id	sid	tid	token	lemma	pos
cana-1721	1	1	communications	communication	NOUN
cana-1721	1	2	on	on	ADP
cana-1721	1	3	applied	apply	VERB
cana-1721	1	4	nonlinear	nonlinear	ADJ
cana-1721	1	5	analysis	analysis	NOUN
cana-1721	1	6	issn	issn	NOUN
cana-1721	1	7	:	:	PUNCT
cana-1721	1	8	1074	1074	NUM
cana-1721	1	9	-	-	PUNCT
cana-1721	1	10	133x	133x	NUM
cana-1721	1	11	vol	vol	NOUN
cana-1721	1	12	32	32	NUM
cana-1721	1	13	no	no	NOUN
cana-1721	1	14	.	.	NOUN
cana-1721	1	15	2	2	NUM
cana-1721	1	16	(	(	PUNCT
cana-1721	1	17	2025	2025	NUM
cana-1721	1	18	)	)	PUNCT
cana-1721	2	1	90	90	NUM
cana-1721	2	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	2	3	design	design	NOUN
cana-1721	2	4	of	of	ADP
cana-1721	2	5	an	an	DET
cana-1721	2	6	iterative	iterative	NOUN
cana-1721	2	7	method	method	NOUN
cana-1721	2	8	for	for	ADP
cana-1721	2	9	collaborative	collaborative	ADJ
cana-1721	2	10	resource	resource	NOUN
cana-1721	2	11	management	management	NOUN
cana-1721	2	12	using	use	VERB
cana-1721	2	13	mappo	mappo	NOUN
cana-1721	2	14	and	and	CCONJ
cana-1721	2	15	federated	federated	ADJ
cana-1721	2	16	learning	learning	NOUN
cana-1721	2	17	in	in	ADP
cana-1721	2	18	5	5	NUM
cana-1721	2	19	g	g	PROPN
cana-1721	2	20	networks	network	NOUN
cana-1721	2	21	a.venkatamahesh	a.venkatamahesh	ADJ
cana-1721	2	22	1	1	NUM
cana-1721	2	23	*	*	PROPN
cana-1721	2	24	,	,	PUNCT
cana-1721	2	25	dr	dr	PROPN
cana-1721	2	26	.	.	PROPN
cana-1721	2	27	sanjay	sanjay	PROPN
cana-1721	2	28	bhargava	bhargava	PROPN
cana-1721	2	29	2	2	NUM
cana-1721	2	30	1	1	NUM
cana-1721	2	31	ph.d	ph.d	PROPN
cana-1721	2	32	research	research	NOUN
cana-1721	2	33	scholar	scholar	NOUN
cana-1721	2	34	,	,	PUNCT
cana-1721	2	35	department	department	NOUN
cana-1721	2	36	of	of	ADP
cana-1721	2	37	computer	computer	NOUN
cana-1721	2	38	science	science	NOUN
cana-1721	2	39	and	and	CCONJ
cana-1721	2	40	engineering	engineering	NOUN
cana-1721	2	41	,	,	PUNCT
cana-1721	2	42	mansarovar	mansarovar	PROPN
cana-1721	2	43	global	global	PROPN
cana-1721	2	44	university	university	PROPN
cana-1721	2	45	,	,	PUNCT
cana-1721	2	46	billkisganj	billkisganj	ADJ
cana-1721	2	47	,	,	PUNCT
cana-1721	2	48	sehore	sehore	PROPN
cana-1721	2	49	,	,	PUNCT
cana-1721	2	50	madhya	madhya	PROPN
cana-1721	2	51	pradesh-466001	pradesh-466001	NOUN
cana-1721	2	52	.	.	PUNCT
cana-1721	3	1	2	2	NUM
cana-1721	3	2	research	research	NOUN
cana-1721	3	3	guide	guide	NOUN
cana-1721	3	4	,	,	PUNCT
cana-1721	3	5	department	department	NOUN
cana-1721	3	6	of	of	ADP
cana-1721	3	7	computer	computer	NOUN
cana-1721	3	8	science	science	NOUN
cana-1721	3	9	,	,	PUNCT
cana-1721	3	10	faculty	faculty	NOUN
cana-1721	3	11	of	of	ADP
cana-1721	3	12	engineering	engineering	NOUN
cana-1721	3	13	and	and	CCONJ
cana-1721	3	14	technology	technology	PROPN
cana-1721	3	15	mansarovar	mansarovar	PROPN
cana-1721	3	16	global	global	PROPN
cana-1721	3	17	university	university	NOUN
cana-1721	3	18	,	,	PUNCT
cana-1721	3	19	sanjaybhargava78@gmail.com	sanjaybhargava78@gmail.com	PROPN
cana-1721	3	20	article	article	NOUN
cana-1721	3	21	history	history	NOUN
cana-1721	3	22	:	:	PUNCT
cana-1721	3	23	received	receive	VERB
cana-1721	3	24	:	:	PUNCT
cana-1721	3	25	25	25	NUM
cana-1721	3	26	-	-	PUNCT
cana-1721	3	27	07	07	NUM
cana-1721	3	28	-	-	PUNCT
cana-1721	3	29	2024	2024	NUM
cana-1721	3	30	revised	revise	VERB
cana-1721	3	31	:	:	PUNCT
cana-1721	3	32	03	03	NUM
cana-1721	3	33	-	-	SYM
cana-1721	3	34	09	09	NUM
cana-1721	3	35	-	-	PUNCT
cana-1721	3	36	2024	2024	NUM
cana-1721	3	37	accepted	accept	VERB
cana-1721	3	38	:	:	PUNCT
cana-1721	3	39	16	16	NUM
cana-1721	3	40	-	-	SYM
cana-1721	3	41	09	09	NUM
cana-1721	3	42	-	-	PUNCT
cana-1721	3	43	2024	2024	NUM
cana-1721	3	44	abstract	abstract	NOUN
cana-1721	3	45	:	:	PUNCT
cana-1721	3	46	with	with	ADP
cana-1721	3	47	the	the	DET
cana-1721	3	48	increasing	increase	VERB
cana-1721	3	49	real	real	ADJ
cana-1721	3	50	-	-	PUNCT
cana-1721	3	51	world	world	NOUN
cana-1721	3	52	deployment	deployment	NOUN
cana-1721	3	53	of	of	ADP
cana-1721	3	54	5	5	NUM
cana-1721	3	55	g	g	NOUN
cana-1721	3	56	networks	network	NOUN
cana-1721	3	57	and	and	CCONJ
cana-1721	3	58	proliferation	proliferation	NOUN
cana-1721	3	59	of	of	ADP
cana-1721	3	60	heterogeneous	heterogeneous	ADJ
cana-1721	3	61	iot	iot	NOUN
cana-1721	3	62	devices	device	NOUN
cana-1721	3	63	,	,	PUNCT
cana-1721	3	64	an	an	DET
cana-1721	3	65	efficient	efficient	ADJ
cana-1721	3	66	resource	resource	NOUN
cana-1721	3	67	management	management	NOUN
cana-1721	3	68	becomes	become	VERB
cana-1721	3	69	inescapable	inescapable	ADJ
cana-1721	3	70	to	to	PART
cana-1721	3	71	handle	handle	VERB
cana-1721	3	72	dynamic	dynamic	ADJ
cana-1721	3	73	and	and	CCONJ
cana-1721	3	74	diverse	diverse	ADJ
cana-1721	3	75	traffic	traffic	NOUN
cana-1721	3	76	demands	demand	NOUN
cana-1721	3	77	.	.	PUNCT
cana-1721	4	1	in	in	ADP
cana-1721	4	2	conventional	conventional	ADJ
cana-1721	4	3	ways	way	NOUN
cana-1721	4	4	,	,	PUNCT
cana-1721	4	5	resource	resource	NOUN
cana-1721	4	6	allocation	allocation	NOUN
cana-1721	4	7	and	and	CCONJ
cana-1721	4	8	model	model	NOUN
cana-1721	4	9	training	training	NOUN
cana-1721	4	10	in	in	ADP
cana-1721	4	11	5	5	NUM
cana-1721	4	12	g	g	NOUN
cana-1721	4	13	networks	network	NOUN
cana-1721	4	14	become	become	VERB
cana-1721	4	15	cumbersome	cumbersome	ADJ
cana-1721	4	16	due	due	ADJ
cana-1721	4	17	to	to	ADP
cana-1721	4	18	scalability	scalability	NOUN
cana-1721	4	19	,	,	PUNCT
cana-1721	4	20	heterogeneity	heterogeneity	NOUN
cana-1721	4	21	,	,	PUNCT
cana-1721	4	22	and	and	CCONJ
cana-1721	4	23	crossdomain	crossdomain	ADJ
cana-1721	4	24	adaptability	adaptability	NOUN
cana-1721	4	25	.	.	PUNCT
cana-1721	5	1	they	they	PRON
cana-1721	5	2	can	can	AUX
cana-1721	5	3	not	not	PART
cana-1721	5	4	capture	capture	VERB
cana-1721	5	5	the	the	DET
cana-1721	5	6	collaboration	collaboration	NOUN
cana-1721	5	7	among	among	ADP
cana-1721	5	8	base	base	NOUN
cana-1721	5	9	stations	station	NOUN
cana-1721	5	10	,	,	PUNCT
cana-1721	5	11	personalization	personalization	NOUN
cana-1721	5	12	of	of	ADP
cana-1721	5	13	iot	iot	NOUN
cana-1721	5	14	devices	device	NOUN
cana-1721	5	15	,	,	PUNCT
cana-1721	5	16	and	and	CCONJ
cana-1721	5	17	variational	variational	ADJ
cana-1721	5	18	urban	urban	ADJ
cana-1721	5	19	and	and	CCONJ
cana-1721	5	20	rural	rural	ADJ
cana-1721	5	21	network	network	NOUN
cana-1721	5	22	scenes	scene	NOUN
cana-1721	5	23	.	.	PUNCT
cana-1721	6	1	to	to	PART
cana-1721	6	2	overcome	overcome	VERB
cana-1721	6	3	these	these	DET
cana-1721	6	4	limitations	limitation	NOUN
cana-1721	6	5	,	,	PUNCT
cana-1721	6	6	in	in	ADP
cana-1721	6	7	this	this	DET
cana-1721	6	8	work	work	NOUN
cana-1721	6	9	a	a	DET
cana-1721	6	10	novel	novel	ADJ
cana-1721	6	11	amalgamation	amalgamation	NOUN
cana-1721	6	12	of	of	ADP
cana-1721	6	13	multi	multi	ADJ
cana-1721	6	14	-	-	ADJ
cana-1721	6	15	agent	agent	ADJ
cana-1721	6	16	proximal	proximal	ADJ
cana-1721	6	17	policy	policy	NOUN
cana-1721	6	18	optimization	optimization	NOUN
cana-1721	6	19	,	,	PUNCT
cana-1721	6	20	task	task	NOUN
cana-1721	6	21	-	-	PUNCT
cana-1721	6	22	aware	aware	ADJ
cana-1721	6	23	personalized	personalized	ADJ
cana-1721	6	24	federated	federated	ADJ
cana-1721	6	25	learning	learning	NOUN
cana-1721	6	26	,	,	PUNCT
cana-1721	6	27	and	and	CCONJ
cana-1721	6	28	domain	domain	NOUN
cana-1721	6	29	-	-	PUNCT
cana-1721	6	30	adaptive	adaptive	NOUN
cana-1721	6	31	transfer	transfer	NOUN
cana-1721	6	32	learning	learning	NOUN
cana-1721	6	33	is	be	AUX
cana-1721	6	34	proposed	propose	VERB
cana-1721	6	35	for	for	ADP
cana-1721	6	36	the	the	DET
cana-1721	6	37	collaborative	collaborative	ADJ
cana-1721	6	38	resource	resource	NOUN
cana-1721	6	39	management	management	NOUN
cana-1721	6	40	,	,	PUNCT
cana-1721	6	41	heterogeneous	heterogeneous	ADJ
cana-1721	6	42	task	task	NOUN
cana-1721	6	43	learning	learning	NOUN
cana-1721	6	44	,	,	PUNCT
cana-1721	6	45	and	and	CCONJ
cana-1721	6	46	cross	cross	ADJ
cana-1721	6	47	-	-	ADJ
cana-1721	6	48	domain	domain	ADJ
cana-1721	6	49	optimization	optimization	NOUN
cana-1721	6	50	in	in	ADP
cana-1721	6	51	5	5	NUM
cana-1721	6	52	g	g	NOUN
cana-1721	6	53	and	and	CCONJ
cana-1721	6	54	iot	iot	PROPN
cana-1721	6	55	networks	network	NOUN
cana-1721	6	56	.	.	PUNCT
cana-1721	7	1	preliminary	preliminary	ADJ
cana-1721	7	2	,	,	PUNCT
cana-1721	7	3	that	that	ADV
cana-1721	7	4	is	is	ADV
cana-1721	7	5	,	,	PUNCT
cana-1721	7	6	the	the	DET
cana-1721	7	7	extension	extension	NOUN
cana-1721	7	8	of	of	ADP
cana-1721	7	9	proximal	proximal	ADJ
cana-1721	7	10	policy	policy	NOUN
cana-1721	7	11	optimization	optimization	NOUN
cana-1721	7	12	to	to	ADP
cana-1721	7	13	multi	multi	ADJ
cana-1721	7	14	-	-	ADJ
cana-1721	7	15	agent	agent	ADJ
cana-1721	7	16	settings	setting	NOUN
cana-1721	7	17	enables	enable	VERB
cana-1721	7	18	multiple	multiple	ADJ
cana-1721	7	19	base	base	NOUN
cana-1721	7	20	stations	station	NOUN
cana-1721	7	21	to	to	PART
cana-1721	7	22	cooperate	cooperate	VERB
cana-1721	7	23	on	on	ADP
cana-1721	7	24	finding	find	VERB
cana-1721	7	25	the	the	DET
cana-1721	7	26	optimal	optimal	ADJ
cana-1721	7	27	strategy	strategy	NOUN
cana-1721	7	28	of	of	ADP
cana-1721	7	29	bounded	bounded	ADJ
cana-1721	7	30	latency	latency	NOUN
cana-1721	7	31	,	,	PUNCT
cana-1721	7	32	high	high	ADJ
cana-1721	7	33	-	-	PUNCT
cana-1721	7	34	throughput	throughput	NOUN
cana-1721	7	35	,	,	PUNCT
cana-1721	7	36	and	and	CCONJ
cana-1721	7	37	network	network	NOUN
cana-1721	7	38	congestion	congestion	NOUN
cana-1721	7	39	.	.	PUNCT
cana-1721	8	1	ta	ta	X
cana-1721	8	2	-	-	PUNCT
cana-1721	8	3	pfed	pfed	PROPN
cana-1721	8	4	updates	update	NOUN
cana-1721	8	5	models	model	NOUN
cana-1721	8	6	for	for	ADP
cana-1721	8	7	task	task	NOUN
cana-1721	8	8	-	-	PUNCT
cana-1721	8	9	specific	specific	ADJ
cana-1721	8	10	training	training	NOUN
cana-1721	8	11	among	among	ADP
cana-1721	8	12	heterogeneous	heterogeneous	ADJ
cana-1721	8	13	iot	iot	NOUN
cana-1721	8	14	devices	device	NOUN
cana-1721	8	15	such	such	ADJ
cana-1721	8	16	as	as	ADP
cana-1721	8	17	sensors	sensor	NOUN
cana-1721	8	18	and	and	CCONJ
cana-1721	8	19	cameras	camera	NOUN
cana-1721	8	20	to	to	PART
cana-1721	8	21	become	become	VERB
cana-1721	8	22	specialized	specialized	ADJ
cana-1721	8	23	in	in	ADP
cana-1721	8	24	their	their	PRON
cana-1721	8	25	respective	respective	ADJ
cana-1721	8	26	tasks	task	NOUN
cana-1721	8	27	while	while	SCONJ
cana-1721	8	28	leveraging	leverage	VERB
cana-1721	8	29	the	the	DET
cana-1721	8	30	shared	share	VERB
cana-1721	8	31	knowledge	knowledge	NOUN
cana-1721	8	32	from	from	ADP
cana-1721	8	33	the	the	DET
cana-1721	8	34	global	global	ADJ
cana-1721	8	35	models	model	NOUN
cana-1721	8	36	.	.	PUNCT
cana-1721	9	1	it	it	PRON
cana-1721	9	2	reduces	reduce	VERB
cana-1721	9	3	the	the	DET
cana-1721	9	4	communication	communication	NOUN
cana-1721	9	5	cost	cost	NOUN
cana-1721	9	6	and	and	CCONJ
cana-1721	9	7	enhances	enhance	VERB
cana-1721	9	8	privacy	privacy	NOUN
cana-1721	9	9	by	by	ADP
cana-1721	9	10	limiting	limit	VERB
cana-1721	9	11	data	datum	NOUN
cana-1721	9	12	sharing	sharing	NOUN
cana-1721	9	13	.	.	PUNCT
cana-1721	10	1	datl	datl	NOUN
cana-1721	10	2	thus	thus	ADV
cana-1721	10	3	allows	allow	VERB
cana-1721	10	4	the	the	DET
cana-1721	10	5	knowledge	knowledge	NOUN
cana-1721	10	6	transfer	transfer	NOUN
cana-1721	10	7	across	across	ADP
cana-1721	10	8	network	network	NOUN
cana-1721	10	9	environments	environment	NOUN
cana-1721	10	10	,	,	PUNCT
cana-1721	10	11	hence	hence	ADV
cana-1721	10	12	fastening	fastening	ADJ
cana-1721	10	13	resource	resource	NOUN
cana-1721	10	14	management	management	NOUN
cana-1721	10	15	optimization	optimization	NOUN
cana-1721	10	16	in	in	ADP
cana-1721	10	17	new	new	ADJ
cana-1721	10	18	domains	domain	NOUN
cana-1721	10	19	(	(	PUNCT
cana-1721	10	20	e.g.	e.g.	ADV
cana-1721	10	21	,	,	PUNCT
cana-1721	10	22	rural	rural	ADJ
cana-1721	10	23	networks	network	NOUN
cana-1721	10	24	)	)	PUNCT
cana-1721	10	25	without	without	ADP
cana-1721	10	26	extensive	extensive	ADJ
cana-1721	10	27	retraining	retraining	NOUN
cana-1721	10	28	.	.	PUNCT
cana-1721	11	1	these	these	PRON
cana-1721	11	2	all	all	PRON
cana-1721	11	3	enable	enable	VERB
cana-1721	11	4	addressing	address	VERB
cana-1721	11	5	three	three	NUM
cana-1721	11	6	important	important	ADJ
cana-1721	11	7	challenges	challenge	NOUN
cana-1721	11	8	:	:	PUNCT
cana-1721	11	9	collaborative	collaborative	ADJ
cana-1721	11	10	resource	resource	NOUN
cana-1721	11	11	allocation	allocation	NOUN
cana-1721	11	12	,	,	PUNCT
cana-1721	11	13	personalized	personalize	VERB
cana-1721	11	14	learning	learn	VERB
cana-1721	11	15	for	for	ADP
cana-1721	11	16	diverse	diverse	ADJ
cana-1721	11	17	iot	iot	NOUN
cana-1721	11	18	tasks	task	NOUN
cana-1721	11	19	,	,	PUNCT
cana-1721	11	20	and	and	CCONJ
cana-1721	11	21	fast	fast	ADJ
cana-1721	11	22	adaptation	adaptation	NOUN
cana-1721	11	23	across	across	ADP
cana-1721	11	24	domains	domain	NOUN
cana-1721	11	25	,	,	PUNCT
cana-1721	11	26	each	each	PRON
cana-1721	11	27	addressed	address	VERB
cana-1721	11	28	in	in	ADP
cana-1721	11	29	5	5	NUM
cana-1721	11	30	g	g	NOUN
cana-1721	11	31	networks	network	NOUN
cana-1721	11	32	using	use	VERB
cana-1721	11	33	the	the	DET
cana-1721	11	34	proposed	propose	VERB
cana-1721	11	35	fusion	fusion	NOUN
cana-1721	11	36	approach	approach	NOUN
cana-1721	11	37	.	.	PUNCT
cana-1721	12	1	numerical	numerical	ADJ
cana-1721	12	2	results	result	NOUN
cana-1721	12	3	indicate	indicate	VERB
cana-1721	12	4	enormous	enormous	ADJ
cana-1721	12	5	gains	gain	NOUN
cana-1721	12	6	:	:	PUNCT
cana-1721	12	7	45	45	NUM
cana-1721	12	8	%	%	NOUN
cana-1721	12	9	gain	gain	NOUN
cana-1721	12	10	in	in	ADP
cana-1721	12	11	endtoend	endtoend	NOUN
cana-1721	12	12	network	network	NOUN
cana-1721	12	13	throughput	throughput	NOUN
cana-1721	12	14	,	,	PUNCT
cana-1721	12	15	30	30	NUM
cana-1721	12	16	-	-	SYM
cana-1721	12	17	35	35	NUM
cana-1721	12	18	%	%	NOUN
cana-1721	12	19	reduction	reduction	NOUN
cana-1721	12	20	in	in	ADP
cana-1721	12	21	latency	latency	NOUN
cana-1721	12	22	,	,	PUNCT
cana-1721	12	23	20	20	NUM
cana-1721	12	24	-	-	SYM
cana-1721	12	25	25	25	NUM
cana-1721	12	26	%	%	NOUN
cana-1721	12	27	reduction	reduction	NOUN
cana-1721	12	28	in	in	ADP
cana-1721	12	29	packet	packet	NOUN
cana-1721	12	30	loss	loss	NOUN
cana-1721	12	31	,	,	PUNCT
cana-1721	12	32	and	and	CCONJ
cana-1721	12	33	90	90	NUM
cana-1721	12	34	%	%	NOUN
cana-1721	12	35	reduction	reduction	NOUN
cana-1721	12	36	in	in	ADP
cana-1721	12	37	privacy	privacy	NOUN
cana-1721	12	38	risk	risk	NOUN
cana-1721	12	39	.	.	PUNCT
cana-1721	13	1	besides	besides	SCONJ
cana-1721	13	2	that	that	PRON
cana-1721	13	3	,	,	PUNCT
cana-1721	13	4	there	there	PRON
cana-1721	13	5	is	be	VERB
cana-1721	13	6	a	a	DET
cana-1721	13	7	50	50	NUM
cana-1721	13	8	%	%	NOUN
cana-1721	13	9	reduction	reduction	NOUN
cana-1721	13	10	in	in	ADP
cana-1721	13	11	cross	cross	ADJ
cana-1721	13	12	-	-	ADJ
cana-1721	13	13	domain	domain	ADJ
cana-1721	13	14	adaptation	adaptation	NOUN
cana-1721	13	15	time	time	NOUN
cana-1721	13	16	and	and	CCONJ
cana-1721	13	17	40	40	NUM
cana-1721	13	18	%	%	NOUN
cana-1721	13	19	reduction	reduction	NOUN
cana-1721	13	20	in	in	ADP
cana-1721	13	21	the	the	DET
cana-1721	13	22	data	data	NOUN
cana-1721	13	23	transmission	transmission	NOUN
cana-1721	13	24	cost	cost	NOUN
cana-1721	13	25	.	.	PUNCT
cana-1721	14	1	it	it	PRON
cana-1721	14	2	lays	lay	VERB
cana-1721	14	3	the	the	DET
cana-1721	14	4	foundation	foundation	NOUN
cana-1721	14	5	for	for	ADP
cana-1721	14	6	future	future	ADJ
cana-1721	14	7	5	5	NUM
cana-1721	14	8	g	g	NOUN
cana-1721	14	9	and	and	CCONJ
cana-1721	14	10	iot	iot	ADJ
cana-1721	14	11	deployments	deployment	NOUN
cana-1721	14	12	,	,	PUNCT
cana-1721	14	13	which	which	PRON
cana-1721	14	14	scale	scale	VERB
cana-1721	14	15	with	with	ADP
cana-1721	14	16	diversified	diversified	ADJ
cana-1721	14	17	and	and	CCONJ
cana-1721	14	18	dynamic	dynamic	ADJ
cana-1721	14	19	network	network	NOUN
cana-1721	14	20	environments	environment	NOUN
cana-1721	14	21	efficiently	efficiently	ADV
cana-1721	14	22	while	while	SCONJ
cana-1721	14	23	preserving	preserve	VERB
cana-1721	14	24	data	datum	NOUN
cana-1721	14	25	privacy	privacy	NOUN
cana-1721	14	26	.	.	PUNCT
cana-1721	15	1	keywords	keyword	NOUN
cana-1721	15	2	:	:	PUNCT
cana-1721	15	3	5	5	NUM
cana-1721	15	4	g	g	NOUN
cana-1721	15	5	networks	network	NOUN
cana-1721	15	6	,	,	PUNCT
cana-1721	15	7	multi	multi	ADJ
cana-1721	15	8	-	-	ADJ
cana-1721	15	9	agent	agent	ADJ
cana-1721	15	10	proximal	proximal	ADJ
cana-1721	15	11	policy	policy	NOUN
cana-1721	15	12	optimization	optimization	NOUN
cana-1721	15	13	,	,	PUNCT
cana-1721	15	14	federated	federated	ADJ
cana-1721	15	15	learning	learning	NOUN
cana-1721	15	16	,	,	PUNCT
cana-1721	15	17	cross	cross	ADJ
cana-1721	15	18	-	-	ADJ
cana-1721	15	19	domain	domain	ADJ
cana-1721	15	20	optimization	optimization	NOUN
cana-1721	15	21	,	,	PUNCT
cana-1721	15	22	iot	iot	PROPN
cana-1721	15	23	devices	device	NOUN
cana-1721	15	24	,	,	PUNCT
cana-1721	15	25	deployments	deployment	NOUN
cana-1721	15	26	.	.	PUNCT
cana-1721	16	1	1	1	X
cana-1721	16	2	.	.	X
cana-1721	16	3	introduction	introduction	NOUN
cana-1721	16	4	this	this	DET
cana-1721	16	5	development	development	NOUN
cana-1721	16	6	of	of	ADP
cana-1721	16	7	5	5	NUM
cana-1721	16	8	g	g	NOUN
cana-1721	16	9	networks	network	NOUN
cana-1721	16	10	is	be	AUX
cana-1721	16	11	also	also	ADV
cana-1721	16	12	complemented	complement	VERB
cana-1721	16	13	by	by	ADP
cana-1721	16	14	the	the	DET
cana-1721	16	15	rapid	rapid	ADJ
cana-1721	16	16	proliferation	proliferation	NOUN
cana-1721	16	17	of	of	ADP
cana-1721	16	18	heterogeneous	heterogeneous	ADJ
cana-1721	16	19	iot	iot	NOUN
cana-1721	16	20	devices	device	NOUN
cana-1721	16	21	generating	generate	VERB
cana-1721	16	22	dynamic	dynamic	ADJ
cana-1721	16	23	and	and	CCONJ
cana-1721	16	24	diverse	diverse	ADJ
cana-1721	16	25	traffic	traffic	NOUN
cana-1721	16	26	patterns	pattern	NOUN
cana-1721	16	27	.	.	PUNCT
cana-1721	17	1	resource	resource	NOUN
cana-1721	17	2	management	management	NOUN
cana-1721	17	3	complexity	complexity	NOUN
cana-1721	17	4	,	,	PUNCT
cana-1721	17	5	including	include	VERB
cana-1721	17	6	bandwidth	bandwidth	NOUN
cana-1721	17	7	and	and	CCONJ
cana-1721	17	8	computation	computation	NOUN
cana-1721	17	9	powers	power	NOUN
cana-1721	17	10	,	,	PUNCT
cana-1721	17	11	together	together	ADV
cana-1721	17	12	with	with	ADP
cana-1721	17	13	energy	energy	NOUN
cana-1721	17	14	consumption	consumption	NOUN
cana-1721	17	15	,	,	PUNCT
cana-1721	17	16	will	will	AUX
cana-1721	17	17	rise	rise	VERB
cana-1721	17	18	further	far	ADV
cana-1721	17	19	with	with	ADP
cana-1721	17	20	communications	communication	NOUN
cana-1721	17	21	on	on	ADP
cana-1721	17	22	applied	apply	VERB
cana-1721	17	23	nonlinear	nonlinear	ADJ
cana-1721	17	24	analysis	analysis	NOUN
cana-1721	17	25	issn	issn	NOUN
cana-1721	17	26	:	:	PUNCT
cana-1721	17	27	1074	1074	NUM
cana-1721	17	28	-	-	PUNCT
cana-1721	17	29	133x	133x	NUM
cana-1721	17	30	vol	vol	NOUN
cana-1721	17	31	32	32	NUM
cana-1721	17	32	no	no	NOUN
cana-1721	17	33	.	.	NOUN
cana-1721	17	34	2	2	NUM
cana-1721	17	35	(	(	PUNCT
cana-1721	17	36	2025	2025	NUM
cana-1721	17	37	)	)	PUNCT
cana-1721	17	38	91	91	NUM
cana-1721	17	39	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1721	17	40	increased	increase	VERB
cana-1721	17	41	network	network	NOUN
cana-1721	17	42	density	density	NOUN
cana-1721	17	43	.	.	PUNCT
cana-1721	18	1	resource	resource	NOUN
cana-1721	18	2	management	management	NOUN
cana-1721	18	3	is	be	AUX
cana-1721	18	4	very	very	ADV
cana-1721	18	5	critical	critical	ADJ
cana-1721	18	6	in	in	ADP
cana-1721	18	7	this	this	DET
cana-1721	18	8	kind	kind	NOUN
cana-1721	18	9	of	of	ADP
cana-1721	18	10	environment	environment	NOUN
cana-1721	18	11	,	,	PUNCT
cana-1721	18	12	considering	consider	VERB
cana-1721	18	13	qos	qos	NOUN
cana-1721	18	14	and	and	CCONJ
cana-1721	18	15	other	other	ADJ
cana-1721	18	16	stringent	stringent	ADJ
cana-1721	18	17	performance	performance	NOUN
cana-1721	18	18	requirements	requirement	NOUN
cana-1721	18	19	such	such	ADJ
cana-1721	18	20	as	as	ADP
cana-1721	18	21	ultra	ultra	ADJ
cana-1721	18	22	-	-	ADJ
cana-1721	18	23	low	low	ADJ
cana-1721	18	24	latency	latency	NOUN
cana-1721	18	25	,	,	PUNCT
cana-1721	18	26	high	high	ADJ
cana-1721	18	27	throughput	throughput	NOUN
cana-1721	18	28	,	,	PUNCT
cana-1721	18	29	and	and	CCONJ
cana-1721	18	30	massive	massive	ADJ
cana-1721	18	31	connectivity	connectivity	NOUN
cana-1721	18	32	.	.	PUNCT
cana-1721	19	1	resource	resource	NOUN
cana-1721	19	2	allocation	allocation	NOUN
cana-1721	19	3	techniques	technique	NOUN
cana-1721	19	4	typically	typically	ADV
cana-1721	19	5	follow	follow	VERB
cana-1721	19	6	static	static	ADJ
cana-1721	19	7	or	or	CCONJ
cana-1721	19	8	centralized	centralized	ADJ
cana-1721	19	9	solutions	solution	NOUN
cana-1721	19	10	nowadays	nowadays	ADV
cana-1721	19	11	,	,	PUNCT
cana-1721	19	12	which	which	PRON
cana-1721	19	13	are	be	AUX
cana-1721	19	14	poorly	poorly	ADV
cana-1721	19	15	suited	suited	ADJ
cana-1721	19	16	to	to	PART
cana-1721	19	17	address	address	VERB
cana-1721	19	18	the	the	DET
cana-1721	19	19	dynamic	dynamic	ADJ
cana-1721	19	20	,	,	PUNCT
cana-1721	19	21	distributed	distribute	VERB
cana-1721	19	22	,	,	PUNCT
cana-1721	19	23	and	and	CCONJ
cana-1721	19	24	heterogeneous	heterogeneous	ADJ
cana-1721	19	25	nature	nature	NOUN
cana-1721	19	26	of	of	ADP
cana-1721	19	27	such	such	ADJ
cana-1721	19	28	5	5	NUM
cana-1721	19	29	g	g	NOUN
cana-1721	19	30	environments	environment	NOUN
cana-1721	19	31	.	.	PUNCT
cana-1721	20	1	most	most	ADJ
cana-1721	20	2	of	of	ADP
cana-1721	20	3	the	the	DET
cana-1721	20	4	centralized	centralized	ADJ
cana-1721	20	5	resource	resource	NOUN
cana-1721	20	6	management	management	NOUN
cana-1721	20	7	approaches	approach	NOUN
cana-1721	20	8	are	be	AUX
cana-1721	20	9	facing	face	VERB
cana-1721	20	10	scalability	scalability	NOUN
cana-1721	20	11	challenges	challenge	NOUN
cana-1721	20	12	,	,	PUNCT
cana-1721	20	13	high	high	ADJ
cana-1721	20	14	communication	communication	NOUN
cana-1721	20	15	overhead	overhead	ADV
cana-1721	20	16	,	,	PUNCT
cana-1721	20	17	and	and	CCONJ
cana-1721	20	18	data	datum	NOUN
cana-1721	20	19	privacy	privacy	NOUN
cana-1721	20	20	concerns	concern	NOUN
cana-1721	20	21	.	.	PUNCT
cana-1721	21	1	these	these	DET
cana-1721	21	2	methods	method	NOUN
cana-1721	21	3	can	can	AUX
cana-1721	21	4	not	not	PART
cana-1721	21	5	be	be	AUX
cana-1721	21	6	adapted	adapt	VERB
cana-1721	21	7	to	to	ADP
cana-1721	21	8	a	a	DET
cana-1721	21	9	variety	variety	NOUN
cana-1721	21	10	of	of	ADP
cana-1721	21	11	operational	operational	ADJ
cana-1721	21	12	scenarios	scenario	NOUN
cana-1721	21	13	either	either	ADV
cana-1721	21	14	,	,	PUNCT
cana-1721	21	15	as	as	SCONJ
cana-1721	21	16	network	network	NOUN
cana-1721	21	17	characteristics	characteristic	NOUN
cana-1721	21	18	are	be	AUX
cana-1721	21	19	very	very	ADV
cana-1721	21	20	different	different	ADJ
cana-1721	21	21	in	in	ADP
cana-1721	21	22	both	both	CCONJ
cana-1721	21	23	urban	urban	ADJ
cana-1721	21	24	and	and	CCONJ
cana-1721	21	25	rural	rural	ADJ
cana-1721	21	26	settings	setting	NOUN
cana-1721	21	27	.	.	PUNCT
cana-1721	22	1	in	in	ADP
cana-1721	22	2	sparse	sparse	ADJ
cana-1721	22	3	deployments	deployment	NOUN
cana-1721	22	4	,	,	PUNCT
cana-1721	22	5	as	as	ADP
cana-1721	22	6	in	in	ADP
cana-1721	22	7	rural	rural	ADJ
cana-1721	22	8	areas	area	NOUN
cana-1721	22	9	,	,	PUNCT
cana-1721	22	10	the	the	DET
cana-1721	22	11	models	model	NOUN
cana-1721	22	12	trained	train	VERB
cana-1721	22	13	on	on	ADP
cana-1721	22	14	dense	dense	ADJ
cana-1721	22	15	urban	urban	ADJ
cana-1721	22	16	networks	network	NOUN
cana-1721	22	17	may	may	AUX
cana-1721	22	18	not	not	PART
cana-1721	22	19	be	be	AUX
cana-1721	22	20	effective	effective	ADJ
cana-1721	22	21	and	and	CCONJ
cana-1721	22	22	will	will	AUX
cana-1721	22	23	need	need	VERB
cana-1721	22	24	costly	costly	ADJ
cana-1721	22	25	retraining	retraining	ADJ
cana-1721	22	26	or	or	CCONJ
cana-1721	22	27	human	human	ADJ
cana-1721	22	28	intervention	intervention	NOUN
cana-1721	22	29	.	.	PUNCT
cana-1721	23	1	moreover	moreover	ADV
cana-1721	23	2	,	,	PUNCT
cana-1721	23	3	with	with	ADP
cana-1721	23	4	iot	iot	PROPN
cana-1721	23	5	devices	device	NOUN
cana-1721	23	6	being	be	AUX
cana-1721	23	7	heterogeneous	heterogeneous	ADJ
cana-1721	23	8	in	in	ADP
cana-1721	23	9	nature	nature	NOUN
cana-1721	23	10	and	and	CCONJ
cana-1721	23	11	each	each	PRON
cana-1721	23	12	performing	perform	VERB
cana-1721	23	13	some	some	DET
cana-1721	23	14	sort	sort	NOUN
cana-1721	23	15	of	of	ADP
cana-1721	23	16	different	different	ADJ
cana-1721	23	17	tasks	task	NOUN
cana-1721	23	18	,	,	PUNCT
cana-1721	23	19	a	a	DET
cana-1721	23	20	one	one	NUM
cana-1721	23	21	-	-	PUNCT
cana-1721	23	22	size	size	NOUN
cana-1721	23	23	-	-	PUNCT
cana-1721	23	24	fits	fit	VERB
cana-1721	23	25	-	-	PUNCT
cana-1721	23	26	all	all	DET
cana-1721	23	27	kind	kind	NOUN
cana-1721	23	28	of	of	ADP
cana-1721	23	29	model	model	NOUN
cana-1721	23	30	fails	fail	VERB
cana-1721	23	31	miserably	miserably	ADV
cana-1721	23	32	to	to	PART
cana-1721	23	33	meet	meet	VERB
cana-1721	23	34	the	the	DET
cana-1721	23	35	requirements	requirement	NOUN
cana-1721	23	36	of	of	ADP
cana-1721	23	37	each	each	PRON
cana-1721	23	38	,	,	PUNCT
cana-1721	23	39	leading	lead	VERB
cana-1721	23	40	to	to	ADP
cana-1721	23	41	suboptimal	suboptimal	ADJ
cana-1721	23	42	performance	performance	NOUN
cana-1721	23	43	of	of	ADP
cana-1721	23	44	the	the	DET
cana-1721	23	45	network	network	NOUN
cana-1721	23	46	as	as	ADP
cana-1721	23	47	a	a	DET
cana-1721	23	48	whole	whole	NOUN
cana-1721	23	49	.	.	PUNCT
cana-1721	24	1	it	it	PRON
cana-1721	24	2	is	be	AUX
cana-1721	24	3	to	to	PART
cana-1721	24	4	overcome	overcome	VERB
cana-1721	24	5	these	these	DET
cana-1721	24	6	limitations	limitation	NOUN
cana-1721	24	7	that	that	SCONJ
cana-1721	24	8	an	an	DET
cana-1721	24	9	iterative	iterative	NOUN
cana-1721	24	10	design	design	NOUN
cana-1721	24	11	of	of	ADP
cana-1721	24	12	mappo	mappo	NOUN
cana-1721	24	13	,	,	PUNCT
cana-1721	24	14	ta	ta	NOUN
cana-1721	24	15	-	-	PUNCT
cana-1721	24	16	pfed	pfe	VERB
cana-1721	24	17	,	,	PUNCT
cana-1721	24	18	and	and	CCONJ
cana-1721	24	19	datl	datl	NOUN
cana-1721	24	20	for	for	ADP
cana-1721	24	21	5	5	NUM
cana-1721	24	22	g	g	PROPN
cana-1721	24	23	networks	network	NOUN
cana-1721	24	24	collaborative	collaborative	ADJ
cana-1721	24	25	resource	resource	NOUN
cana-1721	24	26	management	management	NOUN
cana-1721	24	27	is	be	AUX
cana-1721	24	28	proposed	propose	VERB
cana-1721	24	29	in	in	ADP
cana-1721	24	30	this	this	DET
cana-1721	24	31	paper	paper	NOUN
cana-1721	24	32	.	.	PUNCT
cana-1721	25	1	it	it	PRON
cana-1721	25	2	will	will	AUX
cana-1721	25	3	be	be	AUX
cana-1721	25	4	possible	possible	ADJ
cana-1721	25	5	for	for	SCONJ
cana-1721	25	6	the	the	DET
cana-1721	25	7	distributed	distribute	VERB
cana-1721	25	8	base	base	NOUN
cana-1721	25	9	stations	station	NOUN
cana-1721	25	10	to	to	PART
cana-1721	25	11	be	be	AUX
cana-1721	25	12	allowed	allow	VERB
cana-1721	25	13	to	to	PART
cana-1721	25	14	cooperate	cooperate	VERB
cana-1721	25	15	in	in	ADP
cana-1721	25	16	finding	find	VERB
cana-1721	25	17	out	out	ADP
cana-1721	25	18	,	,	PUNCT
cana-1721	25	19	through	through	ADP
cana-1721	25	20	dynamic	dynamic	ADJ
cana-1721	25	21	learning	learning	NOUN
cana-1721	25	22	,	,	PUNCT
cana-1721	25	23	the	the	DET
cana-1721	25	24	best	good	ADJ
cana-1721	25	25	way	way	NOUN
cana-1721	25	26	of	of	ADP
cana-1721	25	27	allocating	allocate	VERB
cana-1721	25	28	the	the	DET
cana-1721	25	29	resources	resource	NOUN
cana-1721	25	30	with	with	ADP
cana-1721	25	31	consideration	consideration	NOUN
cana-1721	25	32	of	of	ADP
cana-1721	25	33	the	the	DET
cana-1721	25	34	real	real	ADJ
cana-1721	25	35	-	-	PUNCT
cana-1721	25	36	time	time	NOUN
cana-1721	25	37	traffic	traffic	NOUN
cana-1721	25	38	data	datum	NOUN
cana-1721	25	39	using	use	VERB
cana-1721	25	40	mappo	mappo	NOUN
cana-1721	25	41	.	.	PUNCT
cana-1721	26	1	tapfed	tapfed	PROPN
cana-1721	26	2	permits	permit	VERB
cana-1721	26	3	personalization	personalization	NOUN
cana-1721	26	4	in	in	ADP
cana-1721	26	5	model	model	NOUN
cana-1721	26	6	training	training	NOUN
cana-1721	26	7	across	across	ADP
cana-1721	26	8	heterogeneous	heterogeneous	ADJ
cana-1721	26	9	iot	iot	NOUN
cana-1721	26	10	devices	device	NOUN
cana-1721	26	11	with	with	ADP
cana-1721	26	12	their	their	PRON
cana-1721	26	13	needs	need	NOUN
cana-1721	26	14	toward	toward	ADP
cana-1721	26	15	specific	specific	ADJ
cana-1721	26	16	tasks	task	NOUN
cana-1721	26	17	without	without	ADP
cana-1721	26	18	compromising	compromise	VERB
cana-1721	26	19	data	datum	NOUN
cana-1721	26	20	privacy	privacy	NOUN
cana-1721	26	21	and	and	CCONJ
cana-1721	26	22	increasing	increase	VERB
cana-1721	26	23	communication	communication	NOUN
cana-1721	26	24	costs	cost	NOUN
cana-1721	26	25	.	.	PUNCT
cana-1721	27	1	datl	datl	NOUN
cana-1721	27	2	successfully	successfully	ADV
cana-1721	27	3	allows	allow	VERB
cana-1721	27	4	for	for	ADP
cana-1721	27	5	effective	effective	ADJ
cana-1721	27	6	cross	cross	ADJ
cana-1721	27	7	-	-	ADJ
cana-1721	27	8	domain	domain	ADJ
cana-1721	27	9	transfer	transfer	NOUN
cana-1721	27	10	of	of	ADP
cana-1721	27	11	learned	learn	VERB
cana-1721	27	12	models	model	NOUN
cana-1721	27	13	;	;	PUNCT
cana-1721	27	14	hence	hence	ADV
cana-1721	27	15	,	,	PUNCT
cana-1721	27	16	resource	resource	NOUN
cana-1721	27	17	management	management	NOUN
cana-1721	27	18	strategies	strategy	NOUN
cana-1721	27	19	can	can	AUX
cana-1721	27	20	rapidly	rapidly	ADV
cana-1721	27	21	adapt	adapt	VERB
cana-1721	27	22	themselves	themselves	PRON
cana-1721	27	23	to	to	ADP
cana-1721	27	24	new	new	ADJ
cana-1721	27	25	environments	environment	NOUN
cana-1721	27	26	,	,	PUNCT
cana-1721	27	27	such	such	ADJ
cana-1721	27	28	as	as	ADP
cana-1721	27	29	going	go	VERB
cana-1721	27	30	from	from	ADP
cana-1721	27	31	dense	dense	ADJ
cana-1721	27	32	urban	urban	ADJ
cana-1721	27	33	networks	network	NOUN
cana-1721	27	34	to	to	PART
cana-1721	27	35	sparse	sparse	VERB
cana-1721	27	36	rural	rural	ADJ
cana-1721	27	37	areas	area	NOUN
cana-1721	27	38	,	,	PUNCT
cana-1721	27	39	without	without	ADP
cana-1721	27	40	extensive	extensive	ADJ
cana-1721	27	41	retraining	retraining	NOUN
cana-1721	27	42	.	.	PUNCT
cana-1721	28	1	this	this	DET
cana-1721	28	2	combination	combination	NOUN
cana-1721	28	3	of	of	ADP
cana-1721	28	4	methodologies	methodology	NOUN
cana-1721	28	5	provides	provide	VERB
cana-1721	28	6	a	a	DET
cana-1721	28	7	strong	strong	ADJ
cana-1721	28	8	foundation	foundation	NOUN
cana-1721	28	9	that	that	PRON
cana-1721	28	10	is	be	AUX
cana-1721	28	11	not	not	PART
cana-1721	28	12	only	only	ADV
cana-1721	28	13	dealing	deal	VERB
cana-1721	28	14	with	with	ADP
cana-1721	28	15	scalability	scalability	NOUN
cana-1721	28	16	,	,	PUNCT
cana-1721	28	17	heterogeneity	heterogeneity	NOUN
cana-1721	28	18	,	,	PUNCT
cana-1721	28	19	and	and	CCONJ
cana-1721	28	20	cross	cross	ADJ
cana-1721	28	21	-	-	ADJ
cana-1721	28	22	domain	domain	ADJ
cana-1721	28	23	adaptation	adaptation	NOUN
cana-1721	28	24	challenges	challenge	NOUN
cana-1721	28	25	of	of	ADP
cana-1721	28	26	5	5	NUM
cana-1721	28	27	g	g	NOUN
cana-1721	28	28	networks	network	NOUN
cana-1721	28	29	but	but	CCONJ
cana-1721	28	30	also	also	ADV
cana-1721	28	31	enhancing	enhance	VERB
cana-1721	28	32	the	the	DET
cana-1721	28	33	overall	overall	ADJ
cana-1721	28	34	performance	performance	NOUN
cana-1721	28	35	of	of	ADP
cana-1721	28	36	the	the	DET
cana-1721	28	37	network	network	NOUN
cana-1721	28	38	.	.	PUNCT
cana-1721	29	1	this	this	DET
cana-1721	29	2	approach	approach	NOUN
cana-1721	29	3	significantly	significantly	ADV
cana-1721	29	4	enhances	enhance	VERB
cana-1721	29	5	network	network	NOUN
cana-1721	29	6	throughput	throughput	NOUN
cana-1721	29	7	by	by	ADP
cana-1721	29	8	reducing	reduce	VERB
cana-1721	29	9	latency	latency	NOUN
cana-1721	29	10	and	and	CCONJ
cana-1721	29	11	providing	provide	VERB
cana-1721	29	12	data	datum	NOUN
cana-1721	29	13	privacy	privacy	NOUN
cana-1721	29	14	by	by	ADP
cana-1721	29	15	leveraging	leverage	VERB
cana-1721	29	16	collaborative	collaborative	ADJ
cana-1721	29	17	decision	decision	NOUN
cana-1721	29	18	-	-	PUNCT
cana-1721	29	19	making	make	VERB
cana-1721	29	20	mechanisms	mechanism	NOUN
cana-1721	29	21	and	and	CCONJ
cana-1721	29	22	optimizations	optimization	NOUN
cana-1721	29	23	of	of	ADP
cana-1721	29	24	the	the	DET
cana-1721	29	25	tasks	task	NOUN
cana-1721	29	26	.	.	PUNCT
cana-1721	30	1	moreover	moreover	ADV
cana-1721	30	2	,	,	PUNCT
cana-1721	30	3	the	the	DET
cana-1721	30	4	introduction	introduction	NOUN
cana-1721	30	5	of	of	ADP
cana-1721	30	6	transfer	transfer	NOUN
cana-1721	30	7	learning	learning	NOUN
cana-1721	30	8	will	will	AUX
cana-1721	30	9	ensure	ensure	VERB
cana-1721	30	10	that	that	SCONJ
cana-1721	30	11	the	the	DET
cana-1721	30	12	knowledge	knowledge	NOUN
cana-1721	30	13	learned	learn	VERB
cana-1721	30	14	from	from	ADP
cana-1721	30	15	one	one	NUM
cana-1721	30	16	domain	domain	NOUN
cana-1721	30	17	can	can	AUX
cana-1721	30	18	be	be	AUX
cana-1721	30	19	seamlessly	seamlessly	ADV
cana-1721	30	20	transferred	transfer	VERB
cana-1721	30	21	onto	onto	ADP
cana-1721	30	22	another	another	PRON
cana-1721	30	23	for	for	ADP
cana-1721	30	24	reduced	reduce	VERB
cana-1721	30	25	training	training	NOUN
cana-1721	30	26	time	time	NOUN
cana-1721	30	27	and	and	CCONJ
cana-1721	30	28	resource	resource	NOUN
cana-1721	30	29	consumption	consumption	NOUN
cana-1721	30	30	in	in	ADP
cana-1721	30	31	new	new	ADJ
cana-1721	30	32	network	network	NOUN
cana-1721	30	33	environments	environment	NOUN
cana-1721	30	34	.	.	PUNCT
cana-1721	31	1	the	the	DET
cana-1721	31	2	merit	merit	NOUN
cana-1721	31	3	of	of	ADP
cana-1721	31	4	this	this	DET
cana-1721	31	5	contribution	contribution	NOUN
cana-1721	31	6	lies	lie	VERB
cana-1721	31	7	in	in	ADP
cana-1721	31	8	the	the	DET
cana-1721	31	9	fact	fact	NOUN
cana-1721	31	10	that	that	SCONJ
cana-1721	31	11	the	the	DET
cana-1721	31	12	proposed	propose	VERB
cana-1721	31	13	approach	approach	NOUN
cana-1721	31	14	marks	mark	VERB
cana-1721	31	15	a	a	DET
cana-1721	31	16	real	real	ADJ
cana-1721	31	17	step	step	NOUN
cana-1721	31	18	forward	forward	ADV
cana-1721	31	19	in	in	ADP
cana-1721	31	20	the	the	DET
cana-1721	31	21	research	research	NOUN
cana-1721	31	22	area	area	NOUN
cana-1721	31	23	of	of	ADP
cana-1721	31	24	resource	resource	NOUN
cana-1721	31	25	management	management	NOUN
cana-1721	31	26	techniques	technique	NOUN
cana-1721	31	27	for	for	ADP
cana-1721	31	28	5	5	NUM
cana-1721	31	29	g	g	NOUN
cana-1721	31	30	and	and	CCONJ
cana-1721	31	31	iot	iot	PROPN
cana-1721	31	32	networks	network	NOUN
cana-1721	31	33	:	:	PUNCT
cana-1721	31	34	scalable	scalable	ADJ
cana-1721	31	35	,	,	PUNCT
cana-1721	31	36	efficient	efficient	ADJ
cana-1721	31	37	,	,	PUNCT
cana-1721	31	38	and	and	CCONJ
cana-1721	31	39	preserving	preserve	VERB
cana-1721	31	40	for	for	ADP
cana-1721	31	41	future	future	ADJ
cana-1721	31	42	deployments	deployment	NOUN
cana-1721	31	43	.	.	PUNCT
cana-1721	32	1	2	2	X
cana-1721	32	2	.	.	X
cana-1721	32	3	review	review	NOUN
cana-1721	32	4	of	of	ADP
cana-1721	32	5	existing	exist	VERB
cana-1721	32	6	5	5	NUM
cana-1721	32	7	g	g	NOUN
cana-1721	32	8	communication	communication	NOUN
cana-1721	32	9	methods	method	NOUN
cana-1721	32	10	resource	resource	NOUN
cana-1721	32	11	management	management	NOUN
cana-1721	32	12	has	have	AUX
cana-1721	32	13	become	become	VERB
cana-1721	32	14	a	a	DET
cana-1721	32	15	very	very	ADV
cana-1721	32	16	critical	critical	ADJ
cana-1721	32	17	research	research	NOUN
cana-1721	32	18	area	area	NOUN
cana-1721	32	19	in	in	ADP
cana-1721	32	20	5	5	NUM
cana-1721	32	21	g	g	NOUN
cana-1721	32	22	and	and	CCONJ
cana-1721	32	23	beyond	beyond	ADP
cana-1721	32	24	networks	network	NOUN
cana-1721	32	25	due	due	ADP
cana-1721	32	26	to	to	ADP
cana-1721	32	27	the	the	DET
cana-1721	32	28	increased	increase	VERB
cana-1721	32	29	diversity	diversity	NOUN
cana-1721	32	30	and	and	CCONJ
cana-1721	32	31	complexity	complexity	NOUN
cana-1721	32	32	of	of	ADP
cana-1721	32	33	modern	modern	ADJ
cana-1721	32	34	wireless	wireless	ADJ
cana-1721	32	35	communication	communication	NOUN
cana-1721	32	36	systems	system	NOUN
cana-1721	32	37	.	.	PUNCT
cana-1721	33	1	many	many	ADJ
cana-1721	33	2	different	different	ADJ
cana-1721	33	3	approaches	approach	NOUN
cana-1721	33	4	have	have	AUX
cana-1721	33	5	been	be	AUX
cana-1721	33	6	proposed	propose	VERB
cana-1721	33	7	so	so	ADV
cana-1721	33	8	far	far	ADV
cana-1721	33	9	in	in	ADP
cana-1721	33	10	order	order	NOUN
cana-1721	33	11	to	to	PART
cana-1721	33	12	cope	cope	VERB
cana-1721	33	13	with	with	ADP
cana-1721	33	14	various	various	ADJ
cana-1721	33	15	problems	problem	NOUN
cana-1721	33	16	related	relate	VERB
cana-1721	33	17	to	to	ADP
cana-1721	33	18	resource	resource	NOUN
cana-1721	33	19	allocation	allocation	NOUN
cana-1721	33	20	,	,	PUNCT
cana-1721	33	21	latency	latency	NOUN
cana-1721	33	22	reduction	reduction	NOUN
cana-1721	33	23	,	,	PUNCT
cana-1721	33	24	energy	energy	NOUN
cana-1721	33	25	efficiency	efficiency	NOUN
cana-1721	33	26	,	,	PUNCT
cana-1721	33	27	and	and	CCONJ
cana-1721	33	28	quality	quality	NOUN
cana-1721	33	29	of	of	ADP
cana-1721	33	30	service	service	NOUN
cana-1721	33	31	levels	level	NOUN
cana-1721	33	32	..	..	PUNCT
cana-1721	33	33	beshley	beshley	PROPN
cana-1721	33	34	et	et	PROPN
cana-1721	33	35	al	al	PROPN
cana-1721	33	36	.	.	PUNCT
cana-1721	34	1	[	[	X
cana-1721	34	2	1	1	X
cana-1721	34	3	]	]	PUNCT
cana-1721	34	4	introduce	introduce	VERB
cana-1721	34	5	an	an	DET
cana-1721	34	6	energy	energy	NOUN
cana-1721	34	7	-	-	PUNCT
cana-1721	34	8	efficient	efficient	ADJ
cana-1721	34	9	,	,	PUNCT
cana-1721	34	10	qoe	qoe	NOUN
cana-1721	34	11	-	-	PUNCT
cana-1721	34	12	driven	drive	VERB
cana-1721	34	13	radio	radio	NOUN
cana-1721	34	14	resource	resource	NOUN
cana-1721	34	15	management	management	NOUN
cana-1721	34	16	method	method	NOUN
cana-1721	34	17	that	that	PRON
cana-1721	34	18	optimizes	optimize	VERB
cana-1721	34	19	energy	energy	NOUN
cana-1721	34	20	consumption	consumption	NOUN
cana-1721	34	21	and	and	CCONJ
cana-1721	34	22	qoe	qoe	NOUN
cana-1721	34	23	in	in	ADP
cana-1721	34	24	hetnet	hetnet	NOUN
cana-1721	34	25	.	.	PUNCT
cana-1721	35	1	the	the	DET
cana-1721	35	2	contribution	contribution	NOUN
cana-1721	35	3	was	be	AUX
cana-1721	35	4	completed	complete	VERB
cana-1721	35	5	by	by	ADP
cana-1721	35	6	combining	combine	VERB
cana-1721	35	7	resource	resource	NOUN
cana-1721	35	8	allocation	allocation	NOUN
cana-1721	35	9	in	in	ADP
cana-1721	35	10	ran	ran	NOUN
cana-1721	35	11	with	with	ADP
cana-1721	35	12	voronoi	voronoi	PROPN
cana-1721	35	13	diagram	diagram	NOUN
cana-1721	35	14	-	-	PUNCT
cana-1721	35	15	based	base	VERB
cana-1721	35	16	partitioning	partitioning	NOUN
cana-1721	35	17	.	.	PUNCT
cana-1721	36	1	however	however	ADV
cana-1721	36	2	,	,	PUNCT
cana-1721	36	3	the	the	DET
cana-1721	36	4	model	model	NOUN
cana-1721	36	5	can	can	AUX
cana-1721	36	6	not	not	PART
cana-1721	36	7	scale	scale	VERB
cana-1721	36	8	in	in	ADP
cana-1721	36	9	terms	term	NOUN
cana-1721	36	10	of	of	ADP
cana-1721	36	11	dynamic	dynamic	ADJ
cana-1721	36	12	and	and	CCONJ
cana-1721	36	13	high	high	ADJ
cana-1721	36	14	-	-	PUNCT
cana-1721	36	15	density	density	NOUN
cana-1721	36	16	iot	iot	NOUN
cana-1721	36	17	environments	environment	NOUN
cana-1721	36	18	,	,	PUNCT
cana-1721	36	19	which	which	PRON
cana-1721	36	20	is	be	AUX
cana-1721	36	21	also	also	ADV
cana-1721	36	22	overcome	overcome	VERB
cana-1721	36	23	by	by	ADP
cana-1721	36	24	multi	multi	ADJ
cana-1721	36	25	-	-	ADJ
cana-1721	36	26	agent	agent	ADJ
cana-1721	36	27	coordination	coordination	NOUN
cana-1721	36	28	in	in	ADP
cana-1721	36	29	communications	communication	NOUN
cana-1721	36	30	on	on	ADP
cana-1721	36	31	applied	apply	VERB
cana-1721	36	32	nonlinear	nonlinear	ADJ
cana-1721	36	33	analysis	analysis	NOUN
cana-1721	36	34	issn	issn	NOUN
cana-1721	36	35	:	:	PUNCT
cana-1721	36	36	1074	1074	NUM
cana-1721	36	37	-	-	PUNCT
cana-1721	36	38	133x	133x	NUM
cana-1721	36	39	vol	vol	NOUN
cana-1721	36	40	32	32	NUM
cana-1721	36	41	no	no	NOUN
cana-1721	36	42	.	.	NOUN
cana-1721	36	43	2	2	NUM
cana-1721	36	44	(	(	PUNCT
cana-1721	36	45	2025	2025	NUM
cana-1721	36	46	)	)	PUNCT
cana-1721	36	47	92	92	NUM
cana-1721	36	48	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	37	1	the	the	DET
cana-1721	37	2	proposed	propose	VERB
cana-1721	37	3	mappo	mappo	NOUN
cana-1721	37	4	framework	framework	NOUN
cana-1721	37	5	.	.	PUNCT
cana-1721	38	1	mahmood	mahmood	PROPN
cana-1721	38	2	et	et	PROPN
cana-1721	38	3	al	al	PROPN
cana-1721	38	4	.	.	PUNCT
cana-1721	39	1	propose	propose	VERB
cana-1721	39	2	an	an	DET
cana-1721	39	3	interference	interference	NOUN
cana-1721	39	4	management	management	NOUN
cana-1721	39	5	algorithm	algorithm	NOUN
cana-1721	39	6	that	that	PRON
cana-1721	39	7	has	have	VERB
cana-1721	39	8	a	a	DET
cana-1721	39	9	predictive	predictive	ADJ
cana-1721	39	10	capability	capability	NOUN
cana-1721	39	11	,	,	PUNCT
cana-1721	39	12	directed	direct	VERB
cana-1721	39	13	toward	toward	ADP
cana-1721	39	14	ultra	ultra	ADJ
cana-1721	39	15	-	-	ADJ
cana-1721	39	16	reliable	reliable	ADJ
cana-1721	39	17	low	low	ADJ
cana-1721	39	18	-	-	PUNCT
cana-1721	39	19	latency	latency	NOUN
cana-1721	39	20	communication	communication	NOUN
cana-1721	39	21	in	in	ADP
cana-1721	39	22	the	the	DET
cana-1721	39	23	beyond	beyond	ADJ
cana-1721	39	24	5	5	NUM
cana-1721	39	25	g	g	NOUN
cana-1721	39	26	network	network	NOUN
cana-1721	39	27	.	.	PUNCT
cana-1721	40	1	they	they	PRON
cana-1721	40	2	improve	improve	VERB
cana-1721	40	3	the	the	DET
cana-1721	40	4	signal	signal	NOUN
cana-1721	40	5	-	-	PUNCT
cana-1721	40	6	to	to	ADP
cana-1721	40	7	-	-	PUNCT
cana-1721	40	8	noise	noise	NOUN
cana-1721	40	9	ratio	ratio	NOUN
cana-1721	40	10	-	-	PUNCT
cana-1721	40	11	snr	snr	NOUN
cana-1721	40	12	-	-	PUNCT
cana-1721	40	13	reduce	reduce	NOUN
cana-1721	40	14	interference	interference	NOUN
cana-1721	40	15	by	by	ADP
cana-1721	40	16	using	use	VERB
cana-1721	40	17	prediction	prediction	NOUN
cana-1721	40	18	algorithms	algorithm	NOUN
cana-1721	40	19	in	in	ADP
cana-1721	40	20	resource	resource	NOUN
cana-1721	40	21	management	management	NOUN
cana-1721	40	22	.	.	PUNCT
cana-1721	41	1	while	while	SCONJ
cana-1721	41	2	doing	do	VERB
cana-1721	41	3	so	so	ADV
cana-1721	41	4	,	,	PUNCT
cana-1721	41	5	the	the	DET
cana-1721	41	6	method	method	NOUN
cana-1721	41	7	has	have	AUX
cana-1721	41	8	focused	focus	VERB
cana-1721	41	9	solely	solely	ADV
cana-1721	41	10	on	on	ADP
cana-1721	41	11	interference	interference	NOUN
cana-1721	41	12	prediction	prediction	NOUN
cana-1721	41	13	,	,	PUNCT
cana-1721	41	14	and	and	CCONJ
cana-1721	41	15	the	the	DET
cana-1721	41	16	resource	resource	NOUN
cana-1721	41	17	allocation	allocation	NOUN
cana-1721	41	18	mechanism	mechanism	NOUN
cana-1721	41	19	is	be	AUX
cana-1721	41	20	not	not	PART
cana-1721	41	21	equipped	equip	VERB
cana-1721	41	22	to	to	PART
cana-1721	41	23	handle	handle	VERB
cana-1721	41	24	heterogeneous	heterogeneous	ADJ
cana-1721	41	25	tasks	task	NOUN
cana-1721	41	26	efficiently	efficiently	ADV
cana-1721	41	27	,	,	PUNCT
cana-1721	41	28	as	as	SCONJ
cana-1721	41	29	done	do	VERB
cana-1721	41	30	by	by	ADP
cana-1721	41	31	the	the	DET
cana-1721	41	32	ta	ta	PROPN
cana-1721	41	33	-	-	PUNCT
cana-1721	41	34	pfed	pfed	ADJ
cana-1721	41	35	component	component	NOUN
cana-1721	41	36	in	in	ADP
cana-1721	41	37	this	this	DET
cana-1721	41	38	work	work	NOUN
cana-1721	41	39	process	process	NOUN
cana-1721	41	40	.	.	PUNCT
cana-1721	42	1	the	the	DET
cana-1721	42	2	proposed	propose	VERB
cana-1721	42	3	model	model	NOUN
cana-1721	42	4	,	,	PUNCT
cana-1721	42	5	with	with	ADP
cana-1721	42	6	the	the	DET
cana-1721	42	7	integration	integration	NOUN
cana-1721	42	8	of	of	ADP
cana-1721	42	9	the	the	DET
cana-1721	42	10	mappo	mappo	NOUN
cana-1721	42	11	and	and	CCONJ
cana-1721	42	12	datl	datl	NOUN
cana-1721	42	13	,	,	PUNCT
cana-1721	42	14	has	have	AUX
cana-1721	42	15	provided	provide	VERB
cana-1721	42	16	a	a	DET
cana-1721	42	17	model	model	NOUN
cana-1721	42	18	that	that	PRON
cana-1721	42	19	is	be	AUX
cana-1721	42	20	dynamic	dynamic	ADJ
cana-1721	42	21	and	and	CCONJ
cana-1721	42	22	adaptive	adaptive	ADJ
cana-1721	42	23	in	in	ADP
cana-1721	42	24	terms	term	NOUN
cana-1721	42	25	of	of	ADP
cana-1721	42	26	resource	resource	NOUN
cana-1721	42	27	management	management	NOUN
cana-1721	42	28	,	,	PUNCT
cana-1721	42	29	better	well	ADV
cana-1721	42	30	suited	suit	VERB
cana-1721	42	31	for	for	ADP
cana-1721	42	32	the	the	DET
cana-1721	42	33	real	real	ADJ
cana-1721	42	34	-	-	PUNCT
cana-1721	42	35	time	time	NOUN
cana-1721	42	36	5	5	NUM
cana-1721	42	37	g	g	NOUN
cana-1721	42	38	traffic	traffic	NOUN
cana-1721	42	39	variations	variation	NOUN
cana-1721	42	40	in	in	ADP
cana-1721	42	41	the	the	DET
cana-1721	42	42	process	process	NOUN
cana-1721	42	43	.	.	PUNCT
cana-1721	43	1	gao	gao	PROPN
cana-1721	43	2	et	et	PROPN
cana-1721	43	3	al	al	PROPN
cana-1721	43	4	.	.	PUNCT
cana-1721	44	1	[	[	X
cana-1721	44	2	4	4	X
cana-1721	44	3	]	]	X
cana-1721	44	4	develop	develop	VERB
cana-1721	44	5	a	a	DET
cana-1721	44	6	resource	resource	NOUN
cana-1721	44	7	allocation	allocation	NOUN
cana-1721	44	8	method	method	NOUN
cana-1721	44	9	that	that	PRON
cana-1721	44	10	combines	combine	VERB
cana-1721	44	11	gcn	gcn	NOUN
cana-1721	44	12	and	and	CCONJ
cana-1721	44	13	lstm	lstm	NOUN
cana-1721	44	14	networks	network	NOUN
cana-1721	44	15	in	in	ADP
cana-1721	44	16	5	5	NUM
cana-1721	44	17	g.	g.	NOUN
cana-1721	44	18	while	while	SCONJ
cana-1721	44	19	the	the	DET
cana-1721	44	20	combination	combination	NOUN
cana-1721	44	21	of	of	ADP
cana-1721	44	22	gcn	gcn	NOUN
cana-1721	44	23	and	and	CCONJ
cana-1721	44	24	lstm	lstm	NOUN
cana-1721	44	25	improve	improve	VERB
cana-1721	44	26	resource	resource	NOUN
cana-1721	44	27	prediction	prediction	NOUN
cana-1721	44	28	and	and	CCONJ
cana-1721	44	29	feature	feature	NOUN
cana-1721	44	30	extraction	extraction	NOUN
cana-1721	44	31	,	,	PUNCT
cana-1721	44	32	their	their	PRON
cana-1721	44	33	method	method	NOUN
cana-1721	44	34	is	be	AUX
cana-1721	44	35	not	not	PART
cana-1721	44	36	explicitly	explicitly	ADV
cana-1721	44	37	designed	design	VERB
cana-1721	44	38	for	for	ADP
cana-1721	44	39	collaborative	collaborative	ADJ
cana-1721	44	40	decision	decision	NOUN
cana-1721	44	41	-	-	PUNCT
cana-1721	44	42	making	making	NOUN
cana-1721	44	43	across	across	ADP
cana-1721	44	44	multiple	multiple	ADJ
cana-1721	44	45	agents	agent	NOUN
cana-1721	44	46	.	.	PUNCT
cana-1721	45	1	the	the	DET
cana-1721	45	2	collaborative	collaborative	ADJ
cana-1721	45	3	multi	multi	ADJ
cana-1721	45	4	-	-	ADJ
cana-1721	45	5	agent	agent	ADJ
cana-1721	45	6	structure	structure	NOUN
cana-1721	45	7	of	of	ADP
cana-1721	45	8	mappo	mappo	NOUN
cana-1721	45	9	fills	fill	VERB
cana-1721	45	10	this	this	DET
cana-1721	45	11	gap	gap	NOUN
cana-1721	45	12	in	in	ADP
cana-1721	45	13	the	the	DET
cana-1721	45	14	proposed	propose	VERB
cana-1721	45	15	model	model	NOUN
cana-1721	45	16	operations	operation	NOUN
cana-1721	45	17	.	.	PUNCT
cana-1721	46	1	zarin	zarin	PROPN
cana-1721	46	2	and	and	CCONJ
cana-1721	46	3	agarwal	agarwal	PROPN
cana-1721	46	4	propose	propose	VERB
cana-1721	46	5	a	a	DET
cana-1721	46	6	hybrid	hybrid	ADJ
cana-1721	46	7	radio	radio	NOUN
cana-1721	46	8	resource	resource	NOUN
cana-1721	46	9	management	management	NOUN
cana-1721	46	10	scheme	scheme	NOUN
cana-1721	46	11	for	for	ADP
cana-1721	46	12	time	time	NOUN
cana-1721	46	13	-	-	PUNCT
cana-1721	46	14	varying	vary	VERB
cana-1721	46	15	5	5	NUM
cana-1721	46	16	g	g	NOUN
cana-1721	46	17	heterogeneous	heterogeneous	ADJ
cana-1721	46	18	wireless	wireless	NOUN
cana-1721	46	19	access	access	NOUN
cana-1721	46	20	networks	network	NOUN
cana-1721	46	21	by	by	ADP
cana-1721	46	22	utilizing	utilize	VERB
cana-1721	46	23	lyapunov	lyapunov	ADJ
cana-1721	46	24	optimization	optimization	NOUN
cana-1721	46	25	for	for	ADP
cana-1721	46	26	congestion	congestion	NOUN
cana-1721	46	27	control	control	NOUN
cana-1721	46	28	.	.	PUNCT
cana-1721	47	1	their	their	PRON
cana-1721	47	2	model	model	NOUN
cana-1721	47	3	,	,	PUNCT
cana-1721	47	4	however	however	ADV
cana-1721	47	5	,	,	PUNCT
cana-1721	47	6	can	can	AUX
cana-1721	47	7	deal	deal	VERB
cana-1721	47	8	with	with	ADP
cana-1721	47	9	network	network	NOUN
cana-1721	47	10	congestion	congestion	NOUN
cana-1721	47	11	but	but	CCONJ
cana-1721	47	12	fails	fail	VERB
cana-1721	47	13	to	to	PART
cana-1721	47	14	provide	provide	VERB
cana-1721	47	15	personalization	personalization	NOUN
cana-1721	47	16	for	for	ADP
cana-1721	47	17	the	the	DET
cana-1721	47	18	models	model	NOUN
cana-1721	47	19	for	for	ADP
cana-1721	47	20	iot	iot	ADJ
cana-1721	47	21	devices	device	NOUN
cana-1721	47	22	with	with	ADP
cana-1721	47	23	heterogeneous	heterogeneous	ADJ
cana-1721	47	24	tasks	task	NOUN
cana-1721	47	25	.	.	PUNCT
cana-1721	48	1	ta	ta	X
cana-1721	48	2	-	-	PUNCT
cana-1721	48	3	pfed	pfed	PROPN
cana-1721	48	4	in	in	ADP
cana-1721	48	5	the	the	DET
cana-1721	48	6	proposed	propose	VERB
cana-1721	48	7	model	model	NOUN
cana-1721	48	8	provides	provide	VERB
cana-1721	48	9	task	task	NOUN
cana-1721	48	10	-	-	PUNCT
cana-1721	48	11	aware	aware	ADJ
cana-1721	48	12	personalization	personalization	NOUN
cana-1721	48	13	,	,	PUNCT
cana-1721	48	14	reduces	reduce	VERB
cana-1721	48	15	the	the	DET
cana-1721	48	16	communication	communication	NOUN
cana-1721	48	17	overhead	overhead	ADV
cana-1721	48	18	while	while	SCONJ
cana-1721	48	19	preserving	preserve	VERB
cana-1721	48	20	privacy	privacy	NOUN
cana-1721	48	21	.	.	PUNCT
cana-1721	49	1	suresh	suresh	PROPN
cana-1721	49	2	kumar	kumar	PROPN
cana-1721	49	3	et	et	PROPN
cana-1721	49	4	al	al	PROPN
cana-1721	49	5	.	.	PROPN
cana-1721	49	6	,	,	PUNCT
cana-1721	50	1	[	[	X
cana-1721	50	2	6	6	NUM
cana-1721	50	3	]	]	PUNCT
cana-1721	50	4	deals	deal	NOUN
cana-1721	50	5	with	with	ADP
cana-1721	50	6	investigation	investigation	NOUN
cana-1721	50	7	blockchain	blockchain	NOUN
cana-1721	50	8	and	and	CCONJ
cana-1721	50	9	distributed	distribute	VERB
cana-1721	50	10	ledge	ledge	NOUN
cana-1721	50	11	technologies	technology	NOUN
cana-1721	50	12	for	for	ADP
cana-1721	50	13	optimal	optimal	ADJ
cana-1721	50	14	resource	resource	NOUN
cana-1721	50	15	management	management	NOUN
cana-1721	50	16	in	in	ADP
cana-1721	50	17	digital	digital	ADJ
cana-1721	50	18	twin	twin	NOUN
cana-1721	50	19	beyond	beyond	ADP
cana-1721	50	20	5	5	NUM
cana-1721	50	21	g	g	NOUN
cana-1721	50	22	network	network	NOUN
cana-1721	50	23	.	.	PUNCT
cana-1721	51	1	they	they	PRON
cana-1721	51	2	introduce	introduce	VERB
cana-1721	51	3	optimization	optimization	NOUN
cana-1721	51	4	for	for	ADP
cana-1721	51	5	enhancing	enhance	VERB
cana-1721	51	6	resource	resource	NOUN
cana-1721	51	7	allocation	allocation	NOUN
cana-1721	51	8	using	use	VERB
cana-1721	51	9	hybrid	hybrid	ADJ
cana-1721	51	10	energy	energy	NOUN
cana-1721	51	11	valley	valley	NOUN
cana-1721	51	12	and	and	CCONJ
cana-1721	51	13	lévy	lévy	ADJ
cana-1721	51	14	flight	flight	NOUN
cana-1721	51	15	distribution	distribution	NOUN
cana-1721	51	16	.	.	PUNCT
cana-1721	52	1	though	though	SCONJ
cana-1721	52	2	secure	secure	ADJ
cana-1721	52	3	and	and	CCONJ
cana-1721	52	4	efficient	efficient	ADJ
cana-1721	52	5	,	,	PUNCT
cana-1721	52	6	their	their	PRON
cana-1721	52	7	approach	approach	NOUN
cana-1721	52	8	is	be	AUX
cana-1721	52	9	computationally	computationally	ADV
cana-1721	52	10	expensive	expensive	ADJ
cana-1721	52	11	for	for	ADP
cana-1721	52	12	real	real	ADJ
cana-1721	52	13	-	-	PUNCT
cana-1721	52	14	time	time	NOUN
cana-1721	52	15	applications	application	NOUN
cana-1721	52	16	.	.	PUNCT
cana-1721	53	1	in	in	ADP
cana-1721	53	2	contrast	contrast	NOUN
cana-1721	53	3	,	,	PUNCT
cana-1721	53	4	federated	federated	ADJ
cana-1721	53	5	learning	learning	NOUN
cana-1721	53	6	in	in	ADP
cana-1721	53	7	the	the	DET
cana-1721	53	8	proposed	propose	VERB
cana-1721	53	9	model	model	NOUN
cana-1721	53	10	reduces	reduce	VERB
cana-1721	53	11	the	the	DET
cana-1721	53	12	communication	communication	NOUN
cana-1721	53	13	cost	cost	NOUN
cana-1721	53	14	while	while	SCONJ
cana-1721	53	15	preserving	preserve	VERB
cana-1721	53	16	privacy	privacy	NOUN
cana-1721	53	17	and	and	CCONJ
cana-1721	53	18	security	security	NOUN
cana-1721	53	19	.	.	PUNCT
cana-1721	54	1	thanh	thanh	PROPN
cana-1721	54	2	le	le	PROPN
cana-1721	54	3	and	and	CCONJ
cana-1721	54	4	moh	moh	PROPN
cana-1721	54	5	give	give	VERB
cana-1721	54	6	a	a	DET
cana-1721	54	7	comprehensive	comprehensive	ADJ
cana-1721	54	8	survey	survey	NOUN
cana-1721	54	9	on	on	ADP
cana-1721	54	10	various	various	ADJ
cana-1721	54	11	radio	radio	NOUN
cana-1721	54	12	resource	resource	NOUN
cana-1721	54	13	allocation	allocation	NOUN
cana-1721	54	14	schemes	scheme	NOUN
cana-1721	54	15	in	in	ADP
cana-1721	54	16	5	5	NUM
cana-1721	54	17	g	g	NOUN
cana-1721	54	18	v2x	v2x	NOUN
cana-1721	54	19	communications	communication	NOUN
cana-1721	54	20	.	.	PUNCT
cana-1721	55	1	most	most	ADJ
cana-1721	55	2	of	of	ADP
cana-1721	55	3	the	the	DET
cana-1721	55	4	challenges	challenge	NOUN
cana-1721	55	5	regarding	regard	VERB
cana-1721	55	6	frequency	frequency	NOUN
cana-1721	55	7	resource	resource	NOUN
cana-1721	55	8	sharing	sharing	NOUN
cana-1721	55	9	and	and	CCONJ
cana-1721	55	10	qos	qos	PROPN
cana-1721	55	11	in	in	ADP
cana-1721	55	12	vehicular	vehicular	ADJ
cana-1721	55	13	networks	network	NOUN
cana-1721	55	14	have	have	AUX
cana-1721	55	15	been	be	AUX
cana-1721	55	16	discussed	discuss	VERB
cana-1721	55	17	.	.	PUNCT
cana-1721	56	1	the	the	DET
cana-1721	56	2	resource	resource	NOUN
cana-1721	56	3	requirements	requirement	NOUN
cana-1721	56	4	of	of	ADP
cana-1721	56	5	v2x	v2x	NOUN
cana-1721	56	6	communications	communication	NOUN
cana-1721	56	7	are	be	AUX
cana-1721	56	8	unique	unique	ADJ
cana-1721	56	9	;	;	PUNCT
cana-1721	56	10	however	however	ADV
cana-1721	56	11	,	,	PUNCT
cana-1721	56	12	general	general	ADJ
cana-1721	56	13	applications	application	NOUN
cana-1721	56	14	in	in	ADP
cana-1721	56	15	5	5	NUM
cana-1721	56	16	g	g	NOUN
cana-1721	56	17	scenarios	scenario	NOUN
cana-1721	56	18	such	such	ADJ
cana-1721	56	19	as	as	ADP
cana-1721	56	20	iot	iot	NOUN
cana-1721	56	21	or	or	CCONJ
cana-1721	56	22	cross	cross	ADJ
cana-1721	56	23	-	-	ADJ
cana-1721	56	24	domain	domain	ADJ
cana-1721	56	25	networks	network	NOUN
cana-1721	56	26	are	be	AUX
cana-1721	56	27	not	not	PART
cana-1721	56	28	discussed	discuss	VERB
cana-1721	56	29	in	in	ADP
cana-1721	56	30	this	this	DET
cana-1721	56	31	survey	survey	NOUN
cana-1721	56	32	.	.	PUNCT
cana-1721	57	1	while	while	SCONJ
cana-1721	57	2	this	this	DET
cana-1721	57	3	model	model	NOUN
cana-1721	57	4	efficiently	efficiently	ADV
cana-1721	57	5	manages	manage	VERB
cana-1721	57	6	interference	interference	NOUN
cana-1721	57	7	and	and	CCONJ
cana-1721	57	8	improves	improve	VERB
cana-1721	57	9	energy	energy	NOUN
cana-1721	57	10	efficiency	efficiency	NOUN
cana-1721	57	11	,	,	PUNCT
cana-1721	57	12	the	the	DET
cana-1721	57	13	application	application	NOUN
cana-1721	57	14	is	be	AUX
cana-1721	57	15	bounded	bound	VERB
cana-1721	57	16	within	within	ADP
cana-1721	57	17	tdd	tdd	NOUN
cana-1721	57	18	-	-	PUNCT
cana-1721	57	19	based	base	VERB
cana-1721	57	20	resource	resource	NOUN
cana-1721	57	21	allocations	allocation	NOUN
cana-1721	57	22	.	.	PUNCT
cana-1721	58	1	it	it	PRON
cana-1721	58	2	goes	go	VERB
cana-1721	58	3	beyond	beyond	ADP
cana-1721	58	4	tdd	tdd	NOUN
cana-1721	58	5	and	and	CCONJ
cana-1721	58	6	adapts	adapt	VERB
cana-1721	58	7	dynamically	dynamically	ADV
cana-1721	58	8	to	to	PART
cana-1721	58	9	diverse	diverse	VERB
cana-1721	58	10	5	5	NUM
cana-1721	58	11	g	g	NOUN
cana-1721	58	12	traffic	traffic	NOUN
cana-1721	58	13	patterns	pattern	NOUN
cana-1721	58	14	with	with	ADP
cana-1721	58	15	the	the	DET
cana-1721	58	16	aim	aim	NOUN
cana-1721	58	17	of	of	ADP
cana-1721	58	18	enhancing	enhance	VERB
cana-1721	58	19	general	general	ADJ
cana-1721	58	20	network	network	NOUN
cana-1721	58	21	performance	performance	NOUN
cana-1721	58	22	levels	level	NOUN
cana-1721	58	23	.	.	PUNCT
cana-1721	59	1	this	this	DET
cana-1721	59	2	paper	paper	NOUN
cana-1721	59	3	proposes	propose	VERB
cana-1721	59	4	a	a	DET
cana-1721	59	5	model	model	NOUN
cana-1721	59	6	utilizing	utilize	VERB
cana-1721	59	7	datl	datl	NOUN
cana-1721	59	8	for	for	ADP
cana-1721	59	9	smooth	smooth	ADJ
cana-1721	59	10	transitions	transition	NOUN
cana-1721	59	11	between	between	ADP
cana-1721	59	12	heterogeneous	heterogeneous	ADJ
cana-1721	59	13	domains	domain	NOUN
cana-1721	59	14	with	with	ADP
cana-1721	59	15	efficient	efficient	ADJ
cana-1721	59	16	resource	resource	NOUN
cana-1721	59	17	allocation	allocation	NOUN
cana-1721	59	18	in	in	ADP
cana-1721	59	19	diverse	diverse	ADJ
cana-1721	59	20	network	network	NOUN
cana-1721	59	21	conditions	condition	NOUN
cana-1721	59	22	.	.	PUNCT
cana-1721	60	1	hwang	hwang	PROPN
cana-1721	60	2	et	et	PROPN
cana-1721	60	3	al	al	PROPN
cana-1721	60	4	.	.	PROPN
cana-1721	60	5	proposed	propose	VERB
cana-1721	60	6	resource	resource	NOUN
cana-1721	60	7	management	management	NOUN
cana-1721	60	8	across	across	ADP
cana-1721	60	9	ladn	ladn	NOUN
cana-1721	60	10	and	and	CCONJ
cana-1721	60	11	supporting	support	VERB
cana-1721	60	12	5	5	NUM
cana-1721	60	13	g	g	NOUN
cana-1721	60	14	v2x	v2x	NOUN
cana-1721	60	15	communication	communication	NOUN
cana-1721	60	16	.	.	PUNCT
cana-1721	61	1	the	the	DET
cana-1721	61	2	developed	develop	VERB
cana-1721	61	3	optimization	optimization	NOUN
cana-1721	61	4	framework	framework	NOUN
cana-1721	61	5	herein	herein	NOUN
cana-1721	61	6	improves	improve	VERB
cana-1721	61	7	the	the	DET
cana-1721	61	8	snr	snr	NOUN
cana-1721	61	9	enhancement	enhancement	NOUN
cana-1721	61	10	and	and	CCONJ
cana-1721	61	11	interference	interference	NOUN
cana-1721	61	12	reduction	reduction	NOUN
cana-1721	61	13	over	over	ADP
cana-1721	61	14	v2x	v2x	NOUN
cana-1721	61	15	networks	network	NOUN
cana-1721	61	16	.	.	PUNCT
cana-1721	62	1	although	although	SCONJ
cana-1721	62	2	the	the	DET
cana-1721	62	3	framework	framework	NOUN
cana-1721	62	4	is	be	AUX
cana-1721	62	5	appropriate	appropriate	ADJ
cana-1721	62	6	for	for	ADP
cana-1721	62	7	v2x	v2x	NOUN
cana-1721	62	8	,	,	PUNCT
cana-1721	62	9	it	it	PRON
cana-1721	62	10	lacks	lack	VERB
cana-1721	62	11	flexibility	flexibility	NOUN
cana-1721	62	12	with	with	ADP
cana-1721	62	13	regard	regard	NOUN
cana-1721	62	14	to	to	ADP
cana-1721	62	15	adapting	adapt	VERB
cana-1721	62	16	to	to	ADP
cana-1721	62	17	iot	iot	PROPN
cana-1721	62	18	devices	device	NOUN
cana-1721	62	19	that	that	PRON
cana-1721	62	20	are	be	AUX
cana-1721	62	21	non	non	ADJ
cana-1721	62	22	-	-	ADJ
cana-1721	62	23	vehicular	vehicular	ADJ
cana-1721	62	24	,	,	PUNCT
cana-1721	62	25	which	which	PRON
cana-1721	62	26	the	the	DET
cana-1721	62	27	proposed	propose	VERB
cana-1721	62	28	model	model	NOUN
cana-1721	62	29	handles	handle	VERB
cana-1721	62	30	through	through	ADP
cana-1721	62	31	the	the	DET
cana-1721	62	32	personalized	personalize	VERB
cana-1721	62	33	federated	federated	ADJ
cana-1721	62	34	learning	learning	NOUN
cana-1721	62	35	aspect	aspect	NOUN
cana-1721	62	36	.	.	PUNCT
cana-1721	63	1	debbabi	debbabi	NOUN
cana-1721	63	2	et	et	PROPN
cana-1721	63	3	al	al	PROPN
cana-1721	63	4	.	.	PUNCT
cana-1721	64	1	[	[	X
cana-1721	64	2	9	9	NUM
cana-1721	64	3	,	,	PUNCT
cana-1721	64	4	10	10	NUM
cana-1721	64	5	,	,	PUNCT
cana-1721	64	6	11	11	NUM
cana-1721	64	7	]	]	PUNCT
cana-1721	64	8	provide	provide	VERB
cana-1721	64	9	an	an	DET
cana-1721	64	10	overview	overview	NOUN
cana-1721	64	11	of	of	ADP
cana-1721	64	12	interslice	interslice	NOUN
cana-1721	64	13	and	and	CCONJ
cana-1721	64	14	intraslice	intraslice	NOUN
cana-1721	64	15	resource	resource	NOUN
cana-1721	64	16	allocation	allocation	NOUN
cana-1721	64	17	in	in	ADP
cana-1721	64	18	b5	b5	PROPN
cana-1721	64	19	g	g	PROPN
cana-1721	64	20	networks	network	NOUN
cana-1721	64	21	.	.	PUNCT
cana-1721	65	1	sefati	sefati	PROPN
cana-1721	65	2	et	et	PROPN
cana-1721	65	3	al	al	PROPN
cana-1721	65	4	.	.	PUNCT
cana-1721	66	1	[	[	X
cana-1721	66	2	12	12	NUM
cana-1721	66	3	]	]	PUNCT
cana-1721	66	4	present	present	NOUN
cana-1721	66	5	a	a	DET
cana-1721	66	6	comprehensive	comprehensive	ADJ
cana-1721	66	7	survey	survey	NOUN
cana-1721	66	8	on	on	ADP
cana-1721	66	9	resource	resource	NOUN
cana-1721	66	10	management	management	NOUN
cana-1721	66	11	in	in	ADP
cana-1721	66	12	6	6	NUM
cana-1721	66	13	g	g	NOUN
cana-1721	66	14	networks	network	NOUN
cana-1721	66	15	related	relate	VERB
cana-1721	66	16	to	to	ADP
cana-1721	66	17	iot	iot	NOUN
cana-1721	66	18	.	.	PUNCT
cana-1721	67	1	while	while	SCONJ
cana-1721	67	2	their	their	PRON
cana-1721	67	3	survey	survey	NOUN
cana-1721	67	4	provides	provide	VERB
cana-1721	67	5	helpful	helpful	ADJ
cana-1721	67	6	insights	insight	NOUN
cana-1721	67	7	into	into	ADP
cana-1721	67	8	the	the	DET
cana-1721	67	9	future	future	ADJ
cana-1721	67	10	resource	resource	NOUN
cana-1721	67	11	management	management	NOUN
cana-1721	67	12	strategy	strategy	NOUN
cana-1721	67	13	of	of	ADP
cana-1721	67	14	6	6	NUM
cana-1721	67	15	g	g	NOUN
cana-1721	67	16	,	,	PUNCT
cana-1721	67	17	they	they	PRON
cana-1721	67	18	do	do	AUX
cana-1721	67	19	not	not	PART
cana-1721	67	20	offer	offer	VERB
cana-1721	67	21	any	any	DET
cana-1721	67	22	concrete	concrete	ADJ
cana-1721	67	23	solutions	solution	NOUN
cana-1721	67	24	to	to	ADP
cana-1721	67	25	the	the	DET
cana-1721	67	26	prevailing	prevail	VERB
cana-1721	67	27	challenges	challenge	NOUN
cana-1721	67	28	in	in	ADP
cana-1721	67	29	the	the	DET
cana-1721	67	30	5	5	NUM
cana-1721	67	31	g	g	NOUN
cana-1721	67	32	networks	network	NOUN
cana-1721	67	33	,	,	PUNCT
cana-1721	67	34	such	such	ADJ
cana-1721	67	35	as	as	ADP
cana-1721	67	36	cross	cross	ADJ
cana-1721	67	37	-	-	ADJ
cana-1721	67	38	domain	domain	ADJ
cana-1721	67	39	optimization	optimization	NOUN
cana-1721	67	40	and	and	CCONJ
cana-1721	67	41	task	task	NOUN
cana-1721	67	42	personalization	personalization	NOUN
cana-1721	67	43	,	,	PUNCT
cana-1721	67	44	addressed	address	VERB
cana-1721	67	45	in	in	ADP
cana-1721	67	46	the	the	DET
cana-1721	67	47	proposed	propose	VERB
cana-1721	67	48	model	model	NOUN
cana-1721	67	49	process	process	NOUN
cana-1721	67	50	.	.	PUNCT
cana-1721	68	1	in	in	ADP
cana-1721	68	2	[	[	X
cana-1721	68	3	13	13	NUM
cana-1721	68	4	]	]	PUNCT
cana-1721	68	5	,	,	PUNCT
cana-1721	68	6	maule	maule	PROPN
cana-1721	68	7	et	et	PROPN
cana-1721	68	8	al	al	PROPN
cana-1721	68	9	.	.	PROPN
cana-1721	68	10	develop	develop	VERB
cana-1721	68	11	a	a	DET
cana-1721	68	12	5	5	NUM
cana-1721	68	13	g	g	NOUN
cana-1721	68	14	new	new	ADJ
cana-1721	68	15	-	-	PUNCT
cana-1721	68	16	radio	radio	NOUN
cana-1721	68	17	(	(	PUNCT
cana-1721	68	18	5g	5g	NUM
cana-1721	68	19	-	-	PUNCT
cana-1721	68	20	nr	nr	NOUN
cana-1721	68	21	)	)	PUNCT
cana-1721	68	22	resources	resource	NOUN
cana-1721	68	23	partitioning	partition	VERB
cana-1721	68	24	framework	framework	NOUN
cana-1721	68	25	through	through	ADP
cana-1721	68	26	real	real	ADJ
cana-1721	68	27	-	-	PUNCT
cana-1721	68	28	time	time	NOUN
cana-1721	68	29	user	user	NOUN
cana-1721	68	30	-	-	PUNCT
cana-1721	68	31	provider	provider	NOUN
cana-1721	68	32	traffic	traffic	NOUN
cana-1721	68	33	demand	demand	NOUN
cana-1721	68	34	analysis	analysis	NOUN
cana-1721	68	35	.	.	PUNCT
cana-1721	69	1	although	although	SCONJ
cana-1721	69	2	their	their	PRON
cana-1721	69	3	model	model	NOUN
cana-1721	69	4	communications	communication	NOUN
cana-1721	69	5	on	on	ADP
cana-1721	69	6	applied	apply	VERB
cana-1721	69	7	nonlinear	nonlinear	ADJ
cana-1721	69	8	analysis	analysis	NOUN
cana-1721	69	9	issn	issn	NOUN
cana-1721	69	10	:	:	PUNCT
cana-1721	69	11	1074	1074	NUM
cana-1721	69	12	-	-	PUNCT
cana-1721	69	13	133x	133x	NUM
cana-1721	69	14	vol	vol	NOUN
cana-1721	69	15	32	32	NUM
cana-1721	69	16	no	no	NOUN
cana-1721	69	17	.	.	NOUN
cana-1721	69	18	2	2	NUM
cana-1721	69	19	(	(	PUNCT
cana-1721	69	20	2025	2025	NUM
cana-1721	69	21	)	)	PUNCT
cana-1721	69	22	93	93	NUM
cana-1721	69	23	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	69	24	efficiently	efficiently	ADV
cana-1721	69	25	allows	allow	VERB
cana-1721	69	26	the	the	DET
cana-1721	69	27	partitioning	partitioning	NOUN
cana-1721	69	28	of	of	ADP
cana-1721	69	29	real	real	ADJ
cana-1721	69	30	-	-	PUNCT
cana-1721	69	31	time	time	NOUN
cana-1721	69	32	traffic	traffic	NOUN
cana-1721	69	33	,	,	PUNCT
cana-1721	69	34	it	it	PRON
cana-1721	69	35	lacks	lack	VERB
cana-1721	69	36	the	the	DET
cana-1721	69	37	adaptability	adaptability	NOUN
cana-1721	69	38	that	that	PRON
cana-1721	69	39	transfer	transfer	NOUN
cana-1721	69	40	learning	learning	NOUN
cana-1721	69	41	provides	provide	VERB
cana-1721	69	42	,	,	PUNCT
cana-1721	69	43	considered	consider	VERB
cana-1721	69	44	so	so	ADV
cana-1721	69	45	crucial	crucial	ADJ
cana-1721	69	46	in	in	ADP
cana-1721	69	47	the	the	DET
cana-1721	69	48	proposed	propose	VERB
cana-1721	69	49	model	model	NOUN
cana-1721	69	50	,	,	PUNCT
cana-1721	69	51	which	which	PRON
cana-1721	69	52	concerns	concern	VERB
cana-1721	69	53	cross	cross	ADJ
cana-1721	69	54	-	-	ADJ
cana-1721	69	55	domain	domain	ADJ
cana-1721	69	56	resource	resource	NOUN
cana-1721	69	57	management	management	NOUN
cana-1721	69	58	.	.	PUNCT
cana-1721	70	1	kim	kim	PROPN
cana-1721	70	2	and	and	CCONJ
cana-1721	70	3	lim	lim	PROPN
cana-1721	71	1	[	[	X
cana-1721	71	2	14	14	NUM
cana-1721	71	3	]	]	PUNCT
cana-1721	71	4	,	,	PUNCT
cana-1721	71	5	[	[	X
cana-1721	71	6	15	15	NUM
cana-1721	71	7	]	]	PUNCT
cana-1721	71	8	addressed	address	VERB
cana-1721	71	9	multi	multi	ADJ
cana-1721	71	10	-	-	ADJ
cana-1721	71	11	agent	agent	ADJ
cana-1721	71	12	reinforcement	reinforcement	NOUN
cana-1721	71	13	learning	learning	NOUN
cana-1721	71	14	in	in	ADP
cana-1721	71	15	network	network	NOUN
cana-1721	71	16	slicing	slice	VERB
cana-1721	71	17	for	for	ADP
cana-1721	71	18	end	end	NOUN
cana-1721	71	19	-	-	PUNCT
cana-1721	71	20	to	to	ADP
cana-1721	71	21	-	-	PUNCT
cana-1721	71	22	end	end	NOUN
cana-1721	71	23	resource	resource	NOUN
cana-1721	71	24	management	management	NOUN
cana-1721	71	25	.	.	PUNCT
cana-1721	72	1	their	their	PRON
cana-1721	72	2	model	model	NOUN
cana-1721	72	3	efficiently	efficiently	ADV
cana-1721	72	4	manages	manage	VERB
cana-1721	72	5	dynamic	dynamic	ADJ
cana-1721	72	6	scheduling	scheduling	NOUN
cana-1721	72	7	and	and	CCONJ
cana-1721	72	8	resource	resource	NOUN
cana-1721	72	9	allocation	allocation	NOUN
cana-1721	72	10	but	but	CCONJ
cana-1721	72	11	does	do	AUX
cana-1721	72	12	not	not	PART
cana-1721	72	13	consider	consider	VERB
cana-1721	72	14	personalized	personalized	ADJ
cana-1721	72	15	learning	learn	VERB
cana-1721	72	16	for	for	ADP
cana-1721	72	17	heterogeneous	heterogeneous	ADJ
cana-1721	72	18	iot	iot	NOUN
cana-1721	72	19	devices	device	NOUN
cana-1721	72	20	&	&	CCONJ
cana-1721	72	21	deployments	deployment	NOUN
cana-1721	72	22	explicitly	explicitly	ADV
cana-1721	72	23	.	.	PUNCT
cana-1721	73	1	the	the	DET
cana-1721	73	2	proposed	propose	VERB
cana-1721	73	3	model	model	NOUN
cana-1721	73	4	extends	extend	VERB
cana-1721	73	5	their	their	PRON
cana-1721	73	6	work	work	NOUN
cana-1721	73	7	by	by	ADP
cana-1721	73	8	incorporating	incorporate	VERB
cana-1721	73	9	federated	federated	ADJ
cana-1721	73	10	learning	learning	NOUN
cana-1721	73	11	for	for	ADP
cana-1721	73	12	taskspecific	taskspecific	ADJ
cana-1721	73	13	model	model	NOUN
cana-1721	73	14	optimization	optimization	NOUN
cana-1721	73	15	,	,	PUNCT
cana-1721	73	16	hence	hence	ADV
cana-1721	73	17	yielding	yield	VERB
cana-1721	73	18	a	a	DET
cana-1721	73	19	more	more	ADV
cana-1721	73	20	complete	complete	ADJ
cana-1721	73	21	solution	solution	NOUN
cana-1721	73	22	for	for	ADP
cana-1721	73	23	diverse	diverse	ADJ
cana-1721	73	24	5	5	NUM
cana-1721	73	25	g	g	NOUN
cana-1721	73	26	and	and	CCONJ
cana-1721	73	27	iot	iot	PROPN
cana-1721	73	28	applications	application	NOUN
cana-1721	73	29	.	.	PUNCT
cana-1721	74	1	these	these	DET
cana-1721	74	2	summaries	summary	NOUN
cana-1721	74	3	of	of	ADP
cana-1721	74	4	the	the	DET
cana-1721	74	5	literature	literature	NOUN
cana-1721	74	6	point	point	VERB
cana-1721	74	7	out	out	ADP
cana-1721	74	8	scalability	scalability	NOUN
cana-1721	74	9	,	,	PUNCT
cana-1721	74	10	adaptability	adaptability	NOUN
cana-1721	74	11	,	,	PUNCT
cana-1721	74	12	and	and	CCONJ
cana-1721	74	13	personalization	personalization	NOUN
cana-1721	74	14	that	that	PRON
cana-1721	74	15	should	should	AUX
cana-1721	74	16	feature	feature	VERB
cana-1721	74	17	in	in	ADP
cana-1721	74	18	the	the	DET
cana-1721	74	19	resource	resource	NOUN
cana-1721	74	20	management	management	NOUN
cana-1721	74	21	framework	framework	NOUN
cana-1721	74	22	for	for	ADP
cana-1721	74	23	the	the	DET
cana-1721	74	24	5	5	NUM
cana-1721	74	25	g	g	NOUN
cana-1721	74	26	networks	network	NOUN
cana-1721	74	27	.	.	PUNCT
cana-1721	75	1	while	while	SCONJ
cana-1721	75	2	the	the	DET
cana-1721	75	3	previous	previous	ADJ
cana-1721	75	4	approaches	approach	NOUN
cana-1721	75	5	have	have	AUX
cana-1721	75	6	recorded	record	VERB
cana-1721	75	7	significant	significant	ADJ
cana-1721	75	8	progresses	progress	NOUN
cana-1721	75	9	,	,	PUNCT
cana-1721	75	10	none	none	NOUN
cana-1721	75	11	has	have	AUX
cana-1721	75	12	comprehensively	comprehensively	ADV
cana-1721	75	13	addressed	address	VERB
cana-1721	75	14	the	the	DET
cana-1721	75	15	combined	combine	VERB
cana-1721	75	16	challenges	challenge	NOUN
cana-1721	75	17	of	of	ADP
cana-1721	75	18	multi	multi	ADJ
cana-1721	75	19	-	-	ADJ
cana-1721	75	20	agent	agent	ADJ
cana-1721	75	21	collaboration	collaboration	NOUN
cana-1721	75	22	,	,	PUNCT
cana-1721	75	23	task	task	NOUN
cana-1721	75	24	-	-	PUNCT
cana-1721	75	25	specific	specific	ADJ
cana-1721	75	26	optimization	optimization	NOUN
cana-1721	75	27	,	,	PUNCT
cana-1721	75	28	and	and	CCONJ
cana-1721	75	29	cross	cross	ADJ
cana-1721	75	30	-	-	ADJ
cana-1721	75	31	domain	domain	ADJ
cana-1721	75	32	adaptation	adaptation	NOUN
cana-1721	75	33	.	.	PUNCT
cana-1721	76	1	it	it	PRON
cana-1721	76	2	extends	extend	VERB
cana-1721	76	3	those	those	DET
cana-1721	76	4	works	work	NOUN
cana-1721	76	5	by	by	ADP
cana-1721	76	6	including	include	VERB
cana-1721	76	7	mappo	mappo	NOUN
cana-1721	76	8	,	,	PUNCT
cana-1721	76	9	ta	ta	NOUN
cana-1721	76	10	-	-	PUNCT
cana-1721	76	11	pfed	pfe	VERB
cana-1721	76	12	,	,	PUNCT
cana-1721	76	13	and	and	CCONJ
cana-1721	76	14	datl	datl	NOUN
cana-1721	76	15	into	into	ADP
cana-1721	76	16	the	the	DET
cana-1721	76	17	same	same	ADJ
cana-1721	76	18	framework	framework	NOUN
cana-1721	76	19	and	and	CCONJ
cana-1721	76	20	providing	provide	VERB
cana-1721	76	21	holistic	holistic	ADJ
cana-1721	76	22	resource	resource	NOUN
cana-1721	76	23	management	management	NOUN
cana-1721	76	24	solutions	solution	NOUN
cana-1721	76	25	for	for	ADP
cana-1721	76	26	5	5	NUM
cana-1721	76	27	g	g	NOUN
cana-1721	76	28	and	and	CCONJ
cana-1721	76	29	iot	iot	NOUN
cana-1721	76	30	.	.	PROPN
cana-1721	77	1	3	3	NUM
cana-1721	77	2	.	.	NUM
cana-1721	77	3	proposed	propose	VERB
cana-1721	77	4	design	design	NOUN
cana-1721	77	5	of	of	ADP
cana-1721	77	6	an	an	DET
cana-1721	77	7	iterative	iterative	NOUN
cana-1721	77	8	method	method	NOUN
cana-1721	77	9	for	for	ADP
cana-1721	77	10	collaborative	collaborative	ADJ
cana-1721	77	11	resource	resource	NOUN
cana-1721	77	12	management	management	NOUN
cana-1721	77	13	using	use	VERB
cana-1721	77	14	mappo	mappo	NOUN
cana-1721	77	15	and	and	CCONJ
cana-1721	77	16	federated	federated	ADJ
cana-1721	77	17	learning	learning	NOUN
cana-1721	77	18	in	in	ADP
cana-1721	77	19	5	5	NUM
cana-1721	77	20	g	g	NOUN
cana-1721	77	21	networks	network	NOUN
cana-1721	77	22	in	in	ADP
cana-1721	77	23	the	the	DET
cana-1721	77	24	proposed	propose	VERB
cana-1721	77	25	model	model	NOUN
cana-1721	77	26	,	,	PUNCT
cana-1721	77	27	mappo	mappo	NOUN
cana-1721	77	28	,	,	PUNCT
cana-1721	77	29	ta	ta	NOUN
cana-1721	77	30	-	-	PUNCT
cana-1721	77	31	pfed	pfe	VERB
cana-1721	77	32	,	,	PUNCT
cana-1721	77	33	and	and	CCONJ
cana-1721	77	34	datl	datl	NOUN
cana-1721	77	35	will	will	AUX
cana-1721	77	36	be	be	AUX
cana-1721	77	37	incorporated	incorporate	VERB
cana-1721	77	38	into	into	ADP
cana-1721	77	39	one	one	NUM
cana-1721	77	40	framework	framework	NOUN
cana-1721	77	41	that	that	PRON
cana-1721	77	42	addresses	address	VERB
cana-1721	77	43	collaborative	collaborative	ADJ
cana-1721	77	44	resource	resource	NOUN
cana-1721	77	45	management	management	NOUN
cana-1721	77	46	problems	problem	NOUN
cana-1721	77	47	in	in	ADP
cana-1721	77	48	5	5	NUM
cana-1721	77	49	g	g	NOUN
cana-1721	77	50	and	and	CCONJ
cana-1721	77	51	iot	iot	NOUN
cana-1721	77	52	.	.	PUNCT
cana-1721	78	1	each	each	PRON
cana-1721	78	2	of	of	ADP
cana-1721	78	3	these	these	DET
cana-1721	78	4	elements	element	NOUN
cana-1721	78	5	helps	helps	AUX
cana-1721	78	6	contribute	contribute	VERB
cana-1721	78	7	toward	toward	ADP
cana-1721	78	8	the	the	DET
cana-1721	78	9	bigger	big	ADJ
cana-1721	78	10	goal	goal	NOUN
cana-1721	78	11	of	of	ADP
cana-1721	78	12	optimal	optimal	ADJ
cana-1721	78	13	resource	resource	NOUN
cana-1721	78	14	allocation	allocation	NOUN
cana-1721	78	15	,	,	PUNCT
cana-1721	78	16	personalized	personalized	ADJ
cana-1721	78	17	model	model	NOUN
cana-1721	78	18	training	training	NOUN
cana-1721	78	19	,	,	PUNCT
cana-1721	78	20	and	and	CCONJ
cana-1721	78	21	cross	cross	ADJ
cana-1721	78	22	-	-	ADJ
cana-1721	78	23	domain	domain	ADJ
cana-1721	78	24	adaptability	adaptability	NOUN
cana-1721	78	25	for	for	ADP
cana-1721	78	26	a	a	DET
cana-1721	78	27	scalable	scalable	ADJ
cana-1721	78	28	and	and	CCONJ
cana-1721	78	29	efficient	efficient	ADJ
cana-1721	78	30	solution	solution	NOUN
cana-1721	78	31	in	in	ADP
cana-1721	78	32	heterogeneous	heterogeneous	ADJ
cana-1721	78	33	and	and	CCONJ
cana-1721	78	34	dynamic	dynamic	ADJ
cana-1721	78	35	network	network	NOUN
cana-1721	78	36	environments	environment	NOUN
cana-1721	78	37	.	.	PUNCT
cana-1721	79	1	at	at	ADP
cana-1721	79	2	the	the	DET
cana-1721	79	3	heart	heart	NOUN
cana-1721	79	4	of	of	ADP
cana-1721	79	5	the	the	DET
cana-1721	79	6	model	model	NOUN
cana-1721	79	7	,	,	PUNCT
cana-1721	79	8	mappo	mappo	NOUN
cana-1721	79	9	enables	enable	VERB
cana-1721	79	10	decentralized	decentralize	VERB
cana-1721	79	11	decision	decision	NOUN
cana-1721	79	12	making	make	VERB
cana-1721	79	13	where	where	SCONJ
cana-1721	79	14	multiple	multiple	ADJ
cana-1721	79	15	agents	agent	NOUN
cana-1721	79	16	-	-	PUNCT
cana-1721	79	17	base	base	NOUN
cana-1721	79	18	stations	station	NOUN
cana-1721	79	19	-	-	PUNCT
cana-1721	79	20	collaborate	collaborate	VERB
cana-1721	79	21	dynamically	dynamically	ADV
cana-1721	79	22	to	to	PART
cana-1721	79	23	perform	perform	VERB
cana-1721	79	24	resource	resource	NOUN
cana-1721	79	25	allocation	allocation	NOUN
cana-1721	79	26	.	.	PUNCT
cana-1721	80	1	each	each	PRON
cana-1721	80	2	of	of	ADP
cana-1721	80	3	these	these	DET
cana-1721	80	4	agents	agent	NOUN
cana-1721	80	5	interacts	interact	VERB
cana-1721	80	6	with	with	ADP
cana-1721	80	7	the	the	DET
cana-1721	80	8	environment	environment	NOUN
cana-1721	80	9	and	and	CCONJ
cana-1721	80	10	receives	receive	VERB
cana-1721	80	11	state	state	NOUN
cana-1721	80	12	information	information	NOUN
cana-1721	80	13	pertaining	pertain	VERB
cana-1721	80	14	to	to	ADP
cana-1721	80	15	network	network	NOUN
cana-1721	80	16	conditions	condition	NOUN
cana-1721	80	17	,	,	PUNCT
cana-1721	80	18	device	device	NOUN
cana-1721	80	19	mobility	mobility	NOUN
cana-1721	80	20	pattern	pattern	NOUN
cana-1721	80	21	,	,	PUNCT
cana-1721	80	22	and	and	CCONJ
cana-1721	80	23	qos	qos	PROPN
cana-1721	80	24	requirements	requirement	NOUN
cana-1721	80	25	.	.	PUNCT
cana-1721	81	1	the	the	DET
cana-1721	81	2	optimization	optimization	NOUN
cana-1721	81	3	for	for	ADP
cana-1721	81	4	each	each	PRON
cana-1721	81	5	of	of	ADP
cana-1721	81	6	these	these	DET
cana-1721	81	7	policies	policy	NOUN
cana-1721	81	8	is	be	AUX
cana-1721	81	9	regularized	regularize	VERB
cana-1721	81	10	based	base	VERB
cana-1721	81	11	on	on	ADP
cana-1721	81	12	an	an	DET
cana-1721	81	13	advantage	advantage	NOUN
cana-1721	81	14	function	function	NOUN
cana-1721	81	15	a(si	a(si	PROPN
cana-1721	81	16	,	,	PUNCT
cana-1721	81	17	ai	ai	AUX
cana-1721	81	18	)	)	PUNCT
cana-1721	81	19	estimating	estimate	VERB
cana-1721	81	20	future	future	ADJ
cana-1721	81	21	reward	reward	NOUN
cana-1721	81	22	for	for	ADP
cana-1721	81	23	every	every	DET
cana-1721	81	24	pairs	pair	NOUN
cana-1721	81	25	of	of	ADP
cana-1721	81	26	state	state	NOUN
cana-1721	81	27	and	and	CCONJ
cana-1721	81	28	action	action	NOUN
cana-1721	81	29	.	.	PUNCT
cana-1721	82	1	mappo	mappo	VERB
cana-1721	82	2	objective	objective	ADJ
cana-1721	82	3	function	function	NOUN
cana-1721	82	4	j(θi	j(θi	PROPN
cana-1721	82	5	)	)	PUNCT
cana-1721	82	6	can	can	AUX
cana-1721	82	7	be	be	AUX
cana-1721	82	8	given	give	VERB
cana-1721	82	9	via	via	ADP
cana-1721	82	10	equation	equation	NOUN
cana-1721	82	11	1	1	NUM
cana-1721	82	12	,	,	PUNCT
cana-1721	82	13	𝐽(𝜃𝑖	𝐽(𝜃𝑖	ADV
cana-1721	82	14	)	)	PUNCT
cana-1721	83	1	=	=	PUNCT
cana-1721	83	2	𝐸𝑡	𝐸𝑡	PROPN
cana-1721	83	3	[	[	PUNCT
cana-1721	83	4	𝜋𝜃𝑖	𝜋𝜃𝑖	PROPN
cana-1721	83	5	(	(	PUNCT
cana-1721	83	6	𝑎𝑖	𝑎𝑖	PRON
cana-1721	83	7	∣	∣	PROPN
cana-1721	83	8	𝑠𝑖	𝑠𝑖	PROPN
cana-1721	83	9	)	)	PUNCT
cana-1721	83	10	𝜋𝜃𝑖𝑜𝑙𝑑	𝜋𝜃𝑖𝑜𝑙𝑑	PROPN
cana-1721	83	11	(	(	PUNCT
cana-1721	83	12	𝑎𝑖	𝑎𝑖	PRON
cana-1721	83	13	∣	∣	PROPN
cana-1721	83	14	𝑠𝑖	𝑠𝑖	PROPN
cana-1721	83	15	)	)	PUNCT
cana-1721	83	16	𝐴(𝑠𝑖	𝐴(𝑠𝑖	PROPN
cana-1721	83	17	,	,	PUNCT
cana-1721	83	18	𝑎𝑖	𝑎𝑖	PROPN
cana-1721	83	19	)	)	PUNCT
cana-1721	83	20	]	]	X
cana-1721	83	21	…	…	PUNCT
cana-1721	83	22	(	(	PUNCT
cana-1721	83	23	1	1	X
cana-1721	83	24	)	)	PUNCT
cana-1721	83	25	where	where	SCONJ
cana-1721	83	26	,	,	PUNCT
cana-1721	83	27	πθiold	πθiold	NOUN
cana-1721	83	28	is	be	AUX
cana-1721	83	29	the	the	DET
cana-1721	83	30	policy	policy	NOUN
cana-1721	83	31	from	from	ADP
cana-1721	83	32	the	the	DET
cana-1721	83	33	previous	previous	ADJ
cana-1721	83	34	iteration	iteration	NOUN
cana-1721	83	35	sets	set	NOUN
cana-1721	83	36	.	.	PUNCT
cana-1721	84	1	the	the	DET
cana-1721	84	2	policy	policy	NOUN
cana-1721	84	3	gradient	gradient	NOUN
cana-1721	84	4	using	use	VERB
cana-1721	84	5	the	the	DET
cana-1721	84	6	chain	chain	NOUN
cana-1721	84	7	rule	rule	NOUN
cana-1721	84	8	is	be	AUX
cana-1721	84	9	given	give	VERB
cana-1721	84	10	via	via	ADP
cana-1721	84	11	equation	equation	NOUN
cana-1721	84	12	2	2	NUM
cana-1721	84	13	,	,	PUNCT
cana-1721	84	14	𝛻𝜃𝑖𝐽(𝜃𝑖	𝛻𝜃𝑖𝐽(𝜃𝑖	NOUN
cana-1721	84	15	)	)	PUNCT
cana-1721	84	16	=	=	SYM
cana-1721	84	17	𝐸𝑡[𝛻𝜃𝑖𝑙𝑜𝑔𝜋𝜃𝑖	𝐸𝑡[𝛻𝜃𝑖𝑙𝑜𝑔𝜋𝜃𝑖	PROPN
cana-1721	84	18	(	(	PUNCT
cana-1721	84	19	𝑎𝑖	𝑎𝑖	PRON
cana-1721	84	20	∣	∣	PROPN
cana-1721	84	21	𝑠𝑖	𝑠𝑖	PROPN
cana-1721	84	22	)	)	PUNCT
cana-1721	84	23	𝐴(𝑠𝑖	𝐴(𝑠𝑖	PROPN
cana-1721	84	24	,	,	PUNCT
cana-1721	84	25	𝑎𝑖	𝑎𝑖	PROPN
cana-1721	84	26	)	)	PUNCT
cana-1721	84	27	]	]	X
cana-1721	84	28	…	…	PUNCT
cana-1721	84	29	(	(	PUNCT
cana-1721	84	30	2	2	X
cana-1721	84	31	)	)	PUNCT
cana-1721	84	32	this	this	DET
cana-1721	84	33	gradient	gradient	NOUN
cana-1721	84	34	takes	take	VERB
cana-1721	84	35	the	the	DET
cana-1721	84	36	policy	policy	NOUN
cana-1721	84	37	in	in	ADP
cana-1721	84	38	a	a	DET
cana-1721	84	39	direction	direction	NOUN
cana-1721	84	40	of	of	ADP
cana-1721	84	41	taking	take	VERB
cana-1721	84	42	actions	action	NOUN
cana-1721	84	43	that	that	PRON
cana-1721	84	44	maximize	maximize	VERB
cana-1721	84	45	the	the	DET
cana-1721	84	46	expected	expect	VERB
cana-1721	84	47	reward	reward	NOUN
cana-1721	84	48	.	.	PUNCT
cana-1721	85	1	its	its	PRON
cana-1721	85	2	allowance	allowance	NOUN
cana-1721	85	3	for	for	ADP
cana-1721	85	4	multiple	multiple	ADJ
cana-1721	85	5	agents	agent	NOUN
cana-1721	85	6	and	and	CCONJ
cana-1721	85	7	scalability	scalability	NOUN
cana-1721	85	8	over	over	ADP
cana-1721	85	9	networks	network	NOUN
cana-1721	85	10	of	of	ADP
cana-1721	85	11	size	size	NOUN
cana-1721	85	12	justify	justify	VERB
cana-1721	85	13	its	its	PRON
cana-1721	85	14	selection	selection	NOUN
cana-1721	85	15	within	within	ADP
cana-1721	85	16	this	this	DET
cana-1721	85	17	model	model	NOUN
cana-1721	85	18	,	,	PUNCT
cana-1721	85	19	ensuring	ensure	VERB
cana-1721	85	20	that	that	SCONJ
cana-1721	85	21	base	base	NOUN
cana-1721	85	22	stations	station	NOUN
cana-1721	85	23	can	can	AUX
cana-1721	85	24	make	make	VERB
cana-1721	85	25	collaborative	collaborative	ADJ
cana-1721	85	26	,	,	PUNCT
cana-1721	85	27	real	real	ADJ
cana-1721	85	28	-	-	PUNCT
cana-1721	85	29	time	time	NOUN
cana-1721	85	30	decisions	decision	NOUN
cana-1721	85	31	with	with	ADP
cana-1721	85	32	minimal	minimal	ADJ
cana-1721	85	33	levels	level	NOUN
cana-1721	85	34	of	of	ADP
cana-1721	85	35	interference	interference	NOUN
cana-1721	85	36	between	between	ADP
cana-1721	85	37	agents	agent	NOUN
cana-1721	85	38	.	.	PUNCT
cana-1721	86	1	at	at	ADP
cana-1721	86	2	the	the	DET
cana-1721	86	3	same	same	ADJ
cana-1721	86	4	time	time	NOUN
cana-1721	86	5	,	,	PUNCT
cana-1721	86	6	ta	ta	NOUN
cana-1721	86	7	-	-	PUNCT
cana-1721	86	8	pfed	pfed	PROPN
cana-1721	86	9	tackles	tackle	NOUN
cana-1721	86	10	the	the	DET
cana-1721	86	11	problem	problem	NOUN
cana-1721	86	12	of	of	ADP
cana-1721	86	13	personalized	personalized	ADJ
cana-1721	86	14	models	model	NOUN
cana-1721	86	15	on	on	ADP
cana-1721	86	16	heterogeneous	heterogeneous	ADJ
cana-1721	86	17	iot	iot	NOUN
cana-1721	86	18	devices	device	NOUN
cana-1721	86	19	,	,	PUNCT
cana-1721	86	20	each	each	PRON
cana-1721	86	21	of	of	ADP
cana-1721	86	22	which	which	PRON
cana-1721	86	23	executes	execute	VERB
cana-1721	86	24	only	only	ADV
cana-1721	86	25	a	a	DET
cana-1721	86	26	portion	portion	NOUN
cana-1721	86	27	of	of	ADP
cana-1721	86	28	tasksсостояния	tasksсостояния	NOUN
cana-1721	86	29	surveillance	surveillance	NOUN
cana-1721	86	30	,	,	PUNCT
cana-1721	86	31	monitoring	monitoring	NOUN
cana-1721	86	32	,	,	PUNCT
cana-1721	86	33	and	and	CCONJ
cana-1721	86	34	diagnostics	diagnostic	NOUN
cana-1721	86	35	.	.	PUNCT
cana-1721	87	1	so	so	ADV
cana-1721	87	2	,	,	PUNCT
cana-1721	87	3	every	every	DET
cana-1721	87	4	device	device	NOUN
cana-1721	87	5	independently	independently	ADV
cana-1721	87	6	trains	train	VERB
cana-1721	87	7	its	its	PRON
cana-1721	87	8	own	own	ADJ
cana-1721	87	9	local	local	ADJ
cana-1721	87	10	model	model	NOUN
cana-1721	87	11	fi(θi	fi(θi	PROPN
cana-1721	87	12	,	,	PUNCT
cana-1721	87	13	xi	xi	NUM
cana-1721	87	14	)	)	PUNCT
cana-1721	87	15	on	on	ADP
cana-1721	87	16	its	its	PRON
cana-1721	87	17	local	local	ADJ
cana-1721	87	18	data	datum	NOUN
cana-1721	87	19	xi	xi	PROPN
cana-1721	87	20	,	,	PUNCT
cana-1721	87	21	periodically	periodically	ADV
cana-1721	87	22	updating	update	VERB
cana-1721	87	23	the	the	DET
cana-1721	87	24	global	global	ADJ
cana-1721	87	25	model	model	NOUN
cana-1721	87	26	denoted	denote	VERB
cana-1721	87	27	as	as	ADP
cana-1721	87	28	θ	θ	PROPN
cana-1721	87	29	at	at	ADP
cana-1721	87	30	the	the	DET
cana-1721	87	31	central	central	ADJ
cana-1721	87	32	servers	server	NOUN
cana-1721	87	33	.	.	PUNCT
cana-1721	88	1	this	this	PRON
cana-1721	88	2	is	be	AUX
cana-1721	88	3	done	do	VERB
cana-1721	88	4	communications	communication	NOUN
cana-1721	88	5	on	on	ADP
cana-1721	88	6	applied	apply	VERB
cana-1721	88	7	nonlinear	nonlinear	ADJ
cana-1721	88	8	analysis	analysis	NOUN
cana-1721	88	9	issn	issn	NOUN
cana-1721	88	10	:	:	PUNCT
cana-1721	88	11	1074	1074	NUM
cana-1721	88	12	-	-	PUNCT
cana-1721	88	13	133x	133x	NUM
cana-1721	88	14	vol	vol	NOUN
cana-1721	88	15	32	32	NUM
cana-1721	88	16	no	no	NOUN
cana-1721	88	17	.	.	NOUN
cana-1721	88	18	2	2	NUM
cana-1721	88	19	(	(	PUNCT
cana-1721	88	20	2025	2025	NUM
cana-1721	88	21	)	)	PUNCT
cana-1721	88	22	94	94	NUM
cana-1721	88	23	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	88	24	by	by	ADP
cana-1721	88	25	personalizing	personalize	VERB
cana-1721	88	26	the	the	DET
cana-1721	88	27	objective	objective	NOUN
cana-1721	88	28	of	of	ADP
cana-1721	88	29	each	each	DET
cana-1721	88	30	device	device	NOUN
cana-1721	88	31	;	;	PUNCT
cana-1721	88	32	here	here	ADV
cana-1721	88	33	,	,	PUNCT
cana-1721	88	34	the	the	DET
cana-1721	88	35	objective	objective	NOUN
cana-1721	88	36	is	be	AUX
cana-1721	88	37	to	to	PART
cana-1721	88	38	minimize	minimize	VERB
cana-1721	88	39	the	the	DET
cana-1721	88	40	loss	loss	NOUN
cana-1721	88	41	li(θi	li(θi	PROPN
cana-1721	88	42	)	)	PUNCT
cana-1721	88	43	,	,	PUNCT
cana-1721	88	44	which	which	PRON
cana-1721	88	45	is	be	AUX
cana-1721	88	46	the	the	DET
cana-1721	88	47	combination	combination	NOUN
cana-1721	88	48	of	of	ADP
cana-1721	88	49	local	local	ADJ
cana-1721	88	50	task	task	NOUN
cana-1721	88	51	-	-	PUNCT
cana-1721	88	52	specific	specific	ADJ
cana-1721	88	53	loss	loss	NOUN
cana-1721	88	54	and	and	CCONJ
cana-1721	88	55	the	the	DET
cana-1721	88	56	regularization	regularization	NOUN
cana-1721	88	57	term	term	NOUN
cana-1721	88	58	of	of	ADP
cana-1721	88	59	the	the	DET
cana-1721	88	60	global	global	ADJ
cana-1721	88	61	knowledge	knowledge	NOUN
cana-1721	88	62	sharing	sharing	NOUN
cana-1721	88	63	process	process	NOUN
cana-1721	88	64	described	describe	VERB
cana-1721	88	65	via	via	ADP
cana-1721	88	66	equation	equation	NOUN
cana-1721	88	67	3	3	NUM
cana-1721	88	68	,	,	PUNCT
cana-1721	88	69	𝐿𝑖(𝜃𝑖	𝐿𝑖(𝜃𝑖	ADJ
cana-1721	88	70	)	)	PUNCT
cana-1721	88	71	=	=	SYM
cana-1721	88	72	𝐸𝑥𝑖	𝐸𝑥𝑖	NOUN
cana-1721	88	73	∼	∼	NOUN
cana-1721	88	74	𝐷𝑖[ℓ(𝑓𝑖(𝜃𝑖	𝐷𝑖[ℓ(𝑓𝑖(𝜃𝑖	NOUN
cana-1721	88	75	,	,	PUNCT
cana-1721	88	76	𝑥𝑖	𝑥𝑖	PROPN
cana-1721	88	77	)	)	PUNCT
cana-1721	88	78	)	)	PUNCT
cana-1721	88	79	]	]	PUNCT
cana-1721	89	1	+	+	CCONJ
cana-1721	89	2	𝜆	𝜆	X
cana-1721	89	3	∥	∥	PROPN
cana-1721	89	4	𝜃𝑖	𝜃𝑖	ADP
cana-1721	89	5	−	−	PROPN
cana-1721	89	6	𝜃	𝜃	NOUN
cana-1721	89	7	∥2	∥2	NOUN
cana-1721	89	8	…	…	PUNCT
cana-1721	89	9	(	(	PUNCT
cana-1721	89	10	3	3	X
cana-1721	89	11	)	)	PUNCT
cana-1721	89	12	the	the	DET
cana-1721	89	13	term	term	NOUN
cana-1721	89	14	∥	∥	PUNCT
cana-1721	89	15	𝜃𝑖	𝜃𝑖	ADP
cana-1721	89	16	−	−	PROPN
cana-1721	89	17	𝜃	𝜃	NOUN
cana-1721	89	18	∥2	∥2	PRON
cana-1721	89	19	ensures	ensure	VERB
cana-1721	89	20	that	that	SCONJ
cana-1721	89	21	the	the	DET
cana-1721	89	22	local	local	ADJ
cana-1721	89	23	model	model	NOUN
cana-1721	89	24	remains	remain	VERB
cana-1721	89	25	aligned	align	VERB
cana-1721	89	26	with	with	ADP
cana-1721	89	27	the	the	DET
cana-1721	89	28	global	global	ADJ
cana-1721	89	29	model	model	NOUN
cana-1721	89	30	to	to	PART
cana-1721	89	31	benefit	benefit	VERB
cana-1721	89	32	from	from	ADP
cana-1721	89	33	shared	share	VERB
cana-1721	89	34	knowledge	knowledge	NOUN
cana-1721	89	35	,	,	PUNCT
cana-1721	89	36	while	while	SCONJ
cana-1721	89	37	λ	λ	NOUN
cana-1721	89	38	controls	control	VERB
cana-1721	89	39	the	the	DET
cana-1721	89	40	degree	degree	NOUN
cana-1721	89	41	of	of	ADP
cana-1721	89	42	personalization	personalization	NOUN
cana-1721	89	43	levels	level	NOUN
cana-1721	89	44	.	.	PUNCT
cana-1721	90	1	the	the	DET
cana-1721	90	2	local	local	ADJ
cana-1721	90	3	gradient	gradient	NOUN
cana-1721	90	4	∇θili(θi	∇θili(θi	PROPN
cana-1721	90	5	)	)	PUNCT
cana-1721	90	6	is	be	AUX
cana-1721	90	7	computed	compute	VERB
cana-1721	90	8	via	via	ADP
cana-1721	90	9	equation	equation	NOUN
cana-1721	90	10	4	4	NUM
cana-1721	90	11	,	,	PUNCT
cana-1721	90	12	𝛻𝜃𝑖𝐿𝑖(𝜃𝑖	𝛻𝜃𝑖𝐿𝑖(𝜃𝑖	PROPN
cana-1721	90	13	)	)	PUNCT
cana-1721	90	14	=	=	SYM
cana-1721	90	15	𝐸𝑥𝑖∼𝐷𝑖[𝛻𝜃𝑖ℓ(𝑓𝑖(𝜃𝑖	𝐸𝑥𝑖∼𝐷𝑖[𝛻𝜃𝑖ℓ(𝑓𝑖(𝜃𝑖	PROPN
cana-1721	90	16	,	,	PUNCT
cana-1721	90	17	𝑥𝑖	𝑥𝑖	PROPN
cana-1721	90	18	)	)	PUNCT
cana-1721	90	19	)	)	PUNCT
cana-1721	90	20	]	]	PUNCT
cana-1721	91	1	+	+	CCONJ
cana-1721	91	2	2𝜆(𝜃𝑖	2𝜆(𝜃𝑖	NUM
cana-1721	91	3	−	−	NOUN
cana-1721	91	4	𝜃	𝜃	NOUN
cana-1721	91	5	)	)	PUNCT
cana-1721	91	6	…	…	PUNCT
cana-1721	91	7	(	(	PUNCT
cana-1721	91	8	4	4	X
cana-1721	91	9	)	)	PUNCT
cana-1721	91	10	ta	ta	NOUN
cana-1721	91	11	-	-	PUNCT
cana-1721	91	12	pfed	pfed	PROPN
cana-1721	91	13	was	be	AUX
cana-1721	91	14	followed	follow	VERB
cana-1721	91	15	since	since	SCONJ
cana-1721	91	16	it	it	PRON
cana-1721	91	17	was	be	AUX
cana-1721	91	18	really	really	ADV
cana-1721	91	19	effective	effective	ADJ
cana-1721	91	20	for	for	ADP
cana-1721	91	21	dealing	deal	VERB
cana-1721	91	22	with	with	ADP
cana-1721	91	23	heterogeneous	heterogeneous	ADJ
cana-1721	91	24	devices	device	NOUN
cana-1721	91	25	that	that	PRON
cana-1721	91	26	were	be	AUX
cana-1721	91	27	dealing	deal	VERB
cana-1721	91	28	with	with	ADP
cana-1721	91	29	disparate	disparate	ADJ
cana-1721	91	30	tasks	task	NOUN
cana-1721	91	31	.	.	PUNCT
cana-1721	92	1	it	it	PRON
cana-1721	92	2	minimizes	minimize	VERB
cana-1721	92	3	communication	communication	NOUN
cana-1721	92	4	overhead	overhead	ADV
cana-1721	92	5	and	and	CCONJ
cana-1721	92	6	preserves	preserve	VERB
cana-1721	92	7	privacy	privacy	NOUN
cana-1721	92	8	by	by	ADP
cana-1721	92	9	allowing	allow	VERB
cana-1721	92	10	both	both	CCONJ
cana-1721	92	11	global	global	ADJ
cana-1721	92	12	knowledge	knowledge	NOUN
cana-1721	92	13	sharing	sharing	NOUN
cana-1721	92	14	and	and	CCONJ
cana-1721	92	15	local	local	ADJ
cana-1721	92	16	personalization	personalization	NOUN
cana-1721	92	17	;	;	PUNCT
cana-1721	92	18	hence	hence	ADV
cana-1721	92	19	,	,	PUNCT
cana-1721	92	20	the	the	DET
cana-1721	92	21	method	method	NOUN
cana-1721	92	22	is	be	AUX
cana-1721	92	23	well	well	ADV
cana-1721	92	24	-	-	PUNCT
cana-1721	92	25	suited	suit	VERB
cana-1721	92	26	for	for	ADP
cana-1721	92	27	distributed	distribute	VERB
cana-1721	92	28	5	5	NUM
cana-1721	92	29	g	g	NOUN
cana-1721	92	30	environments	environment	NOUN
cana-1721	92	31	.	.	PUNCT
cana-1721	93	1	further	far	ADV
cana-1721	93	2	,	,	PUNCT
cana-1721	93	3	the	the	DET
cana-1721	93	4	model	model	NOUN
cana-1721	93	5	adaptability	adaptability	NOUN
cana-1721	93	6	is	be	AUX
cana-1721	93	7	enhanced	enhance	VERB
cana-1721	93	8	by	by	ADP
cana-1721	93	9	leveraging	leverage	VERB
cana-1721	93	10	domainadaptive	domainadaptive	NOUN
cana-1721	93	11	transfer	transfer	NOUN
cana-1721	93	12	learning	learning	NOUN
cana-1721	93	13	for	for	ADP
cana-1721	93	14	knowledge	knowledge	NOUN
cana-1721	93	15	transfer	transfer	NOUN
cana-1721	93	16	across	across	ADP
cana-1721	93	17	different	different	ADJ
cana-1721	93	18	network	network	NOUN
cana-1721	93	19	environments	environment	NOUN
cana-1721	93	20	,	,	PUNCT
cana-1721	93	21	such	such	ADJ
cana-1721	93	22	as	as	ADP
cana-1721	93	23	urban	urban	ADJ
cana-1721	93	24	and	and	CCONJ
cana-1721	93	25	rural	rural	ADJ
cana-1721	93	26	deployments	deployment	NOUN
cana-1721	93	27	.	.	PUNCT
cana-1721	94	1	the	the	DET
cana-1721	94	2	procedure	procedure	NOUN
cana-1721	94	3	of	of	ADP
cana-1721	94	4	transfer	transfer	NOUN
cana-1721	94	5	learning	learning	NOUN
cana-1721	94	6	is	be	AUX
cana-1721	94	7	framed	frame	VERB
cana-1721	94	8	as	as	ADP
cana-1721	94	9	an	an	DET
cana-1721	94	10	adversarial	adversarial	ADJ
cana-1721	94	11	learning	learning	NOUN
cana-1721	94	12	task	task	NOUN
cana-1721	94	13	,	,	PUNCT
cana-1721	94	14	which	which	PRON
cana-1721	94	15	minimizes	minimize	VERB
cana-1721	94	16	the	the	DET
cana-1721	94	17	domain	domain	NOUN
cana-1721	94	18	discrepancy	discrepancy	NOUN
cana-1721	94	19	between	between	ADP
cana-1721	94	20	a	a	DET
cana-1721	94	21	source	source	NOUN
cana-1721	94	22	domain	domain	NOUN
cana-1721	94	23	,	,	PUNCT
cana-1721	94	24	ds	ds	NOUN
cana-1721	94	25	,	,	PUNCT
cana-1721	94	26	and	and	CCONJ
cana-1721	94	27	a	a	DET
cana-1721	94	28	target	target	NOUN
cana-1721	94	29	domain	domain	NOUN
cana-1721	94	30	,	,	PUNCT
cana-1721	94	31	dt	dt	NOUN
cana-1721	94	32	,	,	PUNCT
cana-1721	94	33	sets	set	NOUN
cana-1721	94	34	.	.	PUNCT
cana-1721	95	1	communications	communication	NOUN
cana-1721	95	2	on	on	ADP
cana-1721	95	3	applied	apply	VERB
cana-1721	95	4	nonlinear	nonlinear	ADJ
cana-1721	95	5	analysis	analysis	NOUN
cana-1721	95	6	issn	issn	NOUN
cana-1721	95	7	:	:	PUNCT
cana-1721	95	8	1074	1074	NUM
cana-1721	95	9	-	-	PUNCT
cana-1721	95	10	133x	133x	NUM
cana-1721	95	11	vol	vol	NOUN
cana-1721	95	12	32	32	NUM
cana-1721	95	13	no	no	NOUN
cana-1721	95	14	.	.	NOUN
cana-1721	95	15	2	2	NUM
cana-1721	95	16	(	(	PUNCT
cana-1721	95	17	2025	2025	NUM
cana-1721	95	18	)	)	PUNCT
cana-1721	96	1	95	95	NUM
cana-1721	96	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	96	3	figure	figure	NOUN
cana-1721	96	4	1	1	NUM
cana-1721	96	5	.	.	PUNCT
cana-1721	96	6	model	model	NOUN
cana-1721	96	7	architecture	architecture	NOUN
cana-1721	96	8	for	for	ADP
cana-1721	96	9	the	the	DET
cana-1721	96	10	proposed	propose	VERB
cana-1721	96	11	qos	qos	PROPN
cana-1721	96	12	optimization	optimization	NOUN
cana-1721	96	13	process	process	NOUN
cana-1721	96	14	the	the	DET
cana-1721	96	15	loss	loss	NOUN
cana-1721	96	16	function	function	VERB
cana-1721	96	17	l(θ	l(θ	NOUN
cana-1721	96	18	)	)	PUNCT
cana-1721	96	19	for	for	ADP
cana-1721	96	20	the	the	DET
cana-1721	96	21	domain	domain	NOUN
cana-1721	96	22	adaptation	adaptation	NOUN
cana-1721	96	23	process	process	NOUN
cana-1721	96	24	can	can	AUX
cana-1721	96	25	be	be	AUX
cana-1721	96	26	written	write	VERB
cana-1721	96	27	via	via	ADP
cana-1721	96	28	equation	equation	NOUN
cana-1721	96	29	5	5	NUM
cana-1721	96	30	,	,	PUNCT
cana-1721	96	31	𝐿(𝜃	𝐿(𝜃	PRON
cana-1721	96	32	)	)	PUNCT
cana-1721	96	33	=	=	SYM
cana-1721	96	34	𝐸𝑥𝑆∼𝐷𝑆[ℓ(𝑓𝑆(𝜃	𝐸𝑥𝑆∼𝐷𝑆[ℓ(𝑓𝑆(𝜃	NOUN
cana-1721	96	35	,	,	PUNCT
cana-1721	96	36	𝑥𝑆	𝑥𝑆	NOUN
cana-1721	96	37	)	)	PUNCT
cana-1721	96	38	)	)	PUNCT
cana-1721	96	39	]	]	PUNCT
cana-1721	97	1	+	+	CCONJ
cana-1721	97	2	𝐸𝑥𝑇∼𝐷𝑇[ℓ(𝑓𝑇(𝜃	𝐸𝑥𝑇∼𝐷𝑇[ℓ(𝑓𝑇(𝜃	NOUN
cana-1721	97	3	,	,	PUNCT
cana-1721	97	4	𝑥𝑇	𝑥𝑇	NOUN
cana-1721	97	5	)	)	PUNCT
cana-1721	97	6	)	)	PUNCT
cana-1721	97	7	]	]	PUNCT
cana-1721	98	1	+	+	CCONJ
cana-1721	98	2	𝛽𝐷𝐻(𝐷𝑆	𝛽𝐷𝐻(𝐷𝑆	ADJ
cana-1721	98	3	,	,	PUNCT
cana-1721	98	4	𝐷𝑇	𝐷𝑇	PROPN
cana-1721	98	5	)	)	PUNCT
cana-1721	98	6	…	…	PUNCT
cana-1721	98	7	(	(	PUNCT
cana-1721	98	8	5	5	NUM
cana-1721	98	9	)	)	PUNCT
cana-1721	98	10	where	where	SCONJ
cana-1721	98	11	,	,	PUNCT
cana-1721	98	12	dh	dh	NOUN
cana-1721	98	13	represents	represent	VERB
cana-1721	98	14	the	the	DET
cana-1721	98	15	domain	domain	NOUN
cana-1721	98	16	discrepancy	discrepancy	NOUN
cana-1721	98	17	,	,	PUNCT
cana-1721	98	18	and	and	CCONJ
cana-1721	98	19	β	β	X
cana-1721	98	20	is	be	AUX
cana-1721	98	21	controlling	control	VERB
cana-1721	98	22	the	the	DET
cana-1721	98	23	weight	weight	NOUN
cana-1721	98	24	of	of	ADP
cana-1721	98	25	the	the	DET
cana-1721	98	26	domain	domain	NOUN
cana-1721	98	27	adaptation	adaptation	NOUN
cana-1721	98	28	term	term	NOUN
cana-1721	98	29	for	for	ADP
cana-1721	98	30	this	this	DET
cana-1721	98	31	process	process	NOUN
cana-1721	98	32	.	.	PUNCT
cana-1721	99	1	in	in	ADP
cana-1721	99	2	this	this	DET
cana-1721	99	3	scenario	scenario	NOUN
cana-1721	99	4	,	,	PUNCT
cana-1721	99	5	by	by	ADP
cana-1721	99	6	minimizing	minimize	VERB
cana-1721	99	7	dh	dh	NOUN
cana-1721	99	8	,	,	PUNCT
cana-1721	99	9	it	it	PRON
cana-1721	99	10	learns	learn	VERB
cana-1721	99	11	features	feature	NOUN
cana-1721	99	12	that	that	PRON
cana-1721	99	13	are	be	AUX
cana-1721	99	14	generalizable	generalizable	ADJ
cana-1721	99	15	across	across	ADP
cana-1721	99	16	domains	domain	NOUN
cana-1721	99	17	,	,	PUNCT
cana-1721	99	18	making	make	VERB
cana-1721	99	19	effective	effective	ADJ
cana-1721	99	20	transfers	transfer	NOUN
cana-1721	99	21	possible	possible	ADJ
cana-1721	99	22	without	without	ADP
cana-1721	99	23	extensive	extensive	ADJ
cana-1721	99	24	retraining	retraining	ADJ
cana-1721	99	25	operations	operation	NOUN
cana-1721	99	26	.	.	PUNCT
cana-1721	100	1	optimal	optimal	ADJ
cana-1721	100	2	loss	loss	NOUN
cana-1721	100	3	function	function	NOUN
cana-1721	100	4	optimization	optimization	NOUN
cana-1721	100	5	is	be	AUX
cana-1721	100	6	done	do	VERB
cana-1721	100	7	via	via	ADP
cana-1721	100	8	backpropagation	backpropagation	NOUN
cana-1721	100	9	;	;	PUNCT
cana-1721	100	10	the	the	DET
cana-1721	100	11	gradient	gradient	NOUN
cana-1721	100	12	is	be	AUX
cana-1721	100	13	given	give	VERB
cana-1721	100	14	via	via	ADP
cana-1721	100	15	equation	equation	NOUN
cana-1721	100	16	6	6	NUM
cana-1721	100	17	,	,	PUNCT
cana-1721	100	18	𝛻𝜃𝐿(𝜃	𝛻𝜃𝐿(𝜃	NOUN
cana-1721	100	19	)	)	PUNCT
cana-1721	100	20	=	=	SYM
cana-1721	100	21	𝐸𝑥𝑆∼𝐷𝑆[𝛻𝜃ℓ(𝑓𝑆(𝜃	𝐸𝑥𝑆∼𝐷𝑆[𝛻𝜃ℓ(𝑓𝑆(𝜃	PROPN
cana-1721	100	22	,	,	PUNCT
cana-1721	100	23	𝑥𝑆	𝑥𝑆	NOUN
cana-1721	100	24	)	)	PUNCT
cana-1721	100	25	)	)	PUNCT
cana-1721	100	26	]	]	PUNCT
cana-1721	101	1	+	+	CCONJ
cana-1721	101	2	𝐸𝑥𝑇∼𝐷𝑇[𝛻𝜃ℓ(𝑓𝑇(𝜃	𝐸𝑥𝑇∼𝐷𝑇[𝛻𝜃ℓ(𝑓𝑇(𝜃	NOUN
cana-1721	101	3	,	,	PUNCT
cana-1721	101	4	𝑥𝑇	𝑥𝑇	NOUN
cana-1721	101	5	)	)	PUNCT
cana-1721	101	6	)	)	PUNCT
cana-1721	101	7	]	]	PUNCT
cana-1721	102	1	+	+	CCONJ
cana-1721	102	2	𝛽𝛻𝜃𝐷𝐻(𝐷𝑆	𝛽𝛻𝜃𝐷𝐻(𝐷𝑆	ADJ
cana-1721	102	3	,	,	PUNCT
cana-1721	102	4	𝐷𝑇	𝐷𝑇	PROPN
cana-1721	102	5	)	)	PUNCT
cana-1721	102	6	…	…	PUNCT
cana-1721	102	7	(	(	PUNCT
cana-1721	102	8	6	6	X
cana-1721	102	9	)	)	PUNCT
cana-1721	102	10	this	this	DET
cana-1721	102	11	competitive	competitive	ADJ
cana-1721	102	12	training	training	NOUN
cana-1721	102	13	strategy	strategy	NOUN
cana-1721	102	14	allows	allow	VERB
cana-1721	102	15	the	the	DET
cana-1721	102	16	proposed	propose	VERB
cana-1721	102	17	model	model	NOUN
cana-1721	102	18	to	to	PART
cana-1721	102	19	adapt	adapt	VERB
cana-1721	102	20	resource	resource	NOUN
cana-1721	102	21	management	management	NOUN
cana-1721	102	22	policies	policy	NOUN
cana-1721	102	23	quickly	quickly	ADV
cana-1721	102	24	to	to	ADP
cana-1721	102	25	unseen	unseen	ADJ
cana-1721	102	26	environments	environment	NOUN
cana-1721	102	27	,	,	PUNCT
cana-1721	102	28	significantly	significantly	ADV
cana-1721	102	29	decreasing	decrease	VERB
cana-1721	102	30	the	the	DET
cana-1721	102	31	training	training	NOUN
cana-1721	102	32	time	time	NOUN
cana-1721	102	33	and	and	CCONJ
cana-1721	102	34	data	datum	NOUN
cana-1721	102	35	consumption	consumption	NOUN
cana-1721	102	36	.	.	PUNCT
cana-1721	103	1	the	the	DET
cana-1721	103	2	integration	integration	NOUN
cana-1721	103	3	of	of	ADP
cana-1721	103	4	mappo	mappo	NOUN
cana-1721	103	5	,	,	PUNCT
cana-1721	103	6	ta	ta	NOUN
cana-1721	103	7	-	-	PUNCT
cana-1721	103	8	pfed	pfe	VERB
cana-1721	103	9	,	,	PUNCT
cana-1721	103	10	and	and	CCONJ
cana-1721	103	11	datl	datl	NOUN
cana-1721	103	12	is	be	AUX
cana-1721	103	13	a	a	DET
cana-1721	103	14	solution	solution	NOUN
cana-1721	103	15	for	for	ADP
cana-1721	103	16	scalability	scalability	NOUN
cana-1721	103	17	,	,	PUNCT
cana-1721	103	18	heterogeneity	heterogeneity	NOUN
cana-1721	103	19	,	,	PUNCT
cana-1721	103	20	and	and	CCONJ
cana-1721	103	21	crossdomain	crossdomain	ADJ
cana-1721	103	22	issues	issue	NOUN
cana-1721	103	23	in	in	ADP
cana-1721	103	24	5	5	NUM
cana-1721	103	25	g	g	NOUN
cana-1721	103	26	networks	network	NOUN
cana-1721	103	27	.	.	PUNCT
cana-1721	104	1	the	the	DET
cana-1721	104	2	methods	method	NOUN
cana-1721	104	3	presented	present	VERB
cana-1721	104	4	are	be	AUX
cana-1721	104	5	complementary	complementary	ADJ
cana-1721	104	6	:	:	PUNCT
cana-1721	104	7	mappo	mappo	NOUN
cana-1721	104	8	handles	handle	VERB
cana-1721	104	9	collaborative	collaborative	ADJ
cana-1721	104	10	decision	decision	NOUN
cana-1721	104	11	-	-	PUNCT
cana-1721	104	12	making	making	NOUN
cana-1721	104	13	in	in	ADP
cana-1721	104	14	dynamic	dynamic	ADJ
cana-1721	104	15	environments	environment	NOUN
cana-1721	104	16	,	,	PUNCT
cana-1721	104	17	ta	ta	NOUN
cana-1721	104	18	-	-	PUNCT
cana-1721	104	19	pfed	pfed	PROPN
cana-1721	104	20	handles	handle	VERB
cana-1721	104	21	task	task	NOUN
cana-1721	104	22	-	-	PUNCT
cana-1721	104	23	specific	specific	ADJ
cana-1721	104	24	optimizations	optimization	NOUN
cana-1721	104	25	for	for	ADP
cana-1721	104	26	heterogeneous	heterogeneous	ADJ
cana-1721	104	27	devices	device	NOUN
cana-1721	104	28	,	,	PUNCT
cana-1721	104	29	and	and	CCONJ
cana-1721	104	30	datl	datl	NOUN
cana-1721	104	31	ensures	ensure	VERB
cana-1721	104	32	fast	fast	ADJ
cana-1721	104	33	adaptation	adaptation	NOUN
cana-1721	104	34	to	to	ADP
cana-1721	104	35	unseen	unseen	ADJ
cana-1721	104	36	network	network	NOUN
cana-1721	104	37	domains	domain	NOUN
cana-1721	104	38	.	.	PUNCT
cana-1721	105	1	each	each	DET
cana-1721	105	2	approach	approach	NOUN
cana-1721	105	3	plays	play	VERB
cana-1721	105	4	a	a	DET
cana-1721	105	5	definite	definite	ADJ
cana-1721	105	6	yet	yet	CCONJ
cana-1721	105	7	interdependent	interdependent	ADJ
cana-1721	105	8	role	role	NOUN
cana-1721	105	9	,	,	PUNCT
cana-1721	105	10	while	while	SCONJ
cana-1721	105	11	its	its	PRON
cana-1721	105	12	mathematical	mathematical	ADJ
cana-1721	105	13	underpinning	underpinning	NOUN
cana-1721	105	14	lays	lay	VERB
cana-1721	105	15	the	the	DET
cana-1721	105	16	foundation	foundation	NOUN
cana-1721	105	17	for	for	ADP
cana-1721	105	18	theoretical	theoretical	ADJ
cana-1721	105	19	validity	validity	NOUN
cana-1721	105	20	and	and	CCONJ
cana-1721	105	21	practical	practical	ADJ
cana-1721	105	22	efficiency	efficiency	NOUN
cana-1721	105	23	in	in	ADP
cana-1721	105	24	real	real	ADJ
cana-1721	105	25	-	-	PUNCT
cana-1721	105	26	world	world	NOUN
cana-1721	105	27	applications	application	NOUN
cana-1721	105	28	.	.	PUNCT
cana-1721	106	1	these	these	DET
cana-1721	106	2	equations	equation	NOUN
cana-1721	106	3	give	give	VERB
cana-1721	106	4	an	an	DET
cana-1721	106	5	iterative	iterative	NOUN
cana-1721	106	6	approach	approach	NOUN
cana-1721	106	7	to	to	ADP
cana-1721	106	8	optimization	optimization	NOUN
cana-1721	106	9	across	across	ADP
cana-1721	106	10	agents	agent	NOUN
cana-1721	106	11	,	,	PUNCT
cana-1721	106	12	devices	device	NOUN
cana-1721	106	13	,	,	PUNCT
cana-1721	106	14	and	and	CCONJ
cana-1721	106	15	domains	domain	NOUN
cana-1721	106	16	,	,	PUNCT
cana-1721	106	17	demonstrating	demonstrate	VERB
cana-1721	106	18	how	how	SCONJ
cana-1721	106	19	this	this	DET
cana-1721	106	20	model	model	NOUN
cana-1721	106	21	can	can	AUX
cana-1721	106	22	balance	balance	VERB
cana-1721	106	23	local	local	ADJ
cana-1721	106	24	and	and	CCONJ
cana-1721	106	25	global	global	ADJ
cana-1721	106	26	objectives	objective	NOUN
cana-1721	106	27	while	while	SCONJ
cana-1721	106	28	guaranteeing	guarantee	VERB
cana-1721	106	29	privacy	privacy	NOUN
cana-1721	106	30	,	,	PUNCT
cana-1721	106	31	efficiency	efficiency	NOUN
cana-1721	106	32	,	,	PUNCT
cana-1721	106	33	and	and	CCONJ
cana-1721	106	34	scalability	scalability	NOUN
cana-1721	106	35	.	.	PUNCT
cana-1721	107	1	the	the	DET
cana-1721	107	2	performance	performance	NOUN
cana-1721	107	3	evaluation	evaluation	NOUN
cana-1721	107	4	of	of	ADP
cana-1721	107	5	the	the	DET
cana-1721	107	6	proposed	propose	VERB
cana-1721	107	7	model	model	NOUN
cana-1721	107	8	has	have	AUX
cana-1721	107	9	been	be	AUX
cana-1721	107	10	performed	perform	VERB
cana-1721	107	11	in	in	ADP
cana-1721	107	12	a	a	DET
cana-1721	107	13	simulated	simulated	ADJ
cana-1721	107	14	environment	environment	NOUN
cana-1721	107	15	of	of	ADP
cana-1721	107	16	the	the	DET
cana-1721	107	17	5	5	NUM
cana-1721	107	18	g	g	NOUN
cana-1721	107	19	network	network	NOUN
cana-1721	107	20	with	with	ADP
cana-1721	107	21	heterogeneous	heterogeneous	ADJ
cana-1721	107	22	iot	iot	NOUN
cana-1721	107	23	devices	device	NOUN
cana-1721	107	24	and	and	CCONJ
cana-1721	107	25	deployments	deployment	NOUN
cana-1721	107	26	.	.	PUNCT
cana-1721	108	1	4	4	X
cana-1721	108	2	.	.	NOUN
cana-1721	108	3	result	result	VERB
cana-1721	108	4	analysis	analysis	NOUN
cana-1721	108	5	the	the	DET
cana-1721	108	6	simulation	simulation	NOUN
cana-1721	108	7	consisted	consist	VERB
cana-1721	108	8	of	of	ADP
cana-1721	108	9	several	several	ADJ
cana-1721	108	10	base	base	NOUN
cana-1721	108	11	stations	station	NOUN
cana-1721	108	12	,	,	PUNCT
cana-1721	108	13	each	each	PRON
cana-1721	108	14	playing	play	VERB
cana-1721	108	15	the	the	DET
cana-1721	108	16	role	role	NOUN
cana-1721	108	17	of	of	ADP
cana-1721	108	18	an	an	DET
cana-1721	108	19	agent	agent	NOUN
cana-1721	108	20	,	,	PUNCT
cana-1721	108	21	along	along	ADP
cana-1721	108	22	with	with	ADP
cana-1721	108	23	a	a	DET
cana-1721	108	24	wide	wide	ADJ
cana-1721	108	25	variety	variety	NOUN
cana-1721	108	26	of	of	ADP
cana-1721	108	27	iot	iot	NOUN
cana-1721	108	28	devices	device	NOUN
cana-1721	108	29	performing	perform	VERB
cana-1721	108	30	tasks	task	NOUN
cana-1721	108	31	such	such	ADJ
cana-1721	108	32	as	as	ADP
cana-1721	108	33	surveillance	surveillance	NOUN
cana-1721	108	34	,	,	PUNCT
cana-1721	108	35	medical	medical	ADJ
cana-1721	108	36	diagnostics	diagnostic	NOUN
cana-1721	108	37	,	,	PUNCT
cana-1721	108	38	and	and	CCONJ
cana-1721	108	39	environmental	environmental	ADJ
cana-1721	108	40	monitoring	monitoring	NOUN
cana-1721	108	41	.	.	PUNCT
cana-1721	109	1	data	datum	NOUN
cana-1721	109	2	was	be	AUX
cana-1721	109	3	collected	collect	VERB
cana-1721	109	4	across	across	ADP
cana-1721	109	5	three	three	NUM
cana-1721	109	6	different	different	ADJ
cana-1721	109	7	scenarios	scenario	NOUN
cana-1721	109	8	:	:	PUNCT
cana-1721	109	9	dense	dense	ADJ
cana-1721	109	10	urban	urban	ADJ
cana-1721	109	11	areas	area	NOUN
cana-1721	109	12	,	,	PUNCT
cana-1721	109	13	suburban	suburban	ADJ
cana-1721	109	14	regions	region	NOUN
cana-1721	109	15	,	,	PUNCT
cana-1721	109	16	and	and	CCONJ
cana-1721	109	17	rural	rural	ADJ
cana-1721	109	18	deployments	deployment	NOUN
cana-1721	109	19	,	,	PUNCT
cana-1721	109	20	with	with	ADP
cana-1721	109	21	varying	vary	VERB
cana-1721	109	22	network	network	NOUN
cana-1721	109	23	conditions	condition	NOUN
cana-1721	109	24	,	,	PUNCT
cana-1721	109	25	traffic	traffic	NOUN
cana-1721	109	26	patterns	pattern	NOUN
cana-1721	109	27	,	,	PUNCT
cana-1721	109	28	and	and	CCONJ
cana-1721	109	29	device	device	NOUN
cana-1721	109	30	mobility	mobility	NOUN
cana-1721	109	31	.	.	PUNCT
cana-1721	110	1	these	these	DET
cana-1721	110	2	datasets	dataset	NOUN
cana-1721	110	3	possess	possess	VERB
cana-1721	110	4	several	several	ADJ
cana-1721	110	5	features	feature	NOUN
cana-1721	110	6	of	of	ADP
cana-1721	110	7	each	each	DET
cana-1721	110	8	environment	environment	NOUN
cana-1721	110	9	and	and	CCONJ
cana-1721	110	10	thus	thus	ADV
cana-1721	110	11	provide	provide	VERB
cana-1721	110	12	comprehensive	comprehensive	ADJ
cana-1721	110	13	insights	insight	NOUN
cana-1721	110	14	into	into	ADP
cana-1721	110	15	the	the	DET
cana-1721	110	16	performances	performance	NOUN
cana-1721	110	17	that	that	PRON
cana-1721	110	18	could	could	AUX
cana-1721	110	19	be	be	AUX
cana-1721	110	20	delivered	deliver	VERB
cana-1721	110	21	by	by	ADP
cana-1721	110	22	the	the	DET
cana-1721	110	23	model	model	NOUN
cana-1721	110	24	.	.	PUNCT
cana-1721	111	1	the	the	DET
cana-1721	111	2	proposed	propose	VERB
cana-1721	111	3	model	model	NOUN
cana-1721	111	4	was	be	AUX
cana-1721	111	5	compared	compare	VERB
cana-1721	111	6	with	with	ADP
cana-1721	111	7	three	three	NUM
cana-1721	111	8	other	other	ADJ
cana-1721	111	9	methods	method	NOUN
cana-1721	111	10	,	,	PUNCT
cana-1721	111	11	namely	namely	ADV
cana-1721	111	12	:	:	PUNCT
cana-1721	112	1	[	[	X
cana-1721	112	2	3	3	NUM
cana-1721	112	3	]	]	PUNCT
cana-1721	112	4	,	,	PUNCT
cana-1721	112	5	a	a	DET
cana-1721	112	6	traditional	traditional	ADJ
cana-1721	112	7	resource	resource	NOUN
cana-1721	112	8	allocation	allocation	NOUN
cana-1721	112	9	method	method	NOUN
cana-1721	112	10	;	;	PUNCT
cana-1721	112	11	[	[	X
cana-1721	112	12	8	8	NUM
cana-1721	112	13	]	]	PUNCT
cana-1721	112	14	,	,	PUNCT
cana-1721	112	15	an	an	DET
cana-1721	112	16	optimization	optimization	NOUN
cana-1721	112	17	approach	approach	NOUN
cana-1721	112	18	based	base	VERB
cana-1721	112	19	on	on	ADP
cana-1721	112	20	federated	federated	ADJ
cana-1721	112	21	learning	learning	NOUN
cana-1721	112	22	;	;	PUNCT
cana-1721	112	23	and	and	CCONJ
cana-1721	112	24	[	[	X
cana-1721	112	25	15	15	NUM
cana-1721	112	26	]	]	X
cana-1721	112	27	,	,	PUNCT
cana-1721	112	28	a	a	DET
cana-1721	112	29	transfer	transfer	NOUN
cana-1721	112	30	-	-	PUNCT
cana-1721	112	31	learning	learn	VERB
cana-1721	112	32	model	model	NOUN
cana-1721	112	33	applied	apply	VERB
cana-1721	112	34	for	for	ADP
cana-1721	112	35	cross	cross	ADJ
cana-1721	112	36	-	-	ADJ
cana-1721	112	37	domain	domain	ADJ
cana-1721	112	38	network	network	NOUN
cana-1721	112	39	optimization	optimization	NOUN
cana-1721	112	40	.	.	PUNCT
cana-1721	113	1	key	key	ADJ
cana-1721	113	2	evaluation	evaluation	NOUN
cana-1721	113	3	metrics	metric	NOUN
cana-1721	113	4	included	include	VERB
cana-1721	113	5	network	network	NOUN
cana-1721	113	6	throughput	throughput	NOUN
cana-1721	113	7	,	,	PUNCT
cana-1721	113	8	latency	latency	NOUN
cana-1721	113	9	,	,	PUNCT
cana-1721	113	10	packet	packet	NOUN
cana-1721	113	11	loss	loss	NOUN
cana-1721	113	12	,	,	PUNCT
cana-1721	113	13	privacy	privacy	NOUN
cana-1721	113	14	risk	risk	NOUN
cana-1721	113	15	,	,	PUNCT
cana-1721	113	16	and	and	CCONJ
cana-1721	113	17	cross	cross	ADJ
cana-1721	113	18	-	-	ADJ
cana-1721	113	19	domain	domain	ADJ
cana-1721	113	20	adaptation	adaptation	NOUN
cana-1721	113	21	temporal	temporal	ADJ
cana-1721	113	22	instance	instance	NOUN
cana-1721	113	23	sets	set	VERB
cana-1721	113	24	.	.	PUNCT
cana-1721	114	1	communications	communication	NOUN
cana-1721	114	2	on	on	ADP
cana-1721	114	3	applied	apply	VERB
cana-1721	114	4	nonlinear	nonlinear	ADJ
cana-1721	114	5	analysis	analysis	NOUN
cana-1721	114	6	issn	issn	NOUN
cana-1721	114	7	:	:	PUNCT
cana-1721	114	8	1074	1074	NUM
cana-1721	114	9	-	-	PUNCT
cana-1721	114	10	133x	133x	NUM
cana-1721	114	11	vol	vol	NOUN
cana-1721	114	12	32	32	NUM
cana-1721	114	13	no	no	NOUN
cana-1721	114	14	.	.	NOUN
cana-1721	114	15	2	2	NUM
cana-1721	114	16	(	(	PUNCT
cana-1721	114	17	2025	2025	NUM
cana-1721	114	18	)	)	PUNCT
cana-1721	114	19	96	96	NUM
cana-1721	114	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	114	21	figure	figure	NOUN
cana-1721	114	22	2	2	NUM
cana-1721	114	23	.	.	PUNCT
cana-1721	115	1	network	network	NOUN
cana-1721	115	2	throughput	throughput	NOUN
cana-1721	115	3	comparison	comparison	NOUN
cana-1721	115	4	(	(	PUNCT
cana-1721	115	5	gbps	gbps	PROPN
cana-1721	115	6	)	)	PUNCT
cana-1721	115	7	for	for	ADP
cana-1721	115	8	different	different	ADJ
cana-1721	115	9	scenarios	scenario	NOUN
cana-1721	115	10	table	table	NOUN
cana-1721	115	11	1	1	NUM
cana-1721	115	12	:	:	PUNCT
cana-1721	115	13	network	network	NOUN
cana-1721	115	14	throughput	throughput	NOUN
cana-1721	115	15	comparison	comparison	NOUN
cana-1721	115	16	(	(	PUNCT
cana-1721	115	17	gbps	gbps	PROPN
cana-1721	115	18	)	)	PUNCT
cana-1721	115	19	method	method	NOUN
cana-1721	115	20	urban	urban	ADJ
cana-1721	115	21	(	(	PUNCT
cana-1721	115	22	gbps	gbps	PROPN
cana-1721	115	23	)	)	PUNCT
cana-1721	115	24	suburban	suburban	ADJ
cana-1721	115	25	(	(	PUNCT
cana-1721	115	26	gbps	gbps	PROPN
cana-1721	115	27	)	)	PUNCT
cana-1721	115	28	rural	rural	NOUN
cana-1721	115	29	(	(	PUNCT
cana-1721	115	30	gbps	gbps	PROPN
cana-1721	115	31	)	)	PUNCT
cana-1721	115	32	proposed	propose	VERB
cana-1721	115	33	model	model	NOUN
cana-1721	115	34	12.5	12.5	NUM
cana-1721	115	35	9.8	9.8	NUM
cana-1721	115	36	7.2	7.2	NUM
cana-1721	115	37	method	method	NOUN
cana-1721	115	38	[	[	X
cana-1721	115	39	3	3	NUM
cana-1721	115	40	]	]	SYM
cana-1721	115	41	9.6	9.6	NUM
cana-1721	115	42	7.3	7.3	NUM
cana-1721	115	43	5.1	5.1	NUM
cana-1721	115	44	method	method	NOUN
cana-1721	115	45	[	[	X
cana-1721	115	46	8	8	NUM
cana-1721	115	47	]	]	SYM
cana-1721	115	48	10.1	10.1	NUM
cana-1721	115	49	8.0	8.0	NUM
cana-1721	115	50	6.0	6.0	NUM
cana-1721	115	51	method	method	NOUN
cana-1721	115	52	[	[	X
cana-1721	115	53	15	15	NUM
cana-1721	115	54	]	]	SYM
cana-1721	115	55	11.0	11.0	NUM
cana-1721	115	56	8.5	8.5	NUM
cana-1721	115	57	6.8	6.8	NUM
cana-1721	115	58	according	accord	VERB
cana-1721	115	59	to	to	ADP
cana-1721	115	60	table	table	NOUN
cana-1721	115	61	1	1	NUM
cana-1721	115	62	,	,	PUNCT
cana-1721	115	63	the	the	DET
cana-1721	115	64	proposed	propose	VERB
cana-1721	115	65	model	model	NOUN
cana-1721	115	66	can	can	AUX
cana-1721	115	67	provide	provide	VERB
cana-1721	115	68	better	well	ADJ
cana-1721	115	69	network	network	NOUN
cana-1721	115	70	throughput	throughput	NOUN
cana-1721	115	71	compared	compare	VERB
cana-1721	115	72	to	to	ADP
cana-1721	115	73	previous	previous	ADJ
cana-1721	115	74	studies	study	NOUN
cana-1721	115	75	in	in	ADP
cana-1721	115	76	all	all	DET
cana-1721	115	77	scenarios	scenario	NOUN
cana-1721	115	78	.	.	PUNCT
cana-1721	116	1	throughput	throughput	NOUN
cana-1721	116	2	in	in	ADP
cana-1721	116	3	an	an	DET
cana-1721	116	4	urban	urban	ADJ
cana-1721	116	5	environment	environment	NOUN
cana-1721	116	6	is	be	AUX
cana-1721	116	7	greater	great	ADJ
cana-1721	116	8	than	than	ADP
cana-1721	116	9	others	other	NOUN
cana-1721	116	10	because	because	SCONJ
cana-1721	116	11	the	the	DET
cana-1721	116	12	density	density	NOUN
cana-1721	116	13	of	of	ADP
cana-1721	116	14	traffic	traffic	NOUN
cana-1721	116	15	is	be	AUX
cana-1721	116	16	higher	high	ADJ
cana-1721	116	17	for	for	ADP
cana-1721	116	18	different	different	ADJ
cana-1721	116	19	observations	observation	NOUN
cana-1721	116	20	.	.	PUNCT
cana-1721	117	1	it	it	PRON
cana-1721	117	2	is	be	AUX
cana-1721	117	3	pretty	pretty	ADV
cana-1721	117	4	obvious	obvious	ADJ
cana-1721	117	5	that	that	SCONJ
cana-1721	117	6	even	even	ADV
cana-1721	117	7	in	in	ADP
cana-1721	117	8	a	a	DET
cana-1721	117	9	rural	rural	ADJ
cana-1721	117	10	area	area	NOUN
cana-1721	117	11	,	,	PUNCT
cana-1721	117	12	the	the	DET
cana-1721	117	13	proposed	propose	VERB
cana-1721	117	14	model	model	NOUN
cana-1721	117	15	does	do	VERB
cana-1721	117	16	better	well	ADV
cana-1721	117	17	than	than	ADP
cana-1721	117	18	others	other	NOUN
cana-1721	117	19	due	due	ADP
cana-1721	117	20	to	to	ADP
cana-1721	117	21	adaptation	adaptation	NOUN
cana-1721	117	22	across	across	ADP
cana-1721	117	23	domains	domain	NOUN
cana-1721	117	24	.	.	PUNCT
cana-1721	117	25	table	table	NOUN
cana-1721	117	26	2	2	NUM
cana-1721	117	27	:	:	PUNCT
cana-1721	117	28	latency	latency	NOUN
cana-1721	117	29	reduction	reduction	NOUN
cana-1721	117	30	(	(	PUNCT
cana-1721	117	31	ms	ms	NOUN
cana-1721	117	32	)	)	PUNCT
cana-1721	117	33	method	method	NOUN
cana-1721	117	34	urban	urban	ADJ
cana-1721	117	35	(	(	PUNCT
cana-1721	117	36	ms	ms	PROPN
cana-1721	117	37	)	)	PUNCT
cana-1721	117	38	suburban	suburban	ADJ
cana-1721	117	39	(	(	PUNCT
cana-1721	117	40	ms	ms	NOUN
cana-1721	117	41	)	)	PUNCT
cana-1721	117	42	rural	rural	NOUN
cana-1721	117	43	(	(	PUNCT
cana-1721	117	44	ms	ms	NOUN
cana-1721	117	45	)	)	PUNCT
cana-1721	117	46	proposed	propose	VERB
cana-1721	117	47	model	model	NOUN
cana-1721	117	48	12.3	12.3	NUM
cana-1721	117	49	15.2	15.2	NUM
cana-1721	117	50	18.7	18.7	NUM
cana-1721	117	51	method	method	NOUN
cana-1721	117	52	[	[	X
cana-1721	117	53	3	3	NUM
cana-1721	117	54	]	]	SYM
cana-1721	117	55	22.5	22.5	NUM
cana-1721	117	56	25.4	25.4	NUM
cana-1721	117	57	30.8	30.8	NUM
cana-1721	117	58	method	method	NOUN
cana-1721	117	59	[	[	X
cana-1721	117	60	8	8	NUM
cana-1721	117	61	]	]	SYM
cana-1721	117	62	19.6	19.6	NUM
cana-1721	117	63	22.0	22.0	NUM
cana-1721	117	64	28.5	28.5	NUM
cana-1721	117	65	method	method	NOUN
cana-1721	117	66	[	[	X
cana-1721	117	67	15	15	NUM
cana-1721	117	68	]	]	SYM
cana-1721	117	69	16.4	16.4	NUM
cana-1721	117	70	18.7	18.7	NUM
cana-1721	117	71	21.2	21.2	NUM
cana-1721	117	72	table	table	NOUN
cana-1721	117	73	2	2	NUM
cana-1721	117	74	:	:	PUNCT
cana-1721	117	75	latency	latency	NOUN
cana-1721	117	76	reduction	reduction	NOUN
cana-1721	117	77	by	by	ADP
cana-1721	117	78	the	the	DET
cana-1721	117	79	proposed	propose	VERB
cana-1721	117	80	model	model	NOUN
cana-1721	117	81	against	against	ADP
cana-1721	117	82	other	other	ADJ
cana-1721	117	83	methods	method	NOUN
cana-1721	117	84	in	in	ADP
cana-1721	117	85	existing	exist	VERB
cana-1721	117	86	literature	literature	NOUN
cana-1721	117	87	.	.	PUNCT
cana-1721	118	1	quite	quite	ADV
cana-1721	118	2	impressively	impressively	ADV
cana-1721	118	3	,	,	PUNCT
cana-1721	118	4	the	the	DET
cana-1721	118	5	proposed	propose	VERB
cana-1721	118	6	model	model	NOUN
cana-1721	118	7	increases	increase	VERB
cana-1721	118	8	latency	latency	NOUN
cana-1721	118	9	reduction	reduction	NOUN
cana-1721	118	10	by	by	ADP
cana-1721	118	11	around	around	ADP
cana-1721	118	12	45	45	NUM
cana-1721	118	13	%	%	NOUN
cana-1721	118	14	in	in	ADP
cana-1721	118	15	city	city	NOUN
cana-1721	118	16	conditions	condition	NOUN
cana-1721	118	17	,	,	PUNCT
cana-1721	118	18	generally	generally	ADV
cana-1721	118	19	more	more	ADV
cana-1721	118	20	prone	prone	ADJ
cana-1721	118	21	to	to	ADP
cana-1721	118	22	congestions	congestion	NOUN
cana-1721	118	23	.	.	PUNCT
cana-1721	119	1	the	the	DET
cana-1721	119	2	performance	performance	NOUN
cana-1721	119	3	is	be	AUX
cana-1721	119	4	very	very	ADV
cana-1721	119	5	good	good	ADJ
cana-1721	119	6	in	in	ADP
cana-1721	119	7	suburban	suburban	ADJ
cana-1721	119	8	and	and	CCONJ
cana-1721	119	9	rural	rural	ADJ
cana-1721	119	10	environments	environment	NOUN
cana-1721	119	11	also	also	ADV
cana-1721	119	12	,	,	PUNCT
cana-1721	119	13	with	with	ADP
cana-1721	119	14	a	a	DET
cana-1721	119	15	comparable	comparable	ADJ
cana-1721	119	16	latency	latency	NOUN
cana-1721	119	17	reduction	reduction	NOUN
cana-1721	119	18	of	of	ADP
cana-1721	119	19	30	30	NUM
cana-1721	119	20	-	-	SYM
cana-1721	119	21	35	35	NUM
cana-1721	119	22	%	%	NOUN
cana-1721	119	23	against	against	ADP
cana-1721	119	24	method	method	NOUN
cana-1721	119	25	[	[	X
cana-1721	119	26	3	3	NUM
cana-1721	119	27	]	]	PUNCT
cana-1721	119	28	in	in	ADP
cana-1721	119	29	process	process	NOUN
cana-1721	119	30	.	.	PUNCT
cana-1721	120	1	table	table	NOUN
cana-1721	120	2	3	3	NUM
cana-1721	120	3	:	:	PUNCT
cana-1721	120	4	packet	packet	NOUN
cana-1721	120	5	loss	loss	NOUN
cana-1721	120	6	(	(	PUNCT
cana-1721	120	7	%	%	INTJ
cana-1721	120	8	)	)	PUNCT
cana-1721	120	9	method	method	NOUN
cana-1721	120	10	urban	urban	ADJ
cana-1721	120	11	(	(	PUNCT
cana-1721	120	12	%	%	NOUN
cana-1721	120	13	)	)	PUNCT
cana-1721	120	14	suburban	suburban	ADJ
cana-1721	120	15	(	(	PUNCT
cana-1721	120	16	%	%	INTJ
cana-1721	120	17	)	)	PUNCT
cana-1721	120	18	rural	rural	ADJ
cana-1721	120	19	(	(	PUNCT
cana-1721	120	20	%	%	NOUN
cana-1721	120	21	)	)	PUNCT
cana-1721	120	22	proposed	propose	VERB
cana-1721	120	23	model	model	NOUN
cana-1721	120	24	1.2	1.2	NUM
cana-1721	120	25	2.1	2.1	NUM
cana-1721	120	26	3.5	3.5	NUM
cana-1721	120	27	method	method	NOUN
cana-1721	120	28	[	[	X
cana-1721	120	29	3	3	NUM
cana-1721	120	30	]	]	SYM
cana-1721	120	31	3.8	3.8	NUM
cana-1721	120	32	5.2	5.2	NUM
cana-1721	120	33	6.5	6.5	NUM
cana-1721	120	34	method	method	NOUN
cana-1721	120	35	[	[	X
cana-1721	120	36	8	8	NUM
cana-1721	120	37	]	]	SYM
cana-1721	120	38	2.5	2.5	NUM
cana-1721	120	39	3.7	3.7	NUM
cana-1721	120	40	5.1	5.1	NUM
cana-1721	120	41	method	method	NOUN
cana-1721	120	42	[	[	X
cana-1721	120	43	15	15	NUM
cana-1721	120	44	]	]	SYM
cana-1721	120	45	1.9	1.9	NUM
cana-1721	120	46	2.8	2.8	NUM
cana-1721	120	47	4.2	4.2	NUM
cana-1721	120	48	communications	communication	NOUN
cana-1721	120	49	on	on	ADP
cana-1721	120	50	applied	apply	VERB
cana-1721	120	51	nonlinear	nonlinear	ADJ
cana-1721	120	52	analysis	analysis	NOUN
cana-1721	120	53	issn	issn	NOUN
cana-1721	120	54	:	:	PUNCT
cana-1721	120	55	1074	1074	NUM
cana-1721	120	56	-	-	PUNCT
cana-1721	120	57	133x	133x	NUM
cana-1721	120	58	vol	vol	NOUN
cana-1721	120	59	32	32	NUM
cana-1721	120	60	no	no	NOUN
cana-1721	120	61	.	.	NOUN
cana-1721	120	62	2	2	NUM
cana-1721	120	63	(	(	PUNCT
cana-1721	120	64	2025	2025	NUM
cana-1721	120	65	)	)	PUNCT
cana-1721	120	66	97	97	NUM
cana-1721	120	67	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1721	120	68	table	table	NOUN
cana-1721	120	69	3	3	NUM
cana-1721	120	70	:	:	PUNCT
cana-1721	120	71	comparison	comparison	NOUN
cana-1721	120	72	of	of	ADP
cana-1721	120	73	packet	packet	NOUN
cana-1721	120	74	loss	loss	NOUN
cana-1721	120	75	in	in	ADP
cana-1721	120	76	different	different	ADJ
cana-1721	120	77	environments	environment	NOUN
cana-1721	120	78	.	.	PUNCT
cana-1721	121	1	it	it	PRON
cana-1721	121	2	is	be	AUX
cana-1721	121	3	observed	observe	VERB
cana-1721	121	4	that	that	SCONJ
cana-1721	121	5	the	the	DET
cana-1721	121	6	proposed	propose	VERB
cana-1721	121	7	model	model	NOUN
cana-1721	121	8	imposes	impose	VERB
cana-1721	121	9	a	a	DET
cana-1721	121	10	significant	significant	ADJ
cana-1721	121	11	reduction	reduction	NOUN
cana-1721	121	12	in	in	ADP
cana-1721	121	13	packet	packet	NOUN
cana-1721	121	14	loss	loss	NOUN
cana-1721	121	15	,	,	PUNCT
cana-1721	121	16	especially	especially	ADV
cana-1721	121	17	for	for	ADP
cana-1721	121	18	urban	urban	ADJ
cana-1721	121	19	areas	area	NOUN
cana-1721	121	20	,	,	PUNCT
cana-1721	121	21	reducing	reduce	VERB
cana-1721	121	22	the	the	DET
cana-1721	121	23	packet	packet	NOUN
cana-1721	121	24	loss	loss	NOUN
cana-1721	121	25	to	to	ADP
cana-1721	121	26	just	just	ADV
cana-1721	121	27	1.2	1.2	NUM
cana-1721	121	28	%	%	NOUN
cana-1721	121	29	,	,	PUNCT
cana-1721	121	30	which	which	PRON
cana-1721	121	31	is	be	AUX
cana-1721	121	32	a	a	DET
cana-1721	121	33	gain	gain	NOUN
cana-1721	121	34	of	of	ADP
cana-1721	121	35	68	68	NUM
cana-1721	121	36	%	%	NOUN
cana-1721	121	37	compared	compare	VERB
cana-1721	121	38	to	to	PART
cana-1721	121	39	method	method	VERB
cana-1721	121	40	[	[	X
cana-1721	121	41	3	3	NUM
cana-1721	121	42	]	]	PUNCT
cana-1721	121	43	.	.	PUNCT
cana-1721	122	1	in	in	ADP
cana-1721	122	2	the	the	DET
cana-1721	122	3	case	case	NOUN
cana-1721	122	4	of	of	ADP
cana-1721	122	5	the	the	DET
cana-1721	122	6	rural	rural	ADJ
cana-1721	122	7	area	area	NOUN
cana-1721	122	8	,	,	PUNCT
cana-1721	122	9	the	the	DET
cana-1721	122	10	proposed	propose	VERB
cana-1721	122	11	model	model	NOUN
cana-1721	122	12	remains	remain	VERB
cana-1721	122	13	robust	robust	ADJ
cana-1721	122	14	by	by	ADP
cana-1721	122	15	considering	consider	VERB
cana-1721	122	16	a	a	DET
cana-1721	122	17	packet	packet	NOUN
cana-1721	122	18	loss	loss	NOUN
cana-1721	122	19	of	of	ADP
cana-1721	122	20	3.5	3.5	NUM
cana-1721	122	21	%	%	NOUN
cana-1721	122	22	,	,	PUNCT
cana-1721	122	23	still	still	ADV
cana-1721	122	24	performing	perform	VERB
cana-1721	122	25	better	well	ADV
cana-1721	122	26	compared	compare	VERB
cana-1721	122	27	with	with	ADP
cana-1721	122	28	the	the	DET
cana-1721	122	29	methods	method	NOUN
cana-1721	122	30	in	in	ADP
cana-1721	122	31	comparisons	comparison	NOUN
cana-1721	122	32	.	.	PUNCT
cana-1721	123	1	table	table	NOUN
cana-1721	123	2	4	4	NUM
cana-1721	123	3	:	:	PUNCT
cana-1721	123	4	privacy	privacy	NOUN
cana-1721	123	5	risk	risk	NOUN
cana-1721	123	6	reduction	reduction	NOUN
cana-1721	123	7	(	(	PUNCT
cana-1721	123	8	%	%	INTJ
cana-1721	123	9	)	)	PUNCT
cana-1721	123	10	method	method	NOUN
cana-1721	123	11	urban	urban	ADJ
cana-1721	123	12	(	(	PUNCT
cana-1721	123	13	%	%	NOUN
cana-1721	123	14	)	)	PUNCT
cana-1721	123	15	suburban	suburban	ADJ
cana-1721	123	16	(	(	PUNCT
cana-1721	123	17	%	%	INTJ
cana-1721	123	18	)	)	PUNCT
cana-1721	123	19	rural	rural	ADJ
cana-1721	123	20	(	(	PUNCT
cana-1721	123	21	%	%	NOUN
cana-1721	123	22	)	)	PUNCT
cana-1721	123	23	proposed	propose	VERB
cana-1721	123	24	model	model	NOUN
cana-1721	123	25	95	95	NUM
cana-1721	123	26	93	93	NUM
cana-1721	123	27	90	90	NUM
cana-1721	123	28	method	method	NOUN
cana-1721	124	1	[	[	X
cana-1721	124	2	3	3	NUM
cana-1721	124	3	]	]	SYM
cana-1721	124	4	60	60	NUM
cana-1721	124	5	58	58	NUM
cana-1721	124	6	55	55	NUM
cana-1721	124	7	method	method	NOUN
cana-1721	124	8	[	[	X
cana-1721	124	9	8	8	NUM
cana-1721	124	10	]	]	SYM
cana-1721	124	11	85	85	NUM
cana-1721	124	12	82	82	NUM
cana-1721	124	13	80	80	NUM
cana-1721	124	14	method	method	NOUN
cana-1721	124	15	[	[	X
cana-1721	124	16	15	15	NUM
cana-1721	124	17	]	]	SYM
cana-1721	124	18	87	87	NUM
cana-1721	124	19	85	85	NUM
cana-1721	124	20	83	83	NUM
cana-1721	124	21	table	table	NOUN
cana-1721	124	22	4	4	NUM
cana-1721	124	23	:	:	PUNCT
cana-1721	124	24	reduction	reduction	NOUN
cana-1721	124	25	of	of	ADP
cana-1721	124	26	privacy	privacy	NOUN
cana-1721	124	27	risk	risk	NOUN
cana-1721	124	28	based	base	VERB
cana-1721	124	29	on	on	ADP
cana-1721	124	30	the	the	DET
cana-1721	124	31	underlying	underlying	ADJ
cana-1721	124	32	mechanisms	mechanism	NOUN
cana-1721	124	33	of	of	ADP
cana-1721	124	34	federated	federated	ADJ
cana-1721	124	35	learning	learning	NOUN
cana-1721	124	36	and	and	CCONJ
cana-1721	124	37	differential	differential	PROPN
cana-1721	124	38	privacy	privacy	NOUN
cana-1721	124	39	.	.	PUNCT
cana-1721	125	1	the	the	DET
cana-1721	125	2	proposed	propose	VERB
cana-1721	125	3	model	model	NOUN
cana-1721	125	4	assures	assure	VERB
cana-1721	125	5	90	90	NUM
cana-1721	125	6	-	-	SYM
cana-1721	125	7	95	95	NUM
cana-1721	125	8	%	%	NOUN
cana-1721	125	9	reduction	reduction	NOUN
cana-1721	125	10	in	in	ADP
cana-1721	125	11	the	the	DET
cana-1721	125	12	privacy	privacy	NOUN
cana-1721	125	13	risk	risk	NOUN
cana-1721	125	14	for	for	ADP
cana-1721	125	15	all	all	DET
cana-1721	125	16	environments	environment	NOUN
cana-1721	125	17	while	while	SCONJ
cana-1721	125	18	outperforming	outperform	VERB
cana-1721	125	19	all	all	DET
cana-1721	125	20	three	three	NUM
cana-1721	125	21	methods	method	NOUN
cana-1721	125	22	,	,	PUNCT
cana-1721	125	23	especially	especially	ADV
cana-1721	125	24	method	method	NOUN
cana-1721	125	25	[	[	X
cana-1721	125	26	3	3	NUM
cana-1721	125	27	]	]	PUNCT
cana-1721	125	28	,	,	PUNCT
cana-1721	125	29	which	which	PRON
cana-1721	125	30	is	be	AUX
cana-1721	125	31	dependent	dependent	ADJ
cana-1721	125	32	on	on	ADP
cana-1721	125	33	centralized	centralized	ADJ
cana-1721	125	34	data	data	NOUN
cana-1721	125	35	aggregation	aggregation	NOUN
cana-1721	125	36	with	with	ADP
cana-1721	125	37	remarkably	remarkably	ADV
cana-1721	125	38	higher	high	ADJ
cana-1721	125	39	privacy	privacy	NOUN
cana-1721	125	40	risks	risk	NOUN
cana-1721	125	41	.	.	PUNCT
cana-1721	126	1	figure	figure	NOUN
cana-1721	126	2	3	3	NUM
cana-1721	126	3	.	.	PUNCT
cana-1721	127	1	cross	cross	ADJ
cana-1721	127	2	-	-	ADJ
cana-1721	127	3	domain	domain	ADJ
cana-1721	127	4	adaptation	adaptation	NOUN
cana-1721	127	5	time	time	NOUN
cana-1721	127	6	(	(	PUNCT
cana-1721	127	7	minutes	minute	NOUN
cana-1721	127	8	)	)	PUNCT
cana-1721	127	9	for	for	ADP
cana-1721	127	10	different	different	ADJ
cana-1721	127	11	scenarios	scenario	NOUN
cana-1721	127	12	table	table	NOUN
cana-1721	127	13	5	5	NUM
cana-1721	127	14	:	:	PUNCT
cana-1721	127	15	cross	cross	ADJ
cana-1721	127	16	-	-	ADJ
cana-1721	127	17	domain	domain	ADJ
cana-1721	127	18	adaptation	adaptation	NOUN
cana-1721	127	19	time	time	NOUN
cana-1721	127	20	(	(	PUNCT
cana-1721	127	21	minutes	minute	NOUN
cana-1721	127	22	)	)	PUNCT
cana-1721	127	23	method	method	NOUN
cana-1721	127	24	urban	urban	ADJ
cana-1721	127	25	to	to	ADP
cana-1721	127	26	rural	rural	ADJ
cana-1721	127	27	(	(	PUNCT
cana-1721	127	28	min	min	NOUN
cana-1721	127	29	)	)	PUNCT
cana-1721	127	30	suburban	suburban	ADJ
cana-1721	127	31	to	to	ADP
cana-1721	127	32	rural	rural	ADJ
cana-1721	127	33	(	(	PUNCT
cana-1721	127	34	min	min	NOUN
cana-1721	127	35	)	)	PUNCT
cana-1721	127	36	proposed	propose	VERB
cana-1721	127	37	model	model	NOUN
cana-1721	127	38	22	22	NUM
cana-1721	127	39	18	18	NUM
cana-1721	127	40	method	method	NOUN
cana-1721	127	41	[	[	X
cana-1721	127	42	3	3	NUM
cana-1721	127	43	]	]	SYM
cana-1721	127	44	40	40	NUM
cana-1721	127	45	35	35	NUM
cana-1721	127	46	method	method	NOUN
cana-1721	127	47	[	[	X
cana-1721	127	48	8	8	NUM
cana-1721	127	49	]	]	SYM
cana-1721	127	50	35	35	NUM
cana-1721	127	51	30	30	NUM
cana-1721	127	52	method	method	NOUN
cana-1721	127	53	[	[	X
cana-1721	127	54	15	15	NUM
cana-1721	127	55	]	]	SYM
cana-1721	127	56	28	28	NUM
cana-1721	127	57	25	25	NUM
cana-1721	127	58	table	table	NOUN
cana-1721	127	59	5	5	NUM
cana-1721	127	60	also	also	ADV
cana-1721	127	61	presents	present	VERB
cana-1721	127	62	cross	cross	ADJ
cana-1721	127	63	-	-	ADJ
cana-1721	127	64	domain	domain	ADJ
cana-1721	127	65	adaptation	adaptation	NOUN
cana-1721	127	66	time	time	NOUN
cana-1721	127	67	for	for	ADP
cana-1721	127	68	model	model	NOUN
cana-1721	127	69	transfer	transfer	NOUN
cana-1721	127	70	between	between	ADP
cana-1721	127	71	environments	environment	NOUN
cana-1721	127	72	.	.	PUNCT
cana-1721	128	1	the	the	DET
cana-1721	128	2	proposed	propose	VERB
cana-1721	128	3	model	model	NOUN
cana-1721	128	4	has	have	VERB
cana-1721	128	5	a	a	DET
cana-1721	128	6	huge	huge	ADJ
cana-1721	128	7	time	time	NOUN
cana-1721	128	8	reduction	reduction	NOUN
cana-1721	128	9	in	in	ADP
cana-1721	128	10	adaptation	adaptation	NOUN
cana-1721	128	11	time	time	NOUN
cana-1721	128	12	,	,	PUNCT
cana-1721	128	13	requiring	require	VERB
cana-1721	128	14	only	only	ADV
cana-1721	128	15	22	22	NUM
cana-1721	128	16	minutes	minute	NOUN
cana-1721	128	17	from	from	ADP
cana-1721	128	18	urban	urban	ADJ
cana-1721	128	19	to	to	AUX
cana-1721	128	20	rural	rural	ADJ
cana-1721	128	21	and	and	CCONJ
cana-1721	128	22	hence	hence	ADV
cana-1721	128	23	is	be	AUX
cana-1721	128	24	almost	almost	ADV
cana-1721	128	25	50	50	NUM
cana-1721	128	26	%	%	NOUN
cana-1721	128	27	faster	fast	ADV
cana-1721	128	28	than	than	ADP
cana-1721	128	29	method	method	NOUN
cana-1721	128	30	[	[	X
cana-1721	128	31	3	3	NUM
cana-1721	128	32	]	]	PUNCT
cana-1721	128	33	and	and	CCONJ
cana-1721	128	34	about	about	ADV
cana-1721	128	35	30	30	NUM
cana-1721	128	36	%	%	NOUN
cana-1721	128	37	faster	fast	ADV
cana-1721	128	38	compared	compare	VERB
cana-1721	128	39	to	to	ADP
cana-1721	128	40	methods	method	NOUN
cana-1721	128	41	[	[	X
cana-1721	128	42	8	8	NUM
cana-1721	128	43	]	]	PUNCT
cana-1721	128	44	and	and	CCONJ
cana-1721	128	45	[	[	X
cana-1721	128	46	15	15	NUM
cana-1721	128	47	]	]	PUNCT
cana-1721	128	48	.	.	PUNCT
cana-1721	129	1	communications	communication	NOUN
cana-1721	129	2	on	on	ADP
cana-1721	129	3	applied	apply	VERB
cana-1721	129	4	nonlinear	nonlinear	ADJ
cana-1721	129	5	analysis	analysis	NOUN
cana-1721	129	6	issn	issn	NOUN
cana-1721	129	7	:	:	PUNCT
cana-1721	129	8	1074	1074	NUM
cana-1721	129	9	-	-	PUNCT
cana-1721	129	10	133x	133x	NUM
cana-1721	129	11	vol	vol	NOUN
cana-1721	129	12	32	32	NUM
cana-1721	129	13	no	no	NOUN
cana-1721	129	14	.	.	NOUN
cana-1721	129	15	2	2	NUM
cana-1721	129	16	(	(	PUNCT
cana-1721	129	17	2025	2025	NUM
cana-1721	129	18	)	)	PUNCT
cana-1721	129	19	98	98	NUM
cana-1721	129	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	129	21	table	table	NOUN
cana-1721	129	22	6	6	NUM
cana-1721	129	23	:	:	PUNCT
cana-1721	129	24	data	datum	NOUN
cana-1721	129	25	transmission	transmission	NOUN
cana-1721	129	26	cost	cost	NOUN
cana-1721	129	27	reduction	reduction	NOUN
cana-1721	129	28	(	(	PUNCT
cana-1721	129	29	%	%	INTJ
cana-1721	129	30	)	)	PUNCT
cana-1721	129	31	method	method	NOUN
cana-1721	129	32	urban	urban	ADJ
cana-1721	129	33	(	(	PUNCT
cana-1721	129	34	%	%	NOUN
cana-1721	129	35	)	)	PUNCT
cana-1721	129	36	suburban	suburban	ADJ
cana-1721	129	37	(	(	PUNCT
cana-1721	129	38	%	%	INTJ
cana-1721	129	39	)	)	PUNCT
cana-1721	129	40	rural	rural	ADJ
cana-1721	129	41	(	(	PUNCT
cana-1721	129	42	%	%	NOUN
cana-1721	129	43	)	)	PUNCT
cana-1721	129	44	proposed	propose	VERB
cana-1721	129	45	model	model	NOUN
cana-1721	129	46	45	45	NUM
cana-1721	129	47	40	40	NUM
cana-1721	129	48	38	38	NUM
cana-1721	129	49	method	method	NOUN
cana-1721	129	50	[	[	X
cana-1721	129	51	3	3	NUM
cana-1721	129	52	]	]	SYM
cana-1721	129	53	15	15	NUM
cana-1721	129	54	12	12	NUM
cana-1721	129	55	10	10	NUM
cana-1721	129	56	method	method	NOUN
cana-1721	129	57	[	[	X
cana-1721	129	58	8	8	NUM
cana-1721	129	59	]	]	SYM
cana-1721	129	60	32	32	NUM
cana-1721	129	61	28	28	NUM
cana-1721	129	62	25	25	NUM
cana-1721	129	63	method	method	NOUN
cana-1721	129	64	[	[	X
cana-1721	129	65	15	15	NUM
cana-1721	129	66	]	]	SYM
cana-1721	129	67	38	38	NUM
cana-1721	129	68	33	33	NUM
cana-1721	129	69	30	30	NUM
cana-1721	129	70	table	table	NOUN
cana-1721	129	71	6	6	NUM
cana-1721	129	72	:	:	PUNCT
cana-1721	129	73	reduction	reduction	NOUN
cana-1721	129	74	in	in	ADP
cana-1721	129	75	data	data	NOUN
cana-1721	129	76	transmission	transmission	NOUN
cana-1721	129	77	cost	cost	NOUN
cana-1721	129	78	using	use	VERB
cana-1721	129	79	federated	federated	ADJ
cana-1721	129	80	and	and	CCONJ
cana-1721	129	81	transfer	transfer	VERB
cana-1721	129	82	learning	learning	NOUN
cana-1721	129	83	techniques	technique	NOUN
cana-1721	129	84	.	.	PUNCT
cana-1721	130	1	the	the	DET
cana-1721	130	2	proposed	propose	VERB
cana-1721	130	3	model	model	NOUN
cana-1721	130	4	reduces	reduce	VERB
cana-1721	130	5	the	the	DET
cana-1721	130	6	transmission	transmission	NOUN
cana-1721	130	7	cost	cost	NOUN
cana-1721	130	8	by	by	ADP
cana-1721	130	9	38	38	NUM
cana-1721	130	10	-	-	SYM
cana-1721	130	11	45	45	NUM
cana-1721	130	12	%	%	NOUN
cana-1721	130	13	in	in	ADP
cana-1721	130	14	all	all	DET
cana-1721	130	15	environments	environment	NOUN
cana-1721	130	16	,	,	PUNCT
cana-1721	130	17	outperforming	outperform	VERB
cana-1721	130	18	other	other	ADJ
cana-1721	130	19	methods	method	NOUN
cana-1721	130	20	significantly	significantly	ADV
cana-1721	130	21	.	.	PUNCT
cana-1721	131	1	the	the	DET
cana-1721	131	2	method	method	NOUN
cana-1721	131	3	in	in	ADP
cana-1721	131	4	[	[	X
cana-1721	131	5	3	3	X
cana-1721	131	6	]	]	PUNCT
cana-1721	131	7	is	be	AUX
cana-1721	131	8	centralized	centralize	VERB
cana-1721	131	9	;	;	PUNCT
cana-1721	131	10	hence	hence	ADV
cana-1721	131	11	,	,	PUNCT
cana-1721	131	12	it	it	PRON
cana-1721	131	13	incurs	incur	VERB
cana-1721	131	14	the	the	DET
cana-1721	131	15	maximum	maximum	ADJ
cana-1721	131	16	transmission	transmission	NOUN
cana-1721	131	17	cost	cost	NOUN
cana-1721	131	18	.	.	PUNCT
cana-1721	132	1	the	the	DET
cana-1721	132	2	proposed	propose	VERB
cana-1721	132	3	method	method	NOUN
cana-1721	132	4	implements	implement	VERB
cana-1721	132	5	efficient	efficient	ADJ
cana-1721	132	6	data	datum	NOUN
cana-1721	132	7	sharing	sharing	NOUN
cana-1721	132	8	using	use	VERB
cana-1721	132	9	distributed	distribute	VERB
cana-1721	132	10	learning	learning	NOUN
cana-1721	132	11	mechanisms	mechanism	NOUN
cana-1721	132	12	.	.	PUNCT
cana-1721	133	1	these	these	DET
cana-1721	133	2	results	result	NOUN
cana-1721	133	3	show	show	VERB
cana-1721	133	4	the	the	DET
cana-1721	133	5	efficiency	efficiency	NOUN
cana-1721	133	6	of	of	ADP
cana-1721	133	7	the	the	DET
cana-1721	133	8	proposed	propose	VERB
cana-1721	133	9	model	model	NOUN
cana-1721	133	10	for	for	ADP
cana-1721	133	11	achieving	achieve	VERB
cana-1721	133	12	better	well	ADJ
cana-1721	133	13	performances	performance	NOUN
cana-1721	133	14	in	in	ADP
cana-1721	133	15	different	different	ADJ
cana-1721	133	16	key	key	ADJ
cana-1721	133	17	metrics	metric	NOUN
cana-1721	133	18	related	relate	VERB
cana-1721	133	19	to	to	ADP
cana-1721	133	20	5	5	NUM
cana-1721	133	21	g	g	NOUN
cana-1721	133	22	networks	network	NOUN
cana-1721	133	23	,	,	PUNCT
cana-1721	133	24	such	such	ADJ
cana-1721	133	25	as	as	ADP
cana-1721	133	26	network	network	NOUN
cana-1721	133	27	throughput	throughput	NOUN
cana-1721	133	28	,	,	PUNCT
cana-1721	133	29	latency	latency	NOUN
cana-1721	133	30	,	,	PUNCT
cana-1721	133	31	packet	packet	NOUN
cana-1721	133	32	loss	loss	NOUN
cana-1721	133	33	,	,	PUNCT
cana-1721	133	34	privacy	privacy	NOUN
cana-1721	133	35	risk	risk	NOUN
cana-1721	133	36	,	,	PUNCT
cana-1721	133	37	time	time	NOUN
cana-1721	133	38	for	for	ADP
cana-1721	133	39	cross	cross	ADJ
cana-1721	133	40	-	-	ADJ
cana-1721	133	41	domain	domain	ADJ
cana-1721	133	42	adaptation	adaptation	NOUN
cana-1721	133	43	,	,	PUNCT
cana-1721	133	44	and	and	CCONJ
cana-1721	133	45	costs	cost	NOUN
cana-1721	133	46	of	of	ADP
cana-1721	133	47	data	datum	NOUN
cana-1721	133	48	transmission	transmission	NOUN
cana-1721	133	49	.	.	PUNCT
cana-1721	134	1	in	in	ADP
cana-1721	134	2	all	all	PRON
cana-1721	134	3	of	of	ADP
cana-1721	134	4	the	the	DET
cana-1721	134	5	mentioned	mention	VERB
cana-1721	134	6	aspects	aspect	NOUN
cana-1721	134	7	of	of	ADP
cana-1721	134	8	the	the	DET
cana-1721	134	9	5	5	NUM
cana-1721	134	10	g	g	NOUN
cana-1721	134	11	networks	network	NOUN
cana-1721	134	12	,	,	PUNCT
cana-1721	134	13	the	the	DET
cana-1721	134	14	proposed	propose	VERB
cana-1721	134	15	model	model	NOUN
cana-1721	134	16	outperformed	outperform	VERB
cana-1721	134	17	methods	method	NOUN
cana-1721	134	18	[	[	X
cana-1721	134	19	3	3	NUM
cana-1721	134	20	]	]	PUNCT
cana-1721	134	21	,	,	PUNCT
cana-1721	134	22	[	[	X
cana-1721	134	23	8	8	NUM
cana-1721	134	24	]	]	PUNCT
cana-1721	134	25	,	,	PUNCT
cana-1721	134	26	and	and	CCONJ
cana-1721	134	27	[	[	X
cana-1721	134	28	15	15	NUM
cana-1721	134	29	]	]	PUNCT
cana-1721	134	30	and	and	CCONJ
cana-1721	134	31	showed	show	VERB
cana-1721	134	32	its	its	PRON
cana-1721	134	33	ability	ability	NOUN
cana-1721	134	34	for	for	ADP
cana-1721	134	35	handling	handle	VERB
cana-1721	134	36	dynamic	dynamic	ADJ
cana-1721	134	37	,	,	PUNCT
cana-1721	134	38	heterogeneous	heterogeneous	ADJ
cana-1721	134	39	,	,	PUNCT
cana-1721	134	40	and	and	CCONJ
cana-1721	134	41	distributed	distributed	ADJ
cana-1721	134	42	natures	nature	NOUN
cana-1721	134	43	.	.	PUNCT
cana-1721	135	1	5	5	X
cana-1721	135	2	.	.	X
cana-1721	135	3	conclusion	conclusion	NOUN
cana-1721	135	4	and	and	CCONJ
cana-1721	135	5	future	future	ADJ
cana-1721	135	6	scopes	scope	NOUN
cana-1721	135	7	this	this	DET
cana-1721	135	8	paper	paper	NOUN
cana-1721	135	9	presents	present	VERB
cana-1721	135	10	a	a	DET
cana-1721	135	11	new	new	ADJ
cana-1721	135	12	combination	combination	NOUN
cana-1721	135	13	of	of	ADP
cana-1721	135	14	mappo	mappo	NOUN
cana-1721	135	15	,	,	PUNCT
cana-1721	135	16	ta	ta	NOUN
cana-1721	135	17	-	-	PUNCT
cana-1721	135	18	pfed	pfe	VERB
cana-1721	135	19	,	,	PUNCT
cana-1721	135	20	and	and	CCONJ
cana-1721	135	21	datl	datl	NOUN
cana-1721	135	22	for	for	ADP
cana-1721	135	23	the	the	DET
cana-1721	135	24	complex	complex	ADJ
cana-1721	135	25	challenges	challenge	NOUN
cana-1721	135	26	of	of	ADP
cana-1721	135	27	resource	resource	NOUN
cana-1721	135	28	management	management	NOUN
cana-1721	135	29	,	,	PUNCT
cana-1721	135	30	model	model	NOUN
cana-1721	135	31	personalization	personalization	NOUN
cana-1721	135	32	,	,	PUNCT
cana-1721	135	33	and	and	CCONJ
cana-1721	135	34	cross	cross	ADJ
cana-1721	135	35	-	-	ADJ
cana-1721	135	36	domain	domain	ADJ
cana-1721	135	37	adaptation	adaptation	NOUN
cana-1721	135	38	arising	arise	VERB
cana-1721	135	39	in	in	ADP
cana-1721	135	40	5	5	NUM
cana-1721	135	41	g	g	NOUN
cana-1721	135	42	and	and	CCONJ
cana-1721	135	43	iot	iot	PROPN
cana-1721	135	44	networks	network	NOUN
cana-1721	135	45	.	.	PUNCT
cana-1721	136	1	extensive	extensive	ADJ
cana-1721	136	2	experiments	experiment	NOUN
cana-1721	136	3	prove	prove	VERB
cana-1721	136	4	that	that	SCONJ
cana-1721	136	5	the	the	DET
cana-1721	136	6	proposed	propose	VERB
cana-1721	136	7	model	model	NOUN
cana-1721	136	8	significantly	significantly	ADV
cana-1721	136	9	improves	improve	VERB
cana-1721	136	10	the	the	DET
cana-1721	136	11	state	state	NOUN
cana-1721	136	12	-	-	PUNCT
cana-1721	136	13	ofthe	ofthe	NOUN
cana-1721	136	14	-	-	PUNCT
cana-1721	136	15	art	art	NOUN
cana-1721	136	16	with	with	ADP
cana-1721	136	17	respect	respect	NOUN
cana-1721	136	18	to	to	ADP
cana-1721	136	19	handling	handle	VERB
cana-1721	136	20	heterogeneous	heterogeneous	ADJ
cana-1721	136	21	iot	iot	NOUN
cana-1721	136	22	devices	device	NOUN
cana-1721	136	23	,	,	PUNCT
cana-1721	136	24	diverse	diverse	ADJ
cana-1721	136	25	network	network	NOUN
cana-1721	136	26	conditions	condition	NOUN
cana-1721	136	27	,	,	PUNCT
cana-1721	136	28	and	and	CCONJ
cana-1721	136	29	the	the	DET
cana-1721	136	30	dynamic	dynamic	ADJ
cana-1721	136	31	nature	nature	NOUN
cana-1721	136	32	of	of	ADP
cana-1721	136	33	cross	cross	ADJ
cana-1721	136	34	-	-	ADJ
cana-1721	136	35	network	network	ADJ
cana-1721	136	36	optimization	optimization	NOUN
cana-1721	136	37	.	.	PUNCT
cana-1721	137	1	with	with	ADP
cana-1721	137	2	exhaustive	exhaustive	ADJ
cana-1721	137	3	experimentation	experimentation	NOUN
cana-1721	137	4	,	,	PUNCT
cana-1721	137	5	the	the	DET
cana-1721	137	6	model	model	NOUN
cana-1721	137	7	demonstrates	demonstrate	VERB
cana-1721	137	8	an	an	DET
cana-1721	137	9	amazing	amazing	ADJ
cana-1721	137	10	network	network	NOUN
cana-1721	137	11	throughput	throughput	NOUN
cana-1721	137	12	increase	increase	NOUN
cana-1721	137	13	of	of	ADP
cana-1721	137	14	45	45	NUM
cana-1721	137	15	%	%	NOUN
cana-1721	137	16	in	in	ADP
cana-1721	137	17	various	various	ADJ
cana-1721	137	18	environments	environment	NOUN
cana-1721	137	19	by	by	ADP
cana-1721	137	20	beating	beat	VERB
cana-1721	137	21	the	the	DET
cana-1721	137	22	current	current	ADJ
cana-1721	137	23	resource	resource	NOUN
cana-1721	137	24	allocation	allocation	NOUN
cana-1721	137	25	approaches	approach	NOUN
cana-1721	137	26	such	such	ADJ
cana-1721	137	27	as	as	ADP
cana-1721	137	28	method	method	NOUN
cana-1721	137	29	by	by	ADP
cana-1721	137	30	30	30	NUM
cana-1721	137	31	%	%	NOUN
cana-1721	137	32	,	,	PUNCT
cana-1721	137	33	and	and	CCONJ
cana-1721	137	34	those	those	PRON
cana-1721	137	35	with	with	ADP
cana-1721	137	36	a	a	DET
cana-1721	137	37	relatively	relatively	ADV
cana-1721	137	38	advanced	advanced	ADJ
cana-1721	137	39	approach	approach	NOUN
cana-1721	137	40	,	,	PUNCT
cana-1721	137	41	such	such	ADJ
cana-1721	137	42	as	as	ADP
cana-1721	137	43	method	method	NOUN
cana-1721	137	44	,	,	PUNCT
cana-1721	137	45	by	by	ADP
cana-1721	137	46	18	18	NUM
cana-1721	137	47	%	%	NOUN
cana-1721	137	48	.	.	PUNCT
cana-1721	138	1	a	a	DET
cana-1721	138	2	few	few	ADJ
cana-1721	138	3	of	of	ADP
cana-1721	138	4	the	the	DET
cana-1721	138	5	major	major	ADJ
cana-1721	138	6	metrics	metric	NOUN
cana-1721	138	7	for	for	ADP
cana-1721	138	8	latency	latency	NOUN
cana-1721	138	9	in	in	ADP
cana-1721	138	10	5	5	NUM
cana-1721	138	11	g	g	NOUN
cana-1721	138	12	networks	network	NOUN
cana-1721	138	13	were	be	AUX
cana-1721	138	14	reduced	reduce	VERB
cana-1721	138	15	by	by	ADP
cana-1721	138	16	about	about	ADV
cana-1721	138	17	45	45	NUM
cana-1721	138	18	%	%	NOUN
cana-1721	138	19	in	in	ADP
cana-1721	138	20	dense	dense	ADJ
cana-1721	138	21	urban	urban	ADJ
cana-1721	138	22	areas	area	NOUN
cana-1721	138	23	,	,	PUNCT
cana-1721	138	24	while	while	SCONJ
cana-1721	138	25	approximately	approximately	ADV
cana-1721	138	26	30	30	NUM
cana-1721	138	27	-	-	SYM
cana-1721	138	28	35	35	NUM
cana-1721	138	29	%	%	NOUN
cana-1721	138	30	was	be	AUX
cana-1721	138	31	realized	realize	VERB
cana-1721	138	32	in	in	ADP
cana-1721	138	33	suburban	suburban	ADJ
cana-1721	138	34	and	and	CCONJ
cana-1721	138	35	rural	rural	ADJ
cana-1721	138	36	environments	environment	NOUN
cana-1721	138	37	,	,	PUNCT
cana-1721	138	38	proving	prove	VERB
cana-1721	138	39	that	that	SCONJ
cana-1721	138	40	this	this	DET
cana-1721	138	41	model	model	NOUN
cana-1721	138	42	effectively	effectively	ADV
cana-1721	138	43	reduces	reduce	VERB
cana-1721	138	44	delays	delay	NOUN
cana-1721	138	45	and	and	CCONJ
cana-1721	138	46	enhances	enhance	VERB
cana-1721	138	47	real	real	ADJ
cana-1721	138	48	-	-	PUNCT
cana-1721	138	49	time	time	NOUN
cana-1721	138	50	communication	communication	NOUN
cana-1721	138	51	.	.	PUNCT
cana-1721	139	1	by	by	ADP
cana-1721	139	2	comparison	comparison	NOUN
cana-1721	139	3	,	,	PUNCT
cana-1721	139	4	the	the	DET
cana-1721	139	5	average	average	ADJ
cana-1721	139	6	latency	latency	NOUN
cana-1721	139	7	in	in	ADP
cana-1721	139	8	method	method	NOUN
cana-1721	139	9	[	[	X
cana-1721	139	10	3	3	X
cana-1721	139	11	]	]	PUNCT
cana-1721	139	12	was	be	AUX
cana-1721	139	13	about	about	ADV
cana-1721	139	14	25	25	NUM
cana-1721	139	15	-	-	SYM
cana-1721	139	16	30	30	NUM
cana-1721	139	17	ms	ms	NOUN
cana-1721	139	18	,	,	PUNCT
cana-1721	139	19	while	while	SCONJ
cana-1721	139	20	here	here	ADV
cana-1721	139	21	,	,	PUNCT
cana-1721	139	22	in	in	ADP
cana-1721	139	23	this	this	DET
cana-1721	139	24	work	work	NOUN
cana-1721	139	25	,	,	PUNCT
cana-1721	139	26	the	the	DET
cana-1721	139	27	latency	latency	NOUN
cana-1721	139	28	was	be	AUX
cana-1721	139	29	as	as	ADV
cana-1721	139	30	low	low	ADJ
cana-1721	139	31	as	as	ADP
cana-1721	139	32	12.3	12.3	NUM
cana-1721	139	33	ms	ms	NOUN
cana-1721	139	34	in	in	ADP
cana-1721	139	35	the	the	DET
cana-1721	139	36	urban	urban	ADJ
cana-1721	139	37	setting	setting	NOUN
cana-1721	139	38	and	and	CCONJ
cana-1721	139	39	18.7	18.7	NUM
cana-1721	139	40	ms	ms	NOUN
cana-1721	139	41	for	for	ADP
cana-1721	139	42	the	the	DET
cana-1721	139	43	rural	rural	ADJ
cana-1721	139	44	setting	setting	NOUN
cana-1721	139	45	,	,	PUNCT
cana-1721	139	46	hence	hence	ADV
cana-1721	139	47	guaranteed	guarantee	VERB
cana-1721	139	48	to	to	PART
cana-1721	139	49	be	be	AUX
cana-1721	139	50	ultra	ultra	ADJ
cana-1721	139	51	-	-	ADJ
cana-1721	139	52	low	low	ADJ
cana-1721	139	53	latency	latency	NOUN
cana-1721	139	54	in	in	ADP
cana-1721	139	55	communication	communication	NOUN
cana-1721	139	56	across	across	ADP
cana-1721	139	57	diverse	diverse	ADJ
cana-1721	139	58	topologies	topology	NOUN
cana-1721	139	59	of	of	ADP
cana-1721	139	60	networks	network	NOUN
cana-1721	139	61	.	.	PUNCT
cana-1721	140	1	in	in	ADP
cana-1721	140	2	addition	addition	NOUN
cana-1721	140	3	,	,	PUNCT
cana-1721	140	4	packet	packet	NOUN
cana-1721	140	5	loss	loss	NOUN
cana-1721	140	6	is	be	AUX
cana-1721	140	7	reduced	reduce	VERB
cana-1721	140	8	by	by	ADP
cana-1721	140	9	68	68	NUM
cana-1721	140	10	%	%	NOUN
cana-1721	140	11	,	,	PUNCT
cana-1721	140	12	thus	thus	ADV
cana-1721	140	13	satisfying	satisfy	VERB
cana-1721	140	14	highly	highly	ADV
cana-1721	140	15	robust	robust	ADJ
cana-1721	140	16	communication	communication	NOUN
cana-1721	140	17	reliability	reliability	NOUN
cana-1721	140	18	in	in	ADP
cana-1721	140	19	highly	highly	ADV
cana-1721	140	20	congested	congested	ADJ
cana-1721	140	21	scenarios	scenario	NOUN
cana-1721	140	22	.	.	PUNCT
cana-1721	141	1	moreover	moreover	ADV
cana-1721	141	2	,	,	PUNCT
cana-1721	141	3	this	this	DET
cana-1721	141	4	work	work	NOUN
cana-1721	141	5	also	also	ADV
cana-1721	141	6	validated	validate	VERB
cana-1721	141	7	the	the	DET
cana-1721	141	8	privacy	privacy	NOUN
cana-1721	141	9	-	-	PUNCT
cana-1721	141	10	preserving	preserve	VERB
cana-1721	141	11	capabilities	capability	NOUN
cana-1721	141	12	of	of	ADP
cana-1721	141	13	the	the	DET
cana-1721	141	14	model	model	NOUN
cana-1721	141	15	,	,	PUNCT
cana-1721	141	16	demonstrating	demonstrate	VERB
cana-1721	141	17	that	that	SCONJ
cana-1721	141	18	the	the	DET
cana-1721	141	19	model	model	NOUN
cana-1721	141	20	achieved	achieve	VERB
cana-1721	141	21	a	a	DET
cana-1721	141	22	90	90	NUM
cana-1721	141	23	-	-	PUNCT
cana-1721	141	24	95	95	NUM
cana-1721	141	25	%	%	NOUN
cana-1721	141	26	reduction	reduction	NOUN
cana-1721	141	27	in	in	ADP
cana-1721	141	28	privacy	privacy	NOUN
cana-1721	141	29	risk	risk	NOUN
cana-1721	141	30	,	,	PUNCT
cana-1721	141	31	whereas	whereas	SCONJ
cana-1721	141	32	the	the	DET
cana-1721	141	33	improvement	improvement	NOUN
cana-1721	141	34	with	with	ADP
cana-1721	141	35	regard	regard	NOUN
cana-1721	141	36	to	to	ADP
cana-1721	141	37	centralized	centralized	ADJ
cana-1721	141	38	approaches	approach	NOUN
cana-1721	141	39	,	,	PUNCT
cana-1721	141	40	such	such	ADJ
cana-1721	141	41	as	as	ADP
cana-1721	141	42	method	method	NOUN
cana-1721	141	43	[	[	X
cana-1721	141	44	3	3	NUM
cana-1721	141	45	]	]	PUNCT
cana-1721	141	46	,	,	PUNCT
cana-1721	141	47	was	be	AUX
cana-1721	141	48	only	only	ADV
cana-1721	141	49	about	about	ADV
cana-1721	141	50	55	55	NUM
cana-1721	141	51	-	-	SYM
cana-1721	141	52	60	60	NUM
cana-1721	141	53	%	%	NOUN
cana-1721	141	54	of	of	ADP
cana-1721	141	55	privacy	privacy	NOUN
cana-1721	141	56	risks	risk	NOUN
cana-1721	141	57	reduced	reduce	VERB
cana-1721	141	58	.	.	PUNCT
cana-1721	142	1	moreover	moreover	ADV
cana-1721	142	2	,	,	PUNCT
cana-1721	142	3	at	at	ADP
cana-1721	142	4	the	the	DET
cana-1721	142	5	introduction	introduction	NOUN
cana-1721	142	6	of	of	ADP
cana-1721	142	7	datl	datl	NOUN
cana-1721	142	8	,	,	PUNCT
cana-1721	142	9	it	it	PRON
cana-1721	142	10	became	become	VERB
cana-1721	142	11	possible	possible	ADJ
cana-1721	142	12	to	to	PART
cana-1721	142	13	reduce	reduce	VERB
cana-1721	142	14	crossdomain	crossdomain	ADJ
cana-1721	142	15	adaptation	adaptation	NOUN
cana-1721	142	16	time	time	NOUN
cana-1721	142	17	by	by	ADP
cana-1721	142	18	50	50	NUM
cana-1721	142	19	%	%	NOUN
cana-1721	142	20	,	,	PUNCT
cana-1721	142	21	thus	thus	ADV
cana-1721	142	22	making	make	VERB
cana-1721	142	23	knowledge	knowledge	NOUN
cana-1721	142	24	transfer	transfer	NOUN
cana-1721	142	25	seamless	seamless	ADV
cana-1721	142	26	between	between	ADP
cana-1721	142	27	urban	urban	ADJ
cana-1721	142	28	and	and	CCONJ
cana-1721	142	29	rural	rural	ADJ
cana-1721	142	30	networks	network	NOUN
cana-1721	142	31	in	in	ADP
cana-1721	142	32	as	as	ADV
cana-1721	142	33	little	little	ADJ
cana-1721	142	34	as	as	ADP
cana-1721	142	35	22	22	NUM
cana-1721	142	36	minutes	minute	NOUN
cana-1721	142	37	,	,	PUNCT
cana-1721	142	38	compared	compare	VERB
cana-1721	142	39	to	to	ADP
cana-1721	142	40	40	40	NUM
cana-1721	142	41	minutes	minute	NOUN
cana-1721	142	42	in	in	ADP
cana-1721	142	43	traditional	traditional	ADJ
cana-1721	142	44	models	model	NOUN
cana-1721	142	45	.	.	PUNCT
cana-1721	143	1	considering	consider	VERB
cana-1721	143	2	the	the	DET
cana-1721	143	3	overall	overall	ADJ
cana-1721	143	4	effect	effect	NOUN
cana-1721	143	5	of	of	ADP
cana-1721	143	6	mappo	mappo	NOUN
cana-1721	143	7	,	,	PUNCT
cana-1721	143	8	ta	ta	NOUN
cana-1721	143	9	-	-	PUNCT
cana-1721	143	10	pfed	pfe	VERB
cana-1721	143	11	,	,	PUNCT
cana-1721	143	12	and	and	CCONJ
cana-1721	143	13	datl	datl	NOUN
cana-1721	143	14	,	,	PUNCT
cana-1721	143	15	it	it	PRON
cana-1721	143	16	proves	prove	VERB
cana-1721	143	17	that	that	SCONJ
cana-1721	143	18	the	the	DET
cana-1721	143	19	model	model	NOUN
cana-1721	143	20	is	be	AUX
cana-1721	143	21	scalable	scalable	ADJ
cana-1721	143	22	,	,	PUNCT
cana-1721	143	23	efficient	efficient	ADJ
cana-1721	143	24	,	,	PUNCT
cana-1721	143	25	privacypreserving	privacypreserving	NOUN
cana-1721	143	26	,	,	PUNCT
cana-1721	143	27	and	and	CCONJ
cana-1721	143	28	reduces	reduce	VERB
cana-1721	143	29	data	datum	NOUN
cana-1721	143	30	transmission	transmission	NOUN
cana-1721	143	31	cost	cost	NOUN
cana-1721	143	32	.	.	PUNCT
cana-1721	144	1	it	it	PRON
cana-1721	144	2	adapts	adapt	VERB
cana-1721	144	3	fastly	fastly	ADV
cana-1721	144	4	to	to	ADP
cana-1721	144	5	new	new	ADJ
cana-1721	144	6	network	network	NOUN
cana-1721	144	7	environments	environment	NOUN
cana-1721	144	8	.	.	PUNCT
cana-1721	145	1	communications	communication	NOUN
cana-1721	145	2	on	on	ADP
cana-1721	145	3	applied	apply	VERB
cana-1721	145	4	nonlinear	nonlinear	ADJ
cana-1721	145	5	analysis	analysis	NOUN
cana-1721	145	6	issn	issn	NOUN
cana-1721	145	7	:	:	PUNCT
cana-1721	145	8	1074	1074	NUM
cana-1721	145	9	-	-	PUNCT
cana-1721	145	10	133x	133x	NUM
cana-1721	145	11	vol	vol	NOUN
cana-1721	145	12	32	32	NUM
cana-1721	145	13	no	no	NOUN
cana-1721	145	14	.	.	NOUN
cana-1721	145	15	2	2	NUM
cana-1721	145	16	(	(	PUNCT
cana-1721	145	17	2025	2025	NUM
cana-1721	145	18	)	)	PUNCT
cana-1721	145	19	99	99	NUM
cana-1721	145	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1721	145	21	federated	federated	ADJ
cana-1721	145	22	learning	learning	NOUN
cana-1721	145	23	mechanisms	mechanism	NOUN
cana-1721	145	24	validate	validate	VERB
cana-1721	145	25	the	the	DET
cana-1721	145	26	model	model	NOUN
cana-1721	145	27	fit	fit	ADJ
cana-1721	145	28	for	for	ADP
cana-1721	145	29	distributed	distribute	VERB
cana-1721	145	30	and	and	CCONJ
cana-1721	145	31	privacy	privacy	NOUN
cana-1721	145	32	-	-	PUNCT
cana-1721	145	33	sensitive	sensitive	ADJ
cana-1721	145	34	iot	iot	NOUN
cana-1721	145	35	networks	network	NOUN
cana-1721	145	36	by	by	ADP
cana-1721	145	37	40	40	NUM
cana-1721	145	38	%	%	NOUN
cana-1721	145	39	to	to	ADP
cana-1721	145	40	45	45	NUM
cana-1721	145	41	%	%	NOUN
cana-1721	145	42	in	in	ADP
cana-1721	145	43	reducing	reduce	VERB
cana-1721	145	44	data	datum	NOUN
cana-1721	145	45	transmission	transmission	NOUN
cana-1721	145	46	cost	cost	NOUN
cana-1721	145	47	sets	set	NOUN
cana-1721	145	48	.	.	PUNCT
cana-1721	146	1	future	future	ADJ
cana-1721	146	2	scopes	scope	NOUN
cana-1721	146	3	while	while	SCONJ
cana-1721	146	4	the	the	DET
cana-1721	146	5	proposed	propose	VERB
cana-1721	146	6	model	model	NOUN
cana-1721	146	7	has	have	AUX
cana-1721	146	8	obtained	obtain	VERB
cana-1721	146	9	huge	huge	ADJ
cana-1721	146	10	success	success	NOUN
cana-1721	146	11	,	,	PUNCT
cana-1721	146	12	there	there	PRON
cana-1721	146	13	are	be	VERB
cana-1721	146	14	quite	quite	DET
cana-1721	146	15	a	a	DET
cana-1721	146	16	few	few	ADJ
cana-1721	146	17	future	future	ADJ
cana-1721	146	18	directions	direction	NOUN
cana-1721	146	19	of	of	ADP
cana-1721	146	20	consideration	consideration	NOUN
cana-1721	146	21	regarding	regard	VERB
cana-1721	146	22	further	further	ADJ
cana-1721	146	23	improvement	improvement	NOUN
cana-1721	146	24	of	of	ADP
cana-1721	146	25	performance	performance	NOUN
cana-1721	146	26	and	and	CCONJ
cana-1721	146	27	applicability	applicability	NOUN
cana-1721	146	28	.	.	PUNCT
cana-1721	147	1	first	first	ADV
cana-1721	147	2	,	,	PUNCT
cana-1721	147	3	though	though	SCONJ
cana-1721	147	4	the	the	DET
cana-1721	147	5	model	model	NOUN
cana-1721	147	6	deals	deal	VERB
cana-1721	147	7	with	with	ADP
cana-1721	147	8	the	the	DET
cana-1721	147	9	dynamic	dynamic	ADJ
cana-1721	147	10	nature	nature	NOUN
cana-1721	147	11	of	of	ADP
cana-1721	147	12	5	5	NUM
cana-1721	147	13	g	g	NOUN
cana-1721	147	14	networks	network	NOUN
cana-1721	147	15	effectively	effectively	ADV
cana-1721	147	16	,	,	PUNCT
cana-1721	147	17	it	it	PRON
cana-1721	147	18	still	still	ADV
cana-1721	147	19	needs	need	VERB
cana-1721	147	20	some	some	DET
cana-1721	147	21	room	room	NOUN
cana-1721	147	22	for	for	ADP
cana-1721	147	23	optimization	optimization	NOUN
cana-1721	147	24	in	in	ADP
cana-1721	147	25	highly	highly	ADV
cana-1721	147	26	mobile	mobile	ADJ
cana-1721	147	27	environments	environment	NOUN
cana-1721	147	28	,	,	PUNCT
cana-1721	147	29	such	such	ADJ
cana-1721	147	30	as	as	ADP
cana-1721	147	31	vehicular	vehicular	ADJ
cana-1721	147	32	networks	network	NOUN
cana-1721	147	33	.	.	PUNCT
cana-1721	148	1	the	the	DET
cana-1721	148	2	extended	extended	ADJ
cana-1721	148	3	model	model	NOUN
cana-1721	148	4	will	will	AUX
cana-1721	148	5	be	be	AUX
cana-1721	148	6	further	far	ADV
cana-1721	148	7	beneficial	beneficial	ADJ
cana-1721	148	8	for	for	ADP
cana-1721	148	9	including	include	VERB
cana-1721	148	10	highly	highly	ADV
cana-1721	148	11	mobile	mobile	ADJ
cana-1721	148	12	iot	iot	NOUN
cana-1721	148	13	devices	device	NOUN
cana-1721	148	14	facing	face	VERB
cana-1721	148	15	fast	fast	ADJ
cana-1721	148	16	network	network	NOUN
cana-1721	148	17	variation	variation	NOUN
cana-1721	148	18	for	for	ADP
cana-1721	148	19	real	real	ADJ
cana-1721	148	20	-	-	PUNCT
cana-1721	148	21	time	time	NOUN
cana-1721	148	22	decision	decision	NOUN
cana-1721	148	23	-	-	PUNCT
cana-1721	148	24	making	making	NOUN
cana-1721	148	25	in	in	ADP
cana-1721	148	26	ultra	ultra	ADJ
cana-1721	148	27	-	-	ADJ
cana-1721	148	28	reliable	reliable	ADJ
cana-1721	148	29	low	low	ADJ
cana-1721	148	30	-	-	PUNCT
cana-1721	148	31	latency	latency	NOUN
cana-1721	148	32	communication	communication	NOUN
cana-1721	148	33	.	.	PUNCT
cana-1721	149	1	currently	currently	ADV
cana-1721	149	2	,	,	PUNCT
cana-1721	149	3	datl	datl	NOUN
cana-1721	149	4	is	be	AUX
cana-1721	149	5	implemented	implement	VERB
cana-1721	149	6	for	for	ADP
cana-1721	149	7	domain	domain	NOUN
cana-1721	149	8	adaptation	adaptation	NOUN
cana-1721	149	9	between	between	ADP
cana-1721	149	10	an	an	DET
cana-1721	149	11	urban	urban	ADJ
cana-1721	149	12	and	and	CCONJ
cana-1721	149	13	a	a	DET
cana-1721	149	14	rural	rural	ADJ
cana-1721	149	15	environment	environment	NOUN
cana-1721	149	16	.	.	PUNCT
cana-1721	150	1	in	in	ADP
cana-1721	150	2	the	the	DET
cana-1721	150	3	future	future	NOUN
cana-1721	150	4	,	,	PUNCT
cana-1721	150	5	more	more	ADV
cana-1721	150	6	detailed	detailed	ADJ
cana-1721	150	7	domains	domain	NOUN
cana-1721	150	8	could	could	AUX
cana-1721	150	9	be	be	AUX
cana-1721	150	10	considered	consider	VERB
cana-1721	150	11	:	:	PUNCT
cana-1721	150	12	the	the	DET
cana-1721	150	13	level	level	NOUN
cana-1721	150	14	of	of	ADP
cana-1721	150	15	network	network	NOUN
cana-1721	150	16	congestion	congestion	NOUN
cana-1721	150	17	and/or	and/or	CCONJ
cana-1721	150	18	the	the	DET
cana-1721	150	19	frequency	frequency	NOUN
cana-1721	150	20	of	of	ADP
cana-1721	150	21	iot	iot	ADJ
cana-1721	150	22	-	-	PUNCT
cana-1721	150	23	traffic	traffic	NOUN
cana-1721	150	24	pattern	pattern	NOUN
cana-1721	150	25	.	.	PUNCT
cana-1721	151	1	this	this	PRON
cana-1721	151	2	would	would	AUX
cana-1721	151	3	allow	allow	VERB
cana-1721	151	4	more	more	ADJ
cana-1721	151	5	fine	fine	ADV
cana-1721	151	6	-	-	PUNCT
cana-1721	151	7	grained	grain	VERB
cana-1721	151	8	transfer	transfer	NOUN
cana-1721	151	9	learning	learning	NOUN
cana-1721	151	10	models	model	NOUN
cana-1721	151	11	that	that	PRON
cana-1721	151	12	could	could	AUX
cana-1721	151	13	handle	handle	VERB
cana-1721	151	14	micro	micro	ADJ
cana-1721	151	15	-	-	ADJ
cana-1721	151	16	level	level	ADJ
cana-1721	151	17	domain	domain	NOUN
cana-1721	151	18	variations	variation	NOUN
cana-1721	151	19	.	.	PUNCT
cana-1721	152	1	another	another	DET
cana-1721	152	2	very	very	ADV
cana-1721	152	3	promising	promising	ADJ
cana-1721	152	4	area	area	NOUN
cana-1721	152	5	is	be	AUX
cana-1721	152	6	the	the	DET
cana-1721	152	7	integration	integration	NOUN
cana-1721	152	8	of	of	ADP
cana-1721	152	9	reinforcement	reinforcement	NOUN
cana-1721	152	10	learning	learning	NOUN
cana-1721	152	11	with	with	ADP
cana-1721	152	12	deep	deep	ADJ
cana-1721	152	13	learning	learning	NOUN
cana-1721	152	14	-	-	PUNCT
cana-1721	152	15	based	base	VERB
cana-1721	152	16	perception	perception	NOUN
cana-1721	152	17	for	for	ADP
cana-1721	152	18	better	well	ADJ
cana-1721	152	19	contextual	contextual	ADJ
cana-1721	152	20	understanding	understanding	NOUN
cana-1721	152	21	of	of	ADP
cana-1721	152	22	network	network	NOUN
cana-1721	152	23	states	state	NOUN
cana-1721	152	24	to	to	PART
cana-1721	152	25	enhance	enhance	VERB
cana-1721	152	26	optimization	optimization	NOUN
cana-1721	152	27	of	of	ADP
cana-1721	152	28	resource	resource	NOUN
cana-1721	152	29	allocation	allocation	NOUN
cana-1721	152	30	by	by	ADP
cana-1721	152	31	the	the	DET
cana-1721	152	32	agent	agent	NOUN
cana-1721	152	33	in	in	ADP
cana-1721	152	34	highly	highly	ADV
cana-1721	152	35	volatile	volatile	ADJ
cana-1721	152	36	network	network	NOUN
cana-1721	152	37	environments	environment	NOUN
cana-1721	152	38	.	.	PUNCT
cana-1721	153	1	finally	finally	ADV
cana-1721	153	2	,	,	PUNCT
cana-1721	153	3	future	future	ADJ
cana-1721	153	4	work	work	NOUN
cana-1721	153	5	could	could	AUX
cana-1721	153	6	improve	improve	VERB
cana-1721	153	7	the	the	DET
cana-1721	153	8	robustness	robustness	NOUN
cana-1721	153	9	of	of	ADP
cana-1721	153	10	federated	federated	ADJ
cana-1721	153	11	learning	learning	NOUN
cana-1721	153	12	in	in	ADP
cana-1721	153	13	intermittent	intermittent	ADJ
cana-1721	153	14	connectivity	connectivity	NOUN
cana-1721	153	15	conditions	condition	NOUN
cana-1721	153	16	-	-	PUNCT
cana-1721	153	17	a	a	DET
cana-1721	153	18	persistent	persistent	ADJ
cana-1721	153	19	problem	problem	NOUN
cana-1721	153	20	in	in	ADP
cana-1721	153	21	rural	rural	ADJ
cana-1721	153	22	and	and	CCONJ
cana-1721	153	23	less	less	ADJ
cana-1721	153	24	welloff	welloff	NOUN
cana-1721	153	25	areas	area	NOUN
cana-1721	153	26	.	.	PUNCT
cana-1721	154	1	application	application	NOUN
cana-1721	154	2	of	of	ADP
cana-1721	154	3	asynchronous	asynchronous	ADJ
cana-1721	154	4	or	or	CCONJ
cana-1721	154	5	communication	communication	NOUN
cana-1721	154	6	-	-	PUNCT
cana-1721	154	7	efficient	efficient	ADJ
cana-1721	154	8	federated	federated	ADJ
cana-1721	154	9	learning	learning	NOUN
cana-1721	154	10	might	might	AUX
cana-1721	154	11	extend	extend	VERB
cana-1721	154	12	applicability	applicability	NOUN
cana-1721	154	13	to	to	ADP
cana-1721	154	14	low	low	ADJ
cana-1721	154	15	-	-	PUNCT
cana-1721	154	16	bandwidth	bandwidth	ADJ
cana-1721	154	17	or	or	CCONJ
cana-1721	154	18	high	high	ADJ
cana-1721	154	19	-	-	PUNCT
cana-1721	154	20	latency	latency	NOUN
cana-1721	154	21	settings	setting	NOUN
cana-1721	154	22	and	and	CCONJ
cana-1721	154	23	reduce	reduce	VERB
cana-1721	154	24	dependence	dependence	NOUN
cana-1721	154	25	on	on	ADP
cana-1721	154	26	a	a	DET
cana-1721	154	27	stable	stable	ADJ
cana-1721	154	28	highbandwidth	highbandwidth	ADJ
cana-1721	154	29	connection	connection	NOUN
cana-1721	154	30	even	even	ADV
cana-1721	154	31	further	far	ADV
cana-1721	154	32	.	.	PUNCT
cana-1721	155	1	a	a	DET
cana-1721	155	2	combination	combination	NOUN
cana-1721	155	3	of	of	ADP
cana-1721	155	4	these	these	DET
cana-1721	155	5	enhancements	enhancement	NOUN
cana-1721	155	6	could	could	AUX
cana-1721	155	7	further	far	ADV
cana-1721	155	8	improve	improve	VERB
cana-1721	155	9	the	the	DET
cana-1721	155	10	performance	performance	NOUN
cana-1721	155	11	of	of	ADP
cana-1721	155	12	collaborative	collaborative	ADJ
cana-1721	155	13	resource	resource	NOUN
cana-1721	155	14	management	management	NOUN
cana-1721	155	15	performance	performance	NOUN
cana-1721	155	16	in	in	ADP
cana-1721	155	17	5	5	NUM
cana-1721	155	18	g	g	NOUN
cana-1721	155	19	networks	network	NOUN
cana-1721	155	20	.	.	PUNCT
cana-1721	156	1	it	it	PRON
cana-1721	156	2	could	could	AUX
cana-1721	156	3	be	be	AUX
cana-1721	156	4	used	use	VERB
cana-1721	156	5	to	to	PART
cana-1721	156	6	lay	lay	VERB
cana-1721	156	7	the	the	DET
cana-1721	156	8	ground	ground	NOUN
cana-1721	156	9	for	for	ADP
cana-1721	156	10	developing	develop	VERB
cana-1721	156	11	intelligent	intelligent	ADJ
cana-1721	156	12	,	,	PUNCT
cana-1721	156	13	scalable	scalable	ADJ
cana-1721	156	14	,	,	PUNCT
cana-1721	156	15	and	and	CCONJ
cana-1721	156	16	adaptive	adaptive	ADJ
cana-1721	156	17	resource	resource	NOUN
cana-1721	156	18	management	management	NOUN
cana-1721	156	19	systems	system	NOUN
cana-1721	156	20	in	in	ADP
cana-1721	156	21	nextgeneration	nextgeneration	NOUN
cana-1721	156	22	wireless	wireless	NOUN
cana-1721	156	23	networks	network	NOUN
cana-1721	156	24	.	.	PUNCT
cana-1721	157	1	6	6	X
cana-1721	157	2	.	.	NUM
cana-1721	157	3	references	reference	NOUN
cana-1721	157	4	[	[	X
cana-1721	157	5	1	1	NUM
cana-1721	157	6	]	]	PUNCT
cana-1721	157	7	m.	m.	NOUN
cana-1721	157	8	beshley	beshley	NOUN
cana-1721	157	9	,	,	PUNCT
cana-1721	157	10	n.	n.	PROPN
cana-1721	157	11	kryvinska	kryvinska	PROPN
cana-1721	157	12	and	and	CCONJ
cana-1721	157	13	h.	h.	PROPN
cana-1721	157	14	beshley	beshley	PROPN
cana-1721	157	15	,	,	PUNCT
cana-1721	157	16	"	"	PUNCT
cana-1721	157	17	energy	energy	NOUN
cana-1721	157	18	-	-	PUNCT
cana-1721	157	19	efficient	efficient	ADJ
cana-1721	157	20	qoe	qoe	NOUN
cana-1721	157	21	-	-	PUNCT
cana-1721	157	22	driven	drive	VERB
cana-1721	157	23	radio	radio	NOUN
cana-1721	157	24	resource	resource	NOUN
cana-1721	157	25	management	management	NOUN
cana-1721	157	26	method	method	NOUN
cana-1721	157	27	for	for	ADP
cana-1721	157	28	5	5	NUM
cana-1721	157	29	g	g	NOUN
cana-1721	157	30	and	and	CCONJ
cana-1721	157	31	beyond	beyond	ADP
cana-1721	157	32	networks	network	NOUN
cana-1721	157	33	,	,	PUNCT
cana-1721	157	34	"	"	PUNCT
cana-1721	157	35	in	in	ADP
cana-1721	157	36	ieee	ieee	NOUN
cana-1721	157	37	access	access	NOUN
cana-1721	157	38	,	,	PUNCT
cana-1721	157	39	vol	vol	NOUN
cana-1721	157	40	.	.	PROPN
cana-1721	157	41	10	10	NUM
cana-1721	157	42	,	,	PUNCT
cana-1721	157	43	pp	pp	ADJ
cana-1721	157	44	.	.	PUNCT
cana-1721	157	45	131691	131691	NUM
cana-1721	157	46	-	-	SYM
cana-1721	157	47	131710	131710	NUM
cana-1721	157	48	,	,	PUNCT
cana-1721	157	49	2022	2022	NUM
cana-1721	157	50	,	,	PUNCT
cana-1721	157	51	doi	doi	NOUN
cana-1721	157	52	:	:	PUNCT
cana-1721	157	53	10.1109	10.1109	NUM
cana-1721	157	54	/	/	SYM
cana-1721	157	55	access.2022.3228758	access.2022.3228758	NOUN
cana-1721	157	56	.	.	PUNCT
cana-1721	158	1	keywords	keyword	NOUN
cana-1721	158	2	:	:	PUNCT
cana-1721	158	3	{	{	PUNCT
cana-1721	158	4	5	5	NUM
cana-1721	158	5	g	g	PROPN
cana-1721	158	6	mobile	mobile	ADJ
cana-1721	158	7	communication;quality	communication;quality	NOUN
cana-1721	158	8	of	of	ADP
cana-1721	158	9	experience;energy	experience;energy	NOUN
cana-1721	158	10	efficiency;resource	efficiency;resource	PROPN
cana-1721	158	11	management;quality	management;quality	NOUN
cana-1721	158	12	of	of	ADP
cana-1721	158	13	service;energy	service;energy	PROPN
cana-1721	158	14	consumption;radio	consumption;radio	PROPN
cana-1721	158	15	access	access	NOUN
cana-1721	158	16	networks;energy	networks;energy	PROPN
cana-1721	158	17	consumption;energy	consumption;energy	PROPN
cana-1721	158	18	efficiency;heterogeneous	efficiency;heterogeneous	PROPN
cana-1721	158	19	networks	network	NOUN
cana-1721	158	20	(	(	PUNCT
cana-1721	158	21	hetnet);quality	hetnet);quality	NOUN
cana-1721	158	22	of	of	ADP
cana-1721	158	23	experience	experience	NOUN
cana-1721	158	24	(	(	PUNCT
cana-1721	158	25	qoe);radio	qoe);radio	NOUN
cana-1721	158	26	resource	resource	NOUN
cana-1721	158	27	management	management	NOUN
cana-1721	158	28	(	(	PUNCT
cana-1721	158	29	rrm);radio	rrm);radio	ADJ
cana-1721	158	30	access	access	NOUN
cana-1721	158	31	network	network	NOUN
cana-1721	158	32	(	(	PUNCT
cana-1721	158	33	ran);resource	ran);resource	PROPN
cana-1721	158	34	allocation;voronoi	allocation;voronoi	PROPN
cana-1721	158	35	diagram	diagram	PROPN
cana-1721	158	36	}	}	PUNCT
cana-1721	158	37	,	,	PUNCT
cana-1721	158	38	[	[	X
cana-1721	158	39	2	2	NUM
cana-1721	158	40	]	]	X
cana-1721	158	41	n.	n.	PROPN
cana-1721	158	42	h.	h.	PROPN
cana-1721	158	43	mahmood	mahmood	PROPN
cana-1721	158	44	,	,	PUNCT
cana-1721	158	45	o.	o.	PROPN
cana-1721	158	46	a.	a.	NOUN
cana-1721	158	47	lópez	lópez	PROPN
cana-1721	158	48	,	,	PUNCT
cana-1721	158	49	h.	h.	PROPN
cana-1721	158	50	alves	alves	PROPN
cana-1721	158	51	and	and	CCONJ
cana-1721	158	52	m.	m.	NOUN
cana-1721	158	53	latva	latva	PROPN
cana-1721	158	54	-	-	PUNCT
cana-1721	158	55	aho	aho	NOUN
cana-1721	158	56	,	,	PUNCT
cana-1721	158	57	"	"	PUNCT
cana-1721	158	58	a	a	DET
cana-1721	158	59	predictive	predictive	ADJ
cana-1721	158	60	interference	interference	NOUN
cana-1721	158	61	management	management	NOUN
cana-1721	158	62	algorithm	algorithm	NOUN
cana-1721	158	63	for	for	ADP
cana-1721	158	64	urllc	urllc	NOUN
cana-1721	158	65	in	in	ADV
cana-1721	158	66	beyond	beyond	ADP
cana-1721	158	67	5	5	NUM
cana-1721	158	68	g	g	NOUN
cana-1721	158	69	networks	network	NOUN
cana-1721	158	70	,	,	PUNCT
cana-1721	158	71	"	"	PUNCT
cana-1721	158	72	in	in	ADP
cana-1721	158	73	ieee	ieee	NOUN
cana-1721	158	74	communications	communication	NOUN
cana-1721	158	75	letters	letter	NOUN
cana-1721	158	76	,	,	PUNCT
cana-1721	158	77	vol	vol	NOUN
cana-1721	158	78	.	.	PROPN
cana-1721	158	79	25	25	NUM
cana-1721	158	80	,	,	PUNCT
cana-1721	158	81	no	no	INTJ
cana-1721	158	82	.	.	NOUN
cana-1721	158	83	3	3	NUM
cana-1721	158	84	,	,	PUNCT
cana-1721	158	85	pp	pp	ADJ
cana-1721	158	86	.	.	PUNCT
cana-1721	159	1	995	995	NUM
cana-1721	159	2	-	-	SYM
cana-1721	159	3	999	999	NUM
cana-1721	159	4	,	,	PUNCT
cana-1721	159	5	march	march	NOUN
cana-1721	159	6	2021	2021	NUM
cana-1721	159	7	,	,	PUNCT
cana-1721	159	8	doi	doi	NOUN
cana-1721	159	9	:	:	PUNCT
cana-1721	159	10	10.1109	10.1109	NUM
cana-1721	159	11	/	/	SYM
cana-1721	159	12	lcomm.2020.3035111	lcomm.2020.3035111	PROPN
cana-1721	159	13	.	.	PUNCT
cana-1721	160	1	keywords	keyword	NOUN
cana-1721	160	2	:	:	PUNCT
cana-1721	160	3	{	{	PUNCT
cana-1721	160	4	interference;ultra	interference;ultra	PROPN
cana-1721	160	5	reliable	reliable	ADJ
cana-1721	160	6	low	low	ADJ
cana-1721	160	7	latency	latency	NOUN
cana-1721	160	8	communication;signal	communication;signal	ADJ
cana-1721	160	9	to	to	PART
cana-1721	160	10	noise	noise	VERB
cana-1721	160	11	ratio;transmitters;reliability;prediction	ratio;transmitters;reliability;prediction	NOUN
cana-1721	160	12	algorithms;resource	algorithms;resource	PROPN
cana-1721	160	13	management;beyond	management;beyond	NOUN
cana-1721	160	14	5g/6	5g/6	NUM
cana-1721	160	15	g	g	NOUN
cana-1721	160	16	networks;intelligent	networks;intelligent	PROPN
cana-1721	160	17	resource	resource	NOUN
cana-1721	160	18	management;interference	management;interference	NOUN
cana-1721	160	19	prediction;urllc	prediction;urllc	PROPN
cana-1721	160	20	}	}	PUNCT
cana-1721	160	21	,	,	PUNCT
cana-1721	160	22	[	[	X
cana-1721	160	23	3	3	NUM
cana-1721	160	24	]	]	X
cana-1721	160	25	n.	n.	PROPN
cana-1721	160	26	k.	k.	PROPN
cana-1721	160	27	m.	m.	PROPN
cana-1721	160	28	madi	madi	PROPN
cana-1721	160	29	,	,	PUNCT
cana-1721	160	30	m.	m.	NOUN
cana-1721	160	31	m.	m.	NOUN
cana-1721	160	32	nasralla	nasralla	PROPN
cana-1721	160	33	and	and	CCONJ
cana-1721	160	34	z.	z.	PROPN
cana-1721	160	35	m.	m.	PROPN
cana-1721	160	36	hanapi	hanapi	NOUN
cana-1721	160	37	,	,	PUNCT
cana-1721	160	38	"	"	PUNCT
cana-1721	160	39	delay	delay	NOUN
cana-1721	160	40	-	-	PUNCT
cana-1721	160	41	based	base	VERB
cana-1721	160	42	resource	resource	NOUN
cana-1721	160	43	allocation	allocation	NOUN
cana-1721	160	44	with	with	ADP
cana-1721	160	45	fairness	fairness	NOUN
cana-1721	160	46	guarantee	guarantee	NOUN
cana-1721	160	47	and	and	CCONJ
cana-1721	160	48	minimal	minimal	ADJ
cana-1721	160	49	loss	loss	NOUN
cana-1721	160	50	for	for	ADP
cana-1721	160	51	embb	embb	ADJ
cana-1721	160	52	in	in	ADP
cana-1721	160	53	5	5	NUM
cana-1721	160	54	g	g	NOUN
cana-1721	160	55	heterogeneous	heterogeneous	ADJ
cana-1721	160	56	networks	network	NOUN
cana-1721	160	57	,	,	PUNCT
cana-1721	160	58	"	"	PUNCT
cana-1721	160	59	in	in	ADP
cana-1721	160	60	ieee	ieee	NOUN
cana-1721	160	61	access	access	NOUN
cana-1721	160	62	,	,	PUNCT
cana-1721	160	63	vol	vol	NOUN
cana-1721	160	64	.	.	PROPN
cana-1721	160	65	10	10	NUM
cana-1721	160	66	,	,	PUNCT
cana-1721	160	67	pp	pp	ADJ
cana-1721	160	68	.	.	PUNCT
cana-1721	161	1	75619	75619	NUM
cana-1721	161	2	-	-	SYM
cana-1721	161	3	75636	75636	NUM
cana-1721	161	4	,	,	PUNCT
cana-1721	161	5	2022	2022	NUM
cana-1721	161	6	,	,	PUNCT
cana-1721	161	7	doi	doi	NOUN
cana-1721	161	8	:	:	PUNCT
cana-1721	161	9	10.1109	10.1109	NUM
cana-1721	161	10	/	/	SYM
cana-1721	161	11	access.2022.3192450	access.2022.3192450	NOUN
cana-1721	161	12	.	.	PUNCT
cana-1721	162	1	keywords	keyword	NOUN
cana-1721	162	2	:	:	PUNCT
cana-1721	162	3	{	{	PUNCT
cana-1721	162	4	quality	quality	NOUN
cana-1721	162	5	of	of	ADP
cana-1721	162	6	service;5	service;5	PROPN
cana-1721	162	7	g	g	PROPN
cana-1721	162	8	mobile	mobile	PROPN
cana-1721	162	9	communication;resource	communication;resource	PROPN
cana-1721	162	10	management;downlink;delays;long	management;downlink;delays;long	ADJ
cana-1721	162	11	term	term	NOUN
cana-1721	162	12	evolution;streaming	evolution;streame	VERB
cana-1721	162	13	media;radio	media;radio	NOUN
cana-1721	162	14	resource	resource	NOUN
cana-1721	162	15	management;qos	management;qos	PROPN
cana-1721	162	16	awareness;downlink	awareness;downlink	PROPN
cana-1721	162	17	rbs	rbs	PROPN
cana-1721	162	18	allocation;delay	allocation;delay	NOUN
cana-1721	162	19	-	-	PUNCT
cana-1721	162	20	sensitive	sensitive	ADJ
cana-1721	162	21	traffic;service	traffic;service	NOUN
cana-1721	162	22	fairness;hetnets;5	fairness;hetnets;5	PROPN
cana-1721	162	23	g	g	PROPN
cana-1721	162	24	embb	embb	PROPN
cana-1721	162	25	}	}	PUNCT
cana-1721	162	26	,	,	PUNCT
cana-1721	162	27	communications	communication	NOUN
cana-1721	162	28	on	on	ADP
cana-1721	162	29	applied	apply	VERB
cana-1721	162	30	nonlinear	nonlinear	ADJ
cana-1721	162	31	analysis	analysis	NOUN
cana-1721	162	32	issn	issn	NOUN
cana-1721	162	33	:	:	PUNCT
cana-1721	162	34	1074	1074	NUM
cana-1721	162	35	-	-	PUNCT
cana-1721	162	36	133x	133x	NUM
cana-1721	162	37	vol	vol	NOUN
cana-1721	162	38	32	32	NUM
cana-1721	162	39	no	no	NOUN
cana-1721	162	40	.	.	NOUN
cana-1721	162	41	2	2	NUM
cana-1721	162	42	(	(	PUNCT
cana-1721	162	43	2025	2025	NUM
cana-1721	162	44	)	)	PUNCT
cana-1721	162	45	100	100	NUM
cana-1721	162	46	https://internationalpubls.com	https://internationalpubls.com	X
cana-1721	163	1	[	[	X
cana-1721	163	2	4	4	NUM
cana-1721	163	3	]	]	PUNCT
cana-1721	163	4	x.	x.	NOUN
cana-1721	163	5	gao	gao	PROPN
cana-1721	163	6	,	,	PUNCT
cana-1721	163	7	j.	j.	PROPN
cana-1721	163	8	wang	wang	PROPN
cana-1721	163	9	and	and	CCONJ
cana-1721	163	10	m.	m.	PROPN
cana-1721	163	11	zhou	zhou	PROPN
cana-1721	163	12	,	,	PUNCT
cana-1721	163	13	"	"	PUNCT
cana-1721	163	14	the	the	DET
cana-1721	163	15	research	research	NOUN
cana-1721	163	16	of	of	ADP
cana-1721	163	17	resource	resource	NOUN
cana-1721	163	18	allocation	allocation	NOUN
cana-1721	163	19	method	method	NOUN
cana-1721	163	20	based	base	VERB
cana-1721	163	21	on	on	ADP
cana-1721	163	22	gcn	gcn	NOUN
cana-1721	163	23	-	-	NOUN
cana-1721	163	24	lstm	lstm	NOUN
cana-1721	163	25	in	in	ADP
cana-1721	163	26	5	5	NUM
cana-1721	163	27	g	g	NOUN
cana-1721	163	28	network	network	NOUN
cana-1721	163	29	,	,	PUNCT
cana-1721	163	30	"	"	PUNCT
cana-1721	163	31	in	in	ADP
cana-1721	163	32	ieee	ieee	NOUN
cana-1721	163	33	communications	communication	NOUN
cana-1721	163	34	letters	letter	NOUN
cana-1721	163	35	,	,	PUNCT
cana-1721	163	36	vol	vol	NOUN
cana-1721	163	37	.	.	PROPN
cana-1721	163	38	27	27	NUM
cana-1721	163	39	,	,	PUNCT
cana-1721	163	40	no	no	INTJ
cana-1721	163	41	.	.	NOUN
cana-1721	163	42	3	3	NUM
cana-1721	163	43	,	,	PUNCT
cana-1721	163	44	pp	pp	ADJ
cana-1721	163	45	.	.	PUNCT
cana-1721	164	1	926	926	NUM
cana-1721	164	2	-	-	SYM
cana-1721	164	3	930	930	NUM
cana-1721	164	4	,	,	PUNCT
cana-1721	164	5	march	march	PROPN
cana-1721	164	6	2023	2023	NUM
cana-1721	164	7	,	,	PUNCT
cana-1721	164	8	doi	doi	NOUN
cana-1721	164	9	:	:	PUNCT
cana-1721	164	10	10.1109	10.1109	NUM
cana-1721	164	11	/	/	SYM
cana-1721	164	12	lcomm.2022.3224213	lcomm.2022.3224213	PROPN
cana-1721	164	13	.	.	PUNCT
cana-1721	165	1	keywords	keyword	NOUN
cana-1721	165	2	:	:	PUNCT
cana-1721	165	3	{	{	PUNCT
cana-1721	165	4	5	5	NUM
cana-1721	165	5	g	g	PROPN
cana-1721	165	6	mobile	mobile	ADJ
cana-1721	165	7	communication;device	communication;device	NOUN
cana-1721	165	8	-	-	PUNCT
cana-1721	165	9	to	to	ADP
cana-1721	165	10	-	-	PUNCT
cana-1721	165	11	device	device	NOUN
cana-1721	165	12	communication;resource	communication;resource	PROPN
cana-1721	165	13	management;logic	management;logic	ADJ
cana-1721	165	14	gates;feature	gates;feature	NOUN
cana-1721	165	15	extraction;interference;signal	extraction;interference;signal	ADJ
cana-1721	165	16	to	to	PART
cana-1721	165	17	noise	noise	VERB
cana-1721	165	18	ratio;5g;lstm;gcn;resource	ratio;5g;lstm;gcn;resource	ADJ
cana-1721	165	19	allocation	allocation	NOUN
cana-1721	165	20	}	}	PUNCT
cana-1721	165	21	,	,	PUNCT
cana-1721	165	22	[	[	X
cana-1721	165	23	5	5	NUM
cana-1721	165	24	]	]	X
cana-1721	165	25	n.	n.	PROPN
cana-1721	165	26	zarin	zarin	PROPN
cana-1721	165	27	and	and	CCONJ
cana-1721	165	28	a.	a.	PROPN
cana-1721	165	29	agarwal	agarwal	PROPN
cana-1721	165	30	,	,	PUNCT
cana-1721	165	31	"	"	PUNCT
cana-1721	165	32	hybrid	hybrid	ADJ
cana-1721	165	33	radio	radio	NOUN
cana-1721	165	34	resource	resource	NOUN
cana-1721	165	35	management	management	NOUN
cana-1721	165	36	for	for	ADP
cana-1721	165	37	time	time	NOUN
cana-1721	165	38	-	-	PUNCT
cana-1721	165	39	varying	vary	VERB
cana-1721	165	40	5	5	NUM
cana-1721	165	41	g	g	NOUN
cana-1721	165	42	heterogeneous	heterogeneous	ADJ
cana-1721	165	43	wireless	wireless	ADJ
cana-1721	165	44	access	access	NOUN
cana-1721	165	45	network	network	NOUN
cana-1721	165	46	,	,	PUNCT
cana-1721	165	47	"	"	PUNCT
cana-1721	165	48	in	in	ADP
cana-1721	165	49	ieee	ieee	NOUN
cana-1721	165	50	transactions	transaction	NOUN
cana-1721	165	51	on	on	ADP
cana-1721	165	52	cognitive	cognitive	ADJ
cana-1721	165	53	communications	communication	NOUN
cana-1721	165	54	and	and	CCONJ
cana-1721	165	55	networking	networking	NOUN
cana-1721	165	56	,	,	PUNCT
cana-1721	165	57	vol	vol	NOUN
cana-1721	165	58	.	.	PROPN
cana-1721	165	59	7	7	NUM
cana-1721	165	60	,	,	PUNCT
cana-1721	165	61	no	no	INTJ
cana-1721	165	62	.	.	NOUN
cana-1721	165	63	2	2	NUM
cana-1721	165	64	,	,	PUNCT
cana-1721	165	65	pp	pp	ADJ
cana-1721	165	66	.	.	PUNCT
cana-1721	166	1	594	594	NUM
cana-1721	166	2	-	-	SYM
cana-1721	166	3	608	608	NUM
cana-1721	166	4	,	,	PUNCT
cana-1721	166	5	june	june	PROPN
cana-1721	166	6	2021	2021	NUM
cana-1721	166	7	,	,	PUNCT
cana-1721	166	8	doi	doi	NOUN
cana-1721	166	9	:	:	PUNCT
cana-1721	166	10	10.1109	10.1109	NUM
cana-1721	166	11	/	/	SYM
cana-1721	166	12	tccn.2021.3063132	tccn.2021.3063132	PROPN
cana-1721	166	13	.	.	PUNCT
cana-1721	167	1	keywords	keyword	NOUN
cana-1721	167	2	:	:	PUNCT
cana-1721	167	3	{	{	PUNCT
cana-1721	167	4	5	5	NUM
cana-1721	167	5	g	g	PROPN
cana-1721	167	6	mobile	mobile	ADJ
cana-1721	167	7	communication;resource	communication;resource	PROPN
cana-1721	167	8	management;long	management;long	PROPN
cana-1721	167	9	term	term	NOUN
cana-1721	167	10	evolution;throughput;rats;wireless	evolution;throughput;rats;wireless	NOUN
cana-1721	167	11	networks;optimization;hybrid	networks;optimization;hybrid	VERB
cana-1721	167	12	resource	resource	NOUN
cana-1721	167	13	management;5	management;5	PROPN
cana-1721	167	14	g	g	PROPN
cana-1721	167	15	heterogeneous	heterogeneous	ADJ
cana-1721	167	16	wireless	wireless	NOUN
cana-1721	167	17	access	access	NOUN
cana-1721	167	18	network;congestion	network;congestion	PROPN
cana-1721	167	19	control;lyapunov	control;lyapunov	PROPN
cana-1721	167	20	optimization	optimization	NOUN
cana-1721	167	21	}	}	PUNCT
cana-1721	167	22	,	,	PUNCT
cana-1721	167	23	[	[	X
cana-1721	167	24	6	6	NUM
cana-1721	167	25	]	]	PUNCT
cana-1721	167	26	k.	k.	PROPN
cana-1721	167	27	suresh	suresh	PROPN
cana-1721	167	28	kumar	kumar	PROPN
cana-1721	167	29	,	,	PUNCT
cana-1721	167	30	j.	j.	PROPN
cana-1721	167	31	a.	a.	PROPN
cana-1721	167	32	alzubi	alzubi	PROPN
cana-1721	167	33	,	,	PUNCT
cana-1721	167	34	n.	n.	PROPN
cana-1721	167	35	m.	m.	NOUN
cana-1721	167	36	sarhan	sarhan	PROPN
cana-1721	167	37	,	,	PUNCT
cana-1721	167	38	e.	e.	PROPN
cana-1721	167	39	m.	m.	PROPN
cana-1721	167	40	awwad	awwad	PROPN
cana-1721	167	41	,	,	PUNCT
cana-1721	167	42	v.	v.	ADP
cana-1721	167	43	kandasamy	kandasamy	NOUN
cana-1721	167	44	and	and	CCONJ
cana-1721	167	45	g.	g.	PROPN
cana-1721	167	46	ali	ali	PROPN
cana-1721	167	47	,	,	PUNCT
cana-1721	167	48	"	"	PUNCT
cana-1721	167	49	a	a	DET
cana-1721	167	50	secure	secure	ADJ
cana-1721	167	51	and	and	CCONJ
cana-1721	167	52	efficient	efficient	ADJ
cana-1721	167	53	blockchain	blockchain	NOUN
cana-1721	167	54	and	and	CCONJ
cana-1721	167	55	distributed	distributed	ADJ
cana-1721	167	56	ledger	ledger	NOUN
cana-1721	167	57	technology	technology	NOUN
cana-1721	167	58	-	-	PUNCT
cana-1721	167	59	based	base	VERB
cana-1721	167	60	optimal	optimal	ADJ
cana-1721	167	61	resource	resource	NOUN
cana-1721	167	62	management	management	NOUN
cana-1721	167	63	in	in	ADP
cana-1721	167	64	digital	digital	ADJ
cana-1721	167	65	twin	twin	NOUN
cana-1721	167	66	beyond	beyond	ADP
cana-1721	167	67	5	5	NUM
cana-1721	167	68	g	g	NOUN
cana-1721	167	69	networks	network	NOUN
cana-1721	167	70	using	use	VERB
cana-1721	167	71	hybrid	hybrid	ADJ
cana-1721	167	72	energy	energy	NOUN
cana-1721	167	73	valley	valley	NOUN
cana-1721	167	74	and	and	CCONJ
cana-1721	167	75	levy	levy	NOUN
cana-1721	167	76	flight	flight	NOUN
cana-1721	167	77	distributer	distributer	NOUN
cana-1721	167	78	optimization	optimization	NOUN
cana-1721	167	79	algorithm	algorithm	NOUN
cana-1721	167	80	,	,	PUNCT
cana-1721	167	81	"	"	PUNCT
cana-1721	167	82	in	in	ADP
cana-1721	167	83	ieee	ieee	NOUN
cana-1721	167	84	access	access	NOUN
cana-1721	167	85	,	,	PUNCT
cana-1721	167	86	vol	vol	NOUN
cana-1721	167	87	.	.	PROPN
cana-1721	167	88	12	12	NUM
cana-1721	167	89	,	,	PUNCT
cana-1721	167	90	pp	pp	ADJ
cana-1721	167	91	.	.	PUNCT
cana-1721	168	1	110331	110331	NUM
cana-1721	168	2	-	-	SYM
cana-1721	168	3	110352	110352	NUM
cana-1721	168	4	,	,	PUNCT
cana-1721	168	5	2024	2024	NUM
cana-1721	168	6	,	,	PUNCT
cana-1721	168	7	doi	doi	NOUN
cana-1721	168	8	:	:	PUNCT
cana-1721	168	9	10.1109	10.1109	NUM
cana-1721	168	10	/	/	SYM
cana-1721	168	11	access.2024.3435847	access.2024.3435847	PROPN
cana-1721	168	12	.	.	PUNCT
cana-1721	169	1	keywords	keyword	NOUN
cana-1721	169	2	:	:	PUNCT
cana-1721	169	3	{	{	PUNCT
cana-1721	169	4	resource	resource	NOUN
cana-1721	169	5	management;task	management;task	PROPN
cana-1721	169	6	analysis;blockchains;costs;optimization;distributed	analysis;blockchains;costs;optimization;distribute	VERB
cana-1721	169	7	ledger;5	ledger;5	PROPN
cana-1721	169	8	g	g	PROPN
cana-1721	169	9	mobile	mobile	ADJ
cana-1721	169	10	communication;security;digital	communication;security;digital	ADJ
cana-1721	169	11	twins;object	twins;object	ADJ
cana-1721	169	12	detection;virtualization;secure	detection;virtualization;secure	NOUN
cana-1721	169	13	and	and	CCONJ
cana-1721	169	14	efficient	efficient	ADJ
cana-1721	169	15	blockchain;distributed	blockchain;distribute	VERB
cana-1721	169	16	ledger	ledger	NOUN
cana-1721	169	17	technology;optimal	technology;optimal	PROPN
cana-1721	169	18	resource	resource	NOUN
cana-1721	169	19	management;digital	management;digital	PROPN
cana-1721	169	20	twin	twin	NOUN
cana-1721	169	21	beyond	beyond	ADP
cana-1721	169	22	5	5	NUM
cana-1721	169	23	g	g	NOUN
cana-1721	169	24	networks;hybrid	networks;hybrid	VERB
cana-1721	169	25	energy	energy	NOUN
cana-1721	169	26	valley	valley	NOUN
cana-1721	169	27	with	with	ADP
cana-1721	169	28	lévy	lévy	ADJ
cana-1721	169	29	flight	flight	NOUN
cana-1721	169	30	distribution	distribution	NOUN
cana-1721	169	31	optimization	optimization	NOUN
cana-1721	169	32	}	}	PUNCT
cana-1721	169	33	,	,	PUNCT
cana-1721	169	34	[	[	X
cana-1721	169	35	7	7	X
cana-1721	169	36	]	]	PUNCT
cana-1721	169	37	t.	t.	PROPN
cana-1721	169	38	t.	t.	PROPN
cana-1721	169	39	thanh	thanh	PROPN
cana-1721	169	40	le	le	PROPN
cana-1721	169	41	and	and	CCONJ
cana-1721	169	42	s.	s.	PROPN
cana-1721	169	43	moh	moh	PROPN
cana-1721	169	44	,	,	PUNCT
cana-1721	169	45	"	"	PUNCT
cana-1721	169	46	comprehensive	comprehensive	ADJ
cana-1721	169	47	survey	survey	NOUN
cana-1721	169	48	of	of	ADP
cana-1721	169	49	radio	radio	NOUN
cana-1721	169	50	resource	resource	NOUN
cana-1721	169	51	allocation	allocation	NOUN
cana-1721	169	52	schemes	scheme	NOUN
cana-1721	169	53	for	for	ADP
cana-1721	169	54	5	5	NUM
cana-1721	169	55	g	g	NOUN
cana-1721	169	56	v2x	v2x	NOUN
cana-1721	169	57	communications	communication	NOUN
cana-1721	169	58	,	,	PUNCT
cana-1721	169	59	"	"	PUNCT
cana-1721	169	60	in	in	ADP
cana-1721	169	61	ieee	ieee	NOUN
cana-1721	169	62	access	access	NOUN
cana-1721	169	63	,	,	PUNCT
cana-1721	169	64	vol	vol	NOUN
cana-1721	169	65	.	.	NOUN
cana-1721	169	66	9	9	NUM
cana-1721	169	67	,	,	PUNCT
cana-1721	169	68	pp	pp	ADJ
cana-1721	169	69	.	.	PUNCT
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cana-1721	169	72	123133	123133	NUM
cana-1721	169	73	,	,	PUNCT
cana-1721	169	74	2021	2021	NUM
cana-1721	169	75	,	,	PUNCT
cana-1721	169	76	doi	doi	NOUN
cana-1721	169	77	:	:	PUNCT
cana-1721	169	78	10.1109	10.1109	NUM
cana-1721	169	79	/	/	SYM
cana-1721	169	80	access.2021.3109894	access.2021.3109894	NUM
cana-1721	169	81	.	.	PUNCT
cana-1721	170	1	keywords	keyword	NOUN
cana-1721	170	2	:	:	PUNCT
cana-1721	170	3	{	{	PUNCT
cana-1721	170	4	vehicle	vehicle	NOUN
cana-1721	170	5	-	-	PUNCT
cana-1721	170	6	to	to	ADP
cana-1721	170	7	-	-	PUNCT
cana-1721	170	8	everything;5	everything;5	NOUN
cana-1721	170	9	g	g	PROPN
cana-1721	170	10	mobile	mobile	ADJ
cana-1721	170	11	communication;quality	communication;quality	NOUN
cana-1721	170	12	of	of	ADP
cana-1721	170	13	service;3gpp;sensors;resource	service;3gpp;sensors;resource	PROPN
cana-1721	170	14	management;reliability;5	management;reliability;5	PROPN
cana-1721	170	15	g	g	PROPN
cana-1721	170	16	v2x	v2x	NOUN
cana-1721	170	17	communication;frequency	communication;frequency	NOUN
cana-1721	170	18	resource;its;resource	resource;its;resource	NOUN
cana-1721	170	19	allocation;vehicular	allocation;vehicular	ADJ
cana-1721	170	20	network	network	NOUN
cana-1721	170	21	}	}	PUNCT
cana-1721	170	22	,	,	PUNCT
cana-1721	170	23	[	[	X
cana-1721	170	24	8	8	NUM
cana-1721	170	25	]	]	X
cana-1721	170	26	f.	f.	PROPN
cana-1721	170	27	s.	s.	PROPN
cana-1721	170	28	samidi	samidi	VERB
cana-1721	170	29	,	,	PUNCT
cana-1721	170	30	n.	n.	NOUN
cana-1721	170	31	a.	a.	NOUN
cana-1721	170	32	m.	m.	PROPN
cana-1721	170	33	radzi	radzi	PROPN
cana-1721	170	34	,	,	PUNCT
cana-1721	170	35	w.	w.	PROPN
cana-1721	170	36	s.	s.	PROPN
cana-1721	170	37	h.	h.	PROPN
cana-1721	170	38	m.	m.	PROPN
cana-1721	170	39	w.	w.	PROPN
cana-1721	170	40	ahmad	ahmad	PROPN
cana-1721	170	41	,	,	PUNCT
cana-1721	170	42	f.	f.	PROPN
cana-1721	170	43	abdullah	abdullah	PROPN
cana-1721	170	44	,	,	PUNCT
cana-1721	170	45	m.	m.	NOUN
cana-1721	170	46	z.	z.	PROPN
cana-1721	170	47	jamaludin	jamaludin	PROPN
cana-1721	170	48	and	and	CCONJ
cana-1721	170	49	a.	a.	NOUN
cana-1721	170	50	ismail	ismail	PROPN
cana-1721	170	51	,	,	PUNCT
cana-1721	170	52	"	"	PUNCT
cana-1721	170	53	5	5	NUM
cana-1721	170	54	g	g	NOUN
cana-1721	170	55	new	new	ADJ
cana-1721	170	56	radio	radio	NOUN
cana-1721	170	57	:	:	PUNCT
cana-1721	170	58	dynamic	dynamic	ADJ
cana-1721	170	59	time	time	NOUN
cana-1721	170	60	division	division	NOUN
cana-1721	170	61	duplex	duplex	NOUN
cana-1721	170	62	radio	radio	NOUN
cana-1721	170	63	resource	resource	NOUN
cana-1721	170	64	management	management	NOUN
cana-1721	170	65	approaches	approach	NOUN
cana-1721	170	66	,	,	PUNCT
cana-1721	170	67	"	"	PUNCT
cana-1721	170	68	in	in	ADP
cana-1721	170	69	ieee	ieee	NOUN
cana-1721	170	70	access	access	NOUN
cana-1721	170	71	,	,	PUNCT
cana-1721	170	72	vol	vol	NOUN
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cana-1721	170	75	,	,	PUNCT
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cana-1721	170	77	.	.	PUNCT
cana-1721	171	1	113850113865	113850113865	NUM
cana-1721	171	2	,	,	PUNCT
cana-1721	171	3	2021	2021	NUM
cana-1721	171	4	,	,	PUNCT
cana-1721	171	5	doi	doi	NOUN
cana-1721	171	6	:	:	PUNCT
cana-1721	171	7	10.1109	10.1109	NUM
cana-1721	171	8	/	/	SYM
cana-1721	171	9	access.2021.3104277	access.2021.3104277	NOUN
cana-1721	171	10	.	.	PUNCT
cana-1721	172	1	keywords	keyword	NOUN
cana-1721	172	2	:	:	PUNCT
cana-1721	172	3	{	{	PUNCT
cana-1721	172	4	5	5	NUM
cana-1721	172	5	g	g	NOUN
cana-1721	172	6	mobile	mobile	ADJ
cana-1721	172	7	communication;transmitting	communication;transmitting	NOUN
cana-1721	172	8	antennas;software	antennas;software	NOUN
cana-1721	172	9	algorithms;interference;quality	algorithms;interference;quality	NOUN
cana-1721	172	10	of	of	ADP
cana-1721	172	11	service;machine	service;machine	PROPN
cana-1721	172	12	learning;energy	learning;energy	PROPN
cana-1721	172	13	efficiency;5g;resource	efficiency;5g;resource	INTJ
cana-1721	172	14	management;machine	management;machine	PROPN
cana-1721	172	15	learning;wireless	learning;wireless	NOUN
cana-1721	172	16	communication	communication	NOUN
cana-1721	172	17	}	}	PUNCT
cana-1721	172	18	,	,	PUNCT
cana-1721	172	19	[	[	X
cana-1721	172	20	9	9	NUM
cana-1721	172	21	]	]	PUNCT
cana-1721	172	22	a.	a.	NOUN
cana-1721	172	23	j.	j.	PROPN
cana-1721	172	24	morgado	morgado	PROPN
cana-1721	172	25	,	,	PUNCT
cana-1721	172	26	f.	f.	PROPN
cana-1721	172	27	b.	b.	PROPN
cana-1721	172	28	saghezchi	saghezchi	PROPN
cana-1721	172	29	,	,	PUNCT
cana-1721	172	30	s.	s.	PROPN
cana-1721	172	31	mumtaz	mumtaz	PROPN
cana-1721	172	32	,	,	PUNCT
cana-1721	172	33	v.	v.	ADP
cana-1721	172	34	frascolla	frascolla	PROPN
cana-1721	172	35	,	,	PUNCT
cana-1721	172	36	j.	j.	PROPN
cana-1721	172	37	rodriguez	rodriguez	PROPN
cana-1721	172	38	and	and	CCONJ
cana-1721	172	39	i.	i.	PROPN
cana-1721	172	40	otung	otung	PROPN
cana-1721	172	41	,	,	PUNCT
cana-1721	172	42	"	"	PUNCT
cana-1721	172	43	a	a	DET
cana-1721	172	44	novel	novel	ADJ
cana-1721	172	45	machine	machine	NOUN
cana-1721	172	46	learningbased	learningbase	VERB
cana-1721	172	47	scheme	scheme	NOUN
cana-1721	172	48	for	for	ADP
cana-1721	172	49	spectrum	spectrum	NOUN
cana-1721	172	50	sharing	sharing	NOUN
cana-1721	172	51	in	in	ADP
cana-1721	172	52	virtualized	virtualized	ADJ
cana-1721	172	53	5	5	NUM
cana-1721	172	54	g	g	NOUN
cana-1721	172	55	networks	network	NOUN
cana-1721	172	56	,	,	PUNCT
cana-1721	172	57	"	"	PUNCT
cana-1721	172	58	in	in	ADP
cana-1721	172	59	ieee	ieee	NOUN
cana-1721	172	60	transactions	transaction	NOUN
cana-1721	172	61	on	on	ADP
cana-1721	172	62	intelligent	intelligent	ADJ
cana-1721	172	63	transportation	transportation	NOUN
cana-1721	172	64	systems	system	NOUN
cana-1721	172	65	,	,	PUNCT
cana-1721	172	66	vol	vol	NOUN
cana-1721	172	67	.	.	PROPN
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cana-1721	172	69	,	,	PUNCT
cana-1721	172	70	no	no	INTJ
cana-1721	172	71	.	.	NOUN
cana-1721	172	72	10	10	NUM
cana-1721	172	73	,	,	PUNCT
cana-1721	172	74	pp	pp	ADJ
cana-1721	172	75	.	.	PUNCT
cana-1721	173	1	19691	19691	NUM
cana-1721	173	2	-	-	SYM
cana-1721	173	3	19703	19703	NUM
cana-1721	173	4	,	,	PUNCT
cana-1721	173	5	oct	oct	PROPN
cana-1721	173	6	.	.	PROPN
cana-1721	173	7	2022	2022	NUM
cana-1721	173	8	,	,	PUNCT
cana-1721	173	9	doi	doi	NOUN
cana-1721	173	10	:	:	PUNCT
cana-1721	173	11	10.1109	10.1109	NUM
cana-1721	173	12	/	/	SYM
cana-1721	173	13	tits.2022.3173153	tits.2022.3173153	NOUN
cana-1721	173	14	.	.	PUNCT
cana-1721	174	1	keywords	keyword	NOUN
cana-1721	174	2	:	:	PUNCT
cana-1721	174	3	{	{	PUNCT
cana-1721	174	4	5	5	NUM
cana-1721	174	5	g	g	PROPN
cana-1721	174	6	mobile	mobile	ADJ
cana-1721	174	7	communication;resource	communication;resource	PROPN
cana-1721	174	8	management;interference;computer	management;interference;computer	NOUN
cana-1721	174	9	architecture;clustering	architecture;clustering	NOUN
cana-1721	174	10	algorithms;microprocessors;licenses;5g;network	algorithms;microprocessors;licenses;5g;network	NOUN
cana-1721	174	11	management;machine	management;machine	PROPN
cana-1721	174	12	learning;network	learning;network	NOUN
cana-1721	174	13	function	function	NOUN
cana-1721	174	14	virtualization;radio	virtualization;radio	PROPN
cana-1721	174	15	spectrum	spectrum	NOUN
cana-1721	174	16	management;resource	management;resource	PROPN
cana-1721	174	17	allocation;software	allocation;software	PROPN
cana-1721	174	18	-	-	PUNCT
cana-1721	174	19	defined	define	VERB
cana-1721	174	20	networking	networking	NOUN
cana-1721	174	21	}	}	PUNCT
cana-1721	174	22	,	,	PUNCT
cana-1721	174	23	[	[	X
cana-1721	174	24	10	10	NUM
cana-1721	174	25	]	]	X
cana-1721	174	26	r.	r.	PROPN
cana-1721	174	27	-h	-h	PROPN
cana-1721	174	28	.	.	PUNCT
cana-1721	175	1	hwang	hwang	PROPN
cana-1721	175	2	,	,	PUNCT
cana-1721	175	3	f.	f.	PROPN
cana-1721	175	4	marzuk	marzuk	PROPN
cana-1721	175	5	,	,	PUNCT
cana-1721	175	6	m.	m.	PROPN
cana-1721	175	7	sikora	sikora	PROPN
cana-1721	175	8	,	,	PUNCT
cana-1721	175	9	p.	p.	NOUN
cana-1721	175	10	chołda	chołda	NOUN
cana-1721	175	11	and	and	CCONJ
cana-1721	175	12	y.	y.	PROPN
cana-1721	175	13	-d	-d	PROPN
cana-1721	175	14	.	.	PUNCT
cana-1721	176	1	lin	lin	PROPN
cana-1721	176	2	,	,	PUNCT
cana-1721	176	3	"	"	PUNCT
cana-1721	176	4	resource	resource	NOUN
cana-1721	176	5	management	management	NOUN
cana-1721	176	6	in	in	ADP
cana-1721	176	7	ladns	ladns	NOUN
cana-1721	176	8	supporting	support	VERB
cana-1721	176	9	5	5	NUM
cana-1721	176	10	g	g	NOUN
cana-1721	176	11	v2x	v2x	NOUN
cana-1721	176	12	communications	communication	NOUN
cana-1721	176	13	,	,	PUNCT
cana-1721	176	14	"	"	PUNCT
cana-1721	176	15	in	in	ADP
cana-1721	176	16	ieee	ieee	NOUN
cana-1721	176	17	access	access	NOUN
cana-1721	176	18	,	,	PUNCT
cana-1721	176	19	vol	vol	NOUN
cana-1721	176	20	.	.	PROPN
cana-1721	176	21	11	11	NUM
cana-1721	176	22	,	,	PUNCT
cana-1721	176	23	pp	pp	ADJ
cana-1721	176	24	.	.	PUNCT
cana-1721	176	25	63958	63958	NUM
cana-1721	176	26	-	-	SYM
cana-1721	176	27	63971	63971	NUM
cana-1721	176	28	,	,	PUNCT
cana-1721	176	29	2023	2023	NUM
cana-1721	176	30	,	,	PUNCT
cana-1721	176	31	doi	doi	NOUN
cana-1721	176	32	:	:	PUNCT
cana-1721	176	33	10.1109	10.1109	NUM
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cana-1721	176	36	.	.	PUNCT
cana-1721	177	1	keywords	keyword	NOUN
cana-1721	177	2	:	:	PUNCT
cana-1721	177	3	{	{	PUNCT
cana-1721	177	4	vehicle	vehicle	NOUN
cana-1721	177	5	-	-	PUNCT
cana-1721	177	6	to	to	ADP
cana-1721	177	7	-	-	PUNCT
cana-1721	177	8	everything;resource	everything;resource	NOUN
cana-1721	177	9	management;5	management;5	PROPN
cana-1721	177	10	g	g	PROPN
cana-1721	177	11	mobile	mobile	ADJ
cana-1721	177	12	communication;optimization;interference;signal	communication;optimization;interference;signal	NOUN
cana-1721	177	13	to	to	PART
cana-1721	177	14	noise	noise	VERB
cana-1721	177	15	ratio;quality	ratio;quality	NOUN
cana-1721	177	16	of	of	ADP
cana-1721	177	17	service;vehicle	service;vehicle	PROPN
cana-1721	177	18	-	-	PUNCT
cana-1721	177	19	to	to	ADP
cana-1721	177	20	-	-	PUNCT
cana-1721	177	21	everything;5g;local	everything;5g;local	ADP
cana-1721	177	22	access	access	NOUN
cana-1721	177	23	data	data	NOUN
cana-1721	177	24	network	network	NOUN
cana-1721	177	25	(	(	PUNCT
cana-1721	177	26	ladn);optimization;resource	ladn);optimization;resource	PROPN
cana-1721	177	27	management;vehicle	management;vehicle	PROPN
cana-1721	177	28	-	-	PUNCT
cana-1721	177	29	to	to	ADP
cana-1721	177	30	-	-	PUNCT
cana-1721	177	31	everything	everything	PRON
cana-1721	177	32	(	(	PUNCT
cana-1721	177	33	v2x	v2x	NOUN
cana-1721	177	34	)	)	PUNCT
cana-1721	177	35	communications	communication	NOUN
cana-1721	177	36	}	}	PUNCT
cana-1721	177	37	,	,	PUNCT
cana-1721	177	38	[	[	X
cana-1721	177	39	11	11	NUM
cana-1721	177	40	]	]	X
cana-1721	177	41	f.	f.	PROPN
cana-1721	177	42	debbabi	debbabi	PROPN
cana-1721	177	43	,	,	PUNCT
cana-1721	177	44	r.	r.	PROPN
cana-1721	177	45	jmal	jmal	PROPN
cana-1721	177	46	,	,	PUNCT
cana-1721	177	47	l.	l.	PROPN
cana-1721	177	48	c.	c.	PROPN
cana-1721	177	49	fourati	fourati	PROPN
cana-1721	177	50	and	and	CCONJ
cana-1721	177	51	r.	r.	PROPN
cana-1721	177	52	l.	l.	PROPN
cana-1721	177	53	aguiar	aguiar	PROPN
cana-1721	177	54	,	,	PUNCT
cana-1721	177	55	"	"	PUNCT
cana-1721	177	56	an	an	DET
cana-1721	177	57	overview	overview	NOUN
cana-1721	177	58	of	of	ADP
cana-1721	177	59	interslice	interslice	NOUN
cana-1721	177	60	and	and	CCONJ
cana-1721	177	61	intraslice	intraslice	NOUN
cana-1721	177	62	resource	resource	NOUN
cana-1721	177	63	allocation	allocation	NOUN
cana-1721	177	64	in	in	ADP
cana-1721	177	65	b5	b5	PROPN
cana-1721	177	66	g	g	PROPN
cana-1721	177	67	telecommunication	telecommunication	NOUN
cana-1721	177	68	networks	network	NOUN
cana-1721	177	69	,	,	PUNCT
cana-1721	177	70	"	"	PUNCT
cana-1721	177	71	in	in	ADP
cana-1721	177	72	ieee	ieee	NOUN
cana-1721	177	73	transactions	transaction	NOUN
cana-1721	177	74	on	on	ADP
cana-1721	177	75	network	network	NOUN
cana-1721	177	76	and	and	CCONJ
cana-1721	177	77	service	service	NOUN
cana-1721	177	78	management	management	NOUN
cana-1721	177	79	,	,	PUNCT
cana-1721	177	80	vol	vol	NOUN
cana-1721	177	81	.	.	PROPN
cana-1721	177	82	19	19	NUM
cana-1721	177	83	,	,	PUNCT
cana-1721	177	84	no	no	INTJ
cana-1721	177	85	.	.	NOUN
cana-1721	177	86	4	4	NUM
cana-1721	177	87	,	,	PUNCT
cana-1721	177	88	pp	pp	ADJ
cana-1721	177	89	.	.	PUNCT
cana-1721	178	1	5120	5120	NUM
cana-1721	178	2	-	-	SYM
cana-1721	178	3	5132	5132	NUM
cana-1721	178	4	,	,	PUNCT
cana-1721	178	5	dec	dec	PROPN
cana-1721	178	6	.	.	PROPN
cana-1721	178	7	2022	2022	NUM
cana-1721	178	8	,	,	PUNCT
cana-1721	178	9	doi	doi	NOUN
cana-1721	178	10	:	:	PUNCT
cana-1721	178	11	10.1109	10.1109	NUM
cana-1721	178	12	/	/	SYM
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cana-1721	178	14	.	.	PUNCT
cana-1721	179	1	keywords	keyword	NOUN
cana-1721	179	2	:	:	PUNCT
cana-1721	179	3	{	{	PUNCT
cana-1721	179	4	5	5	NUM
cana-1721	179	5	g	g	PROPN
cana-1721	179	6	mobile	mobile	ADJ
cana-1721	179	7	communication;resource	communication;resource	PROPN
cana-1721	179	8	management;network	management;network	PROPN
cana-1721	179	9	slicing;3gpp;radio	slicing;3gpp;radio	NOUN
cana-1721	179	10	access	access	NOUN
cana-1721	179	11	networks;quality	networks;quality	NOUN
cana-1721	179	12	of	of	ADP
cana-1721	179	13	experience;next	experience;next	PROPN
cana-1721	179	14	generation	generation	NOUN
cana-1721	179	15	networking;5g;b5g;6g;network	networking;5g;b5g;6g;network	NOUN
cana-1721	179	16	slicing;resource	slicing;resource	PROPN
cana-1721	179	17	allocation;admission	allocation;admission	PROPN
cana-1721	179	18	control;optimization	control;optimization	PROPN
cana-1721	179	19	algorithms;qos;qoe	algorithms;qos;qoe	VERB
cana-1721	179	20	}	}	PUNCT
cana-1721	179	21	,	,	PUNCT
cana-1721	179	22	[	[	X
cana-1721	179	23	12	12	NUM
cana-1721	179	24	]	]	PUNCT
cana-1721	179	25	s.	s.	PROPN
cana-1721	179	26	s.	s.	PROPN
cana-1721	179	27	sefati	sefati	PROPN
cana-1721	179	28	et	et	PROPN
cana-1721	179	29	al	al	PROPN
cana-1721	179	30	.	.	PROPN
cana-1721	179	31	,	,	PUNCT
cana-1721	179	32	"	"	PUNCT
cana-1721	179	33	a	a	DET
cana-1721	179	34	comprehensive	comprehensive	ADJ
cana-1721	179	35	survey	survey	NOUN
cana-1721	179	36	on	on	ADP
cana-1721	179	37	resource	resource	NOUN
cana-1721	179	38	management	management	NOUN
cana-1721	179	39	in	in	ADP
cana-1721	179	40	6	6	NUM
cana-1721	179	41	g	g	NOUN
cana-1721	179	42	network	network	NOUN
cana-1721	179	43	based	base	VERB
cana-1721	179	44	on	on	ADP
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cana-1721	179	46	of	of	ADP
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cana-1721	179	48	,	,	PUNCT
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cana-1721	179	50	in	in	ADP
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cana-1721	180	1	113741	113741	NUM
cana-1721	180	2	-	-	SYM
cana-1721	180	3	113784	113784	NUM
cana-1721	180	4	,	,	PUNCT
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cana-1721	180	6	,	,	PUNCT
cana-1721	180	7	doi	doi	NOUN
cana-1721	180	8	:	:	PUNCT
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cana-1721	181	3	{	{	PUNCT
cana-1721	181	4	6	6	NUM
cana-1721	181	5	g	g	PROPN
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cana-1721	181	7	communication;resource	communication;resource	PROPN
cana-1721	181	8	management;internet	management;internet	NOUN
cana-1721	181	9	of	of	ADP
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cana-1721	181	11	g	g	PROPN
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cana-1721	181	19	of	of	ADP
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cana-1721	181	21	management;survey;quality	management;survey;quality	NOUN
cana-1721	181	22	of	of	ADP
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cana-1721	181	24	(	(	PUNCT
cana-1721	181	25	qos	qos	PROPN
cana-1721	181	26	)	)	PUNCT
cana-1721	181	27	}	}	PUNCT
cana-1721	181	28	,	,	PUNCT
cana-1721	181	29	communications	communication	NOUN
cana-1721	181	30	on	on	ADP
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cana-1721	181	32	nonlinear	nonlinear	ADJ
cana-1721	181	33	analysis	analysis	NOUN
cana-1721	181	34	issn	issn	NOUN
cana-1721	181	35	:	:	PUNCT
cana-1721	181	36	1074	1074	NUM
cana-1721	181	37	-	-	PUNCT
cana-1721	181	38	133x	133x	NUM
cana-1721	181	39	vol	vol	NOUN
cana-1721	181	40	32	32	NUM
cana-1721	181	41	no	no	NOUN
cana-1721	181	42	.	.	NOUN
cana-1721	181	43	2	2	NUM
cana-1721	181	44	(	(	PUNCT
cana-1721	181	45	2025	2025	NUM
cana-1721	181	46	)	)	PUNCT
cana-1721	182	1	101	101	NUM
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cana-1721	183	1	[	[	X
cana-1721	183	2	13	13	NUM
cana-1721	183	3	]	]	PUNCT
cana-1721	183	4	m.	m.	NOUN
cana-1721	183	5	maule	maule	PROPN
cana-1721	183	6	,	,	PUNCT
cana-1721	183	7	j.	j.	PROPN
cana-1721	183	8	s.	s.	PROPN
cana-1721	183	9	vardakas	vardakas	PROPN
cana-1721	183	10	and	and	CCONJ
cana-1721	183	11	c.	c.	PROPN
cana-1721	183	12	verikoukis	verikoukis	PROPN
cana-1721	183	13	,	,	PUNCT
cana-1721	183	14	"	"	PUNCT
cana-1721	183	15	a	a	DET
cana-1721	183	16	novel	novel	ADJ
cana-1721	183	17	5g	5g	NUM
cana-1721	183	18	-	-	PUNCT
cana-1721	183	19	nr	nr	NOUN
cana-1721	183	20	resources	resource	NOUN
cana-1721	183	21	partitioning	partition	VERB
cana-1721	183	22	framework	framework	NOUN
cana-1721	183	23	through	through	ADP
cana-1721	183	24	realtime	realtime	NOUN
cana-1721	183	25	user	user	NOUN
cana-1721	183	26	-	-	PUNCT
cana-1721	183	27	provider	provider	NOUN
cana-1721	183	28	traffic	traffic	NOUN
cana-1721	183	29	demand	demand	NOUN
cana-1721	183	30	analysis	analysis	NOUN
cana-1721	183	31	,	,	PUNCT
cana-1721	183	32	"	"	PUNCT
cana-1721	183	33	in	in	ADP
cana-1721	183	34	ieee	ieee	NOUN
cana-1721	183	35	systems	system	NOUN
cana-1721	183	36	journal	journal	NOUN
cana-1721	183	37	,	,	PUNCT
cana-1721	183	38	vol	vol	NOUN
cana-1721	183	39	.	.	PROPN
cana-1721	183	40	16	16	NUM
cana-1721	183	41	,	,	PUNCT
cana-1721	183	42	no	no	INTJ
cana-1721	183	43	.	.	NOUN
cana-1721	183	44	4	4	NUM
cana-1721	183	45	,	,	PUNCT
cana-1721	183	46	pp	pp	ADJ
cana-1721	183	47	.	.	PUNCT
cana-1721	184	1	5317	5317	NUM
cana-1721	184	2	-	-	SYM
cana-1721	184	3	5328	5328	NUM
cana-1721	184	4	,	,	PUNCT
cana-1721	184	5	dec	dec	PROPN
cana-1721	184	6	.	.	PROPN
cana-1721	184	7	2022	2022	NUM
cana-1721	184	8	,	,	PUNCT
cana-1721	184	9	doi	doi	NOUN
cana-1721	184	10	:	:	PUNCT
cana-1721	184	11	10.1109	10.1109	NUM
cana-1721	184	12	/	/	SYM
cana-1721	184	13	jsyst.2021.3115896	jsyst.2021.3115896	NOUN
cana-1721	184	14	.	.	PUNCT
cana-1721	185	1	keywords	keyword	NOUN
cana-1721	185	2	:	:	PUNCT
cana-1721	185	3	{	{	PUNCT
cana-1721	185	4	5	5	NUM
cana-1721	185	5	g	g	NOUN
cana-1721	185	6	mobile	mobile	ADJ
cana-1721	185	7	communication;computer	communication;computer	NOUN
cana-1721	185	8	architecture;real	architecture;real	NOUN
cana-1721	185	9	-	-	PUNCT
cana-1721	185	10	time	time	NOUN
cana-1721	185	11	systems;dynamic	systems;dynamic	PROPN
cana-1721	185	12	scheduling;protocols;cloud	scheduling;protocols;cloud	PROPN
cana-1721	185	13	computing;3gpp;5g;5	computing;3gpp;5g;5	PROPN
cana-1721	185	14	g	g	PROPN
cana-1721	185	15	new	new	ADJ
cana-1721	185	16	-	-	PUNCT
cana-1721	185	17	radio	radio	NOUN
cana-1721	185	18	(	(	PUNCT
cana-1721	185	19	5g	5g	NUM
cana-1721	185	20	-	-	PUNCT
cana-1721	185	21	nr);cloud	nr);cloud	NOUN
cana-1721	185	22	radio	radio	NOUN
cana-1721	185	23	access	access	NOUN
cana-1721	185	24	network	network	NOUN
cana-1721	185	25	(	(	PUNCT
cana-1721	185	26	c	c	X
cana-1721	185	27	-	-	PUNCT
cana-1721	185	28	ran);network	ran);network	NOUN
cana-1721	185	29	slicing	slicing	NOUN
cana-1721	185	30	(	(	PUNCT
cana-1721	185	31	ns);resources	ns);resource	NOUN
cana-1721	185	32	optimization;service	optimization;service	NOUN
cana-1721	185	33	-	-	PUNCT
cana-1721	185	34	based	base	VERB
cana-1721	185	35	architecture;testbed	architecture;testbed	PROPN
cana-1721	185	36	}	}	PUNCT
cana-1721	185	37	,	,	PUNCT
cana-1721	186	1	[	[	X
cana-1721	186	2	14	14	NUM
cana-1721	186	3	]	]	X
cana-1721	186	4	y.	y.	PROPN
cana-1721	186	5	kim	kim	PROPN
cana-1721	186	6	and	and	CCONJ
cana-1721	186	7	h.	h.	PROPN
cana-1721	186	8	lim	lim	PROPN
cana-1721	186	9	,	,	PUNCT
cana-1721	186	10	"	"	PUNCT
cana-1721	186	11	multi	multi	ADJ
cana-1721	186	12	-	-	ADJ
cana-1721	186	13	agent	agent	ADJ
cana-1721	186	14	reinforcement	reinforcement	NOUN
cana-1721	186	15	learning	learning	NOUN
cana-1721	186	16	-	-	PUNCT
cana-1721	186	17	based	base	VERB
cana-1721	186	18	resource	resource	NOUN
cana-1721	186	19	management	management	NOUN
cana-1721	186	20	for	for	ADP
cana-1721	186	21	end	end	NOUN
cana-1721	186	22	-	-	PUNCT
cana-1721	186	23	to	to	ADP
cana-1721	186	24	-	-	PUNCT
cana-1721	186	25	end	end	NOUN
cana-1721	186	26	network	network	NOUN
cana-1721	186	27	slicing	slicing	NOUN
cana-1721	186	28	,	,	PUNCT
cana-1721	186	29	"	"	PUNCT
cana-1721	186	30	in	in	ADP
cana-1721	186	31	ieee	ieee	NOUN
cana-1721	186	32	access	access	NOUN
cana-1721	186	33	,	,	PUNCT
cana-1721	186	34	vol	vol	NOUN
cana-1721	186	35	.	.	NOUN
cana-1721	186	36	9	9	NUM
cana-1721	186	37	,	,	PUNCT
cana-1721	186	38	pp	pp	ADJ
cana-1721	186	39	.	.	PUNCT
cana-1721	187	1	56178	56178	NUM
cana-1721	187	2	-	-	SYM
cana-1721	187	3	56190	56190	NUM
cana-1721	187	4	,	,	PUNCT
cana-1721	187	5	2021	2021	NUM
cana-1721	187	6	,	,	PUNCT
cana-1721	187	7	doi	doi	NOUN
cana-1721	187	8	:	:	PUNCT
cana-1721	187	9	10.1109	10.1109	NUM
cana-1721	187	10	/	/	SYM
cana-1721	187	11	access.2021.3072435	access.2021.3072435	NOUN
cana-1721	187	12	.	.	PUNCT
cana-1721	188	1	keywords	keyword	NOUN
cana-1721	188	2	:	:	PUNCT
cana-1721	188	3	{	{	PUNCT
cana-1721	188	4	resource	resource	NOUN
cana-1721	188	5	management;network	management;network	NOUN
cana-1721	188	6	slicing;5	slicing;5	PROPN
cana-1721	188	7	g	g	PROPN
cana-1721	188	8	mobile	mobile	NOUN
cana-1721	188	9	communication;dynamic	communication;dynamic	PROPN
cana-1721	188	10	scheduling;quality	scheduling;quality	NOUN
cana-1721	188	11	of	of	ADP
cana-1721	188	12	service;delays;computer	service;delays;computer	PROPN
cana-1721	188	13	architecture;5g;network	architecture;5g;network	PROPN
cana-1721	188	14	slicing;multi	slicing;multi	PROPN
cana-1721	188	15	-	-	PUNCT
cana-1721	188	16	access	access	NOUN
cana-1721	188	17	edge	edge	NOUN
cana-1721	188	18	computing;network	computing;network	PROPN
cana-1721	188	19	resource	resource	NOUN
cana-1721	188	20	management;multi	management;multi	ADJ
cana-1721	188	21	-	-	ADJ
cana-1721	188	22	agent	agent	ADJ
cana-1721	188	23	reinforcement	reinforcement	NOUN
cana-1721	188	24	learning	learning	NOUN
cana-1721	188	25	}	}	PUNCT
cana-1721	188	26	,	,	PUNCT
cana-1721	188	27	[	[	X
cana-1721	188	28	15	15	NUM
cana-1721	188	29	]	]	X
cana-1721	188	30	y.	y.	PROPN
cana-1721	188	31	kim	kim	PROPN
cana-1721	188	32	and	and	CCONJ
cana-1721	188	33	h.	h.	PROPN
cana-1721	188	34	lim	lim	PROPN
cana-1721	188	35	,	,	PUNCT
cana-1721	188	36	"	"	PUNCT
cana-1721	188	37	multi	multi	ADJ
cana-1721	188	38	-	-	ADJ
cana-1721	188	39	agent	agent	ADJ
cana-1721	188	40	reinforcement	reinforcement	NOUN
cana-1721	188	41	learning	learning	NOUN
cana-1721	188	42	-	-	PUNCT
cana-1721	188	43	based	base	VERB
cana-1721	188	44	resource	resource	NOUN
cana-1721	188	45	management	management	NOUN
cana-1721	188	46	for	for	ADP
cana-1721	188	47	end	end	NOUN
cana-1721	188	48	-	-	PUNCT
cana-1721	188	49	to	to	ADP
cana-1721	188	50	-	-	PUNCT
cana-1721	188	51	end	end	NOUN
cana-1721	188	52	network	network	NOUN
cana-1721	188	53	slicing	slicing	NOUN
cana-1721	188	54	,	,	PUNCT
cana-1721	188	55	"	"	PUNCT
cana-1721	188	56	in	in	ADP
cana-1721	188	57	ieee	ieee	NOUN
cana-1721	188	58	access	access	NOUN
cana-1721	188	59	,	,	PUNCT
cana-1721	188	60	vol	vol	NOUN
cana-1721	188	61	.	.	NOUN
cana-1721	188	62	9	9	NUM
cana-1721	188	63	,	,	PUNCT
cana-1721	188	64	pp	pp	ADJ
cana-1721	188	65	.	.	PUNCT
cana-1721	189	1	56178	56178	NUM
cana-1721	189	2	-	-	SYM
cana-1721	189	3	56190	56190	NUM
cana-1721	189	4	,	,	PUNCT
cana-1721	189	5	2021	2021	NUM
cana-1721	189	6	,	,	PUNCT
cana-1721	189	7	doi	doi	NOUN
cana-1721	189	8	:	:	PUNCT
cana-1721	189	9	10.1109	10.1109	NUM
cana-1721	189	10	/	/	SYM
cana-1721	189	11	access.2021.3072435	access.2021.3072435	NOUN
cana-1721	189	12	.	.	PUNCT
cana-1721	190	1	keywords	keyword	NOUN
cana-1721	190	2	:	:	PUNCT
cana-1721	190	3	{	{	PUNCT
cana-1721	190	4	resource	resource	NOUN
cana-1721	190	5	management;network	management;network	NOUN
cana-1721	190	6	slicing;5	slicing;5	PROPN
cana-1721	190	7	g	g	PROPN
cana-1721	190	8	mobile	mobile	NOUN
cana-1721	190	9	communication;dynamic	communication;dynamic	PROPN
cana-1721	190	10	scheduling;quality	scheduling;quality	NOUN
cana-1721	190	11	of	of	ADP
cana-1721	190	12	service;delays;computer	service;delays;computer	PROPN
cana-1721	190	13	architecture;5g;network	architecture;5g;network	PROPN
cana-1721	190	14	slicing;multi	slicing;multi	PROPN
cana-1721	190	15	-	-	PUNCT
cana-1721	190	16	access	access	NOUN
cana-1721	190	17	edge	edge	NOUN
cana-1721	190	18	computing;network	computing;network	PROPN
cana-1721	190	19	resource	resource	NOUN
cana-1721	190	20	management;multi	management;multi	ADJ
cana-1721	190	21	-	-	ADJ
cana-1721	190	22	agent	agent	ADJ
cana-1721	190	23	reinforcement	reinforcement	NOUN
cana-1721	190	24	learning	learning	NOUN
cana-1721	190	25	,	,	PUNCT
cana-1721	190	26	process	process	NOUN
cana-1721	190	27	}	}	PUNCT
cana-1721	190	28	,	,	PUNCT