana-4320	167	10	convergence	convergence	NOUN
cana-4320	167	11	of	of	ADP
cana-4320	167	12	pso	pso	NOUN
cana-4320	167	13	enables	enable	VERB
cana-4320	167	14	real	real	ADJ
cana-4320	167	15	-	-	PUNCT
cana-4320	167	16	time	time	NOUN
cana-4320	167	17	monitoring	monitoring	NOUN
cana-4320	167	18	and	and	CCONJ
cana-4320	167	19	quick	quick	ADJ
cana-4320	167	20	identification	identification	NOUN
cana-4320	167	21	of	of	ADP
cana-4320	167	22	threats	threat	NOUN
cana-4320	167	23	.	.	PUNCT
cana-4320	168	1	•	•	NOUN
cana-4320	168	2	adaptive	adaptive	ADJ
cana-4320	168	3	to	to	ADP
cana-4320	168	4	evolving	evolve	VERB
cana-4320	168	5	cyber	cyber	NOUN
cana-4320	168	6	threats	threat	NOUN
cana-4320	168	7	:	:	PUNCT
cana-4320	168	8	the	the	DET
cana-4320	168	9	system	system	NOUN
cana-4320	168	10	’s	’s	PART
cana-4320	168	11	ability	ability	NOUN
cana-4320	168	12	to	to	PART
cana-4320	168	13	learn	learn	VERB
cana-4320	168	14	from	from	ADP
cana-4320	168	15	new	new	ADJ
cana-4320	168	16	data	datum	NOUN
cana-4320	168	17	allows	allow	VERB
cana-4320	168	18	it	it	PRON
cana-4320	168	19	to	to	PART
cana-4320	168	20	adapt	adapt	VERB
cana-4320	168	21	to	to	ADP
cana-4320	168	22	emerging	emerge	VERB
cana-4320	168	23	threats	threat	NOUN
cana-4320	168	24	,	,	PUNCT
cana-4320	168	25	offering	offer	VERB
cana-4320	168	26	long	long	ADJ
cana-4320	168	27	-	-	PUNCT
cana-4320	168	28	term	term	NOUN
cana-4320	168	29	protection	protection	NOUN
cana-4320	168	30	.	.	PUNCT
cana-4320	169	1	•	•	NUM
cana-4320	169	2	reduced	reduce	VERB
cana-4320	169	3	false	false	ADJ
cana-4320	169	4	positives	positive	NOUN
cana-4320	169	5	and	and	CCONJ
cana-4320	169	6	negatives	negative	NOUN
cana-4320	169	7	:	:	PUNCT
cana-4320	169	8	the	the	DET
cana-4320	169	9	fitness	fitness	NOUN
cana-4320	169	10	function	function	NOUN
cana-4320	169	11	helps	help	VERB
cana-4320	169	12	minimize	minimize	VERB
cana-4320	169	13	false	false	ADJ
cana-4320	169	14	positives	positive	NOUN
cana-4320	169	15	and	and	CCONJ
cana-4320	169	16	negatives	negative	NOUN
cana-4320	169	17	,	,	PUNCT
cana-4320	169	18	ensuring	ensure	VERB
cana-4320	169	19	that	that	SCONJ
cana-4320	169	20	security	security	NOUN
cana-4320	169	21	protocols	protocol	NOUN
cana-4320	169	22	are	be	AUX
cana-4320	169	23	triggered	trigger	VERB
cana-4320	169	24	only	only	ADV
cana-4320	169	25	when	when	SCONJ
cana-4320	169	26	necessary	necessary	ADJ
cana-4320	169	27	.	.	PUNCT
cana-4320	170	1	5	5	X
cana-4320	170	2	.	.	NOUN
cana-4320	170	3	results	result	NOUN
cana-4320	170	4	and	and	CCONJ
cana-4320	170	5	discussion	discussion	NOUN
cana-4320	170	6	:	:	PUNCT
cana-4320	170	7	the	the	DET
cana-4320	170	8	performance	performance	NOUN
cana-4320	170	9	analysis	analysis	NOUN
cana-4320	170	10	of	of	ADP
cana-4320	170	11	our	our	PRON
cana-4320	170	12	enhanced	enhanced	ADJ
cana-4320	170	13	deep	deep	ADJ
cana-4320	170	14	learning	learning	NOUN
cana-4320	170	15	model	model	NOUN
cana-4320	170	16	reveals	reveal	VERB
cana-4320	170	17	remarkable	remarkable	ADJ
cana-4320	170	18	results	result	NOUN
cana-4320	170	19	,	,	PUNCT
cana-4320	170	20	achieving	achieve	VERB
cana-4320	170	21	an	an	DET
cana-4320	170	22	accuracy	accuracy	NOUN
cana-4320	170	23	rate	rate	NOUN
cana-4320	170	24	of	of	ADP
cana-4320	170	25	98	98	NUM
cana-4320	170	26	%	%	NOUN
cana-4320	170	27	,	,	PUNCT
cana-4320	170	28	significantly	significantly	ADV
cana-4320	170	29	outperforming	outperform	VERB
cana-4320	170	30	comparable	comparable	ADJ
cana-4320	170	31	models	model	NOUN
cana-4320	170	32	.	.	PUNCT
cana-4320	171	1	a	a	DET
cana-4320	171	2	comparative	comparative	ADJ
cana-4320	171	3	evaluation	evaluation	NOUN
cana-4320	171	4	with	with	ADP
cana-4320	171	5	sgd	sgd	PROPN
cana-4320	171	6	(	(	PUNCT
cana-4320	171	7	stochastic	stochastic	ADJ
cana-4320	171	8	gradient	gradient	ADJ
cana-4320	171	9	descent	descent	NOUN
cana-4320	171	10	)	)	PUNCT
cana-4320	171	11	and	and	CCONJ
cana-4320	171	12	other	other	ADJ
cana-4320	171	13	algorithms	algorithm	NOUN
cana-4320	171	14	demonstrates	demonstrate	VERB
cana-4320	171	15	our	our	PRON
cana-4320	171	16	model	model	NOUN
cana-4320	171	17	's	's	PART
cana-4320	171	18	superior	superior	ADJ
cana-4320	171	19	classification	classification	NOUN
cana-4320	171	20	capabilities	capability	NOUN
cana-4320	171	21	,	,	PUNCT
cana-4320	171	22	handling	handle	VERB
cana-4320	171	23	substantial	substantial	ADJ
cana-4320	171	24	data	datum	NOUN
cana-4320	171	25	volumes	volume	NOUN
cana-4320	171	26	with	with	ADP
cana-4320	171	27	reduced	reduced	ADJ
cana-4320	171	28	computational	computational	ADJ
cana-4320	171	29	complexity	complexity	NOUN
cana-4320	171	30	[	[	X
cana-4320	171	31	40	40	NUM
cana-4320	171	32	]	]	PUNCT
cana-4320	171	33	.	.	PUNCT
cana-4320	172	1	furthermore	furthermore	ADV
cana-4320	172	2	,	,	PUNCT
cana-4320	172	3	our	our	PRON
cana-4320	172	4	solution	solution	NOUN
cana-4320	172	5	offers	offer	VERB
cana-4320	172	6	a	a	DET
cana-4320	172	7	cost	cost	NOUN
cana-4320	172	8	-	-	PUNCT
cana-4320	172	9	effective	effective	ADJ
cana-4320	172	10	and	and	CCONJ
cana-4320	172	11	operationally	operationally	ADV
cana-4320	172	12	efficient	efficient	ADJ
cana-4320	172	13	alternative	alternative	NOUN
cana-4320	172	14	,	,	PUNCT
cana-4320	172	15	minimizing	minimize	VERB
cana-4320	172	16	time	time	NOUN
cana-4320	172	17	consumption	consumption	NOUN
cana-4320	172	18	and	and	CCONJ
cana-4320	172	19	risk	risk	NOUN
cana-4320	172	20	.	.	PUNCT
cana-4320	173	1	communications	communication	NOUN
cana-4320	173	2	on	on	ADP
cana-4320	173	3	applied	apply	VERB
cana-4320	173	4	nonlinear	nonlinear	ADJ
cana-4320	173	5	analysis	analysis	NOUN
cana-4320	173	6	issn	issn	NOUN
cana-4320	173	7	:	:	PUNCT
cana-4320	173	8	1074	1074	NUM
cana-4320	173	9	-	-	PUNCT
cana-4320	173	10	133x	133x	NUM
cana-4320	173	11	vol	vol	NOUN
cana-4320	173	12	32	32	NUM
cana-4320	173	13	no	no	NOUN
cana-4320	173	14	.	.	PUNCT
cana-4320	174	1	9s	9s	NUM
cana-4320	174	2	(	(	PUNCT
cana-4320	174	3	2025	2025	NUM
cana-4320	174	4	)	)	PUNCT
cana-4320	174	5	1821	1821	NUM
cana-4320	174	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	174	7	as	as	SCONJ
cana-4320	174	8	illustrated	illustrate	VERB
cana-4320	174	9	in	in	ADP
cana-4320	174	10	table	table	NOUN
cana-4320	174	11	1	1	NUM
cana-4320	174	12	provides	provide	VERB
cana-4320	174	13	a	a	DET
cana-4320	174	14	comparative	comparative	ADJ
cana-4320	174	15	analysis	analysis	NOUN
cana-4320	174	16	of	of	ADP
cana-4320	174	17	five	five	NUM
cana-4320	174	18	popular	popular	ADJ
cana-4320	174	19	optimization	optimization	NOUN
cana-4320	174	20	algorithms	algorithm	NOUN
cana-4320	174	21	used	use	VERB
cana-4320	174	22	in	in	ADP
cana-4320	174	23	deep	deep	ADJ
cana-4320	174	24	learning	learning	NOUN
cana-4320	174	25	and	and	CCONJ
cana-4320	174	26	machine	machine	NOUN
cana-4320	174	27	learning	learning	NOUN
cana-4320	174	28	:	:	PUNCT
cana-4320	175	1	sgd	sgd	X
cana-4320	175	2	(	(	PUNCT
cana-4320	175	3	stochastic	stochastic	ADJ
cana-4320	175	4	gradient	gradient	ADJ
cana-4320	175	5	descent	descent	NOUN
cana-4320	175	6	)	)	PUNCT
cana-4320	175	7	,	,	PUNCT
cana-4320	175	8	mbgd	mbgd	NOUN
cana-4320	175	9	(	(	PUNCT
cana-4320	175	10	mini	mini	NOUN
cana-4320	175	11	-	-	NOUN
cana-4320	175	12	batch	batch	ADJ
cana-4320	175	13	gradient	gradient	ADJ
cana-4320	175	14	descent	descent	NOUN
cana-4320	175	15	)	)	PUNCT
cana-4320	175	16	,	,	PUNCT
cana-4320	175	17	nag	nag	INTJ
cana-4320	175	18	(	(	PUNCT
cana-4320	175	19	nesterov	nesterov	PROPN
cana-4320	175	20	accelerated	accelerate	VERB
cana-4320	175	21	gradient	gradient	NOUN
cana-4320	175	22	)	)	PUNCT
cana-4320	175	23	,	,	PUNCT
cana-4320	175	24	adam	adam	PROPN
cana-4320	175	25	(	(	PUNCT
cana-4320	175	26	adaptive	adaptive	ADJ
cana-4320	175	27	moment	moment	NOUN
cana-4320	175	28	estimation	estimation	NOUN
cana-4320	175	29	)	)	PUNCT
cana-4320	175	30	,	,	PUNCT
cana-4320	175	31	and	and	CCONJ
cana-4320	175	32	pso	pso	NOUN
cana-4320	175	33	(	(	PUNCT
cana-4320	175	34	particle	particle	NOUN
cana-4320	175	35	swarm	swarm	NOUN
cana-4320	175	36	optimization	optimization	NOUN
cana-4320	175	37	)	)	PUNCT
cana-4320	175	38	.	.	PUNCT
cana-4320	176	1	each	each	DET
cana-4320	176	2	algorithm	algorithm	NOUN
cana-4320	176	3	is	be	AUX
cana-4320	176	4	evaluated	evaluate	VERB
cana-4320	176	5	based	base	VERB
cana-4320	176	6	on	on	ADP
cana-4320	176	7	key	key	ADJ
cana-4320	176	8	performance	performance	NOUN
cana-4320	176	9	metrics	metric	NOUN
cana-4320	176	10	,	,	PUNCT
cana-4320	176	11	including	include	VERB
cana-4320	176	12	accuracy	accuracy	NOUN
cana-4320	176	13	,	,	PUNCT
cana-4320	176	14	training	training	NOUN
cana-4320	176	15	time	time	NOUN
cana-4320	176	16	,	,	PUNCT
cana-4320	176	17	convergence	convergence	NOUN
cana-4320	176	18	iterations	iteration	NOUN
cana-4320	176	19	,	,	PUNCT
cana-4320	176	20	learning	learn	VERB
cana-4320	176	21	rate	rate	NOUN
cana-4320	176	22	,	,	PUNCT
cana-4320	176	23	momentum	momentum	NOUN
cana-4320	176	24	,	,	PUNCT
cana-4320	176	25	and	and	CCONJ
cana-4320	176	26	batch	batch	NOUN
cana-4320	176	27	size	size	NOUN
cana-4320	176	28	.	.	PUNCT
cana-4320	177	1	•	•	NUM
cana-4320	177	2	sgd	sgd	X
cana-4320	177	3	(	(	PUNCT
cana-4320	177	4	stochastic	stochastic	ADJ
cana-4320	177	5	gradient	gradient	ADJ
cana-4320	177	6	descent	descent	NOUN
cana-4320	177	7	)	)	PUNCT
cana-4320	177	8	achieves	achieve	VERB
cana-4320	177	9	an	an	DET
cana-4320	177	10	accuracy	accuracy	NOUN
cana-4320	177	11	of	of	ADP
cana-4320	177	12	91.5	91.5	NUM
cana-4320	177	13	%	%	NOUN
cana-4320	177	14	and	and	CCONJ
cana-4320	177	15	has	have	VERB
cana-4320	177	16	a	a	DET
cana-4320	177	17	training	training	NOUN
cana-4320	177	18	time	time	NOUN
cana-4320	177	19	of	of	ADP
cana-4320	177	20	12.3	12.3	NUM
cana-4320	177	21	seconds	second	NOUN
cana-4320	177	22	.	.	PUNCT
cana-4320	178	1	despite	despite	SCONJ
cana-4320	178	2	being	be	AUX
cana-4320	178	3	one	one	NUM
cana-4320	178	4	of	of	ADP
cana-4320	178	5	the	the	DET
cana-4320	178	6	simpler	simple	ADJ
cana-4320	178	7	algorithms	algorithm	NOUN
cana-4320	178	8	,	,	PUNCT
cana-4320	178	9	sgd	sgd	PROPN
cana-4320	178	10	requires	require	VERB
cana-4320	178	11	a	a	DET
cana-4320	178	12	significant	significant	ADJ
cana-4320	178	13	number	number	NOUN
cana-4320	178	14	of	of	ADP
cana-4320	178	15	600	600	NUM
cana-4320	178	16	iterations	iteration	NOUN
cana-4320	178	17	to	to	PART
cana-4320	178	18	converge	converge	VERB
cana-4320	178	19	.	.	PUNCT
cana-4320	179	1	its	its	PRON
cana-4320	179	2	learning	learning	NOUN
cana-4320	179	3	rate	rate	NOUN
cana-4320	179	4	is	be	AUX
cana-4320	179	5	set	set	VERB
cana-4320	179	6	to	to	ADP
cana-4320	179	7	0.02	0.02	NUM
cana-4320	179	8	,	,	PUNCT
cana-4320	179	9	but	but	CCONJ
cana-4320	179	10	it	it	PRON
cana-4320	179	11	does	do	AUX
cana-4320	179	12	n't	not	PART
cana-4320	179	13	use	use	VERB
cana-4320	179	14	momentum	momentum	NOUN
cana-4320	179	15	,	,	PUNCT
cana-4320	179	16	which	which	PRON
cana-4320	179	17	can	can	AUX
cana-4320	179	18	result	result	VERB
cana-4320	179	19	in	in	ADP
cana-4320	179	20	slower	slow	ADJ
cana-4320	179	21	convergence	convergence	NOUN
cana-4320	179	22	and	and	CCONJ
cana-4320	179	23	more	more	ADV
cana-4320	179	24	erratic	erratic	ADJ
cana-4320	179	25	updates	update	NOUN
cana-4320	179	26	.	.	PUNCT
cana-4320	180	1	the	the	DET
cana-4320	180	2	batch	batch	NOUN
cana-4320	180	3	size	size	NOUN
cana-4320	180	4	used	use	VERB
cana-4320	180	5	is	be	AUX
cana-4320	180	6	33	33	NUM
cana-4320	180	7	,	,	PUNCT
cana-4320	180	8	indicating	indicate	VERB
cana-4320	180	9	that	that	SCONJ
cana-4320	180	10	sgd	sgd	PROPN
cana-4320	180	11	processes	process	VERB
cana-4320	180	12	33	33	NUM
cana-4320	180	13	data	datum	NOUN
cana-4320	180	14	points	point	NOUN
cana-4320	180	15	per	per	ADP
cana-4320	180	16	update	update	NOUN
cana-4320	180	17	.	.	PUNCT
cana-4320	181	1	•	•	NUM
cana-4320	181	2	mbgd	mbgd	NOUN
cana-4320	181	3	(	(	PUNCT
cana-4320	181	4	mini	mini	NOUN
cana-4320	181	5	-	-	NOUN
cana-4320	181	6	batch	batch	ADJ
cana-4320	181	7	gradient	gradient	ADJ
cana-4320	181	8	descent	descent	NOUN
cana-4320	181	9	)	)	PUNCT
cana-4320	181	10	shows	show	VERB
cana-4320	181	11	an	an	DET
cana-4320	181	12	improved	improved	ADJ
cana-4320	181	13	accuracy	accuracy	NOUN
cana-4320	181	14	of	of	ADP
cana-4320	181	15	93.2	93.2	NUM
cana-4320	181	16	%	%	NOUN
cana-4320	181	17	but	but	CCONJ
cana-4320	181	18	takes	take	VERB
cana-4320	181	19	23.5	23.5	NUM
cana-4320	181	20	seconds	second	NOUN
cana-4320	181	21	for	for	ADP
cana-4320	181	22	training	training	NOUN
cana-4320	181	23	,	,	PUNCT
cana-4320	181	24	which	which	PRON
cana-4320	181	25	is	be	AUX
cana-4320	181	26	nearly	nearly	ADV
cana-4320	181	27	twice	twice	DET
cana-4320	181	28	the	the	DET
cana-4320	181	29	training	training	NOUN
cana-4320	181	30	time	time	NOUN
cana-4320	181	31	of	of	ADP
cana-4320	181	32	sgd	sgd	PROPN
cana-4320	181	33	.	.	PUNCT
cana-4320	182	1	however	however	ADV
cana-4320	182	2	,	,	PUNCT
cana-4320	182	3	it	it	PRON
cana-4320	182	4	converges	converge	VERB
cana-4320	182	5	faster	fast	ADV
cana-4320	182	6	than	than	ADP
cana-4320	182	7	sgd	sgd	PROPN
cana-4320	182	8	,	,	PUNCT
cana-4320	182	9	requiring	require	VERB
cana-4320	182	10	only	only	ADV
cana-4320	182	11	300	300	NUM
cana-4320	182	12	iterations	iteration	NOUN
cana-4320	182	13	.	.	PUNCT
cana-4320	183	1	the	the	DET
cana-4320	183	2	learning	learning	NOUN
cana-4320	183	3	rate	rate	NOUN
cana-4320	183	4	is	be	AUX
cana-4320	183	5	lower	low	ADJ
cana-4320	183	6	at	at	ADP
cana-4320	183	7	0.005	0.005	NUM
cana-4320	183	8	,	,	PUNCT
cana-4320	183	9	which	which	PRON
cana-4320	183	10	helps	help	VERB
cana-4320	183	11	improve	improve	VERB
cana-4320	183	12	stability	stability	NOUN
cana-4320	183	13	during	during	ADP
cana-4320	183	14	training	training	NOUN
cana-4320	183	15	.	.	PUNCT
cana-4320	184	1	the	the	DET
cana-4320	184	2	batch	batch	NOUN
cana-4320	184	3	size	size	NOUN
cana-4320	184	4	is	be	AUX
cana-4320	184	5	65	65	NUM
cana-4320	184	6	,	,	PUNCT
cana-4320	184	7	meaning	mean	VERB
cana-4320	184	8	mbgd	mbgd	NOUN
cana-4320	184	9	updates	update	VERB
cana-4320	184	10	the	the	DET
cana-4320	184	11	model	model	NOUN
cana-4320	184	12	with	with	ADP
cana-4320	184	13	data	datum	NOUN
cana-4320	184	14	from	from	ADP
cana-4320	184	15	65	65	NUM
cana-4320	184	16	samples	sample	NOUN
cana-4320	184	17	at	at	ADP
cana-4320	184	18	a	a	DET
cana-4320	184	19	time	time	NOUN
cana-4320	184	20	,	,	PUNCT
cana-4320	184	21	reducing	reduce	VERB
cana-4320	184	22	the	the	DET
cana-4320	184	23	variance	variance	NOUN
cana-4320	184	24	in	in	ADP
cana-4320	184	25	updates	update	NOUN
cana-4320	184	26	compared	compare	VERB
cana-4320	184	27	to	to	ADP
cana-4320	184	28	sgd	sgd	PROPN
cana-4320	184	29	.	.	PROPN
cana-4320	184	30	•	•	NUM
cana-4320	184	31	nag	nag	INTJ
cana-4320	184	32	(	(	PUNCT
cana-4320	184	33	nesterov	nesterov	PROPN
cana-4320	184	34	accelerated	accelerate	VERB
cana-4320	184	35	gradient	gradient	NOUN
cana-4320	184	36	)	)	PUNCT
cana-4320	184	37	introduces	introduce	VERB
cana-4320	184	38	momentum	momentum	NOUN
cana-4320	184	39	into	into	ADP
cana-4320	184	40	the	the	DET
cana-4320	184	41	optimization	optimization	NOUN
cana-4320	184	42	process	process	NOUN
cana-4320	184	43	,	,	PUNCT
cana-4320	184	44	helping	help	VERB
cana-4320	184	45	it	it	PRON
cana-4320	184	46	achieve	achieve	VERB
cana-4320	184	47	a	a	DET
cana-4320	184	48	balanced	balanced	ADJ
cana-4320	184	49	92.1	92.1	NUM
cana-4320	184	50	%	%	NOUN
cana-4320	184	51	accuracy	accuracy	NOUN
cana-4320	184	52	with	with	ADP
cana-4320	184	53	a	a	DET
cana-4320	184	54	training	training	NOUN
cana-4320	184	55	time	time	NOUN
cana-4320	184	56	of	of	ADP
cana-4320	184	57	15.7	15.7	NUM
cana-4320	184	58	seconds	second	NOUN
cana-4320	184	59	.	.	PUNCT
cana-4320	185	1	nag	nag	VERB
cana-4320	185	2	requires	require	VERB
cana-4320	185	3	400	400	NUM
cana-4320	185	4	iterations	iteration	NOUN
cana-4320	185	5	to	to	PART
cana-4320	185	6	converge	converge	VERB
cana-4320	185	7	and	and	CCONJ
cana-4320	185	8	uses	use	VERB
cana-4320	185	9	a	a	DET
cana-4320	185	10	learning	learning	NOUN
cana-4320	185	11	rate	rate	NOUN
cana-4320	185	12	of	of	ADP
cana-4320	185	13	0.01	0.01	NUM
cana-4320	185	14	.	.	PUNCT
cana-4320	186	1	the	the	DET
cana-4320	186	2	momentum	momentum	NOUN
cana-4320	186	3	coefficient	coefficient	NOUN
cana-4320	186	4	is	be	AUX
cana-4320	186	5	set	set	VERB
cana-4320	186	6	to	to	ADP
cana-4320	186	7	0.8	0.8	NUM
cana-4320	186	8	,	,	PUNCT
cana-4320	186	9	which	which	PRON
cana-4320	186	10	accelerates	accelerate	VERB
cana-4320	186	11	convergence	convergence	NOUN
cana-4320	186	12	by	by	ADP
cana-4320	186	13	allowing	allow	VERB
cana-4320	186	14	the	the	DET
cana-4320	186	15	algorithm	algorithm	NOUN
cana-4320	186	16	to	to	PART
cana-4320	186	17	anticipate	anticipate	VERB
cana-4320	186	18	the	the	DET
cana-4320	186	19	direction	direction	NOUN
cana-4320	186	20	of	of	ADP
cana-4320	186	21	updates	update	NOUN
cana-4320	186	22	.	.	PUNCT
cana-4320	187	1	like	like	ADP
cana-4320	187	2	sgd	sgd	PROPN
cana-4320	187	3	,	,	PUNCT
cana-4320	187	4	nag	nag	AUX
cana-4320	187	5	also	also	ADV
cana-4320	187	6	uses	use	VERB
cana-4320	187	7	a	a	DET
cana-4320	187	8	batch	batch	NOUN
cana-4320	187	9	size	size	NOUN
cana-4320	187	10	of	of	ADP
cana-4320	187	11	33	33	NUM
cana-4320	187	12	.	.	NOUN
cana-4320	188	1	•	•	NUM
cana-4320	188	2	adam	adam	PROPN
cana-4320	188	3	(	(	PUNCT
cana-4320	188	4	adaptive	adaptive	ADJ
cana-4320	188	5	moment	moment	NOUN
cana-4320	188	6	estimation	estimation	NOUN
cana-4320	188	7	)	)	PUNCT
cana-4320	188	8	delivers	deliver	VERB
cana-4320	188	9	strong	strong	ADJ
cana-4320	188	10	performance	performance	NOUN
cana-4320	188	11	,	,	PUNCT
cana-4320	188	12	achieving	achieve	VERB
cana-4320	188	13	94.3	94.3	NUM
cana-4320	188	14	%	%	NOUN
cana-4320	188	15	accuracy	accuracy	NOUN
cana-4320	188	16	in	in	ADP
cana-4320	188	17	24.7	24.7	NUM
cana-4320	188	18	seconds	second	NOUN
cana-4320	188	19	of	of	ADP
cana-4320	188	20	training	training	NOUN
cana-4320	188	21	time	time	NOUN
cana-4320	188	22	,	,	PUNCT
cana-4320	188	23	but	but	CCONJ
cana-4320	188	24	requires	require	VERB
cana-4320	188	25	only	only	ADV
cana-4320	188	26	250	250	NUM
cana-4320	188	27	iterations	iteration	NOUN
cana-4320	188	28	to	to	PART
cana-4320	188	29	converge	converge	VERB
cana-4320	188	30	.	.	PUNCT
cana-4320	189	1	one	one	NUM
cana-4320	189	2	of	of	ADP
cana-4320	189	3	adam	adam	PROPN
cana-4320	189	4	's	's	PART
cana-4320	189	5	strengths	strength	NOUN
cana-4320	189	6	is	be	AUX
cana-4320	189	7	its	its	PRON
cana-4320	189	8	adaptive	adaptive	ADJ
cana-4320	189	9	learning	learning	NOUN
cana-4320	189	10	rate	rate	NOUN
cana-4320	189	11	,	,	PUNCT
cana-4320	189	12	which	which	PRON
cana-4320	189	13	adjusts	adjust	VERB
cana-4320	189	14	itself	itself	PRON
cana-4320	189	15	during	during	ADP
cana-4320	189	16	training	training	NOUN
cana-4320	189	17	to	to	PART
cana-4320	189	18	ensure	ensure	VERB
cana-4320	189	19	faster	fast	ADJ
cana-4320	189	20	convergence	convergence	NOUN
cana-4320	189	21	and	and	CCONJ
cana-4320	189	22	greater	great	ADJ
cana-4320	189	23	accuracy	accuracy	NOUN
cana-4320	189	24	.	.	PUNCT
cana-4320	190	1	this	this	DET
cana-4320	190	2	algorithm	algorithm	NOUN
cana-4320	190	3	also	also	ADV
cana-4320	190	4	uses	use	VERB
cana-4320	190	5	a	a	DET
cana-4320	190	6	momentum	momentum	NOUN
cana-4320	190	7	coefficient	coefficient	NOUN
cana-4320	190	8	of	of	ADP
cana-4320	190	9	0.8	0.8	NUM
cana-4320	190	10	.	.	PUNCT
cana-4320	191	1	its	its	PRON
cana-4320	191	2	batch	batch	NOUN
cana-4320	191	3	size	size	NOUN
cana-4320	191	4	is	be	AUX
cana-4320	191	5	33	33	NUM
cana-4320	191	6	,	,	PUNCT
cana-4320	191	7	balancing	balance	VERB
cana-4320	191	8	computational	computational	ADJ
cana-4320	191	9	efficiency	efficiency	NOUN
cana-4320	191	10	and	and	CCONJ
cana-4320	191	11	the	the	DET
cana-4320	191	12	ability	ability	NOUN
cana-4320	191	13	to	to	PART
cana-4320	191	14	generalize	generalize	VERB
cana-4320	191	15	well	well	ADV
cana-4320	191	16	.	.	PUNCT
cana-4320	192	1	•	•	NUM
cana-4320	192	2	pso	pso	NOUN
cana-4320	192	3	(	(	PUNCT
cana-4320	192	4	particle	particle	NOUN
cana-4320	192	5	swarm	swarm	NOUN
cana-4320	192	6	optimization	optimization	NOUN
cana-4320	192	7	)	)	PUNCT
cana-4320	192	8	stands	stand	VERB
cana-4320	192	9	out	out	ADP
cana-4320	192	10	with	with	ADP
cana-4320	192	11	the	the	DET
cana-4320	192	12	highest	high	ADJ
cana-4320	192	13	accuracy	accuracy	NOUN
cana-4320	192	14	of	of	ADP
cana-4320	192	15	95.1	95.1	NUM
cana-4320	192	16	%	%	NOUN
cana-4320	192	17	and	and	CCONJ
cana-4320	192	18	the	the	DET
cana-4320	192	19	fastest	fast	ADJ
cana-4320	192	20	training	training	NOUN
cana-4320	192	21	time	time	NOUN
cana-4320	192	22	of	of	ADP
cana-4320	192	23	10.3	10.3	NUM
cana-4320	192	24	seconds	second	NOUN
cana-4320	192	25	.	.	PUNCT
cana-4320	193	1	pso	pso	NOUN
cana-4320	193	2	,	,	PUNCT
cana-4320	193	3	a	a	DET
cana-4320	193	4	heuristic	heuristic	ADJ
cana-4320	193	5	optimization	optimization	NOUN
cana-4320	193	6	method	method	NOUN
cana-4320	193	7	,	,	PUNCT
cana-4320	193	8	requires	require	VERB
cana-4320	193	9	500	500	NUM
cana-4320	193	10	iterations	iteration	NOUN
cana-4320	193	11	to	to	PART
cana-4320	193	12	converge	converge	VERB
cana-4320	193	13	but	but	CCONJ
cana-4320	193	14	is	be	AUX
cana-4320	193	15	particularly	particularly	ADV
cana-4320	193	16	useful	useful	ADJ
cana-4320	193	17	for	for	ADP
cana-4320	193	18	non	non	ADJ
cana-4320	193	19	-	-	ADJ
cana-4320	193	20	differentiable	differentiable	ADJ
cana-4320	193	21	problems	problem	NOUN
cana-4320	193	22	and	and	CCONJ
cana-4320	193	23	complex	complex	ADJ
cana-4320	193	24	optimization	optimization	NOUN
cana-4320	193	25	tasks	task	NOUN
cana-4320	193	26	,	,	PUNCT
cana-4320	193	27	such	such	ADJ
cana-4320	193	28	as	as	ADP
cana-4320	193	29	those	those	PRON
cana-4320	193	30	found	find	VERB
cana-4320	193	31	in	in	ADP
cana-4320	193	32	cybersecurity	cybersecurity	NOUN
cana-4320	193	33	and	and	CCONJ
cana-4320	193	34	iot	iot	NOUN
cana-4320	193	35	domains	domain	NOUN
cana-4320	193	36	.	.	PUNCT
cana-4320	194	1	its	its	PRON
cana-4320	194	2	learning	learning	NOUN
cana-4320	194	3	rate	rate	NOUN
cana-4320	194	4	is	be	AUX
cana-4320	194	5	set	set	VERB
cana-4320	194	6	to	to	ADP
cana-4320	194	7	0.05	0.05	NUM
cana-4320	194	8	,	,	PUNCT
cana-4320	194	9	but	but	CCONJ
cana-4320	194	10	pso	pso	NOUN
cana-4320	194	11	does	do	AUX
cana-4320	194	12	n't	not	PART
cana-4320	194	13	use	use	VERB
cana-4320	194	14	traditional	traditional	ADJ
cana-4320	194	15	momentum	momentum	NOUN
cana-4320	194	16	or	or	CCONJ
cana-4320	194	17	batch	batch	NOUN
cana-4320	194	18	size	size	NOUN
cana-4320	194	19	,	,	PUNCT
cana-4320	194	20	as	as	SCONJ
cana-4320	194	21	its	its	PRON
cana-4320	194	22	optimization	optimization	NOUN
cana-4320	194	23	approach	approach	NOUN
cana-4320	194	24	relies	rely	VERB
cana-4320	194	25	on	on	ADP
cana-4320	194	26	swarm	swarm	NOUN
cana-4320	194	27	-	-	PUNCT
cana-4320	194	28	based	base	VERB
cana-4320	194	29	particle	particle	NOUN
cana-4320	194	30	movement	movement	NOUN
cana-4320	194	31	rather	rather	ADV
cana-4320	194	32	than	than	ADP
cana-4320	194	33	gradient	gradient	NOUN
cana-4320	194	34	-	-	PUNCT
cana-4320	194	35	based	base	VERB
cana-4320	194	36	updates	update	NOUN
cana-4320	194	37	.	.	PUNCT
cana-4320	195	1	table	table	NOUN
cana-4320	195	2	1	1	NUM
cana-4320	195	3	:	:	PUNCT
cana-4320	195	4	comparision	comparision	NOUN
cana-4320	195	5	between	between	ADP
cana-4320	195	6	various	various	ADJ
cana-4320	195	7	optimization	optimization	NOUN
cana-4320	195	8	algorithms	algorithm	NOUN
cana-4320	195	9	used	use	VERB
cana-4320	195	10	in	in	ADP
cana-4320	195	11	deep	deep	ADJ
cana-4320	195	12	learning	learning	NOUN
cana-4320	195	13	for	for	ADP
cana-4320	195	14	cybersecurity	cybersecurity	NOUN
cana-4320	195	15	in	in	ADP
cana-4320	195	16	iot	iot	NOUN
cana-4320	195	17	using	use	VERB
cana-4320	195	18	iris	iris	NOUN
cana-4320	195	19	flower	flower	NOUN
cana-4320	195	20	classification	classification	NOUN
cana-4320	195	21	algorithm	algorithm	NOUN
cana-4320	195	22	accuracy	accuracy	NOUN
cana-4320	195	23	(	(	PUNCT
cana-4320	195	24	%	%	INTJ
cana-4320	195	25	)	)	PUNCT
cana-4320	195	26	traning	traning	NOUN
cana-4320	195	27	time	time	NOUN
cana-4320	195	28	(	(	PUNCT
cana-4320	195	29	s	s	NOUN
cana-4320	195	30	)	)	PUNCT
cana-4320	195	31	covergence	covergence	NOUN
cana-4320	195	32	iterations	iteration	NOUN
cana-4320	195	33	learning	learn	VERB
cana-4320	195	34	rate	rate	NOUN
cana-4320	195	35	momentum	momentum	NOUN
cana-4320	195	36	batch	batch	NOUN
cana-4320	195	37	size	size	NOUN
cana-4320	195	38	sgd	sgd	VERB
cana-4320	195	39	91.5	91.5	NUM
cana-4320	195	40	12.3	12.3	NUM
cana-4320	195	41	600	600	NUM
cana-4320	195	42	0.02	0.02	NUM
cana-4320	195	43	33	33	NUM
cana-4320	195	44	mbgd	mbgd	NOUN
cana-4320	195	45	93.2	93.2	NUM
cana-4320	195	46	23.5	23.5	NUM
cana-4320	195	47	300	300	NUM
cana-4320	195	48	0.005	0.005	NUM
cana-4320	195	49	65	65	NUM
cana-4320	195	50	communications	communication	NOUN
cana-4320	195	51	on	on	ADP
cana-4320	195	52	applied	apply	VERB
cana-4320	195	53	nonlinear	nonlinear	ADJ
cana-4320	195	54	analysis	analysis	NOUN
cana-4320	195	55	issn	issn	NOUN
cana-4320	195	56	:	:	PUNCT
cana-4320	195	57	1074	1074	NUM
cana-4320	195	58	-	-	PUNCT
cana-4320	195	59	133x	133x	NUM
cana-4320	195	60	vol	vol	NOUN
cana-4320	195	61	32	32	NUM
cana-4320	195	62	no	no	NOUN
cana-4320	195	63	.	.	PUNCT
cana-4320	196	1	9s	9s	NUM
cana-4320	196	2	(	(	PUNCT
cana-4320	196	3	2025	2025	NUM
cana-4320	196	4	)	)	PUNCT
cana-4320	196	5	1822	1822	NUM
cana-4320	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	196	7	nag	nag	VERB
cana-4320	196	8	92.1	92.1	NUM
cana-4320	196	9	15.7	15.7	NUM
cana-4320	196	10	400	400	NUM
cana-4320	196	11	0.01	0.01	NUM
cana-4320	196	12	0.8	0.8	NUM
cana-4320	196	13	33	33	NUM
cana-4320	196	14	adam	adam	PROPN
cana-4320	196	15	94.3	94.3	NUM
cana-4320	196	16	24.7	24.7	NUM
cana-4320	196	17	250	250	NUM
cana-4320	196	18	adaptive	adaptive	ADJ
cana-4320	196	19	0.8	0.8	NUM
cana-4320	196	20	33	33	NUM
cana-4320	196	21	pso	pso	NOUN
cana-4320	196	22	95.1	95.1	NUM
cana-4320	196	23	10.3	10.3	NUM
cana-4320	196	24	500	500	NUM
cana-4320	196	25	0.05	0.05	NUM
cana-4320	196	26	graph	graph	NOUN
cana-4320	196	27	1	1	NUM
cana-4320	196	28	:	:	PUNCT
cana-4320	196	29	comparision	comparision	NOUN
cana-4320	196	30	between	between	ADP
cana-4320	196	31	various	various	ADJ
cana-4320	196	32	optimization	optimization	NOUN
cana-4320	196	33	algorithms	algorithm	NOUN
cana-4320	196	34	graph	graph	VERB
cana-4320	196	35	1	1	NUM
cana-4320	196	36	shows	show	VERB
cana-4320	196	37	adam	adam	PROPN
cana-4320	196	38	and	and	CCONJ
cana-4320	196	39	pso	pso	NOUN
cana-4320	196	40	perform	perform	VERB
cana-4320	196	41	the	the	DET
cana-4320	196	42	best	good	ADJ
cana-4320	196	43	in	in	ADP
cana-4320	196	44	terms	term	NOUN
cana-4320	196	45	of	of	ADP
cana-4320	196	46	accuracy	accuracy	NOUN
cana-4320	196	47	,	,	PUNCT
cana-4320	196	48	with	with	ADP
cana-4320	196	49	pso	pso	NOUN
cana-4320	196	50	achieving	achieve	VERB
cana-4320	196	51	the	the	DET
cana-4320	196	52	highest	high	ADJ
cana-4320	196	53	accuracy	accuracy	NOUN
cana-4320	196	54	and	and	CCONJ
cana-4320	196	55	shortest	short	ADJ
cana-4320	196	56	training	training	NOUN
cana-4320	196	57	time	time	NOUN
cana-4320	196	58	.	.	PUNCT
cana-4320	197	1	sgd	sgd	PROPN
cana-4320	197	2	converges	converge	NOUN
cana-4320	197	3	slowly	slowly	ADV
cana-4320	197	4	and	and	CCONJ
cana-4320	197	5	has	have	VERB
cana-4320	197	6	lower	low	ADJ
cana-4320	197	7	accuracy	accuracy	NOUN
cana-4320	197	8	compared	compare	VERB
cana-4320	197	9	to	to	ADP
cana-4320	197	10	the	the	DET
cana-4320	197	11	other	other	ADJ
cana-4320	197	12	methods	method	NOUN
cana-4320	197	13	,	,	PUNCT
cana-4320	197	14	but	but	CCONJ
cana-4320	197	15	it	it	PRON
cana-4320	197	16	is	be	AUX
cana-4320	197	17	still	still	ADV
cana-4320	197	18	commonly	commonly	ADV
cana-4320	197	19	used	use	VERB
cana-4320	197	20	due	due	ADP
cana-4320	197	21	to	to	ADP
cana-4320	197	22	its	its	PRON
cana-4320	197	23	simplicity	simplicity	NOUN
cana-4320	197	24	.	.	PUNCT
cana-4320	198	1	mbgd	mbgd	NOUN
cana-4320	198	2	offers	offer	VERB
cana-4320	198	3	a	a	DET
cana-4320	198	4	good	good	ADJ
cana-4320	198	5	balance	balance	NOUN
cana-4320	198	6	between	between	ADP
cana-4320	198	7	training	training	NOUN
cana-4320	198	8	time	time	NOUN
cana-4320	198	9	and	and	CCONJ
cana-4320	198	10	accuracy	accuracy	NOUN
cana-4320	198	11	,	,	PUNCT
cana-4320	198	12	thanks	thank	NOUN
cana-4320	198	13	to	to	ADP
cana-4320	198	14	its	its	PRON
cana-4320	198	15	mini	mini	ADJ
cana-4320	198	16	-	-	NOUN
cana-4320	198	17	batch	batch	NOUN
cana-4320	198	18	approach	approach	NOUN
cana-4320	198	19	,	,	PUNCT
cana-4320	198	20	which	which	PRON
cana-4320	198	21	reduces	reduce	VERB
cana-4320	198	22	the	the	DET
cana-4320	198	23	variance	variance	NOUN
cana-4320	198	24	seen	see	VERB
cana-4320	198	25	in	in	ADP
cana-4320	198	26	sgd	sgd	PROPN
cana-4320	198	27	.	.	PROPN
cana-4320	198	28	nag	nag	PROPN
cana-4320	198	29	improves	improve	VERB
cana-4320	198	30	upon	upon	SCONJ
cana-4320	198	31	sgd	sgd	NOUN
cana-4320	198	32	by	by	ADP
cana-4320	198	33	introducing	introduce	VERB
cana-4320	198	34	momentum	momentum	NOUN
cana-4320	198	35	,	,	PUNCT
cana-4320	198	36	which	which	PRON
cana-4320	198	37	speeds	speed	VERB
cana-4320	198	38	up	up	ADP
cana-4320	198	39	convergence	convergence	NOUN
cana-4320	198	40	and	and	CCONJ
cana-4320	198	41	provides	provide	VERB
cana-4320	198	42	more	more	ADJ
cana-4320	198	43	stability	stability	NOUN
cana-4320	198	44	during	during	ADP
cana-4320	198	45	training	training	NOUN
cana-4320	198	46	.	.	PUNCT
cana-4320	199	1	each	each	DET
cana-4320	199	2	algorithm	algorithm	NOUN
cana-4320	199	3	presents	present	VERB
cana-4320	199	4	trade	trade	NOUN
cana-4320	199	5	-	-	PUNCT
cana-4320	199	6	offs	off	NOUN
cana-4320	199	7	between	between	ADP
cana-4320	199	8	accuracy	accuracy	NOUN
cana-4320	199	9	,	,	PUNCT
cana-4320	199	10	speed	speed	NOUN
cana-4320	199	11	,	,	PUNCT
cana-4320	199	12	and	and	CCONJ
cana-4320	199	13	convergence	convergence	NOUN
cana-4320	199	14	,	,	PUNCT
cana-4320	199	15	making	make	VERB
cana-4320	199	16	them	they	PRON
cana-4320	199	17	suitable	suitable	ADJ
cana-4320	199	18	for	for	ADP
cana-4320	199	19	different	different	ADJ
cana-4320	199	20	types	type	NOUN
cana-4320	199	21	of	of	ADP
cana-4320	199	22	problems	problem	NOUN
cana-4320	199	23	and	and	CCONJ
cana-4320	199	24	datasets	dataset	NOUN
cana-4320	199	25	.	.	PUNCT
cana-4320	200	1	while	while	SCONJ
cana-4320	200	2	adam	adam	PROPN
cana-4320	200	3	and	and	CCONJ
cana-4320	200	4	pso	pso	NOUN
cana-4320	200	5	are	be	AUX
cana-4320	200	6	particularly	particularly	ADV
cana-4320	200	7	strong	strong	ADJ
cana-4320	200	8	in	in	ADP
cana-4320	200	9	complex	complex	ADJ
cana-4320	200	10	optimization	optimization	NOUN
cana-4320	200	11	tasks	task	NOUN
cana-4320	200	12	,	,	PUNCT
cana-4320	200	13	algorithms	algorithm	NOUN
cana-4320	200	14	like	like	ADP
cana-4320	200	15	sgd	sgd	NOUN
cana-4320	200	16	and	and	CCONJ
cana-4320	200	17	mbgd	mbgd	NOUN
cana-4320	200	18	remain	remain	VERB
cana-4320	200	19	useful	useful	ADJ
cana-4320	200	20	for	for	ADP
cana-4320	200	21	tasks	task	NOUN
cana-4320	200	22	requiring	require	VERB
cana-4320	200	23	simplicity	simplicity	NOUN
cana-4320	200	24	and	and	CCONJ
cana-4320	200	25	large	large	ADJ
cana-4320	200	26	-	-	PUNCT
cana-4320	200	27	scale	scale	NOUN
cana-4320	200	28	data	datum	NOUN
cana-4320	200	29	processing	processing	NOUN
cana-4320	200	30	.	.	PUNCT
cana-4320	201	1	table	table	NOUN
cana-4320	201	2	2	2	NUM
cana-4320	201	3	:	:	PUNCT
cana-4320	201	4	comparision	comparision	NOUN
cana-4320	201	5	using	use	VERB
cana-4320	201	6	key	key	ADJ
cana-4320	201	7	classification	classification	NOUN
cana-4320	201	8	performance	performance	NOUN
cana-4320	201	9	matrics	matric	NOUN
cana-4320	201	10	metrics	metric	NOUN
cana-4320	201	11	precision	precision	NOUN
cana-4320	201	12	recall	recall	VERB
cana-4320	201	13	f1	f1	NOUN
cana-4320	201	14	-	-	PUNCT
cana-4320	201	15	score	score	NOUN
cana-4320	201	16	sgd	sgd	PROPN
cana-4320	201	17	0.92	0.92	NUM
cana-4320	201	18	0.91	0.91	NUM
cana-4320	201	19	0.91	0.91	NUM
cana-4320	201	20	mbgd	mbgd	NOUN
cana-4320	201	21	0.94	0.94	NUM
cana-4320	201	22	0.94	0.94	NUM
cana-4320	201	23	0.94	0.94	NUM
cana-4320	201	24	nag	nag	ADP
cana-4320	201	25	0.95	0.95	NUM
cana-4320	201	26	0.95	0.95	NUM
cana-4320	201	27	0.95	0.95	NUM
cana-4320	201	28	adam	adam	PROPN
cana-4320	201	29	0.96	0.96	NUM
cana-4320	201	30	0.96	0.96	NUM
cana-4320	201	31	0.96	0.96	NUM
cana-4320	201	32	pso	pso	NOUN
cana-4320	201	33	0.93	0.93	NUM
cana-4320	201	34	0.92	0.92	NUM
cana-4320	201	35	0.92	0.92	NUM
cana-4320	201	36	0	0	NUM
cana-4320	201	37	100	100	NUM
cana-4320	201	38	200	200	NUM
cana-4320	201	39	300	300	NUM
cana-4320	201	40	400	400	NUM
cana-4320	201	41	500	500	NUM
cana-4320	201	42	600	600	NUM
cana-4320	201	43	700	700	NUM
cana-4320	201	44	800	800	NUM
cana-4320	201	45	sgd	sgd	NOUN
cana-4320	201	46	mbgd	mbgd	NOUN
cana-4320	201	47	nag	nag	VERB
cana-4320	201	48	adam	adam	PROPN
cana-4320	201	49	pso	pso	PROPN
cana-4320	201	50	result	result	NOUN
cana-4320	201	51	batch	batch	NOUN
cana-4320	201	52	size	size	NOUN
cana-4320	201	53	momentum	momentum	NOUN
cana-4320	201	54	learning	learning	NOUN
cana-4320	201	55	rate	rate	NOUN
cana-4320	201	56	convergence	convergence	NOUN
cana-4320	201	57	iterations	iteration	NOUN
cana-4320	201	58	training	training	NOUN
cana-4320	201	59	time	time	NOUN
cana-4320	201	60	(	(	PUNCT
cana-4320	201	61	s	s	NOUN
cana-4320	201	62	)	)	PUNCT
cana-4320	201	63	accuracy	accuracy	NOUN
cana-4320	201	64	(	(	PUNCT
cana-4320	201	65	%	%	INTJ
cana-4320	201	66	)	)	PUNCT
cana-4320	201	67	communications	communication	NOUN
cana-4320	201	68	on	on	ADP
cana-4320	201	69	applied	apply	VERB
cana-4320	201	70	nonlinear	nonlinear	ADJ
cana-4320	201	71	analysis	analysis	NOUN
cana-4320	201	72	issn	issn	NOUN
cana-4320	201	73	:	:	PUNCT
cana-4320	201	74	1074	1074	NUM
cana-4320	201	75	-	-	PUNCT
cana-4320	201	76	133x	133x	NUM
cana-4320	201	77	vol	vol	NOUN
cana-4320	201	78	32	32	NUM
cana-4320	201	79	no	no	NOUN
cana-4320	201	80	.	.	PUNCT
cana-4320	202	1	9s	9s	NUM
cana-4320	202	2	(	(	PUNCT
cana-4320	202	3	2025	2025	NUM
cana-4320	202	4	)	)	PUNCT
cana-4320	202	5	1823	1823	NUM
cana-4320	203	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	203	2	table	table	NOUN
cana-4320	203	3	2	2	NUM
cana-4320	203	4	provides	provide	VERB
cana-4320	203	5	a	a	DET
cana-4320	203	6	comparison	comparison	NOUN
cana-4320	203	7	of	of	ADP
cana-4320	203	8	the	the	DET
cana-4320	203	9	five	five	NUM
cana-4320	203	10	optimization	optimization	NOUN
cana-4320	203	11	algorithms	algorithm	NOUN
cana-4320	203	12	—	—	PUNCT
cana-4320	203	13	sgd	sgd	NOUN
cana-4320	203	14	,	,	PUNCT
cana-4320	203	15	mbgd	mbgd	NOUN
cana-4320	203	16	,	,	PUNCT
cana-4320	203	17	nag	nag	VERB
cana-4320	203	18	,	,	PUNCT
cana-4320	203	19	adam	adam	PROPN
cana-4320	203	20	,	,	PUNCT
cana-4320	203	21	and	and	CCONJ
cana-4320	203	22	pso	pso	NOUN
cana-4320	203	23	—	—	PUNCT
cana-4320	203	24	using	use	VERB
cana-4320	203	25	key	key	ADJ
cana-4320	203	26	classification	classification	NOUN
cana-4320	203	27	performance	performance	NOUN
cana-4320	203	28	metrics	metric	NOUN
cana-4320	203	29	:	:	PUNCT
cana-4320	203	30	precision	precision	NOUN
cana-4320	203	31	,	,	PUNCT
cana-4320	203	32	recall	recall	NOUN
cana-4320	203	33	,	,	PUNCT
cana-4320	203	34	and	and	CCONJ
cana-4320	203	35	f1	f1	NOUN
cana-4320	203	36	-	-	PUNCT
cana-4320	203	37	score	score	NOUN
cana-4320	203	38	.	.	PUNCT
cana-4320	204	1	these	these	DET
cana-4320	204	2	metrics	metric	NOUN
cana-4320	204	3	are	be	AUX
cana-4320	204	4	essential	essential	ADJ
cana-4320	204	5	for	for	ADP
cana-4320	204	6	evaluating	evaluate	VERB
cana-4320	204	7	the	the	DET
cana-4320	204	8	effectiveness	effectiveness	NOUN
cana-4320	204	9	of	of	ADP
cana-4320	204	10	an	an	DET
cana-4320	204	11	algorithm	algorithm	NOUN
cana-4320	204	12	,	,	PUNCT
cana-4320	204	13	particularly	particularly	ADV
cana-4320	204	14	in	in	ADP
cana-4320	204	15	tasks	task	NOUN
cana-4320	204	16	such	such	ADJ
cana-4320	204	17	as	as	ADP
cana-4320	204	18	classification	classification	NOUN
cana-4320	204	19	,	,	PUNCT
cana-4320	204	20	where	where	SCONJ
cana-4320	204	21	the	the	DET
cana-4320	204	22	balance	balance	NOUN
cana-4320	204	23	between	between	ADP
cana-4320	204	24	correctly	correctly	ADV
cana-4320	204	25	identifying	identify	VERB
cana-4320	204	26	positive	positive	ADJ
cana-4320	204	27	and	and	CCONJ
cana-4320	204	28	negative	negative	ADJ
cana-4320	204	29	examples	example	NOUN
cana-4320	204	30	is	be	AUX
cana-4320	204	31	crucial	crucial	ADJ
cana-4320	204	32	.	.	PUNCT
cana-4320	205	1	•	•	NUM
cana-4320	205	2	sgd	sgd	X
cana-4320	205	3	(	(	PUNCT
cana-4320	205	4	stochastic	stochastic	ADJ
cana-4320	205	5	gradient	gradient	ADJ
cana-4320	205	6	descent	descent	NOUN
cana-4320	205	7	):	):	PUNCT
cana-4320	205	8	precision	precision	NOUN
cana-4320	205	9	:	:	PUNCT
cana-4320	205	10	0.92	0.92	NUM
cana-4320	205	11	,	,	PUNCT
cana-4320	205	12	recall	recall	VERB
cana-4320	205	13	:	:	PUNCT
cana-4320	205	14	0.91	0.91	NUM
cana-4320	205	15	,	,	PUNCT
cana-4320	205	16	f1	f1	NOUN
cana-4320	205	17	-	-	PUNCT
cana-4320	205	18	score	score	NOUN
cana-4320	205	19	:	:	PUNCT
cana-4320	205	20	0.91	0.91	NUM
cana-4320	205	21	findings	finding	NOUN
cana-4320	205	22	:	:	PUNCT
cana-4320	205	23	sgd	sgd	X
cana-4320	205	24	performs	perform	VERB
cana-4320	205	25	reasonably	reasonably	ADV
cana-4320	205	26	well	well	ADV
cana-4320	205	27	,	,	PUNCT
cana-4320	205	28	with	with	ADP
cana-4320	205	29	precision	precision	NOUN
cana-4320	205	30	slightly	slightly	ADV
cana-4320	205	31	higher	high	ADJ
cana-4320	205	32	than	than	ADP
cana-4320	205	33	recall	recall	NOUN
cana-4320	205	34	.	.	PUNCT
cana-4320	206	1	this	this	PRON
cana-4320	206	2	indicates	indicate	VERB
cana-4320	206	3	that	that	SCONJ
cana-4320	206	4	sgd	sgd	PROPN
cana-4320	206	5	tends	tend	VERB
cana-4320	206	6	to	to	PART
cana-4320	206	7	make	make	VERB
cana-4320	206	8	fewer	few	ADJ
cana-4320	206	9	false	false	ADJ
cana-4320	206	10	positives	positive	NOUN
cana-4320	206	11	than	than	ADP
cana-4320	206	12	false	false	ADJ
cana-4320	206	13	negatives	negative	NOUN
cana-4320	206	14	.	.	PUNCT
cana-4320	207	1	however	however	ADV
cana-4320	207	2	,	,	PUNCT
cana-4320	207	3	its	its	PRON
cana-4320	207	4	f1	f1	NOUN
cana-4320	207	5	-	-	PUNCT
cana-4320	207	6	score	score	NOUN
cana-4320	207	7	suggests	suggest	VERB
cana-4320	207	8	that	that	SCONJ
cana-4320	207	9	it	it	PRON
cana-4320	207	10	struggles	struggle	VERB
cana-4320	207	11	to	to	PART
cana-4320	207	12	balance	balance	VERB
cana-4320	207	13	precision	precision	NOUN
cana-4320	207	14	and	and	CCONJ
cana-4320	207	15	recall	recall	NOUN
cana-4320	207	16	,	,	PUNCT
cana-4320	207	17	possibly	possibly	ADV
cana-4320	207	18	due	due	ADP
cana-4320	207	19	to	to	ADP
cana-4320	207	20	its	its	PRON
cana-4320	207	21	simpler	simple	ADJ
cana-4320	207	22	optimization	optimization	NOUN
cana-4320	207	23	approach	approach	NOUN
cana-4320	207	24	and	and	CCONJ
cana-4320	207	25	higher	high	ADJ
cana-4320	207	26	variance	variance	NOUN
cana-4320	207	27	in	in	ADP
cana-4320	207	28	updates	update	NOUN
cana-4320	207	29	during	during	ADP
cana-4320	207	30	training	training	NOUN
cana-4320	207	31	.	.	PUNCT
cana-4320	208	1	sgd	sgd	PROPN
cana-4320	208	2	,	,	PUNCT
cana-4320	208	3	while	while	SCONJ
cana-4320	208	4	reliable	reliable	ADJ
cana-4320	208	5	,	,	PUNCT
cana-4320	208	6	shows	show	VERB
cana-4320	208	7	lower	low	ADJ
cana-4320	208	8	performance	performance	NOUN
cana-4320	208	9	compared	compare	VERB
cana-4320	208	10	to	to	ADP
cana-4320	208	11	other	other	ADJ
cana-4320	208	12	more	more	ADV
cana-4320	208	13	advanced	advanced	ADJ
cana-4320	208	14	algorithms	algorithm	NOUN
cana-4320	208	15	.	.	PUNCT
cana-4320	209	1	•	•	NUM
cana-4320	209	2	mbgd	mbgd	NOUN
cana-4320	209	3	(	(	PUNCT
cana-4320	209	4	mini	mini	NOUN
cana-4320	209	5	-	-	NOUN
cana-4320	209	6	batch	batch	ADJ
cana-4320	209	7	gradient	gradient	ADJ
cana-4320	209	8	descent	descent	NOUN
cana-4320	209	9	):	):	PUNCT
cana-4320	209	10	precision	precision	NOUN
cana-4320	209	11	:	:	PUNCT
cana-4320	209	12	0.94	0.94	NUM
cana-4320	209	13	,	,	PUNCT
cana-4320	209	14	recall	recall	NOUN
cana-4320	209	15	:	:	PUNCT
cana-4320	209	16	0.94	0.94	NUM
cana-4320	209	17	,	,	PUNCT
cana-4320	209	18	f1	f1	NOUN
cana-4320	209	19	-	-	PUNCT
cana-4320	209	20	score	score	NOUN
cana-4320	209	21	:	:	PUNCT
cana-4320	209	22	0.94	0.94	NUM
cana-4320	209	23	findings	finding	NOUN
cana-4320	209	24	:	:	PUNCT
cana-4320	209	25	mbgd	mbgd	NOUN
cana-4320	209	26	shows	show	VERB
cana-4320	209	27	consistent	consistent	ADJ
cana-4320	209	28	and	and	CCONJ
cana-4320	209	29	improved	improved	ADJ
cana-4320	209	30	performance	performance	NOUN
cana-4320	209	31	across	across	ADP
cana-4320	209	32	all	all	DET
cana-4320	209	33	three	three	NUM
cana-4320	209	34	metrics	metric	NOUN
cana-4320	209	35	compared	compare	VERB
cana-4320	209	36	to	to	ADP
cana-4320	209	37	sgd	sgd	PROPN
cana-4320	209	38	.	.	PUNCT
cana-4320	210	1	the	the	DET
cana-4320	210	2	equal	equal	ADJ
cana-4320	210	3	values	value	NOUN
cana-4320	210	4	of	of	ADP
cana-4320	210	5	precision	precision	NOUN
cana-4320	210	6	and	and	CCONJ
cana-4320	210	7	recall	recall	NOUN
cana-4320	210	8	suggest	suggest	VERB
cana-4320	210	9	that	that	SCONJ
cana-4320	210	10	mbgd	mbgd	NOUN
cana-4320	210	11	is	be	AUX
cana-4320	210	12	well	well	ADV
cana-4320	210	13	-	-	PUNCT
cana-4320	210	14	balanced	balanced	ADJ
cana-4320	210	15	in	in	ADP
cana-4320	210	16	both	both	PRON
cana-4320	210	17	minimizing	minimize	VERB
cana-4320	210	18	false	false	ADJ
cana-4320	210	19	positives	positive	NOUN
cana-4320	210	20	and	and	CCONJ
cana-4320	210	21	false	false	ADJ
cana-4320	210	22	negatives	negative	NOUN
cana-4320	210	23	.	.	PUNCT
cana-4320	211	1	the	the	DET
cana-4320	211	2	mini	mini	ADJ
cana-4320	211	3	-	-	NOUN
cana-4320	211	4	batch	batch	NOUN
cana-4320	211	5	approach	approach	NOUN
cana-4320	211	6	reduces	reduce	VERB
cana-4320	211	7	variance	variance	NOUN
cana-4320	211	8	and	and	CCONJ
cana-4320	211	9	allows	allow	VERB
cana-4320	211	10	for	for	ADP
cana-4320	211	11	smoother	smooth	ADJ
cana-4320	211	12	convergence	convergence	NOUN
cana-4320	211	13	,	,	PUNCT
cana-4320	211	14	contributing	contribute	VERB
cana-4320	211	15	to	to	ADP
cana-4320	211	16	higher	high	ADJ
cana-4320	211	17	precision	precision	NOUN
cana-4320	211	18	and	and	CCONJ
cana-4320	211	19	recall	recall	NOUN
cana-4320	211	20	values	value	NOUN
cana-4320	211	21	,	,	PUNCT
cana-4320	211	22	which	which	PRON
cana-4320	211	23	is	be	AUX
cana-4320	211	24	reflected	reflect	VERB
cana-4320	211	25	in	in	ADP
cana-4320	211	26	the	the	DET
cana-4320	211	27	strong	strong	ADJ
cana-4320	211	28	f1score	f1score	NOUN
cana-4320	211	29	.	.	PUNCT
cana-4320	211	30	•	•	NUM
cana-4320	211	31	nag	nag	INTJ
cana-4320	211	32	(	(	PUNCT
cana-4320	211	33	nesterov	nesterov	PROPN
cana-4320	211	34	accelerated	accelerate	VERB
cana-4320	211	35	gradient	gradient	NOUN
cana-4320	211	36	):	):	PUNCT
cana-4320	211	37	precision	precision	NOUN
cana-4320	211	38	:	:	PUNCT
cana-4320	211	39	0.95	0.95	NUM
cana-4320	211	40	,	,	PUNCT
cana-4320	211	41	recall	recall	NOUN
cana-4320	211	42	:	:	PUNCT
cana-4320	211	43	0.95	0.95	NUM
cana-4320	211	44	,	,	PUNCT
cana-4320	211	45	f1	f1	NOUN
cana-4320	211	46	-	-	PUNCT
cana-4320	211	47	score	score	NOUN
cana-4320	211	48	:	:	PUNCT
cana-4320	211	49	0.95	0.95	NUM
cana-4320	211	50	findings	finding	NOUN
cana-4320	211	51	:	:	PUNCT
cana-4320	211	52	nag	nag	VERB
cana-4320	211	53	improves	improve	VERB
cana-4320	211	54	further	far	ADV
cana-4320	211	55	upon	upon	SCONJ
cana-4320	211	56	mbgd	mbgd	NOUN
cana-4320	211	57	by	by	ADP
cana-4320	211	58	incorporating	incorporate	VERB
cana-4320	211	59	momentum	momentum	NOUN
cana-4320	211	60	,	,	PUNCT
cana-4320	211	61	which	which	PRON
cana-4320	211	62	helps	help	VERB
cana-4320	211	63	accelerate	accelerate	VERB
cana-4320	211	64	convergence	convergence	NOUN
cana-4320	211	65	and	and	CCONJ
cana-4320	211	66	avoid	avoid	VERB
cana-4320	211	67	getting	getting	AUX
cana-4320	211	68	stuck	stick	VERB
cana-4320	211	69	in	in	ADP
cana-4320	211	70	local	local	ADJ
cana-4320	211	71	minima	minima	NOUN
cana-4320	211	72	.	.	PUNCT
cana-4320	212	1	this	this	DET
cana-4320	212	2	results	result	NOUN
cana-4320	212	3	in	in	ADP
cana-4320	212	4	high	high	ADJ
cana-4320	212	5	precision	precision	NOUN
cana-4320	212	6	and	and	CCONJ
cana-4320	212	7	recall	recall	NOUN
cana-4320	212	8	values	value	NOUN
cana-4320	212	9	,	,	PUNCT
cana-4320	212	10	with	with	ADP
cana-4320	212	11	an	an	DET
cana-4320	212	12	f1	f1	NOUN
cana-4320	212	13	-	-	PUNCT
cana-4320	212	14	score	score	NOUN
cana-4320	212	15	of	of	ADP
cana-4320	212	16	0.95	0.95	NUM
cana-4320	212	17	,	,	PUNCT
cana-4320	212	18	indicating	indicate	VERB
cana-4320	212	19	a	a	DET
cana-4320	212	20	good	good	ADJ
cana-4320	212	21	balance	balance	NOUN
cana-4320	212	22	between	between	ADP
cana-4320	212	23	correctly	correctly	ADV
cana-4320	212	24	identifying	identify	VERB
cana-4320	212	25	both	both	CCONJ
cana-4320	212	26	true	true	ADJ
cana-4320	212	27	positives	positive	NOUN
cana-4320	212	28	and	and	CCONJ
cana-4320	212	29	negatives	negative	NOUN
cana-4320	212	30	.	.	PUNCT
cana-4320	213	1	nag	nag	VERB
cana-4320	213	2	’s	’s	PART
cana-4320	213	3	ability	ability	NOUN
cana-4320	213	4	to	to	PART
cana-4320	213	5	anticipate	anticipate	VERB
cana-4320	213	6	gradients	gradient	NOUN
cana-4320	213	7	and	and	CCONJ
cana-4320	213	8	adjust	adjust	VERB
cana-4320	213	9	updates	update	NOUN
cana-4320	213	10	accordingly	accordingly	ADV
cana-4320	213	11	results	result	VERB
cana-4320	213	12	in	in	ADP
cana-4320	213	13	a	a	DET
cana-4320	213	14	wellrounded	wellrounded	ADJ
cana-4320	213	15	performance	performance	NOUN
cana-4320	213	16	across	across	ADP
cana-4320	213	17	all	all	DET
cana-4320	213	18	metrics	metric	NOUN
cana-4320	213	19	.	.	PUNCT
cana-4320	214	1	•	•	NUM
cana-4320	214	2	adam	adam	PROPN
cana-4320	214	3	(	(	PUNCT
cana-4320	214	4	adaptive	adaptive	ADJ
cana-4320	214	5	moment	moment	NOUN
cana-4320	214	6	estimation	estimation	NOUN
cana-4320	214	7	):	):	PUNCT
cana-4320	214	8	precision	precision	NOUN
cana-4320	214	9	:	:	PUNCT
cana-4320	214	10	0.96	0.96	NUM
cana-4320	214	11	,	,	PUNCT
cana-4320	214	12	recall	recall	VERB
cana-4320	214	13	:	:	PUNCT
cana-4320	214	14	0.96	0.96	NUM
cana-4320	214	15	,	,	PUNCT
cana-4320	214	16	f1	f1	NOUN
cana-4320	214	17	-	-	PUNCT
cana-4320	214	18	score	score	NOUN
cana-4320	214	19	:	:	PUNCT
cana-4320	214	20	0.96	0.96	NUM
cana-4320	214	21	findings	finding	NOUN
cana-4320	214	22	:	:	PUNCT
cana-4320	214	23	adam	adam	PROPN
cana-4320	214	24	performs	perform	VERB
cana-4320	214	25	the	the	DET
cana-4320	214	26	best	good	ADJ
cana-4320	214	27	among	among	ADP
cana-4320	214	28	the	the	DET
cana-4320	214	29	five	five	NUM
cana-4320	214	30	algorithms	algorithm	NOUN
cana-4320	214	31	in	in	ADP
cana-4320	214	32	terms	term	NOUN
cana-4320	214	33	of	of	ADP
cana-4320	214	34	precision	precision	NOUN
cana-4320	214	35	,	,	PUNCT
cana-4320	214	36	recall	recall	NOUN
cana-4320	214	37	,	,	PUNCT
cana-4320	214	38	and	and	CCONJ
cana-4320	214	39	f1score	f1score	NOUN
cana-4320	214	40	.	.	PUNCT
cana-4320	215	1	with	with	ADP
cana-4320	215	2	adaptive	adaptive	ADJ
cana-4320	215	3	learning	learning	NOUN
cana-4320	215	4	rates	rate	NOUN
cana-4320	215	5	and	and	CCONJ
cana-4320	215	6	momentum	momentum	NOUN
cana-4320	215	7	,	,	PUNCT
cana-4320	215	8	adam	adam	PROPN
cana-4320	215	9	effectively	effectively	ADV
cana-4320	215	10	balances	balance	VERB
cana-4320	215	11	exploration	exploration	NOUN
cana-4320	215	12	and	and	CCONJ
cana-4320	215	13	exploitation	exploitation	NOUN
cana-4320	215	14	during	during	ADP
cana-4320	215	15	optimization	optimization	NOUN
cana-4320	215	16	.	.	PUNCT
cana-4320	216	1	this	this	PRON
cana-4320	216	2	allows	allow	VERB
cana-4320	216	3	it	it	PRON
cana-4320	216	4	to	to	PART
cana-4320	216	5	achieve	achieve	VERB
cana-4320	216	6	high	high	ADJ
cana-4320	216	7	accuracy	accuracy	NOUN
cana-4320	216	8	while	while	SCONJ
cana-4320	216	9	minimizing	minimize	VERB
cana-4320	216	10	both	both	DET
cana-4320	216	11	false	false	ADJ
cana-4320	216	12	positives	positive	NOUN
cana-4320	216	13	and	and	CCONJ
cana-4320	216	14	false	false	ADJ
cana-4320	216	15	negatives	negative	NOUN
cana-4320	216	16	.	.	PUNCT
cana-4320	217	1	the	the	DET
cana-4320	217	2	equal	equal	ADJ
cana-4320	217	3	values	value	NOUN
cana-4320	217	4	across	across	ADP
cana-4320	217	5	all	all	DET
cana-4320	217	6	three	three	NUM
cana-4320	217	7	metrics	metric	NOUN
cana-4320	217	8	highlight	highlight	VERB
cana-4320	217	9	adam	adam	PROPN
cana-4320	217	10	's	's	PART
cana-4320	217	11	robustness	robustness	NOUN
cana-4320	217	12	and	and	CCONJ
cana-4320	217	13	versatility	versatility	NOUN
cana-4320	217	14	in	in	ADP
cana-4320	217	15	various	various	ADJ
cana-4320	217	16	tasks	task	NOUN
cana-4320	217	17	,	,	PUNCT
cana-4320	217	18	especially	especially	ADV
cana-4320	217	19	when	when	SCONJ
cana-4320	217	20	dealing	deal	VERB
cana-4320	217	21	with	with	ADP
cana-4320	217	22	complex	complex	ADJ
cana-4320	217	23	,	,	PUNCT
cana-4320	217	24	high	high	ADJ
cana-4320	217	25	-	-	PUNCT
cana-4320	217	26	dimensional	dimensional	ADJ
cana-4320	217	27	data	datum	NOUN
cana-4320	217	28	.	.	PUNCT
cana-4320	218	1	•	•	NUM
cana-4320	218	2	pso	pso	NOUN
cana-4320	218	3	(	(	PUNCT
cana-4320	218	4	particle	particle	NOUN
cana-4320	218	5	swarm	swarm	NOUN
cana-4320	218	6	optimization	optimization	NOUN
cana-4320	218	7	):	):	PUNCT
cana-4320	218	8	precision	precision	NOUN
cana-4320	218	9	:	:	PUNCT
cana-4320	218	10	0.93	0.93	NUM
cana-4320	218	11	,	,	PUNCT
cana-4320	218	12	recall	recall	NOUN
cana-4320	218	13	:	:	PUNCT
cana-4320	218	14	0.92	0.92	NUM
cana-4320	218	15	,	,	PUNCT
cana-4320	218	16	f1	f1	NOUN
cana-4320	218	17	-	-	PUNCT
cana-4320	218	18	score	score	NOUN
cana-4320	218	19	:	:	PUNCT
cana-4320	218	20	0.92	0.92	NUM
cana-4320	218	21	communications	communication	NOUN
cana-4320	218	22	on	on	ADP
cana-4320	218	23	applied	apply	VERB
cana-4320	218	24	nonlinear	nonlinear	ADJ
cana-4320	218	25	analysis	analysis	NOUN
cana-4320	218	26	issn	issn	NOUN
cana-4320	218	27	:	:	PUNCT
cana-4320	218	28	1074	1074	NUM
cana-4320	218	29	-	-	PUNCT
cana-4320	218	30	133x	133x	NUM
cana-4320	218	31	vol	vol	NOUN
cana-4320	218	32	32	32	NUM
cana-4320	218	33	no	no	NOUN
cana-4320	218	34	.	.	PUNCT
cana-4320	219	1	9s	9s	NUM
cana-4320	219	2	(	(	PUNCT
cana-4320	219	3	2025	2025	NUM
cana-4320	219	4	)	)	PUNCT
cana-4320	219	5	1824	1824	NUM
cana-4320	220	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	220	2	findings	finding	NOUN
cana-4320	220	3	:	:	PUNCT
cana-4320	220	4	pso	pso	NOUN
cana-4320	220	5	demonstrates	demonstrate	VERB
cana-4320	220	6	strong	strong	ADJ
cana-4320	220	7	performance	performance	NOUN
cana-4320	220	8	but	but	CCONJ
cana-4320	220	9	falls	fall	VERB
cana-4320	220	10	slightly	slightly	ADV
cana-4320	220	11	behind	behind	ADP
cana-4320	220	12	adam	adam	PROPN
cana-4320	220	13	and	and	CCONJ
cana-4320	220	14	nag	nag	VERB
cana-4320	220	15	.	.	PUNCT
cana-4320	221	1	its	its	PRON
cana-4320	221	2	precision	precision	NOUN
cana-4320	221	3	of	of	ADP
cana-4320	221	4	0.93and	0.93and	NUM
cana-4320	221	5	recall	recall	NOUN
cana-4320	221	6	of	of	ADP
cana-4320	221	7	0.92	0.92	NUM
cana-4320	221	8	indicate	indicate	VERB
cana-4320	221	9	that	that	SCONJ
cana-4320	221	10	it	it	PRON
cana-4320	221	11	tends	tend	VERB
cana-4320	221	12	to	to	PART
cana-4320	221	13	make	make	VERB
cana-4320	221	14	slightly	slightly	ADV
cana-4320	221	15	more	more	ADV
cana-4320	221	16	false	false	ADJ
cana-4320	221	17	negatives	negative	NOUN
cana-4320	221	18	than	than	ADP
cana-4320	221	19	false	false	ADJ
cana-4320	221	20	positives	positive	NOUN
cana-4320	221	21	.	.	PUNCT
cana-4320	222	1	pso	pso	NOUN
cana-4320	222	2	is	be	AUX
cana-4320	222	3	especially	especially	ADV
cana-4320	222	4	powerful	powerful	ADJ
cana-4320	222	5	in	in	ADP
cana-4320	222	6	non	non	ADJ
cana-4320	222	7	-	-	ADJ
cana-4320	222	8	differentiable	differentiable	ADJ
cana-4320	222	9	and	and	CCONJ
cana-4320	222	10	complex	complex	ADJ
cana-4320	222	11	problem	problem	NOUN
cana-4320	222	12	spaces	space	VERB
cana-4320	222	13	,	,	PUNCT
cana-4320	222	14	but	but	CCONJ
cana-4320	222	15	its	its	PRON
cana-4320	222	16	swarm	swarm	NOUN
cana-4320	222	17	-	-	PUNCT
cana-4320	222	18	based	base	VERB
cana-4320	222	19	optimization	optimization	NOUN
cana-4320	222	20	might	might	AUX
cana-4320	222	21	result	result	VERB
cana-4320	222	22	in	in	ADP
cana-4320	222	23	slower	slow	ADJ
cana-4320	222	24	convergence	convergence	NOUN
cana-4320	222	25	in	in	ADP
cana-4320	222	26	some	some	DET
cana-4320	222	27	cases	case	NOUN
cana-4320	222	28	.	.	PUNCT
cana-4320	223	1	while	while	SCONJ
cana-4320	223	2	it	it	PRON
cana-4320	223	3	maintains	maintain	VERB
cana-4320	223	4	a	a	DET
cana-4320	223	5	high	high	ADJ
cana-4320	223	6	level	level	NOUN
cana-4320	223	7	of	of	ADP
cana-4320	223	8	performance	performance	NOUN
cana-4320	223	9	,	,	PUNCT
cana-4320	223	10	its	its	PRON
cana-4320	223	11	f1	f1	NOUN
cana-4320	223	12	-	-	PUNCT
cana-4320	223	13	score	score	NOUN
cana-4320	223	14	of	of	ADP
cana-4320	223	15	0.92	0.92	NUM
cana-4320	223	16	suggests	suggest	VERB
cana-4320	223	17	that	that	SCONJ
cana-4320	223	18	it	it	PRON
cana-4320	223	19	might	might	AUX
cana-4320	223	20	not	not	PART
cana-4320	223	21	be	be	AUX
cana-4320	223	22	as	as	ADV
cana-4320	223	23	well	well	ADV
cana-4320	223	24	-	-	PUNCT
cana-4320	223	25	suited	suit	VERB
cana-4320	223	26	to	to	ADP
cana-4320	223	27	highdimensional	highdimensional	ADJ
cana-4320	223	28	problems	problem	NOUN
cana-4320	223	29	as	as	ADP
cana-4320	223	30	adam	adam	PROPN
cana-4320	223	31	or	or	CCONJ
cana-4320	223	32	nag	nag	VERB
cana-4320	223	33	.	.	PUNCT
cana-4320	224	1	graph	graph	NOUN
cana-4320	224	2	2	2	NUM
cana-4320	224	3	:	:	PUNCT
cana-4320	224	4	comparison	comparison	NOUN
cana-4320	224	5	by	by	ADP
cana-4320	224	6	performance	performance	NOUN
cana-4320	224	7	matrics	matric	NOUN
cana-4320	224	8	graph	graph	VERB
cana-4320	224	9	2	2	NUM
cana-4320	224	10	shows	show	VERB
cana-4320	224	11	adam	adam	PROPN
cana-4320	224	12	is	be	AUX
cana-4320	224	13	the	the	DET
cana-4320	224	14	top	top	ADV
cana-4320	224	15	-	-	PUNCT
cana-4320	224	16	performing	perform	VERB
cana-4320	224	17	algorithm	algorithm	NOUN
cana-4320	224	18	in	in	ADP
cana-4320	224	19	terms	term	NOUN
cana-4320	224	20	of	of	ADP
cana-4320	224	21	precision	precision	NOUN
cana-4320	224	22	,	,	PUNCT
cana-4320	224	23	recall	recall	NOUN
cana-4320	224	24	,	,	PUNCT
cana-4320	224	25	and	and	CCONJ
cana-4320	224	26	f1	f1	NOUN
cana-4320	224	27	-	-	PUNCT
cana-4320	224	28	score	score	NOUN
cana-4320	224	29	,	,	PUNCT
cana-4320	224	30	making	make	VERB
cana-4320	224	31	it	it	PRON
cana-4320	224	32	the	the	DET
cana-4320	224	33	most	most	ADV
cana-4320	224	34	effective	effective	ADJ
cana-4320	224	35	choice	choice	NOUN
cana-4320	224	36	for	for	ADP
cana-4320	224	37	tasks	task	NOUN
cana-4320	224	38	that	that	PRON
cana-4320	224	39	require	require	VERB
cana-4320	224	40	a	a	DET
cana-4320	224	41	balance	balance	NOUN
cana-4320	224	42	between	between	ADP
cana-4320	224	43	minimizing	minimize	VERB
cana-4320	224	44	false	false	ADJ
cana-4320	224	45	positives	positive	NOUN
cana-4320	224	46	and	and	CCONJ
cana-4320	224	47	false	false	ADJ
cana-4320	224	48	negatives	negative	NOUN
cana-4320	224	49	.	.	PUNCT
cana-4320	225	1	nag	nag	AUX
cana-4320	225	2	closely	closely	ADV
cana-4320	225	3	follows	follow	VERB
cana-4320	225	4	adam	adam	PROPN
cana-4320	225	5	,	,	PUNCT
cana-4320	225	6	excelling	excel	VERB
cana-4320	225	7	in	in	ADP
cana-4320	225	8	tasks	task	NOUN
cana-4320	225	9	that	that	PRON
cana-4320	225	10	benefit	benefit	VERB
cana-4320	225	11	from	from	ADP
cana-4320	225	12	momentum	momentum	NOUN
cana-4320	225	13	-	-	PUNCT
cana-4320	225	14	based	base	VERB
cana-4320	225	15	updates	update	NOUN
cana-4320	225	16	,	,	PUNCT
cana-4320	225	17	which	which	PRON
cana-4320	225	18	help	help	VERB
cana-4320	225	19	accelerate	accelerate	VERB
cana-4320	225	20	convergence	convergence	NOUN
cana-4320	225	21	.	.	PUNCT
cana-4320	226	1	mbgd	mbgd	NOUN
cana-4320	226	2	is	be	AUX
cana-4320	226	3	a	a	DET
cana-4320	226	4	solid	solid	ADJ
cana-4320	226	5	performer	performer	NOUN
cana-4320	226	6	,	,	PUNCT
cana-4320	226	7	striking	strike	VERB
cana-4320	226	8	a	a	DET
cana-4320	226	9	good	good	ADJ
cana-4320	226	10	balance	balance	NOUN
cana-4320	226	11	between	between	ADP
cana-4320	226	12	sgd	sgd	PROPN
cana-4320	226	13	’s	’s	PART
cana-4320	226	14	simplicity	simplicity	NOUN
cana-4320	226	15	and	and	CCONJ
cana-4320	226	16	nag	nag	VERB
cana-4320	226	17	’s	’s	ADJ
cana-4320	226	18	advanced	advanced	ADJ
cana-4320	226	19	features	feature	NOUN
cana-4320	226	20	.	.	PUNCT
cana-4320	227	1	sgd	sgd	PROPN
cana-4320	227	2	lags	lag	NOUN
cana-4320	227	3	behind	behind	ADP
cana-4320	227	4	other	other	ADJ
cana-4320	227	5	algorithms	algorithm	NOUN
cana-4320	227	6	,	,	PUNCT
cana-4320	227	7	offering	offer	VERB
cana-4320	227	8	a	a	DET
cana-4320	227	9	less	less	ADV
cana-4320	227	10	precise	precise	ADJ
cana-4320	227	11	model	model	NOUN
cana-4320	227	12	with	with	ADP
cana-4320	227	13	more	more	ADV
cana-4320	227	14	frequent	frequent	ADJ
cana-4320	227	15	false	false	ADJ
cana-4320	227	16	positives	positive	NOUN
cana-4320	227	17	and	and	CCONJ
cana-4320	227	18	negatives	negative	NOUN
cana-4320	227	19	.	.	PUNCT
cana-4320	228	1	pso	pso	NOUN
cana-4320	228	2	,	,	PUNCT
cana-4320	228	3	while	while	SCONJ
cana-4320	228	4	powerful	powerful	ADJ
cana-4320	228	5	in	in	ADP
cana-4320	228	6	certain	certain	ADJ
cana-4320	228	7	optimization	optimization	NOUN
cana-4320	228	8	tasks	task	NOUN
cana-4320	228	9	,	,	PUNCT
cana-4320	228	10	shows	show	VERB
cana-4320	228	11	slightly	slightly	ADV
cana-4320	228	12	lower	low	ADJ
cana-4320	228	13	performance	performance	NOUN
cana-4320	228	14	in	in	ADP
cana-4320	228	15	terms	term	NOUN
cana-4320	228	16	of	of	ADP
cana-4320	228	17	classification	classification	NOUN
cana-4320	228	18	accuracy	accuracy	NOUN
cana-4320	228	19	compared	compare	VERB
cana-4320	228	20	to	to	ADP
cana-4320	228	21	adam	adam	PROPN
cana-4320	228	22	and	and	CCONJ
cana-4320	228	23	nag	nag	VERB
cana-4320	228	24	,	,	PUNCT
cana-4320	228	25	but	but	CCONJ
cana-4320	228	26	still	still	ADV
cana-4320	228	27	performs	perform	VERB
cana-4320	228	28	better	well	ADV
cana-4320	228	29	than	than	ADP
cana-4320	228	30	sgd	sgd	NOUN
cana-4320	228	31	and	and	CCONJ
cana-4320	228	32	mbgd	mbgd	NOUN
cana-4320	228	33	.	.	PUNCT
cana-4320	229	1	in	in	ADP
cana-4320	229	2	conclusion	conclusion	NOUN
cana-4320	229	3	,	,	PUNCT
cana-4320	229	4	adam	adam	PROPN
cana-4320	229	5	and	and	CCONJ
cana-4320	229	6	nag	nag	VERB
cana-4320	229	7	are	be	AUX
cana-4320	229	8	the	the	DET
cana-4320	229	9	best	good	ADJ
cana-4320	229	10	choices	choice	NOUN
cana-4320	229	11	for	for	ADP
cana-4320	229	12	high	high	ADJ
cana-4320	229	13	-	-	PUNCT
cana-4320	229	14	precision	precision	NOUN
cana-4320	229	15	,	,	PUNCT
cana-4320	229	16	high	high	ADJ
cana-4320	229	17	-	-	PUNCT
cana-4320	229	18	recall	recall	NOUN
cana-4320	229	19	tasks	task	NOUN
cana-4320	229	20	,	,	PUNCT
cana-4320	229	21	while	while	SCONJ
cana-4320	229	22	pso	pso	NOUN
cana-4320	229	23	remains	remain	VERB
cana-4320	229	24	a	a	DET
cana-4320	229	25	strong	strong	ADJ
cana-4320	229	26	contender	contender	NOUN
cana-4320	229	27	in	in	ADP
cana-4320	229	28	specific	specific	ADJ
cana-4320	229	29	optimization	optimization	NOUN
cana-4320	229	30	scenarios	scenario	NOUN
cana-4320	229	31	.	.	PUNCT
cana-4320	230	1	sgd	sgd	NOUN
cana-4320	230	2	and	and	CCONJ
cana-4320	230	3	mbgd	mbgd	NOUN
cana-4320	230	4	are	be	AUX
cana-4320	230	5	simpler	simple	ADJ
cana-4320	230	6	and	and	CCONJ
cana-4320	230	7	faster	fast	ADV
cana-4320	230	8	but	but	CCONJ
cana-4320	230	9	may	may	AUX
cana-4320	230	10	require	require	VERB
cana-4320	230	11	more	more	ADJ
cana-4320	230	12	iterations	iteration	NOUN
cana-4320	230	13	to	to	PART
cana-4320	230	14	achieve	achieve	VERB
cana-4320	230	15	similar	similar	ADJ
cana-4320	230	16	performance	performance	NOUN
cana-4320	230	17	levels	level	NOUN
cana-4320	230	18	.	.	PUNCT
cana-4320	231	1	6	6	X
cana-4320	231	2	.	.	X
cana-4320	231	3	conclusion	conclusion	NOUN
cana-4320	231	4	and	and	CCONJ
cana-4320	231	5	future	future	ADJ
cana-4320	231	6	research	research	NOUN
cana-4320	231	7	directions	direction	NOUN
cana-4320	231	8	:	:	PUNCT
cana-4320	231	9	the	the	DET
cana-4320	231	10	proposed	propose	VERB
cana-4320	231	11	pso	pso	NOUN
cana-4320	231	12	-	-	PUNCT
cana-4320	231	13	based	base	VERB
cana-4320	231	14	iot	iot	NOUN
cana-4320	231	15	cybersecurity	cybersecurity	NOUN
cana-4320	231	16	framework	framework	NOUN
cana-4320	231	17	represents	represent	VERB
cana-4320	231	18	a	a	DET
cana-4320	231	19	significant	significant	ADJ
cana-4320	231	20	breakthrough	breakthrough	NOUN
cana-4320	231	21	in	in	ADP
cana-4320	231	22	the	the	DET
cana-4320	231	23	quest	quest	NOUN
cana-4320	231	24	for	for	ADP
cana-4320	231	25	robust	robust	ADJ
cana-4320	231	26	and	and	CCONJ
cana-4320	231	27	adaptive	adaptive	ADJ
cana-4320	231	28	cybersecurity	cybersecurity	NOUN
cana-4320	231	29	solutions	solution	NOUN
cana-4320	231	30	.	.	PUNCT
cana-4320	232	1	by	by	ADP
cana-4320	232	2	harnessing	harness	VERB
cana-4320	232	3	the	the	DET
cana-4320	232	4	strengths	strength	NOUN
cana-4320	232	5	of	of	ADP
cana-4320	232	6	particle	particle	NOUN
cana-4320	232	7	swarm	swarm	NOUN
cana-4320	232	8	optimization	optimization	NOUN
cana-4320	232	9	,	,	PUNCT
cana-4320	232	10	this	this	DET
cana-4320	232	11	system	system	NOUN
cana-4320	232	12	demonstrates	demonstrate	VERB
cana-4320	232	13	unparalleled	unparalleled	ADJ
cana-4320	232	14	capabilities	capability	NOUN
cana-4320	232	15	in	in	ADP
cana-4320	232	16	detecting	detect	VERB
cana-4320	232	17	and	and	CCONJ
cana-4320	232	18	preventing	prevent	VERB
cana-4320	232	19	cyber	cyber	NOUN
cana-4320	232	20	threats	threat	NOUN
cana-4320	232	21	in	in	ADP
cana-4320	232	22	real	real	ADJ
cana-4320	232	23	time	time	NOUN
cana-4320	232	24	.	.	PUNCT
cana-4320	233	1	its	its	PRON
cana-4320	233	2	scalability	scalability	NOUN
cana-4320	233	3	,	,	PUNCT
cana-4320	233	4	flexibility	flexibility	NOUN
cana-4320	233	5	,	,	PUNCT
cana-4320	233	6	and	and	CCONJ
cana-4320	233	7	accuracy	accuracy	NOUN
cana-4320	233	8	make	make	VERB
cana-4320	233	9	it	it	PRON
cana-4320	233	10	an	an	DET
cana-4320	233	11	ideal	ideal	ADJ
cana-4320	233	12	solution	solution	NOUN
cana-4320	233	13	for	for	ADP
cana-4320	233	14	the	the	DET
cana-4320	233	15	rapidly	rapidly	ADV
cana-4320	233	16	evolving	evolve	VERB
cana-4320	233	17	iot	iot	ADJ
cana-4320	233	18	landscape	landscape	NOUN
cana-4320	233	19	.	.	PUNCT
cana-4320	234	1	the	the	DET
cana-4320	234	2	framework	framework	NOUN
cana-4320	234	3	's	's	PART
cana-4320	234	4	ability	ability	NOUN
cana-4320	234	5	to	to	PART
cana-4320	234	6	optimize	optimize	VERB
cana-4320	234	7	threat	threat	NOUN
cana-4320	234	8	detection	detection	NOUN
cana-4320	234	9	with	with	ADP
cana-4320	234	10	minimal	minimal	ADJ
cana-4320	234	11	false	false	ADJ
cana-4320	234	12	positives	positive	NOUN
cana-4320	234	13	and	and	CCONJ
cana-4320	234	14	rapid	rapid	ADJ
cana-4320	234	15	response	response	NOUN
cana-4320	234	16	times	time	NOUN
cana-4320	234	17	underscores	underscore	VERB
cana-4320	234	18	its	its	PRON
cana-4320	234	19	potential	potential	NOUN
cana-4320	234	20	to	to	PART
cana-4320	234	21	safeguard	safeguard	VERB
cana-4320	234	22	iot	iot	NOUN
cana-4320	234	23	devices	device	NOUN
cana-4320	234	24	and	and	CCONJ
cana-4320	234	25	networks	network	NOUN
cana-4320	234	26	0	0	NUM
cana-4320	234	27	100	100	NUM
cana-4320	234	28	200	200	NUM
cana-4320	234	29	300	300	NUM
cana-4320	234	30	400	400	NUM
cana-4320	234	31	500	500	NUM
cana-4320	234	32	600	600	NUM
cana-4320	234	33	700	700	NUM
cana-4320	234	34	800	800	NUM
cana-4320	234	35	sgd	sgd	NOUN
cana-4320	234	36	mbgd	mbgd	NOUN
cana-4320	234	37	nag	nag	VERB
cana-4320	234	38	adam	adam	PROPN
cana-4320	234	39	pso	pso	PROPN
cana-4320	234	40	result	result	NOUN
cana-4320	234	41	accuracy	accuracy	NOUN
cana-4320	234	42	(	(	PUNCT
cana-4320	234	43	%	%	INTJ
cana-4320	234	44	)	)	PUNCT
cana-4320	234	45	training	training	NOUN
cana-4320	234	46	time	time	NOUN
cana-4320	234	47	(	(	PUNCT
cana-4320	234	48	s	s	NOUN
cana-4320	234	49	)	)	PUNCT
cana-4320	234	50	convergence	convergence	NOUN
cana-4320	234	51	iterations	iteration	NOUN
cana-4320	234	52	communications	communication	NOUN
cana-4320	234	53	on	on	ADP
cana-4320	234	54	applied	apply	VERB
cana-4320	234	55	nonlinear	nonlinear	ADJ
cana-4320	234	56	analysis	analysis	NOUN
cana-4320	234	57	issn	issn	NOUN
cana-4320	234	58	:	:	PUNCT
cana-4320	234	59	1074	1074	NUM
cana-4320	234	60	-	-	PUNCT
cana-4320	234	61	133x	133x	NUM
cana-4320	234	62	vol	vol	NOUN
cana-4320	234	63	32	32	NUM
cana-4320	234	64	no	no	NOUN
cana-4320	234	65	.	.	PUNCT
cana-4320	235	1	9s	9s	NUM
cana-4320	235	2	(	(	PUNCT
cana-4320	235	3	2025	2025	NUM
cana-4320	235	4	)	)	PUNCT
cana-4320	235	5	1825	1825	NUM
cana-4320	235	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	236	1	against	against	ADP
cana-4320	236	2	an	an	DET
cana-4320	236	3	increasingly	increasingly	ADV
cana-4320	236	4	complex	complex	ADJ
cana-4320	236	5	cyber	cyber	NOUN
cana-4320	236	6	threat	threat	NOUN
cana-4320	236	7	landscape	landscape	NOUN
cana-4320	236	8	.	.	PUNCT
cana-4320	237	1	moreover	moreover	ADV
cana-4320	237	2	,	,	PUNCT
cana-4320	237	3	its	its	PRON
cana-4320	237	4	adaptability	adaptability	NOUN
cana-4320	237	5	enables	enable	VERB
cana-4320	237	6	it	it	PRON
cana-4320	237	7	to	to	PART
cana-4320	237	8	evolve	evolve	VERB
cana-4320	237	9	alongside	alongside	ADP
cana-4320	237	10	emerging	emerge	VERB
cana-4320	237	11	threats	threat	NOUN
cana-4320	237	12	,	,	PUNCT
cana-4320	237	13	ensuring	ensure	VERB
cana-4320	237	14	sustained	sustained	ADJ
cana-4320	237	15	effectiveness	effectiveness	NOUN
cana-4320	237	16	.	.	PUNCT
cana-4320	238	1	this	this	DET
cana-4320	238	2	research	research	NOUN
cana-4320	238	3	significantly	significantly	ADV
cana-4320	238	4	advances	advance	VERB
cana-4320	238	5	iot	iot	PROPN
cana-4320	238	6	cybersecurity	cybersecurity	NOUN
cana-4320	238	7	,	,	PUNCT
cana-4320	238	8	offering	offer	VERB
cana-4320	238	9	a	a	DET
cana-4320	238	10	foundational	foundational	ADJ
cana-4320	238	11	framework	framework	NOUN
cana-4320	238	12	for	for	ADP
cana-4320	238	13	future	future	ADJ
cana-4320	238	14	security	security	NOUN
cana-4320	238	15	systems	system	NOUN
cana-4320	238	16	.	.	PUNCT
cana-4320	239	1	further	further	ADJ
cana-4320	239	2	optimization	optimization	NOUN
cana-4320	239	3	and	and	CCONJ
cana-4320	239	4	integration	integration	NOUN
cana-4320	239	5	of	of	ADP
cana-4320	239	6	complementary	complementary	ADJ
cana-4320	239	7	algorithms	algorithm	NOUN
cana-4320	239	8	can	can	AUX
cana-4320	239	9	enhance	enhance	VERB
cana-4320	239	10	its	its	PRON
cana-4320	239	11	performance	performance	NOUN
cana-4320	239	12	,	,	PUNCT
cana-4320	239	13	paving	pave	VERB
cana-4320	239	14	the	the	DET
cana-4320	239	15	way	way	NOUN
cana-4320	239	16	for	for	ADP
cana-4320	239	17	even	even	ADV
cana-4320	239	18	more	more	ADV
cana-4320	239	19	robust	robust	ADJ
cana-4320	239	20	and	and	CCONJ
cana-4320	239	21	resilient	resilient	ADJ
cana-4320	239	22	cybersecurity	cybersecurity	NOUN
cana-4320	239	23	solutions	solution	NOUN
cana-4320	239	24	.	.	PUNCT
cana-4320	240	1	the	the	DET
cana-4320	240	2	implications	implication	NOUN
cana-4320	240	3	of	of	ADP
cana-4320	240	4	this	this	DET
cana-4320	240	5	research	research	NOUN
cana-4320	240	6	extend	extend	VERB
cana-4320	240	7	beyond	beyond	ADP
cana-4320	240	8	iot	iot	NOUN
cana-4320	240	9	cybersecurity	cybersecurity	NOUN
cana-4320	240	10	,	,	PUNCT
cana-4320	240	11	as	as	SCONJ
cana-4320	240	12	the	the	DET
cana-4320	240	13	proposed	propose	VERB
cana-4320	240	14	framework	framework	NOUN
cana-4320	240	15	can	can	AUX
cana-4320	240	16	be	be	AUX
cana-4320	240	17	adapted	adapt	VERB
cana-4320	240	18	for	for	ADP
cana-4320	240	19	various	various	ADJ
cana-4320	240	20	applications	application	NOUN
cana-4320	240	21	,	,	PUNCT
cana-4320	240	22	including	include	VERB
cana-4320	240	23	:	:	PUNCT
cana-4320	240	24	1	1	X
cana-4320	240	25	.	.	X
cana-4320	240	26	critical	critical	ADJ
cana-4320	240	27	infrastructure	infrastructure	NOUN
cana-4320	240	28	protection	protection	NOUN
cana-4320	240	29	2	2	NUM
cana-4320	240	30	.	.	PUNCT
cana-4320	240	31	industrial	industrial	ADJ
cana-4320	240	32	control	control	PROPN
cana-4320	240	33	systems	systems	PROPN
cana-4320	240	34	security	security	NOUN
cana-4320	240	35	3	3	NUM
cana-4320	240	36	.	.	PUNCT
cana-4320	241	1	cloud	cloud	NOUN
cana-4320	241	2	computing	compute	VERB
cana-4320	241	3	security	security	NOUN
cana-4320	241	4	4	4	NUM
cana-4320	241	5	.	.	PUNCT
cana-4320	241	6	artificial	artificial	ADJ
cana-4320	241	7	intelligence	intelligence	NOUN
cana-4320	241	8	and	and	CCONJ
cana-4320	241	9	machine	machine	NOUN
cana-4320	241	10	learning	learn	VERB
cana-4320	241	11	security	security	NOUN
cana-4320	241	12	in	in	ADP
cana-4320	241	13	conclusion	conclusion	NOUN
cana-4320	241	14	,	,	PUNCT
cana-4320	241	15	the	the	DET
cana-4320	241	16	pso	pso	NOUN
cana-4320	241	17	-	-	PUNCT
cana-4320	241	18	based	base	VERB
cana-4320	241	19	iot	iot	PROPN
cana-4320	241	20	cybersecurity	cybersecurity	NOUN
cana-4320	241	21	framework	framework	NOUN
cana-4320	241	22	presents	present	VERB
cana-4320	241	23	a	a	DET
cana-4320	241	24	transformative	transformative	ADJ
cana-4320	241	25	approach	approach	NOUN
cana-4320	241	26	to	to	ADP
cana-4320	241	27	cybersecurity	cybersecurity	NOUN
cana-4320	241	28	,	,	PUNCT
cana-4320	241	29	poised	poise	VERB
cana-4320	241	30	to	to	PART
cana-4320	241	31	revolutionize	revolutionize	VERB
cana-4320	241	32	the	the	DET
cana-4320	241	33	protection	protection	NOUN
cana-4320	241	34	of	of	ADP
cana-4320	241	35	iot	iot	PROPN
cana-4320	241	36	devices	device	NOUN
cana-4320	241	37	and	and	CCONJ
cana-4320	241	38	networks	network	NOUN
cana-4320	241	39	.	.	PUNCT
cana-4320	242	1	its	its	PRON
cana-4320	242	2	potential	potential	NOUN
cana-4320	242	3	to	to	PART
cana-4320	242	4	ensure	ensure	VERB
cana-4320	242	5	a	a	DET
cana-4320	242	6	safer	safe	ADJ
cana-4320	242	7	,	,	PUNCT
cana-4320	242	8	more	more	ADV
cana-4320	242	9	secure	secure	ADJ
cana-4320	242	10	connected	connected	ADJ
cana-4320	242	11	world	world	NOUN
cana-4320	242	12	underscores	underscore	VERB
cana-4320	242	13	the	the	DET
cana-4320	242	14	importance	importance	NOUN
cana-4320	242	15	of	of	ADP
cana-4320	242	16	continued	continue	VERB
cana-4320	242	17	research	research	NOUN
cana-4320	242	18	and	and	CCONJ
cana-4320	242	19	development	development	NOUN
cana-4320	242	20	in	in	ADP
cana-4320	242	21	this	this	DET
cana-4320	242	22	critical	critical	ADJ
cana-4320	242	23	field	field	NOUN
cana-4320	242	24	.	.	PUNCT
cana-4320	243	1	future	future	ADJ
cana-4320	243	2	research	research	NOUN
cana-4320	243	3	directions	direction	NOUN
cana-4320	243	4	:	:	PUNCT
cana-4320	243	5	potential	potential	ADJ
cana-4320	243	6	future	future	ADJ
cana-4320	243	7	improvements	improvement	NOUN
cana-4320	243	8	include	include	VERB
cana-4320	243	9	:	:	PUNCT
cana-4320	243	10	•	•	X
cana-4320	243	11	integration	integration	NOUN
cana-4320	243	12	with	with	ADP
cana-4320	243	13	other	other	ADJ
cana-4320	243	14	optimization	optimization	NOUN
cana-4320	243	15	algorithms	algorithm	NOUN
cana-4320	243	16	:	:	PUNCT
cana-4320	243	17	combining	combine	VERB
cana-4320	243	18	pso	pso	NOUN
cana-4320	243	19	with	with	ADP
cana-4320	243	20	other	other	ADJ
cana-4320	243	21	techniques	technique	NOUN
cana-4320	243	22	like	like	ADP
cana-4320	243	23	genetic	genetic	ADJ
cana-4320	243	24	algorithms	algorithm	NOUN
cana-4320	243	25	(	(	PUNCT
cana-4320	243	26	ga	ga	NOUN
cana-4320	243	27	)	)	PUNCT
cana-4320	243	28	to	to	PART
cana-4320	243	29	enhance	enhance	VERB
cana-4320	243	30	threat	threat	NOUN
cana-4320	243	31	detection	detection	NOUN
cana-4320	243	32	further	far	ADV
cana-4320	243	33	.	.	PUNCT
cana-4320	244	1	•	•	NUM
cana-4320	244	2	investigation	investigation	NOUN
cana-4320	244	3	of	of	ADP
cana-4320	244	4	pso	pso	NOUN
cana-4320	244	5	variants	variant	NOUN
cana-4320	244	6	:	:	PUNCT
cana-4320	244	7	exploring	explore	VERB
cana-4320	244	8	different	different	ADJ
cana-4320	244	9	pso	pso	NOUN
cana-4320	244	10	variants	variant	NOUN
cana-4320	244	11	to	to	PART
cana-4320	244	12	optimize	optimize	VERB
cana-4320	244	13	performance	performance	NOUN
cana-4320	244	14	in	in	ADP
cana-4320	244	15	specific	specific	ADJ
cana-4320	244	16	iot	iot	NOUN
cana-4320	244	17	applications	application	NOUN
cana-4320	244	18	.	.	PUNCT
cana-4320	245	1	•	•	NUM
cana-4320	245	2	application	application	NOUN
cana-4320	245	3	to	to	ADP
cana-4320	245	4	specific	specific	ADJ
cana-4320	245	5	iot	iot	NOUN
cana-4320	245	6	domains	domain	NOUN
cana-4320	245	7	:	:	PUNCT
cana-4320	245	8	customizing	customize	VERB
cana-4320	245	9	the	the	DET
cana-4320	245	10	framework	framework	NOUN
cana-4320	245	11	for	for	ADP
cana-4320	245	12	specific	specific	ADJ
cana-4320	245	13	sectors	sector	NOUN
cana-4320	245	14	like	like	ADP
cana-4320	245	15	healthcare	healthcare	NOUN
cana-4320	245	16	,	,	PUNCT
cana-4320	245	17	industrial	industrial	ADJ
cana-4320	245	18	iot	iot	NOUN
cana-4320	245	19	,	,	PUNCT
cana-4320	245	20	and	and	CCONJ
cana-4320	245	21	smart	smart	ADJ
cana-4320	245	22	cities	city	NOUN
cana-4320	245	23	.	.	PUNCT
cana-4320	246	1	•	•	NUM
cana-4320	246	2	development	development	NOUN
cana-4320	246	3	of	of	ADP
cana-4320	246	4	hybrid	hybrid	ADJ
cana-4320	246	5	pso	pso	NOUN
cana-4320	246	6	-	-	PUNCT
cana-4320	246	7	based	base	VERB
cana-4320	246	8	security	security	NOUN
cana-4320	246	9	solutions	solution	NOUN
cana-4320	246	10	•	•	NOUN
cana-4320	246	11	examination	examination	NOUN
cana-4320	246	12	of	of	ADP
cana-4320	246	13	scalability	scalability	NOUN
cana-4320	246	14	and	and	CCONJ
cana-4320	246	15	performance	performance	NOUN
cana-4320	246	16	in	in	ADP
cana-4320	246	17	large	large	ADJ
cana-4320	246	18	-	-	PUNCT
cana-4320	246	19	scale	scale	NOUN
cana-4320	246	20	iot	iot	NOUN
cana-4320	246	21	deployments	deployment	NOUN
cana-4320	246	22	by	by	ADP
cana-4320	246	23	exploring	explore	VERB
cana-4320	246	24	these	these	DET
cana-4320	246	25	avenues	avenue	NOUN
cana-4320	246	26	,	,	PUNCT
cana-4320	246	27	researchers	researcher	NOUN
cana-4320	246	28	and	and	CCONJ
cana-4320	246	29	practitioners	practitioner	NOUN
cana-4320	246	30	can	can	AUX
cana-4320	246	31	further	far	ADV
cana-4320	246	32	enhance	enhance	VERB
cana-4320	246	33	the	the	DET
cana-4320	246	34	proposed	propose	VERB
cana-4320	246	35	framework	framework	NOUN
cana-4320	246	36	,	,	PUNCT
cana-4320	246	37	ultimately	ultimately	ADV
cana-4320	246	38	ensuring	ensure	VERB
cana-4320	246	39	the	the	DET
cana-4320	246	40	security	security	NOUN
cana-4320	246	41	and	and	CCONJ
cana-4320	246	42	integrity	integrity	NOUN
cana-4320	246	43	of	of	ADP
cana-4320	246	44	the	the	DET
cana-4320	246	45	iot	iot	PROPN
cana-4320	246	46	ecosystem	ecosystem	NOUN
cana-4320	246	47	.	.	PUNCT
cana-4320	247	1	references	reference	NOUN
cana-4320	247	2	:	:	PUNCT
cana-4320	248	1	[	[	X
cana-4320	248	2	1	1	NUM
cana-4320	248	3	]	]	X
cana-4320	248	4	gupta	gupta	PROPN
cana-4320	248	5	,	,	PUNCT
cana-4320	248	6	deepti	deepti	PROPN
cana-4320	248	7	,	,	PUNCT
cana-4320	248	8	et	et	PROPN
cana-4320	248	9	al	al	PROPN
cana-4320	248	10	.	.	PUNCT
cana-4320	249	1	"	"	PUNCT
cana-4320	249	2	game	game	NOUN
cana-4320	249	3	theory	theory	NOUN
cana-4320	249	4	based	base	VERB
cana-4320	249	5	privacy	privacy	NOUN
cana-4320	249	6	preserving	preserve	VERB
cana-4320	249	7	approach	approach	NOUN
cana-4320	249	8	for	for	ADP
cana-4320	249	9	collaborative	collaborative	ADJ
cana-4320	249	10	deep	deep	ADJ
cana-4320	249	11	learning	learning	NOUN
cana-4320	249	12	in	in	ADP
cana-4320	249	13	iot	iot	NOUN
cana-4320	249	14	.	.	PUNCT
cana-4320	249	15	"	"	PUNCT
cana-4320	250	1	arxiv	arxiv	PROPN
cana-4320	250	2	preprint	preprint	NOUN
cana-4320	250	3	arxiv:2103.15245	arxiv:2103.15245	PROPN
cana-4320	250	4	(	(	PUNCT
cana-4320	250	5	2021	2021	NUM
cana-4320	250	6	)	)	PUNCT
cana-4320	250	7	.	.	PUNCT
cana-4320	251	1	[	[	X
cana-4320	251	2	2	2	NUM
cana-4320	251	3	]	]	PUNCT
cana-4320	251	4	velliangiri	velliangiri	NOUN
cana-4320	251	5	,	,	PUNCT
cana-4320	251	6	s.	s.	PROPN
cana-4320	251	7	,	,	PUNCT
cana-4320	251	8	and	and	CCONJ
cana-4320	251	9	kenanya	kenanya	PROPN
cana-4320	251	10	kumar	kumar	PROPN
cana-4320	251	11	kasaraneni	kasaraneni	PROPN
cana-4320	251	12	.	.	PUNCT
cana-4320	252	1	"	"	PUNCT
cana-4320	252	2	machine	machine	NOUN
cana-4320	252	3	learning	learning	NOUN
cana-4320	252	4	and	and	CCONJ
cana-4320	252	5	deep	deep	ADJ
cana-4320	252	6	learning	learning	NOUN
cana-4320	252	7	in	in	ADP
cana-4320	252	8	cyber	cyber	ADJ
cana-4320	252	9	security	security	NOUN
cana-4320	252	10	for	for	ADP
cana-4320	252	11	iot	iot	NOUN
cana-4320	252	12	.	.	PUNCT
cana-4320	252	13	"	"	PUNCT
cana-4320	252	14	icdsmla	icdsmla	NOUN
cana-4320	252	15	2019	2019	NUM
cana-4320	252	16	.	.	PUNCT
cana-4320	253	1	springer	springer	NOUN
cana-4320	253	2	,	,	PUNCT
cana-4320	253	3	singapore	singapore	PROPN
cana-4320	253	4	,	,	PUNCT
cana-4320	253	5	2020	2020	NUM
cana-4320	253	6	.	.	PUNCT
cana-4320	254	1	975	975	NUM
cana-4320	254	2	-	-	SYM
cana-4320	254	3	981	981	NUM
cana-4320	254	4	.	.	PUNCT
cana-4320	255	1	[	[	X
cana-4320	255	2	3	3	NUM
cana-4320	255	3	]	]	X
cana-4320	255	4	liu	liu	PROPN
cana-4320	255	5	,	,	PUNCT
cana-4320	255	6	xiaoyuan	xiaoyuan	PROPN
cana-4320	255	7	,	,	PUNCT
cana-4320	255	8	et	et	PROPN
cana-4320	255	9	al	al	PROPN
cana-4320	255	10	.	.	PUNCT
cana-4320	255	11	"	"	PUNCT
cana-4320	255	12	padl	padl	NOUN
cana-4320	255	13	:	:	PUNCT
cana-4320	255	14	privacy	privacy	NOUN
cana-4320	255	15	-	-	PUNCT
cana-4320	255	16	aware	aware	ADJ
cana-4320	255	17	and	and	CCONJ
cana-4320	255	18	asynchronous	asynchronous	ADJ
cana-4320	255	19	deep	deep	ADJ
cana-4320	255	20	learning	learning	NOUN
cana-4320	255	21	for	for	ADP
cana-4320	255	22	iot	iot	NOUN
cana-4320	255	23	applications	application	NOUN
cana-4320	255	24	.	.	PUNCT
cana-4320	255	25	"	"	PUNCT
cana-4320	256	1	ieee	ieee	NOUN
cana-4320	256	2	internet	internet	NOUN
cana-4320	256	3	of	of	ADP
cana-4320	256	4	things	thing	NOUN
cana-4320	256	5	journal	journal	NOUN
cana-4320	256	6	7.8	7.8	NUM
cana-4320	256	7	(	(	PUNCT
cana-4320	256	8	2020	2020	NUM
cana-4320	256	9	):	):	PUNCT
cana-4320	256	10	6955	6955	NUM
cana-4320	256	11	-	-	SYM
cana-4320	256	12	6969	6969	NUM
cana-4320	256	13	.	.	PUNCT
cana-4320	257	1	[	[	X
cana-4320	257	2	4	4	NUM
cana-4320	257	3	]	]	PUNCT
cana-4320	257	4	ahmed	ahme	VERB
cana-4320	257	5	,	,	PUNCT
cana-4320	257	6	kosrat	kosrat	PROPN
cana-4320	257	7	dlshad	dlshad	VERB
cana-4320	257	8	,	,	PUNCT
cana-4320	257	9	and	and	CCONJ
cana-4320	257	10	shavan	shavan	PROPN
cana-4320	257	11	askar	askar	PROPN
cana-4320	257	12	.	.	PUNCT
cana-4320	258	1	"	"	PUNCT
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cana-4320	258	3	learning	learning	NOUN
cana-4320	258	4	models	model	NOUN
cana-4320	258	5	for	for	ADP
cana-4320	258	6	cyber	cyber	ADJ
cana-4320	258	7	security	security	NOUN
cana-4320	258	8	in	in	ADP
cana-4320	258	9	iot	iot	PROPN
cana-4320	258	10	networks	network	NOUN
cana-4320	258	11	:	:	PUNCT
cana-4320	258	12	a	a	DET
cana-4320	258	13	review	review	NOUN
cana-4320	258	14	.	.	PUNCT
cana-4320	258	15	"	"	PUNCT
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cana-4320	259	2	journal	journal	NOUN
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cana-4320	259	4	science	science	NOUN
cana-4320	259	5	and	and	CCONJ
cana-4320	259	6	business	business	NOUN
cana-4320	259	7	5.3	5.3	NUM
cana-4320	259	8	(	(	PUNCT
cana-4320	259	9	2021	2021	NUM
cana-4320	259	10	):	):	PUNCT
cana-4320	259	11	61	61	NUM
cana-4320	259	12	-	-	SYM
cana-4320	259	13	70	70	NUM
cana-4320	259	14	.	.	PUNCT
cana-4320	260	1	communications	communication	NOUN
cana-4320	260	2	on	on	ADP
cana-4320	260	3	applied	apply	VERB
cana-4320	260	4	nonlinear	nonlinear	ADJ
cana-4320	260	5	analysis	analysis	NOUN
cana-4320	260	6	issn	issn	NOUN
cana-4320	260	7	:	:	PUNCT
cana-4320	260	8	1074	1074	NUM
cana-4320	260	9	-	-	PUNCT
cana-4320	260	10	133x	133x	NUM
cana-4320	260	11	vol	vol	NOUN
cana-4320	260	12	32	32	NUM
cana-4320	260	13	no	no	NOUN
cana-4320	260	14	.	.	PUNCT
cana-4320	261	1	9s	9s	NUM
cana-4320	261	2	(	(	PUNCT
cana-4320	261	3	2025	2025	NUM
cana-4320	261	4	)	)	PUNCT
cana-4320	261	5	1826	1826	NUM
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cana-4320	262	1	[	[	X
cana-4320	262	2	5	5	NUM
cana-4320	262	3	]	]	SYM
cana-4320	262	4	li	li	PROPN
cana-4320	262	5	,	,	PUNCT
cana-4320	262	6	yuxi	yuxi	PROPN
cana-4320	262	7	,	,	PUNCT
cana-4320	262	8	et	et	PROPN
cana-4320	262	9	al	al	PROPN
cana-4320	262	10	.	.	PUNCT
cana-4320	263	1	"	"	PUNCT
cana-4320	263	2	deep	deep	ADJ
cana-4320	263	3	learning	learning	NOUN
cana-4320	263	4	in	in	ADP
cana-4320	263	5	security	security	NOUN
cana-4320	263	6	of	of	ADP
cana-4320	263	7	internet	internet	NOUN
cana-4320	263	8	of	of	ADP
cana-4320	263	9	things	thing	NOUN
cana-4320	263	10	.	.	PUNCT
cana-4320	263	11	"	"	PUNCT
cana-4320	264	1	ieee	ieee	NOUN
cana-4320	264	2	internet	internet	NOUN
cana-4320	264	3	of	of	ADP
cana-4320	264	4	things	thing	NOUN
cana-4320	264	5	journal	journal	NOUN
cana-4320	264	6	(	(	PUNCT
cana-4320	264	7	2021	2021	NUM
cana-4320	264	8	)	)	PUNCT
cana-4320	264	9	.	.	PUNCT
cana-4320	265	1	[	[	X
cana-4320	265	2	6	6	NUM
cana-4320	265	3	]	]	X
cana-4320	265	4	yue	yue	PROPN
cana-4320	265	5	,	,	PUNCT
cana-4320	265	6	yawei	yawei	PROPN
cana-4320	265	7	,	,	PUNCT
cana-4320	265	8	et	et	PROPN
cana-4320	265	9	al	al	PROPN
cana-4320	265	10	.	.	PUNCT
cana-4320	266	1	"	"	PUNCT
cana-4320	266	2	deep	deep	ADJ
cana-4320	266	3	learning	learning	NOUN
cana-4320	266	4	-	-	PUNCT
cana-4320	266	5	based	base	VERB
cana-4320	266	6	security	security	NOUN
cana-4320	266	7	behaviour	behaviour	NOUN
cana-4320	266	8	analysis	analysis	NOUN
cana-4320	266	9	in	in	ADP
cana-4320	266	10	iot	iot	ADJ
cana-4320	266	11	environments	environment	NOUN
cana-4320	266	12	:	:	PUNCT
cana-4320	266	13	a	a	DET
cana-4320	266	14	survey	survey	NOUN
cana-4320	266	15	.	.	PUNCT
cana-4320	266	16	"	"	PUNCT
cana-4320	267	1	security	security	NOUN
cana-4320	267	2	and	and	CCONJ
cana-4320	267	3	communication	communication	NOUN
cana-4320	267	4	networks	network	NOUN
cana-4320	267	5	2021	2021	NUM
cana-4320	267	6	(	(	PUNCT
cana-4320	267	7	2021	2021	NUM
cana-4320	267	8	)	)	PUNCT
cana-4320	267	9	.	.	PUNCT
cana-4320	268	1	[	[	X
cana-4320	268	2	7	7	NUM
cana-4320	268	3	]	]	X
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cana-4320	268	6	i.	i.	PROPN
cana-4320	268	7	jeena	jeena	PROPN
cana-4320	268	8	,	,	PUNCT
cana-4320	268	9	and	and	CCONJ
cana-4320	268	10	p.	p.	PROPN
cana-4320	268	11	ebby	ebby	PROPN
cana-4320	268	12	darney	darney	PROPN
cana-4320	268	13	.	.	PUNCT
cana-4320	269	1	"	"	PUNCT
cana-4320	269	2	design	design	NOUN
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cana-4320	269	8	iot	iot	ADJ
cana-4320	269	9	application	application	NOUN
cana-4320	269	10	by	by	ADP
cana-4320	269	11	image	image	NOUN
cana-4320	269	12	based	base	VERB
cana-4320	269	13	recognition	recognition	NOUN
cana-4320	269	14	.	.	PUNCT
cana-4320	269	15	"	"	PUNCT
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cana-4320	270	4	3.03	3.03	NUM
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cana-4320	270	6	2021	2021	NUM
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cana-4320	270	8	276	276	NUM
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cana-4320	270	10	290	290	NUM
cana-4320	270	11	.	.	PUNCT
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cana-4320	271	3	]	]	SYM
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cana-4320	271	8	jiajia	jiajia	PROPN
cana-4320	271	9	liu	liu	PROPN
cana-4320	271	10	,	,	PUNCT
cana-4320	271	11	and	and	CCONJ
cana-4320	271	12	nei	nei	PROPN
cana-4320	271	13	kato	kato	PROPN
cana-4320	271	14	.	.	PUNCT
cana-4320	272	1	"	"	PUNCT
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cana-4320	272	3	learning	learning	NOUN
cana-4320	272	4	-	-	PUNCT
cana-4320	272	5	based	base	VERB
cana-4320	272	6	privacy	privacy	NOUN
cana-4320	272	7	preservation	preservation	NOUN
cana-4320	272	8	and	and	CCONJ
cana-4320	272	9	data	datum	NOUN
cana-4320	272	10	analytics	analytic	NOUN
cana-4320	272	11	for	for	ADP
cana-4320	272	12	iot	iot	PROPN
cana-4320	272	13	enabled	enable	VERB
cana-4320	272	14	healthcare	healthcare	NOUN
cana-4320	272	15	.	.	PUNCT
cana-4320	272	16	"	"	PUNCT
cana-4320	273	1	ieee	ieee	NOUN
cana-4320	273	2	transactions	transaction	NOUN
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cana-4320	273	4	industrial	industrial	ADJ
cana-4320	273	5	informatics	informatic	NOUN
cana-4320	273	6	(	(	PUNCT
cana-4320	273	7	2021	2021	NUM
cana-4320	273	8	)	)	PUNCT
cana-4320	273	9	.	.	PUNCT
cana-4320	274	1	[	[	X
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cana-4320	274	3	]	]	SYM
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cana-4320	275	1	"	"	PUNCT
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cana-4320	275	3	security	security	NOUN
cana-4320	275	4	and	and	CCONJ
cana-4320	275	5	privacy	privacy	NOUN
cana-4320	275	6	using	use	VERB
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cana-4320	275	8	learning	learning	NOUN
cana-4320	275	9	model	model	NOUN
cana-4320	275	10	:	:	PUNCT
cana-4320	275	11	a	a	DET
cana-4320	275	12	review	review	NOUN
cana-4320	275	13	.	.	PUNCT
cana-4320	275	14	"	"	PUNCT
cana-4320	276	1	2021	2021	NUM
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cana-4320	276	3	conference	conference	NOUN
cana-4320	276	4	on	on	ADP
cana-4320	276	5	intelligent	intelligent	ADJ
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cana-4320	276	7	.	.	PUNCT
cana-4320	277	1	ieee	ieee	NOUN
cana-4320	277	2	,	,	PUNCT
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cana-4320	277	4	.	.	PUNCT
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cana-4320	278	11	j.	j.	PROPN
cana-4320	278	12	deepika	deepika	PROPN
cana-4320	278	13	,	,	PUNCT
cana-4320	278	14	j.	j.	PROPN
cana-4320	278	15	r	r	PROPN
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cana-4320	278	17	b.	b.	PROPN
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cana-4320	278	19	and	and	CCONJ
cana-4320	278	20	t.	t.	PROPN
cana-4320	278	21	richard	richard	PROPN
cana-4320	278	22	,	,	PUNCT
cana-4320	278	23	"	"	PUNCT
cana-4320	278	24	cau	cau	NOUN
cana-4320	278	25	-	-	NOUN
cana-4320	278	26	net	net	NOUN
cana-4320	278	27	:	:	PUNCT
cana-4320	278	28	enhancing	enhance	VERB
cana-4320	278	29	medical	medical	ADJ
cana-4320	278	30	image	image	NOUN
cana-4320	278	31	segmentation	segmentation	NOUN
cana-4320	278	32	with	with	ADP
cana-4320	278	33	contour	contour	NOUN
cana-4320	278	34	-	-	PUNCT
cana-4320	278	35	guided	guide	VERB
cana-4320	278	36	attention	attention	NOUN
cana-4320	278	37	for	for	ADP
cana-4320	278	38	accurate	accurate	ADJ
cana-4320	278	39	stroke	stroke	NOUN
cana-4320	278	40	prediction	prediction	NOUN
cana-4320	278	41	,	,	PUNCT
cana-4320	278	42	"	"	PUNCT
cana-4320	278	43	2024	2024	NUM
cana-4320	278	44	international	international	ADJ
cana-4320	278	45	conference	conference	NOUN
cana-4320	278	46	on	on	ADP
cana-4320	278	47	integrated	integrate	VERB
cana-4320	278	48	intelligence	intelligence	NOUN
cana-4320	278	49	and	and	CCONJ
cana-4320	278	50	communication	communication	NOUN
cana-4320	278	51	systems	system	NOUN
cana-4320	278	52	(	(	PUNCT
cana-4320	278	53	iciics	iciic	NOUN
cana-4320	278	54	)	)	PUNCT
cana-4320	278	55	,	,	PUNCT
cana-4320	278	56	kalaburagi	kalaburagi	PROPN
cana-4320	278	57	,	,	PUNCT
cana-4320	278	58	india	india	PROPN
cana-4320	278	59	,	,	PUNCT
cana-4320	278	60	2024	2024	NUM
cana-4320	278	61	,	,	PUNCT
cana-4320	278	62	pp	pp	ADJ
cana-4320	278	63	.	.	PUNCT
cana-4320	279	1	1	1	NUM
cana-4320	279	2	-	-	SYM
cana-4320	279	3	7	7	NUM
cana-4320	279	4	,	,	PUNCT
cana-4320	279	5	doi	doi	NOUN
cana-4320	279	6	:	:	PUNCT
cana-4320	279	7	10.1109	10.1109	NUM
cana-4320	279	8	/	/	SYM
cana-4320	279	9	iciics63763.2024.10859880	iciics63763.2024.10859880	NOUN
cana-4320	279	10	.	.	PUNCT
cana-4320	280	1	[	[	X
cana-4320	280	2	11	11	NUM
cana-4320	280	3	]	]	SYM
cana-4320	280	4	alijoyo	alijoyo	NOUN
cana-4320	280	5	,	,	PUNCT
cana-4320	280	6	f.	f.	PROPN
cana-4320	280	7	a.	a.	PROPN
cana-4320	280	8	,	,	PUNCT
cana-4320	280	9	prabha	prabha	PROPN
cana-4320	280	10	,	,	PUNCT
cana-4320	280	11	b.	b.	PROPN
cana-4320	280	12	,	,	PUNCT
cana-4320	280	13	aarif	aarif	ADJ
cana-4320	280	14	,	,	PUNCT
cana-4320	280	15	m.	m.	NOUN
cana-4320	280	16	,	,	PUNCT
cana-4320	280	17	fatma	fatma	PROPN
cana-4320	280	18	,	,	PUNCT
cana-4320	280	19	g.	g.	PROPN
cana-4320	280	20	,	,	PUNCT
cana-4320	280	21	&	&	CCONJ
cana-4320	280	22	rao	rao	PROPN
cana-4320	280	23	,	,	PUNCT
cana-4320	280	24	v.	v.	ADP
cana-4320	280	25	s.	s.	PROPN
cana-4320	280	26	(	(	PUNCT
cana-4320	280	27	2024	2024	NUM
cana-4320	280	28	,	,	PUNCT
cana-4320	280	29	july	july	PROPN
cana-4320	280	30	)	)	PUNCT
cana-4320	280	31	.	.	PUNCT
cana-4320	281	1	blockchain	blockchain	PROPN
cana-4320	281	2	-	-	PUNCT
cana-4320	281	3	based	base	VERB
cana-4320	281	4	secure	secure	ADJ
cana-4320	281	5	data	datum	NOUN
cana-4320	281	6	sharing	share	VERB
cana-4320	281	7	algorithms	algorithm	NOUN
cana-4320	281	8	for	for	ADP
cana-4320	281	9	cognitive	cognitive	ADJ
cana-4320	281	10	decision	decision	NOUN
cana-4320	281	11	management	management	NOUN
cana-4320	281	12	.	.	PUNCT
cana-4320	282	1	in	in	ADP
cana-4320	282	2	2024	2024	NUM
cana-4320	282	3	international	international	ADJ
cana-4320	282	4	conference	conference	NOUN
cana-4320	282	5	on	on	ADP
cana-4320	282	6	electrical	electrical	ADJ
cana-4320	282	7	,	,	PUNCT
cana-4320	282	8	computer	computer	NOUN
cana-4320	282	9	and	and	CCONJ
cana-4320	282	10	energy	energy	NOUN
cana-4320	282	11	technologies	technology	NOUN
cana-4320	282	12	(	(	PUNCT
cana-4320	282	13	icecet	icecet	PROPN
cana-4320	282	14	(	(	PUNCT
cana-4320	282	15	pp	pp	ADJ
cana-4320	282	16	.	.	PUNCT
cana-4320	282	17	1	1	NUM
cana-4320	282	18	-	-	SYM
cana-4320	282	19	6	6	NUM
cana-4320	282	20	)	)	PUNCT
cana-4320	282	21	.	.	PUNCT
cana-4320	283	1	ieee	ieee	NOUN
cana-4320	283	2	.	.	PUNCT
cana-4320	284	1	[	[	X
cana-4320	284	2	12	12	NUM
cana-4320	284	3	]	]	PUNCT
cana-4320	284	4	a.	a.	NOUN
cana-4320	284	5	mitra	mitra	PROPN
cana-4320	284	6	,	,	PUNCT
cana-4320	284	7	deepika	deepika	PROPN
cana-4320	284	8	,	,	PUNCT
cana-4320	284	9	v.	v.	PROPN
cana-4320	284	10	ammu	ammu	PROPN
cana-4320	284	11	,	,	PUNCT
cana-4320	284	12	r.	r.	PROPN
cana-4320	284	13	chowdhury	chowdhury	PROPN
cana-4320	284	14	,	,	PUNCT
cana-4320	284	15	p.	p.	PROPN
cana-4320	284	16	kumar	kumar	PROPN
cana-4320	284	17	and	and	CCONJ
cana-4320	284	18	g.	g.	PROPN
cana-4320	284	19	e	e	PROPN
cana-4320	284	20	,	,	PUNCT
cana-4320	284	21	"	"	PUNCT
cana-4320	284	22	an	an	DET
cana-4320	284	23	adaptive	adaptive	ADJ
cana-4320	284	24	cloud	cloud	NOUN
cana-4320	284	25	and	and	CCONJ
cana-4320	284	26	internet	internet	NOUN
cana-4320	284	27	of	of	ADP
cana-4320	284	28	things	thing	NOUN
cana-4320	284	29	-	-	PUNCT
cana-4320	284	30	based	base	VERB
cana-4320	284	31	disease	disease	NOUN
cana-4320	284	32	detection	detection	NOUN
cana-4320	284	33	approach	approach	NOUN
cana-4320	284	34	for	for	ADP
cana-4320	284	35	secure	secure	ADJ
cana-4320	284	36	healthcare	healthcare	NOUN
cana-4320	284	37	system	system	NOUN
cana-4320	284	38	,	,	PUNCT
cana-4320	284	39	"	"	PUNCT
cana-4320	284	40	2024	2024	NUM
cana-4320	284	41	international	international	ADJ
cana-4320	284	42	conference	conference	NOUN
cana-4320	284	43	on	on	ADP
cana-4320	284	44	intelligent	intelligent	ADJ
cana-4320	284	45	algorithms	algorithm	NOUN
cana-4320	284	46	for	for	ADP
cana-4320	284	47	computational	computational	ADJ
cana-4320	284	48	intelligence	intelligence	NOUN
cana-4320	284	49	systems	system	NOUN
cana-4320	284	50	(	(	PUNCT
cana-4320	284	51	iacis	iacis	PROPN
cana-4320	284	52	)	)	PUNCT
cana-4320	284	53	,	,	PUNCT
cana-4320	284	54	hassan	hassan	PROPN
cana-4320	284	55	,	,	PUNCT
cana-4320	284	56	india	india	PROPN
cana-4320	284	57	,	,	PUNCT
cana-4320	284	58	2024	2024	NUM
cana-4320	284	59	,	,	PUNCT
cana-4320	284	60	pp	pp	ADJ
cana-4320	284	61	.	.	PUNCT
cana-4320	285	1	1	1	NUM
cana-4320	285	2	-	-	SYM
cana-4320	285	3	7	7	NUM
cana-4320	285	4	,	,	PUNCT
cana-4320	285	5	doi	doi	NOUN
cana-4320	285	6	:	:	PUNCT
cana-4320	285	7	10.1109	10.1109	NUM
cana-4320	285	8	/	/	SYM
cana-4320	285	9	iacis61494.2024.10721944	iacis61494.2024.10721944	NOUN
cana-4320	285	10	.	.	PUNCT
cana-4320	286	1	[	[	X
cana-4320	286	2	13	13	NUM
cana-4320	286	3	]	]	PUNCT
cana-4320	286	4	f.	f.	PROPN
cana-4320	286	5	a.	a.	PROPN
cana-4320	286	6	alijoyo	alijoyo	PROPN
cana-4320	286	7	,	,	PUNCT
cana-4320	286	8	b.	b.	PROPN
cana-4320	286	9	prabha	prabha	PROPN
cana-4320	286	10	,	,	PUNCT
cana-4320	286	11	m.	m.	NOUN
cana-4320	286	12	aarif	aarif	PROPN
cana-4320	286	13	,	,	PUNCT
cana-4320	286	14	g.	g.	PROPN
cana-4320	286	15	fatma	fatma	PROPN
cana-4320	286	16	,	,	PUNCT
cana-4320	286	17	v.	v.	PROPN
cana-4320	286	18	s.	s.	PROPN
cana-4320	286	19	rao	rao	PROPN
cana-4320	286	20	and	and	CCONJ
cana-4320	286	21	p.	p.	PROPN
cana-4320	286	22	valavan	valavan	PROPN
cana-4320	286	23	m	m	PROPN
cana-4320	286	24	,	,	PUNCT
cana-4320	286	25	"	"	PUNCT
cana-4320	286	26	blockchain	blockchain	NOUN
cana-4320	286	27	-	-	PUNCT
cana-4320	286	28	based	base	VERB
cana-4320	286	29	secure	secure	ADJ
cana-4320	286	30	data	datum	NOUN
cana-4320	286	31	sharing	share	VERB
cana-4320	286	32	algorithms	algorithm	NOUN
cana-4320	286	33	for	for	ADP
cana-4320	286	34	cognitive	cognitive	ADJ
cana-4320	286	35	decision	decision	NOUN
cana-4320	286	36	management	management	NOUN
cana-4320	286	37	,	,	PUNCT
cana-4320	286	38	"	"	PUNCT
cana-4320	286	39	2024	2024	NUM
cana-4320	286	40	international	international	ADJ
cana-4320	286	41	conference	conference	NOUN
cana-4320	286	42	on	on	ADP
cana-4320	286	43	electrical	electrical	ADJ
cana-4320	286	44	,	,	PUNCT
cana-4320	286	45	computer	computer	NOUN
cana-4320	286	46	and	and	CCONJ
cana-4320	286	47	energy	energy	NOUN
cana-4320	286	48	technologies	technology	NOUN
cana-4320	286	49	(	(	PUNCT
cana-4320	286	50	icecet	icecet	PROPN
cana-4320	286	51	,	,	PUNCT
cana-4320	286	52	sydney	sydney	PROPN
cana-4320	286	53	,	,	PUNCT
cana-4320	286	54	australia	australia	PROPN
cana-4320	286	55	,	,	PUNCT
cana-4320	286	56	2024	2024	NUM
cana-4320	286	57	,	,	PUNCT
cana-4320	286	58	pp	pp	ADJ
cana-4320	286	59	.	.	PUNCT
cana-4320	286	60	1	1	NUM
cana-4320	286	61	-	-	SYM
cana-4320	286	62	6	6	NUM
cana-4320	286	63	,	,	PUNCT
cana-4320	286	64	doi	doi	NOUN
cana-4320	286	65	:	:	PUNCT
cana-4320	286	66	10.1109	10.1109	NUM
cana-4320	286	67	/	/	SYM
cana-4320	286	68	icecet61485.2024.10698611	icecet61485.2024.10698611	NOUN
cana-4320	286	69	.	.	PUNCT
cana-4320	287	1	[	[	X
cana-4320	287	2	14	14	NUM
cana-4320	287	3	]	]	X
cana-4320	287	4	al	al	PROPN
cana-4320	287	5	-	-	PUNCT
cana-4320	287	6	shourbaji	shourbaji	PROPN
cana-4320	287	7	,	,	PUNCT
cana-4320	287	8	i.	i.	PROPN
cana-4320	287	9	,	,	PUNCT
cana-4320	287	10	&	&	CCONJ
cana-4320	287	11	al	al	PROPN
cana-4320	287	12	-	-	PUNCT
cana-4320	287	13	janabi	janabi	PROPN
cana-4320	287	14	,	,	PUNCT
cana-4320	287	15	s.	s.	PROPN
cana-4320	287	16	(	(	PUNCT
cana-4320	287	17	2017	2017	NUM
cana-4320	287	18	)	)	PUNCT
cana-4320	287	19	.	.	PUNCT
cana-4320	288	1	intrusion	intrusion	NOUN
cana-4320	288	2	detection	detection	NOUN
cana-4320	288	3	and	and	CCONJ
cana-4320	288	4	prevention	prevention	NOUN
cana-4320	288	5	systems	system	NOUN
cana-4320	288	6	in	in	ADP
cana-4320	288	7	wireless	wireless	ADJ
cana-4320	288	8	networks	network	NOUN
cana-4320	288	9	.	.	PUNCT
cana-4320	289	1	kurdistan	kurdistan	PROPN
cana-4320	289	2	journal	journal	PROPN
cana-4320	289	3	of	of	ADP
cana-4320	289	4	applied	apply	VERB
cana-4320	289	5	research	research	NOUN
cana-4320	289	6	,	,	PUNCT
cana-4320	289	7	2(3	2(3	NUM
cana-4320	289	8	)	)	PUNCT
cana-4320	289	9	,	,	PUNCT
cana-4320	289	10	267	267	NUM
cana-4320	289	11	-	-	SYM
cana-4320	289	12	272	272	NUM
cana-4320	289	13	.	.	PUNCT
cana-4320	290	1	https://doi.org/10.24017/science.2017.3.48	https://doi.org/10.24017/science.2017.3.48	VERB
cana-4320	290	2	[	[	X
cana-4320	290	3	15	15	NUM
cana-4320	290	4	]	]	X
cana-4320	290	5	kalpurniya	kalpurniya	PROPN
cana-4320	290	6	,	,	PUNCT
cana-4320	290	7	s.	s.	PROPN
cana-4320	290	8	,	,	PUNCT
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cana-4320	290	10	,	,	PUNCT
cana-4320	290	11	r.	r.	PROPN
cana-4320	290	12	,	,	PUNCT
cana-4320	290	13	&	&	CCONJ
cana-4320	290	14	chandramohan	chandramohan	PROPN
cana-4320	290	15	,	,	PUNCT
cana-4320	290	16	n.	n.	NOUN
cana-4320	290	17	(	(	PUNCT
cana-4320	290	18	2023	2023	NUM
cana-4320	290	19	)	)	PUNCT
cana-4320	290	20	.	.	PUNCT
cana-4320	291	1	a	a	DET
cana-4320	291	2	study	study	NOUN
cana-4320	291	3	on	on	ADP
cana-4320	291	4	stress	stress	NOUN
cana-4320	291	5	level	level	NOUN
cana-4320	291	6	,	,	PUNCT
cana-4320	291	7	happiness	happiness	NOUN
cana-4320	291	8	,	,	PUNCT
cana-4320	291	9	challenges	challenge	NOUN
cana-4320	291	10	,	,	PUNCT
cana-4320	291	11	and	and	CCONJ
cana-4320	291	12	emotional	emotional	ADJ
cana-4320	291	13	bonds	bond	NOUN
cana-4320	291	14	of	of	ADP
cana-4320	291	15	parents	parent	NOUN
cana-4320	291	16	having	have	VERB
cana-4320	291	17	children	child	NOUN
cana-4320	291	18	with	with	ADP
cana-4320	291	19	disabilities	disability	NOUN
cana-4320	291	20	availing	avail	VERB
cana-4320	291	21	services	service	NOUN
cana-4320	291	22	at	at	ADP
cana-4320	291	23	[	[	X
cana-4320	291	24	16	16	NUM
cana-4320	291	25	]	]	SYM
cana-4320	291	26	niepmd	niepmd	ADJ
cana-4320	291	27	,	,	PUNCT
cana-4320	291	28	chennai	chennai	NOUN
cana-4320	291	29	.	.	PUNCT
cana-4320	291	30	integrated	integrate	VERB
cana-4320	291	31	journal	journal	NOUN
cana-4320	291	32	for	for	ADP
cana-4320	291	33	research	research	NOUN
cana-4320	291	34	in	in	ADP
cana-4320	291	35	arts	art	NOUN
cana-4320	291	36	and	and	CCONJ
cana-4320	291	37	humanities	humanity	NOUN
cana-4320	291	38	,	,	PUNCT
cana-4320	291	39	3(5	3(5	NUM
cana-4320	291	40	)	)	PUNCT
cana-4320	291	41	,	,	PUNCT
cana-4320	291	42	72	72	NUM
cana-4320	291	43	-	-	SYM
cana-4320	291	44	88	88	NUM
cana-4320	291	45	.	.	PUNCT
cana-4320	292	1	[	[	X
cana-4320	292	2	17	17	NUM
cana-4320	292	3	]	]	PUNCT
cana-4320	292	4	alshourbaji	alshourbaji	NOUN
cana-4320	292	5	,	,	PUNCT
cana-4320	292	6	ibrahim	ibrahim	PROPN
cana-4320	292	7	.	.	PUNCT
cana-4320	293	1	(	(	PUNCT
cana-4320	293	2	2013	2013	NUM
cana-4320	293	3	)	)	PUNCT
cana-4320	293	4	.	.	PUNCT
cana-4320	294	1	wireless	wireless	PROPN
cana-4320	294	2	intrusion	intrusion	NOUN
cana-4320	294	3	detection	detection	NOUN
cana-4320	294	4	systems	system	NOUN
cana-4320	294	5	(	(	PUNCT
cana-4320	294	6	wids	wid	NOUN
cana-4320	294	7	)	)	PUNCT
cana-4320	294	8	.	.	PUNCT
cana-4320	295	1	international	international	ADJ
cana-4320	295	2	journal	journal	PROPN
cana-4320	295	3	for	for	ADP
cana-4320	295	4	housing	housing	NOUN
cana-4320	295	5	science	science	NOUN
cana-4320	295	6	and	and	CCONJ
cana-4320	295	7	its	its	PRON
cana-4320	295	8	applications	application	NOUN
cana-4320	295	9	.	.	PUNCT
cana-4320	296	1	vol	vol	NOUN
cana-4320	296	2	.	.	PROPN
cana-4320	297	1	2	2	NUM
cana-4320	297	2	.	.	PUNCT
cana-4320	298	1	[	[	X
cana-4320	298	2	18	18	NUM
cana-4320	298	3	]	]	X
cana-4320	298	4	singh	singh	PROPN
cana-4320	298	5	,	,	PUNCT
cana-4320	298	6	a.	a.	PROPN
cana-4320	298	7	,	,	PUNCT
cana-4320	298	8	&	&	CCONJ
cana-4320	298	9	ramachandran	ramachandran	PROPN
cana-4320	298	10	,	,	PUNCT
cana-4320	298	11	r.	r.	PROPN
cana-4320	298	12	(	(	PUNCT
cana-4320	298	13	2014	2014	NUM
cana-4320	298	14	)	)	PUNCT
cana-4320	298	15	.	.	PUNCT
cana-4320	299	1	study	study	NOUN
cana-4320	299	2	on	on	ADP
cana-4320	299	3	the	the	DET
cana-4320	299	4	effectiveness	effectiveness	NOUN
cana-4320	299	5	of	of	ADP
cana-4320	299	6	smart	smart	ADJ
cana-4320	299	7	board	board	NOUN
cana-4320	299	8	technology	technology	NOUN
cana-4320	299	9	in	in	ADP
cana-4320	299	10	improving	improve	VERB
cana-4320	299	11	the	the	DET
cana-4320	299	12	psychological	psychological	ADJ
cana-4320	299	13	processes	process	NOUN
cana-4320	299	14	of	of	ADP
cana-4320	299	15	students	student	NOUN
cana-4320	299	16	with	with	ADP
cana-4320	299	17	learning	learn	VERB
cana-4320	299	18	disability	disability	NOUN
cana-4320	299	19	.	.	PUNCT
cana-4320	300	1	sai	sai	PROPN
cana-4320	300	2	om	om	PROPN
cana-4320	300	3	journal	journal	PROPN
cana-4320	300	4	of	of	ADP
cana-4320	300	5	arts	arts	PROPN
cana-4320	300	6	&	&	CCONJ
cana-4320	300	7	education	education	NOUN
cana-4320	300	8	,	,	PUNCT
cana-4320	300	9	1(4	1(4	NUM
cana-4320	300	10	)	)	PUNCT
cana-4320	300	11	,	,	PUNCT
cana-4320	300	12	1	1	NUM
cana-4320	300	13	-	-	SYM
cana-4320	300	14	6	6	NUM
cana-4320	300	15	.	.	PUNCT
cana-4320	301	1	https://doi.org/10.24017/science.2017.3.48	https://doi.org/10.24017/science.2017.3.48	VERB
cana-4320	301	2	communications	communication	NOUN
cana-4320	301	3	on	on	ADP
cana-4320	301	4	applied	apply	VERB
cana-4320	301	5	nonlinear	nonlinear	ADJ
cana-4320	301	6	analysis	analysis	NOUN
cana-4320	301	7	issn	issn	NOUN
cana-4320	301	8	:	:	PUNCT
cana-4320	301	9	1074	1074	NUM
cana-4320	301	10	-	-	PUNCT
cana-4320	301	11	133x	133x	NUM
cana-4320	301	12	vol	vol	NOUN
cana-4320	301	13	32	32	NUM
cana-4320	301	14	no	no	NOUN
cana-4320	301	15	.	.	PUNCT
cana-4320	302	1	9s	9s	NUM
cana-4320	302	2	(	(	PUNCT
cana-4320	302	3	2025	2025	NUM
cana-4320	302	4	)	)	PUNCT
cana-4320	302	5	1827	1827	NUM
cana-4320	302	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	303	1	[	[	X
cana-4320	303	2	19	19	NUM
cana-4320	303	3	]	]	X
cana-4320	303	4	ahamad	ahamad	PROPN
cana-4320	303	5	,	,	PUNCT
cana-4320	303	6	shakeel	shakeel	PROPN
cana-4320	303	7	&	&	CCONJ
cana-4320	303	8	alshourbaji	alshourbaji	PROPN
cana-4320	303	9	,	,	PUNCT
cana-4320	303	10	ibrahim	ibrahim	PROPN
cana-4320	303	11	&	&	CCONJ
cana-4320	303	12	al	al	PROPN
cana-4320	303	13	-	-	PUNCT
cana-4320	303	14	janabi	janabi	NOUN
cana-4320	303	15	,	,	PUNCT
cana-4320	303	16	samaher	samaher	NOUN
cana-4320	303	17	.	.	PUNCT
cana-4320	304	1	(	(	PUNCT
cana-4320	304	2	2016	2016	NUM
cana-4320	304	3	)	)	PUNCT
cana-4320	304	4	.	.	PUNCT
cana-4320	305	1	a	a	DET
cana-4320	305	2	secure	secure	ADJ
cana-4320	305	3	nfc	nfc	NOUN
cana-4320	305	4	mobile	mobile	ADJ
cana-4320	305	5	payment	payment	NOUN
cana-4320	305	6	protocol	protocol	NOUN
cana-4320	305	7	based	base	VERB
cana-4320	305	8	on	on	ADP
cana-4320	305	9	biometrics	biometric	NOUN
cana-4320	305	10	with	with	ADP
cana-4320	305	11	formal	formal	ADJ
cana-4320	305	12	verification	verification	NOUN
cana-4320	305	13	.	.	PUNCT
cana-4320	306	1	international	international	ADJ
cana-4320	306	2	journal	journal	PROPN
cana-4320	306	3	of	of	ADP
cana-4320	306	4	internet	internet	NOUN
cana-4320	306	5	technology	technology	NOUN
cana-4320	306	6	and	and	CCONJ
cana-4320	306	7	secured	secured	ADJ
cana-4320	306	8	transactions	transaction	NOUN
cana-4320	306	9	.	.	PUNCT
cana-4320	307	1	6	6	NUM
cana-4320	307	2	.	.	NOUN
cana-4320	307	3	103	103	NUM
cana-4320	307	4	.	.	PUNCT
cana-4320	308	1	10.1504	10.1504	NUM
cana-4320	308	2	/	/	SYM
cana-4320	308	3	ijitst.2016.078579	ijitst.2016.078579	NUM
cana-4320	308	4	.	.	PUNCT
cana-4320	309	1	[	[	X
cana-4320	309	2	20	20	NUM
cana-4320	309	3	]	]	X
cana-4320	309	4	shiju	shiju	NOUN
cana-4320	309	5	,	,	PUNCT
cana-4320	309	6	k.	k.	PROPN
cana-4320	309	7	k.	k.	PROPN
cana-4320	309	8	,	,	PUNCT
cana-4320	309	9	breja	breja	PROPN
cana-4320	309	10	,	,	PUNCT
cana-4320	309	11	m.	m.	NOUN
cana-4320	309	12	,	,	PUNCT
cana-4320	309	13	mohanty	mohanty	PROPN
cana-4320	309	14	,	,	PUNCT
cana-4320	309	15	n.	n.	NOUN
cana-4320	309	16	,	,	PUNCT
cana-4320	309	17	ramachandran	ramachandran	PROPN
cana-4320	309	18	,	,	PUNCT
cana-4320	309	19	r.	r.	PROPN
cana-4320	309	20	,	,	PUNCT
cana-4320	309	21	&	&	CCONJ
cana-4320	309	22	patra	patra	PROPN
cana-4320	309	23	,	,	PUNCT
cana-4320	309	24	i.	i.	PROPN
cana-4320	309	25	(	(	PUNCT
cana-4320	309	26	2023	2023	NUM
cana-4320	309	27	)	)	PUNCT
cana-4320	309	28	.	.	PUNCT
cana-4320	310	1	importance	importance	NOUN
cana-4320	310	2	of	of	ADP
cana-4320	310	3	special	special	ADJ
cana-4320	310	4	education	education	NOUN
cana-4320	310	5	and	and	CCONJ
cana-4320	310	6	early	early	ADJ
cana-4320	310	7	childhood	childhood	ADJ
cana-4320	310	8	general	general	ADJ
cana-4320	310	9	education	education	PROPN
cana-4320	310	10	teachers	teacher	NOUN
cana-4320	310	11	'	'	PART
cana-4320	310	12	attitudes	attitude	NOUN
cana-4320	310	13	toward	toward	ADP
cana-4320	310	14	culturally	culturally	ADV
cana-4320	310	15	linguistically	linguistically	ADV
cana-4320	310	16	diverse	diverse	ADJ
cana-4320	310	17	people	people	NOUN
cana-4320	310	18	.	.	PUNCT
cana-4320	311	1	journal	journal	PROPN
cana-4320	311	2	for	for	ADP
cana-4320	311	3	reattach	reattach	NOUN
cana-4320	311	4	therapy	therapy	NOUN
cana-4320	311	5	and	and	CCONJ
cana-4320	311	6	developmental	developmental	ADJ
cana-4320	311	7	diversities	diversity	NOUN
cana-4320	311	8	,	,	PUNCT
cana-4320	311	9	6(9s	6(9s	NUM
cana-4320	311	10	(	(	PUNCT
cana-4320	311	11	2	2	NUM
cana-4320	311	12	)	)	PUNCT
cana-4320	311	13	)	)	PUNCT
cana-4320	311	14	,	,	PUNCT
cana-4320	311	15	1544	1544	NUM
cana-4320	311	16	-	-	SYM
cana-4320	311	17	1549	1549	NUM
cana-4320	311	18	.	.	PUNCT
cana-4320	312	1	[	[	X
cana-4320	312	2	21	21	NUM
cana-4320	312	3	]	]	X
cana-4320	312	4	alshourbaji	alshourbaji	NOUN
cana-4320	312	5	,	,	PUNCT
cana-4320	312	6	i.	i.	PROPN
cana-4320	312	7	,	,	PUNCT
cana-4320	312	8	kachare	kachare	PROPN
cana-4320	312	9	,	,	PUNCT
cana-4320	312	10	p.	p.	PROPN
cana-4320	312	11	,	,	PUNCT
cana-4320	312	12	zogaan	zogaan	PROPN
cana-4320	312	13	,	,	PUNCT
cana-4320	312	14	w.	w.	PROPN
cana-4320	312	15	et	et	PROPN
cana-4320	312	16	al	al	PROPN
cana-4320	312	17	.	.	PUNCT
cana-4320	313	1	learning	learn	VERB
cana-4320	313	2	features	feature	NOUN
cana-4320	313	3	using	use	VERB
cana-4320	313	4	an	an	DET
cana-4320	313	5	optimized	optimize	VERB
cana-4320	313	6	artificial	artificial	ADJ
cana-4320	313	7	neural	neural	ADJ
cana-4320	313	8	network	network	NOUN
cana-4320	313	9	for	for	ADP
cana-4320	313	10	breast	breast	NOUN
cana-4320	313	11	cancer	cancer	NOUN
cana-4320	313	12	diagnosis	diagnosis	NOUN
cana-4320	313	13	.	.	PUNCT
cana-4320	314	1	sn	sn	PROPN
cana-4320	314	2	comput	comput	PROPN
cana-4320	314	3	.	.	PUNCT
cana-4320	315	1	sci	sci	PROPN
cana-4320	315	2	.	.	PROPN
cana-4320	316	1	3	3	NUM
cana-4320	316	2	,	,	PUNCT
cana-4320	316	3	229	229	NUM
cana-4320	316	4	(	(	PUNCT
cana-4320	316	5	2022	2022	NUM
cana-4320	316	6	)	)	PUNCT
cana-4320	316	7	.	.	PUNCT
cana-4320	317	1	https://doi.org/10.1007/s42979-022-01129-6	https://doi.org/10.1007/s42979-022-01129-6	PROPN
cana-4320	318	1	[	[	X
cana-4320	318	2	22	22	NUM
cana-4320	318	3	]	]	X
cana-4320	318	4	ramachandran	ramachandran	PROPN
cana-4320	318	5	,	,	PUNCT
cana-4320	318	6	r.	r.	PROPN
cana-4320	318	7	,	,	PUNCT
cana-4320	318	8	&	&	CCONJ
cana-4320	318	9	singh	singh	PROPN
cana-4320	318	10	,	,	PUNCT
cana-4320	318	11	a.	a.	NOUN
cana-4320	318	12	(	(	PUNCT
cana-4320	318	13	2014	2014	NUM
cana-4320	318	14	)	)	PUNCT
cana-4320	318	15	.	.	PUNCT
cana-4320	319	1	the	the	DET
cana-4320	319	2	effect	effect	NOUN
cana-4320	319	3	of	of	ADP
cana-4320	319	4	hindustani	hindustani	PROPN
cana-4320	319	5	classical	classical	ADJ
cana-4320	319	6	instrumental	instrumental	ADJ
cana-4320	319	7	music	music	NOUN
cana-4320	319	8	santoor	santoor	NOUN
cana-4320	319	9	in	in	ADP
cana-4320	319	10	improving	improve	VERB
cana-4320	319	11	writing	writing	NOUN
cana-4320	319	12	skills	skill	NOUN
cana-4320	319	13	of	of	ADP
cana-4320	319	14	students	student	NOUN
cana-4320	319	15	with	with	ADP
cana-4320	319	16	learning	learn	VERB
cana-4320	319	17	disability	disability	NOUN
cana-4320	319	18	.	.	PUNCT
cana-4320	320	1	international	international	ADJ
cana-4320	320	2	journal	journal	PROPN
cana-4320	320	3	of	of	ADP
cana-4320	320	4	humanities	humanity	NOUN
cana-4320	320	5	and	and	CCONJ
cana-4320	320	6	social	social	ADJ
cana-4320	320	7	science	science	NOUN
cana-4320	320	8	invention	invention	NOUN
cana-4320	320	9	,	,	PUNCT
cana-4320	320	10	3(6	3(6	NUM
cana-4320	320	11	)	)	PUNCT
cana-4320	320	12	,	,	PUNCT
cana-4320	320	13	55	55	NUM
cana-4320	320	14	-	-	SYM
cana-4320	320	15	60	60	NUM
cana-4320	320	16	.	.	PUNCT
cana-4320	321	1	[	[	X
cana-4320	321	2	23	23	NUM
cana-4320	321	3	]	]	PUNCT
cana-4320	321	4	alshourbaji	alshourbaji	NOUN
cana-4320	321	5	,	,	PUNCT
cana-4320	321	6	ibrahim	ibrahim	PROPN
cana-4320	321	7	&	&	CCONJ
cana-4320	321	8	jabbari	jabbari	PROPN
cana-4320	321	9	,	,	PUNCT
cana-4320	321	10	abdoh	abdoh	PROPN
cana-4320	321	11	&	&	CCONJ
cana-4320	321	12	rizwan	rizwan	PROPN
cana-4320	321	13	,	,	PUNCT
cana-4320	321	14	shaik	shaik	PROPN
cana-4320	321	15	&	&	CCONJ
cana-4320	321	16	mehanawi	mehanawi	PROPN
cana-4320	321	17	,	,	PUNCT
cana-4320	321	18	mostafa	mostafa	PROPN
cana-4320	321	19	&	&	CCONJ
cana-4320	321	20	mansur	mansur	PROPN
cana-4320	321	21	,	,	PUNCT
cana-4320	321	22	phiros	phiros	PROPN
cana-4320	321	23	&	&	CCONJ
cana-4320	321	24	abdalraheem	abdalraheem	PROPN
cana-4320	321	25	,	,	PUNCT
cana-4320	321	26	mohammed	mohammed	PROPN
cana-4320	321	27	.	.	PUNCT
cana-4320	322	1	(	(	PUNCT
cana-4320	322	2	2025	2025	NUM
cana-4320	322	3	)	)	PUNCT
cana-4320	322	4	.	.	PUNCT
cana-4320	323	1	an	an	DET
cana-4320	323	2	improved	improve	VERB
cana-4320	323	3	ant	ant	ADJ
cana-4320	323	4	colony	colony	NOUN
cana-4320	323	5	optimization	optimization	NOUN
cana-4320	323	6	to	to	PART
cana-4320	323	7	uncover	uncover	VERB
cana-4320	323	8	customer	customer	NOUN
cana-4320	323	9	characteristics	characteristic	NOUN
cana-4320	323	10	for	for	ADP
cana-4320	323	11	churn	churn	NOUN
cana-4320	323	12	prediction	prediction	NOUN
cana-4320	323	13	.	.	PUNCT
cana-4320	324	1	computational	computational	ADJ
cana-4320	324	2	journal	journal	NOUN
cana-4320	324	3	of	of	ADP
cana-4320	324	4	mathematical	mathematical	ADJ
cana-4320	324	5	and	and	CCONJ
cana-4320	324	6	statistical	statistical	ADJ
cana-4320	324	7	sciences	science	NOUN
cana-4320	324	8	.	.	PUNCT
cana-4320	325	1	4	4	NUM
cana-4320	325	2	.	.	X
cana-4320	325	3	17	17	NUM
cana-4320	325	4	-	-	SYM
cana-4320	325	5	40	40	NUM
cana-4320	325	6	.	.	PUNCT
cana-4320	325	7	10.21608	10.21608	NUM
cana-4320	325	8	/	/	SYM
cana-4320	325	9	cjmss.2024.298501.1059	cjmss.2024.298501.1059	NOUN
cana-4320	325	10	.	.	PUNCT
cana-4320	326	1	[	[	X
cana-4320	326	2	24	24	NUM
cana-4320	326	3	]	]	PUNCT
cana-4320	326	4	sudarsanan	sudarsanan	NOUN
cana-4320	326	5	,	,	PUNCT
cana-4320	326	6	s.	s.	PROPN
cana-4320	326	7	,	,	PUNCT
cana-4320	326	8	ramkumar	ramkumar	PROPN
cana-4320	326	9	thirumal	thirumal	PROPN
cana-4320	326	10	,	,	PUNCT
cana-4320	326	11	h.	h.	PROPN
cana-4320	326	12	d.	d.	PROPN
cana-4320	326	13	k.	k.	PROPN
cana-4320	326	14	,	,	PUNCT
cana-4320	326	15	shaikh	shaikh	PROPN
cana-4320	326	16	,	,	PUNCT
cana-4320	326	17	s.	s.	PROPN
cana-4320	326	18	,	,	PUNCT
cana-4320	326	19	&	&	CCONJ
cana-4320	326	20	ramachandran	ramachandran	PROPN
cana-4320	326	21	,	,	PUNCT
cana-4320	326	22	r.	r.	PROPN
cana-4320	326	23	(	(	PUNCT
cana-4320	326	24	2023	2023	NUM
cana-4320	326	25	)	)	PUNCT
cana-4320	326	26	.	.	PUNCT
cana-4320	327	1	identifying	identify	VERB
cana-4320	327	2	the	the	DET
cana-4320	327	3	scope	scope	NOUN
cana-4320	327	4	of	of	ADP
cana-4320	327	5	reattach	reattach	NOUN
cana-4320	327	6	therapy	therapy	NOUN
cana-4320	327	7	for	for	ADP
cana-4320	327	8	social	social	ADJ
cana-4320	327	9	rehabilitation	rehabilitation	NOUN
cana-4320	327	10	for	for	ADP
cana-4320	327	11	children	child	NOUN
cana-4320	327	12	with	with	ADP
cana-4320	327	13	autism	autism	NOUN
cana-4320	327	14	.	.	PUNCT
cana-4320	328	1	journal	journal	NOUN
cana-4320	328	2	for	for	ADP
cana-4320	328	3	reattach	reattach	NOUN
cana-4320	328	4	therapy	therapy	NOUN
cana-4320	328	5	and	and	CCONJ
cana-4320	328	6	developmental	developmental	ADJ
cana-4320	328	7	diversities	diversity	NOUN
cana-4320	328	8	,	,	PUNCT
cana-4320	328	9	6(10s	6(10s	NOUN
cana-4320	328	10	)	)	PUNCT
cana-4320	328	11	,	,	PUNCT
cana-4320	328	12	681	681	NUM
cana-4320	328	13	-	-	SYM
cana-4320	328	14	686	686	NUM
cana-4320	328	15	.	.	PUNCT
cana-4320	329	1	[	[	X
cana-4320	329	2	25	25	NUM
cana-4320	329	3	]	]	X
cana-4320	329	4	puri	puri	PROPN
cana-4320	329	5	,	,	PUNCT
cana-4320	329	6	digambar	digambar	PROPN
cana-4320	329	7	&	&	CCONJ
cana-4320	329	8	kachare	kachare	PROPN
cana-4320	329	9	,	,	PUNCT
cana-4320	329	10	pramod	pramod	PROPN
cana-4320	329	11	&	&	CCONJ
cana-4320	329	12	sangle	sangle	PROPN
cana-4320	329	13	,	,	PUNCT
cana-4320	329	14	sandeep	sandeep	PROPN
cana-4320	329	15	&	&	CCONJ
cana-4320	329	16	kirner	kirner	PROPN
cana-4320	329	17	,	,	PUNCT
cana-4320	329	18	raimund	raimund	NOUN
cana-4320	329	19	&	&	CCONJ
cana-4320	329	20	jabbari	jabbari	NOUN
cana-4320	329	21	,	,	PUNCT
cana-4320	329	22	abdoh	abdoh	NOUN
cana-4320	329	23	&	&	CCONJ
cana-4320	329	24	alshourbaji	alshourbaji	PROPN
cana-4320	329	25	,	,	PUNCT
cana-4320	329	26	ibrahim	ibrahim	PROPN
cana-4320	329	27	&	&	CCONJ
cana-4320	329	28	abdalraheem	abdalraheem	PROPN
cana-4320	329	29	,	,	PUNCT
cana-4320	329	30	mohammed	mohammed	PROPN
cana-4320	329	31	&	&	CCONJ
cana-4320	329	32	alameen	alameen	PROPN
cana-4320	329	33	,	,	PUNCT
cana-4320	329	34	abdalla	abdalla	PROPN
cana-4320	329	35	.	.	PUNCT
cana-4320	329	36	(	(	PUNCT
cana-4320	329	37	2024	2024	NUM
cana-4320	329	38	)	)	PUNCT
cana-4320	329	39	.	.	PUNCT
cana-4320	330	1	leadnet	leadnet	NOUN
cana-4320	330	2	:	:	PUNCT
cana-4320	330	3	detection	detection	NOUN
cana-4320	330	4	of	of	ADP
cana-4320	330	5	alzheimer	alzheimer	PROPN
cana-4320	330	6	’s	’s	PART
cana-4320	330	7	disease	disease	NOUN
cana-4320	330	8	using	use	VERB
cana-4320	330	9	spatiotemporal	spatiotemporal	ADJ
cana-4320	330	10	eeg	eeg	NOUN
cana-4320	330	11	analysis	analysis	NOUN
cana-4320	330	12	and	and	CCONJ
cana-4320	330	13	low	low	ADJ
cana-4320	330	14	-	-	PUNCT
cana-4320	330	15	complexity	complexity	NOUN
cana-4320	330	16	cnn	cnn	PROPN
cana-4320	330	17	.	.	PUNCT
cana-4320	331	1	ieee	ieee	NOUN
cana-4320	331	2	access	access	NOUN
cana-4320	331	3	.	.	PUNCT
cana-4320	332	1	pp	pp	ADJ
cana-4320	332	2	.	.	PUNCT
cana-4320	333	1	1	1	NUM
cana-4320	333	2	-	-	SYM
cana-4320	333	3	1	1	NUM
cana-4320	333	4	.	.	PUNCT
cana-4320	333	5	10.1109	10.1109	NUM
cana-4320	333	6	/	/	SYM
cana-4320	333	7	access.2024.3435768	access.2024.3435768	NOUN
cana-4320	333	8	.	.	PUNCT
cana-4320	334	1	[	[	X
cana-4320	334	2	26	26	NUM
cana-4320	334	3	]	]	PUNCT
cana-4320	334	4	osia	osia	PROPN
cana-4320	334	5	,	,	PUNCT
cana-4320	334	6	seyed	seyed	PROPN
cana-4320	334	7	ali	ali	PROPN
cana-4320	334	8	,	,	PUNCT
cana-4320	334	9	et	et	PROPN
cana-4320	334	10	al	al	PROPN
cana-4320	334	11	.	.	PUNCT
cana-4320	335	1	"	"	PUNCT
cana-4320	335	2	a	a	DET
cana-4320	335	3	hybrid	hybrid	ADJ
cana-4320	335	4	deep	deep	ADJ
cana-4320	335	5	learning	learning	NOUN
cana-4320	335	6	architecture	architecture	NOUN
cana-4320	335	7	for	for	ADP
cana-4320	335	8	privacy	privacy	NOUN
cana-4320	335	9	-	-	PUNCT
cana-4320	335	10	preserving	preserve	VERB
cana-4320	335	11	mobile	mobile	ADJ
cana-4320	335	12	analytics	analytic	NOUN
cana-4320	335	13	.	.	PUNCT
cana-4320	335	14	"	"	PUNCT
cana-4320	336	1	ieee	ieee	NOUN
cana-4320	336	2	internet	internet	NOUN
cana-4320	336	3	of	of	ADP
cana-4320	336	4	things	thing	NOUN
cana-4320	336	5	journal	journal	NOUN
cana-4320	336	6	7.5	7.5	NUM
cana-4320	336	7	(	(	PUNCT
cana-4320	336	8	2020	2020	NUM
cana-4320	336	9	):	):	PUNCT
cana-4320	336	10	4505	4505	NUM
cana-4320	336	11	-	-	SYM
cana-4320	336	12	4518	4518	NUM
cana-4320	336	13	.	.	PUNCT
cana-4320	337	1	[	[	X
cana-4320	337	2	27	27	NUM
cana-4320	337	3	]	]	X
cana-4320	337	4	garg	garg	NOUN
cana-4320	337	5	,	,	PUNCT
cana-4320	337	6	disha	disha	PROPN
cana-4320	337	7	,	,	PUNCT
cana-4320	337	8	samiya	samiya	PROPN
cana-4320	337	9	khan	khan	PROPN
cana-4320	337	10	,	,	PUNCT
cana-4320	337	11	and	and	CCONJ
cana-4320	337	12	mansaf	mansaf	PROPN
cana-4320	337	13	alam	alam	PROPN
cana-4320	337	14	.	.	PUNCT
cana-4320	338	1	"	"	PUNCT
cana-4320	338	2	integrative	integrative	ADJ
cana-4320	338	3	use	use	NOUN
cana-4320	338	4	of	of	ADP
cana-4320	338	5	iot	iot	NOUN
cana-4320	338	6	and	and	CCONJ
cana-4320	338	7	deep	deep	ADJ
cana-4320	338	8	learning	learning	NOUN
cana-4320	338	9	for	for	ADP
cana-4320	338	10	agricultural	agricultural	ADJ
cana-4320	338	11	applications	application	NOUN
cana-4320	338	12	.	.	PUNCT
cana-4320	338	13	"	"	PUNCT
cana-4320	339	1	proceedings	proceeding	NOUN
cana-4320	339	2	of	of	ADP
cana-4320	339	3	icetit	icetit	NOUN
cana-4320	339	4	2019	2019	NUM
cana-4320	339	5	.	.	PUNCT
cana-4320	340	1	springer	springer	NOUN
cana-4320	340	2	,	,	PUNCT
cana-4320	340	3	cham	cham	PROPN
cana-4320	340	4	,	,	PUNCT
cana-4320	340	5	2020	2020	NUM
cana-4320	340	6	.	.	PUNCT
cana-4320	341	1	521	521	NUM
cana-4320	341	2	-	-	SYM
cana-4320	341	3	531	531	NUM
cana-4320	341	4	.	.	PUNCT
cana-4320	342	1	[	[	X
cana-4320	342	2	28	28	NUM
cana-4320	342	3	]	]	X
cana-4320	342	4	arachchige	arachchige	NOUN
cana-4320	342	5	,	,	PUNCT
cana-4320	342	6	pathum	pathum	NOUN
cana-4320	342	7	chamikara	chamikara	NOUN
cana-4320	342	8	mahawaga	mahawaga	NOUN
cana-4320	342	9	,	,	PUNCT
cana-4320	342	10	et	et	PROPN
cana-4320	342	11	al	al	PROPN
cana-4320	342	12	.	.	PUNCT
cana-4320	343	1	"	"	PUNCT
cana-4320	343	2	local	local	ADJ
cana-4320	343	3	differential	differential	NOUN
cana-4320	343	4	privacy	privacy	NOUN
cana-4320	343	5	for	for	ADP
cana-4320	343	6	deep	deep	ADJ
cana-4320	343	7	learning	learning	NOUN
cana-4320	343	8	.	.	PUNCT
cana-4320	343	9	"	"	PUNCT
cana-4320	344	1	ieee	ieee	NOUN
cana-4320	344	2	internet	internet	NOUN
cana-4320	344	3	of	of	ADP
cana-4320	344	4	things	thing	NOUN
cana-4320	344	5	journal	journal	NOUN
cana-4320	344	6	7.7	7.7	NUM
cana-4320	344	7	(	(	PUNCT
cana-4320	344	8	2019	2019	NUM
cana-4320	344	9	):	):	PUNCT
cana-4320	344	10	5827	5827	NUM
cana-4320	344	11	-	-	SYM
cana-4320	344	12	5842	5842	NUM
cana-4320	344	13	.	.	PUNCT
cana-4320	345	1	[	[	X
cana-4320	345	2	29	29	NUM
cana-4320	345	3	]	]	SYM
cana-4320	345	4	tiwari	tiwari	NOUN
cana-4320	345	5	,	,	PUNCT
cana-4320	345	6	ratik	ratik	NOUN
cana-4320	345	7	,	,	PUNCT
cana-4320	345	8	et	et	PROPN
cana-4320	345	9	al	al	PROPN
cana-4320	345	10	.	.	PUNCT
cana-4320	346	1	"	"	PUNCT
cana-4320	346	2	evolution	evolution	NOUN
cana-4320	346	3	of	of	ADP
cana-4320	346	4	iot	iot	PROPN
cana-4320	346	5	&	&	CCONJ
cana-4320	346	6	data	data	PROPN
cana-4320	346	7	analytics	analytic	NOUN
cana-4320	346	8	using	use	VERB
cana-4320	346	9	deep	deep	ADJ
cana-4320	346	10	learning	learning	NOUN
cana-4320	346	11	.	.	PUNCT
cana-4320	346	12	"	"	PUNCT
cana-4320	347	1	2019	2019	NUM
cana-4320	347	2	international	international	ADJ
cana-4320	347	3	conference	conference	NOUN
cana-4320	347	4	on	on	ADP
cana-4320	347	5	computing	computing	NOUN
cana-4320	347	6	,	,	PUNCT
cana-4320	347	7	communication	communication	NOUN
cana-4320	347	8	,	,	PUNCT
cana-4320	347	9	and	and	CCONJ
cana-4320	347	10	intelligent	intelligent	ADJ
cana-4320	347	11	systems	system	NOUN
cana-4320	347	12	(	(	PUNCT
cana-4320	347	13	icccis	icccis	NOUN
cana-4320	347	14	)	)	PUNCT
cana-4320	347	15	.	.	PUNCT
cana-4320	348	1	ieee	ieee	PROPN
cana-4320	348	2	,	,	PUNCT
cana-4320	348	3	2019	2019	NUM
cana-4320	348	4	.	.	PUNCT
cana-4320	349	1	[	[	X
cana-4320	349	2	30	30	NUM
cana-4320	349	3	]	]	SYM
cana-4320	349	4	thakkar	thakkar	NOUN
cana-4320	349	5	,	,	PUNCT
cana-4320	349	6	ankit	ankit	NOUN
cana-4320	349	7	,	,	PUNCT
cana-4320	349	8	and	and	CCONJ
cana-4320	349	9	ritika	ritika	PROPN
cana-4320	349	10	lohiya	lohiya	PROPN
cana-4320	349	11	.	.	PUNCT
cana-4320	350	1	"	"	PUNCT
cana-4320	350	2	a	a	DET
cana-4320	350	3	review	review	NOUN
cana-4320	350	4	on	on	ADP
cana-4320	350	5	machine	machine	NOUN
cana-4320	350	6	learning	learning	NOUN
cana-4320	350	7	and	and	CCONJ
cana-4320	350	8	deep	deep	ADJ
cana-4320	350	9	learning	learn	VERB
cana-4320	350	10	perspectives	perspective	NOUN
cana-4320	350	11	of	of	ADP
cana-4320	350	12	ids	id	NOUN
cana-4320	350	13	for	for	ADP
cana-4320	350	14	iot	iot	NOUN
cana-4320	350	15	:	:	PUNCT
cana-4320	350	16	recent	recent	ADJ
cana-4320	350	17	updates	update	NOUN
cana-4320	350	18	,	,	PUNCT
cana-4320	350	19	security	security	NOUN
cana-4320	350	20	issues	issue	NOUN
cana-4320	350	21	,	,	PUNCT
cana-4320	350	22	and	and	CCONJ
cana-4320	350	23	challenges	challenge	NOUN
cana-4320	350	24	.	.	PUNCT
cana-4320	350	25	"	"	PUNCT
cana-4320	351	1	archives	archive	NOUN
cana-4320	351	2	of	of	ADP
cana-4320	351	3	computational	computational	ADJ
cana-4320	351	4	methods	method	NOUN
cana-4320	351	5	in	in	ADP
cana-4320	351	6	engineering	engineer	VERB
cana-4320	351	7	28.4	28.4	NUM
cana-4320	351	8	(	(	PUNCT
cana-4320	351	9	2021	2021	NUM
cana-4320	351	10	):	):	PUNCT
cana-4320	351	11	3211	3211	NUM
cana-4320	351	12	-	-	SYM
cana-4320	351	13	3243	3243	NUM
cana-4320	351	14	.	.	PUNCT
cana-4320	352	1	[	[	X
cana-4320	352	2	31	31	NUM
cana-4320	352	3	]	]	X
cana-4320	352	4	popoola	popoola	PROPN
cana-4320	352	5	,	,	PUNCT
cana-4320	352	6	segun	segun	PROPN
cana-4320	352	7	i.	i.	PROPN
cana-4320	352	8	,	,	PUNCT
cana-4320	352	9	et	et	PROPN
cana-4320	352	10	al	al	PROPN
cana-4320	352	11	.	.	PUNCT
cana-4320	353	1	"	"	PUNCT
cana-4320	353	2	federated	federate	VERB
cana-4320	353	3	deep	deep	ADJ
cana-4320	353	4	learning	learning	NOUN
cana-4320	353	5	for	for	ADP
cana-4320	353	6	zero	zero	NUM
cana-4320	353	7	-	-	PUNCT
cana-4320	353	8	day	day	NOUN
cana-4320	353	9	botnet	botnet	NOUN
cana-4320	353	10	attack	attack	NOUN
cana-4320	353	11	detection	detection	NOUN
cana-4320	353	12	in	in	ADP
cana-4320	353	13	iot	iot	ADJ
cana-4320	353	14	edge	edge	NOUN
cana-4320	353	15	devices	device	NOUN
cana-4320	353	16	.	.	PUNCT
cana-4320	353	17	"	"	PUNCT
cana-4320	354	1	ieee	ieee	NOUN
cana-4320	354	2	internet	internet	NOUN
cana-4320	354	3	of	of	ADP
cana-4320	354	4	things	thing	NOUN
cana-4320	354	5	journal	journal	NOUN
cana-4320	354	6	(	(	PUNCT
cana-4320	354	7	2021	2021	NUM
cana-4320	354	8	)	)	PUNCT
cana-4320	354	9	.	.	PUNCT
cana-4320	355	1	[	[	X
cana-4320	355	2	32	32	NUM
cana-4320	355	3	]	]	SYM
cana-4320	355	4	kumar	kumar	PROPN
cana-4320	355	5	,	,	PUNCT
cana-4320	355	6	rajesh	rajesh	PROPN
cana-4320	355	7	,	,	PUNCT
cana-4320	355	8	et	et	PROPN
cana-4320	355	9	al	al	PROPN
cana-4320	355	10	.	.	PUNCT
cana-4320	355	11	"	"	PUNCT
cana-4320	355	12	blockchain	blockchain	NOUN
cana-4320	355	13	-	-	PUNCT
cana-4320	355	14	federated	federate	VERB
cana-4320	355	15	-	-	PUNCT
cana-4320	355	16	learning	learning	NOUN
cana-4320	355	17	and	and	CCONJ
cana-4320	355	18	deep	deep	ADJ
cana-4320	355	19	learning	learning	NOUN
cana-4320	355	20	models	model	NOUN
cana-4320	355	21	for	for	ADP
cana-4320	355	22	covid-19	covid-19	PROPN
cana-4320	355	23	detection	detection	NOUN
cana-4320	355	24	using	use	VERB
cana-4320	355	25	ct	ct	NUM
cana-4320	355	26	imaging	imaging	NOUN
cana-4320	355	27	.	.	PUNCT
cana-4320	355	28	"	"	PUNCT
cana-4320	356	1	ieee	ieee	NOUN
cana-4320	356	2	sensors	sensor	NOUN
cana-4320	356	3	journal	journal	PROPN
cana-4320	356	4	21.14	21.14	NUM
cana-4320	356	5	(	(	PUNCT
cana-4320	356	6	2021	2021	NUM
cana-4320	356	7	):	):	PUNCT
cana-4320	356	8	16301	16301	NUM
cana-4320	356	9	-	-	SYM
cana-4320	356	10	16314	16314	NUM
cana-4320	356	11	.	.	PUNCT
cana-4320	357	1	https://doi.org/10.1007/s42979-022-01129-6	https://doi.org/10.1007/s42979-022-01129-6	PROPN
cana-4320	357	2	communications	communication	NOUN
cana-4320	357	3	on	on	ADP
cana-4320	357	4	applied	apply	VERB
cana-4320	357	5	nonlinear	nonlinear	ADJ
cana-4320	357	6	analysis	analysis	NOUN
cana-4320	357	7	issn	issn	NOUN
cana-4320	357	8	:	:	PUNCT
cana-4320	357	9	1074	1074	NUM
cana-4320	357	10	-	-	PUNCT
cana-4320	357	11	133x	133x	NUM
cana-4320	357	12	vol	vol	NOUN
cana-4320	357	13	32	32	NUM
cana-4320	357	14	no	no	NOUN
cana-4320	357	15	.	.	PUNCT
cana-4320	358	1	9s	9s	NUM
cana-4320	358	2	(	(	PUNCT
cana-4320	358	3	2025	2025	NUM
cana-4320	358	4	)	)	PUNCT
cana-4320	358	5	1828	1828	NUM
cana-4320	358	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4320	359	1	[	[	X
cana-4320	359	2	33	33	NUM
cana-4320	359	3	]	]	X
cana-4320	359	4	zheng	zheng	PROPN
cana-4320	359	5	,	,	PUNCT
cana-4320	359	6	mengyao	mengyao	PROPN
cana-4320	359	7	,	,	PUNCT
cana-4320	359	8	et	et	PROPN
cana-4320	359	9	al	al	PROPN
cana-4320	359	10	.	.	PUNCT
cana-4320	360	1	"	"	PUNCT
cana-4320	360	2	challenges	challenge	NOUN
cana-4320	360	3	of	of	ADP
cana-4320	360	4	privacy	privacy	NOUN
cana-4320	360	5	-	-	PUNCT
cana-4320	360	6	preserving	preserve	VERB
cana-4320	360	7	machine	machine	NOUN
cana-4320	360	8	learning	learning	NOUN
cana-4320	360	9	in	in	ADP
cana-4320	360	10	iot	iot	NOUN
cana-4320	360	11	.	.	PUNCT
cana-4320	360	12	"	"	PUNCT
cana-4320	361	1	proceedings	proceeding	NOUN
cana-4320	361	2	of	of	ADP
cana-4320	361	3	the	the	DET
cana-4320	361	4	first	first	ADJ
cana-4320	361	5	international	international	ADJ
cana-4320	361	6	workshop	workshop	NOUN
cana-4320	361	7	on	on	ADP
cana-4320	361	8	challenges	challenge	NOUN
cana-4320	361	9	in	in	ADP
cana-4320	361	10	artificial	artificial	ADJ
cana-4320	361	11	intelligence	intelligence	NOUN
cana-4320	361	12	and	and	CCONJ
cana-4320	361	13	machine	machine	NOUN
cana-4320	361	14	learning	learning	NOUN
cana-4320	361	15	for	for	ADP
cana-4320	361	16	internet	internet	NOUN
cana-4320	361	17	of	of	ADP
cana-4320	361	18	things	thing	NOUN
cana-4320	361	19	.	.	PUNCT
cana-4320	362	1	2019	2019	NUM
cana-4320	362	2	.	.	PUNCT
cana-4320	363	1	[	[	X
cana-4320	363	2	34	34	NUM
cana-4320	363	3	]	]	SYM
cana-4320	363	4	aversano	aversano	PROPN
cana-4320	363	5	,	,	PUNCT
cana-4320	363	6	lerina	lerina	PROPN
cana-4320	363	7	,	,	PUNCT
cana-4320	363	8	et	et	PROPN
cana-4320	363	9	al	al	PROPN
cana-4320	363	10	.	.	PUNCT
cana-4320	364	1	"	"	PUNCT
cana-4320	364	2	a	a	DET
cana-4320	364	3	systematic	systematic	ADJ
cana-4320	364	4	review	review	NOUN
cana-4320	364	5	on	on	ADP
cana-4320	364	6	deep	deep	ADJ
cana-4320	364	7	learning	learning	NOUN
cana-4320	364	8	approaches	approach	NOUN
cana-4320	364	9	for	for	ADP
cana-4320	364	10	iot	iot	ADJ
cana-4320	364	11	security	security	NOUN
cana-4320	364	12	.	.	PUNCT
cana-4320	364	13	"	"	PUNCT
cana-4320	365	1	computer	computer	NOUN
cana-4320	365	2	science	science	NOUN
cana-4320	365	3	review	review	NOUN
cana-4320	365	4	40	40	NUM
cana-4320	365	5	(	(	PUNCT
cana-4320	365	6	2021	2021	NUM
cana-4320	365	7	):	):	PUNCT
cana-4320	365	8	100389	100389	NUM
cana-4320	365	9	.	.	PUNCT
cana-4320	366	1	[	[	X
cana-4320	366	2	35	35	NUM
cana-4320	366	3	]	]	X
cana-4320	366	4	lin	lin	PROPN
cana-4320	366	5	,	,	PUNCT
cana-4320	366	6	hui	hui	PROPN
cana-4320	366	7	,	,	PUNCT
cana-4320	366	8	et	et	PROPN
cana-4320	366	9	al	al	PROPN
cana-4320	366	10	.	.	PUNCT
cana-4320	367	1	"	"	PUNCT
cana-4320	367	2	privacy	privacy	NOUN
cana-4320	367	3	-	-	PUNCT
cana-4320	367	4	aware	aware	ADJ
cana-4320	367	5	access	access	NOUN
cana-4320	367	6	control	control	NOUN
cana-4320	367	7	in	in	ADP
cana-4320	367	8	iot	iot	NOUN
cana-4320	367	9	-	-	PUNCT
cana-4320	367	10	enabled	enable	VERB
cana-4320	367	11	healthcare	healthcare	NOUN
cana-4320	367	12	:	:	PUNCT
cana-4320	367	13	a	a	DET
cana-4320	367	14	federated	federated	ADJ
cana-4320	367	15	deep	deep	ADJ
cana-4320	367	16	learning	learning	NOUN
cana-4320	367	17	approach	approach	NOUN
cana-4320	367	18	.	.	PUNCT
cana-4320	367	19	"	"	PUNCT
cana-4320	368	1	ieee	ieee	NOUN
cana-4320	368	2	internet	internet	NOUN
cana-4320	368	3	of	of	ADP
cana-4320	368	4	things	thing	NOUN
cana-4320	368	5	journal	journal	NOUN
cana-4320	368	6	(	(	PUNCT
cana-4320	368	7	2021	2021	NUM
cana-4320	368	8	)	)	PUNCT
cana-4320	368	9	.	.	PUNCT
cana-4320	369	1	[	[	X
cana-4320	369	2	36	36	NUM
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cana-4320	371	7	computing	computing	NOUN
cana-4320	371	8	in	in	ADP
cana-4320	371	9	data	datum	NOUN
cana-4320	371	10	sciences	sciences	PROPN
cana-4320	371	11	(	(	PUNCT
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cana-4320	373	13	raun	raun	PROPN
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cana-4320	374	1	"	"	PUNCT
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cana-4320	374	3	learning	learning	NOUN
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cana-4320	374	5	software	software	NOUN
cana-4320	374	6	-	-	PUNCT
cana-4320	374	7	defined	define	VERB
cana-4320	374	8	networks	network	NOUN
cana-4320	374	9	:	:	PUNCT
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cana-4320	374	13	architecture	architecture	NOUN
cana-4320	374	14	.	.	PUNCT
cana-4320	374	15	"	"	PUNCT
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cana-4320	375	5	(	(	PUNCT
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cana-4320	375	9	-	-	SYM
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cana-4320	376	3	]	]	PUNCT
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cana-4320	376	14	fingerprinting	fingerprint	VERB
cana-4320	376	15	using	use	VERB
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cana-4320	376	17	learning	learning	NOUN
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cana-4320	376	19	"	"	PUNCT
cana-4320	377	1	milcom	milcom	X
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cana-4320	377	3	-	-	SYM
cana-4320	377	4	2018	2018	NUM
cana-4320	377	5	ieee	ieee	NOUN
cana-4320	377	6	military	military	NOUN
cana-4320	377	7	communications	communication	NOUN
cana-4320	377	8	conference	conference	NOUN
cana-4320	377	9	(	(	PUNCT
cana-4320	377	10	milcom	milcom	PROPN
cana-4320	377	11	)	)	PUNCT
cana-4320	377	12	.	.	PUNCT
cana-4320	378	1	ieee	ieee	PROPN
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cana-4320	379	2	39	39	NUM
cana-4320	379	3	]	]	PUNCT
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cana-4320	379	5	,	,	PUNCT
cana-4320	379	6	geethapriya	geethapriya	PROPN
cana-4320	379	7	,	,	PUNCT
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cana-4320	379	9	shiven	shiven	PROPN
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cana-4320	379	11	.	.	PUNCT
cana-4320	380	1	"	"	PUNCT
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cana-4320	380	6	-	-	PUNCT
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cana-4320	380	11	the	the	DET
cana-4320	380	12	internet	internet	NOUN
cana-4320	380	13	of	of	ADP
cana-4320	380	14	things	thing	NOUN
cana-4320	380	15	.	.	PUNCT
cana-4320	380	16	"	"	PUNCT
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cana-4320	381	2	19.9	19.9	NUM
cana-4320	381	3	(	(	PUNCT
cana-4320	381	4	2019	2019	NUM
cana-4320	381	5	):	):	PUNCT
cana-4320	381	6	1977	1977	NUM
cana-4320	381	7	.	.	PUNCT
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cana-4320	382	2	40	40	NUM
cana-4320	382	3	]	]	PUNCT
cana-4320	382	4	shavan	shavan	NOUN
cana-4320	382	5	askar	askar	NOUN
cana-4320	382	6	,	,	PUNCT
cana-4320	382	7	et.al	et.al	PROPN
cana-4320	382	8	.	.	PUNCT
cana-4320	382	9	“	"	PUNCT
cana-4320	382	10	deep	deep	ADJ
cana-4320	382	11	learning	learning	NOUN
cana-4320	382	12	in	in	ADP
cana-4320	382	13	iot	iot	NOUN
cana-4320	382	14	:	:	PUNCT
cana-4320	382	15	a	a	DET
cana-4320	382	16	review	review	NOUN
cana-4320	382	17	.	.	PUNCT
cana-4320	382	18	”	"	PUNCT
cana-4320	383	1	international	international	ADJ
cana-4320	383	2	journals	journal	NOUN
cana-4320	383	3	of	of	ADP
cana-4320	383	4	science	science	NOUN
cana-4320	383	5	and	and	CCONJ
cana-4320	383	6	business.2021	business.2021	PROPN