id	sid	tid	token	lemma	pos
cana-6278	1	1	communications	communication	NOUN
cana-6278	1	2	on	on	ADP
cana-6278	1	3	applied	apply	VERB
cana-6278	1	4	nonlinear	nonlinear	ADJ
cana-6278	1	5	analysis	analysis	NOUN
cana-6278	1	6	issn	issn	NOUN
cana-6278	1	7	:	:	PUNCT
cana-6278	1	8	1074	1074	NUM
cana-6278	1	9	-	-	PUNCT
cana-6278	1	10	133x	133x	NUM
cana-6278	1	11	vol	vol	VERB
cana-6278	1	12	32	32	NUM
cana-6278	1	13	no	no	NOUN
cana-6278	1	14	.	.	PUNCT
cana-6278	2	1	10s	10	NOUN
cana-6278	2	2	(	(	PUNCT
cana-6278	2	3	2025	2025	NUM
cana-6278	2	4	)	)	PUNCT
cana-6278	2	5	3633	3633	NUM
cana-6278	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	2	7	federated	federate	VERB
cana-6278	2	8	identity	identity	NOUN
cana-6278	2	9	graph	graph	NOUN
cana-6278	2	10	construction	construction	NOUN
cana-6278	2	11	for	for	ADP
cana-6278	2	12	real	real	ADJ
cana-6278	2	13	-	-	PUNCT
cana-6278	2	14	time	time	NOUN
cana-6278	2	15	cross	cross	ADJ
cana-6278	2	16	-	-	ADJ
cana-6278	2	17	channel	channel	ADJ
cana-6278	2	18	activation	activation	NOUN
cana-6278	2	19	in	in	ADP
cana-6278	2	20	enterprise	enterprise	NOUN
cana-6278	2	21	cdps	cdps	PROPN
cana-6278	2	22	arjun	arjun	PROPN
cana-6278	2	23	sirangi	sirangi	PROPN
cana-6278	2	24	cdp	cdp	PROPN
cana-6278	2	25	architect	architect	NOUN
cana-6278	2	26	article	article	NOUN
cana-6278	2	27	history	history	NOUN
cana-6278	2	28	:	:	PUNCT
cana-6278	2	29	received:04/09/2025	received:04/09/2025	ADJ
cana-6278	2	30	revised:03/10/2025	revised:03/10/2025	PROPN
cana-6278	2	31	accepted:27/11/2025	accepted:27/11/2025	PROPN
cana-6278	2	32	abstract	abstract	NOUN
cana-6278	2	33	:	:	PUNCT
cana-6278	2	34	enterprise	enterprise	NOUN
cana-6278	2	35	customer	customer	NOUN
cana-6278	2	36	data	data	NOUN
cana-6278	2	37	platforms	platform	NOUN
cana-6278	2	38	(	(	PUNCT
cana-6278	2	39	cdps	cdps	PROPN
cana-6278	2	40	)	)	PUNCT
cana-6278	2	41	face	face	VERB
cana-6278	2	42	fundamental	fundamental	ADJ
cana-6278	2	43	tension	tension	NOUN
cana-6278	2	44	between	between	ADP
cana-6278	2	45	real	real	ADJ
cana-6278	2	46	-	-	PUNCT
cana-6278	2	47	time	time	NOUN
cana-6278	2	48	cross	cross	ADJ
cana-6278	2	49	-	-	ADJ
cana-6278	2	50	channel	channel	ADJ
cana-6278	2	51	activation	activation	NOUN
cana-6278	2	52	demands	demand	NOUN
cana-6278	2	53	and	and	CCONJ
cana-6278	2	54	intensifying	intensify	VERB
cana-6278	2	55	privacy	privacy	NOUN
cana-6278	2	56	regulations	regulation	NOUN
cana-6278	2	57	.	.	PUNCT
cana-6278	3	1	this	this	DET
cana-6278	3	2	paper	paper	NOUN
cana-6278	3	3	introduces	introduce	VERB
cana-6278	3	4	a	a	DET
cana-6278	3	5	novel	novel	ADJ
cana-6278	3	6	federated	federate	VERB
cana-6278	3	7	identity	identity	NOUN
cana-6278	3	8	graph	graph	NOUN
cana-6278	3	9	architecture	architecture	NOUN
cana-6278	3	10	that	that	PRON
cana-6278	3	11	reconciles	reconcile	VERB
cana-6278	3	12	these	these	DET
cana-6278	3	13	imperatives	imperative	NOUN
cana-6278	3	14	through	through	ADP
cana-6278	3	15	distributed	distribute	VERB
cana-6278	3	16	computation	computation	NOUN
cana-6278	3	17	without	without	ADP
cana-6278	3	18	raw	raw	ADJ
cana-6278	3	19	data	datum	NOUN
cana-6278	3	20	centralization	centralization	NOUN
cana-6278	3	21	.	.	PUNCT
cana-6278	4	1	our	our	PRON
cana-6278	4	2	framework	framework	NOUN
cana-6278	4	3	leverages	leverage	VERB
cana-6278	4	4	federated	federated	ADJ
cana-6278	4	5	learning	learning	NOUN
cana-6278	4	6	principles	principle	NOUN
cana-6278	4	7	,	,	PUNCT
cana-6278	4	8	secure	secure	VERB
cana-6278	4	9	multi	multi	ADJ
cana-6278	4	10	-	-	ADJ
cana-6278	4	11	party	party	ADJ
cana-6278	4	12	computation	computation	NOUN
cana-6278	4	13	(	(	PUNCT
cana-6278	4	14	smpc	smpc	NOUN
cana-6278	4	15	)	)	PUNCT
cana-6278	4	16	,	,	PUNCT
cana-6278	4	17	and	and	CCONJ
cana-6278	4	18	incremental	incremental	ADJ
cana-6278	4	19	graph	graph	NOUN
cana-6278	4	20	algorithms	algorithm	NOUN
cana-6278	4	21	to	to	PART
cana-6278	4	22	construct	construct	VERB
cana-6278	4	23	identity	identity	NOUN
cana-6278	4	24	clusters	cluster	NOUN
cana-6278	4	25	across	across	ADP
cana-6278	4	26	data	datum	NOUN
cana-6278	4	27	silos	silo	NOUN
cana-6278	4	28	while	while	SCONJ
cana-6278	4	29	maintaining	maintain	VERB
cana-6278	4	30	gdpr	gdpr	NOUN
cana-6278	4	31	/	/	SYM
cana-6278	4	32	ccpa	ccpa	NOUN
cana-6278	4	33	compliance	compliance	NOUN
cana-6278	4	34	.	.	PUNCT
cana-6278	5	1	core	core	NOUN
cana-6278	5	2	innovations	innovation	NOUN
cana-6278	5	3	include	include	VERB
cana-6278	5	4	:	:	PUNCT
cana-6278	5	5	(	(	PUNCT
cana-6278	5	6	1	1	X
cana-6278	5	7	)	)	PUNCT
cana-6278	5	8	a	a	DET
cana-6278	5	9	federated	federate	VERB
cana-6278	5	10	identity	identity	NOUN
cana-6278	5	11	resolution	resolution	NOUN
cana-6278	5	12	algorithm	algorithm	NOUN
cana-6278	5	13	(	(	PUNCT
cana-6278	5	14	fira	fira	PROPN
cana-6278	5	15	)	)	PUNCT
cana-6278	5	16	combining	combine	VERB
cana-6278	5	17	deterministic	deterministic	ADJ
cana-6278	5	18	rules	rule	NOUN
cana-6278	5	19	with	with	ADP
cana-6278	5	20	privacy	privacy	NOUN
cana-6278	5	21	-	-	PUNCT
cana-6278	5	22	preserving	preserve	VERB
cana-6278	5	23	probabilistic	probabilistic	ADJ
cana-6278	5	24	matching	matching	NOUN
cana-6278	5	25	,	,	PUNCT
cana-6278	5	26	(	(	PUNCT
cana-6278	5	27	2	2	X
cana-6278	5	28	)	)	PUNCT
cana-6278	5	29	a	a	DET
cana-6278	5	30	real	real	ADJ
cana-6278	5	31	-	-	PUNCT
cana-6278	5	32	time	time	NOUN
cana-6278	5	33	graph	graph	NOUN
cana-6278	5	34	update	update	NOUN
cana-6278	5	35	layer	layer	NOUN
cana-6278	5	36	using	use	VERB
cana-6278	5	37	kafka	kafka	PROPN
cana-6278	5	38	and	and	CCONJ
cana-6278	5	39	flink	flink	PROPN
cana-6278	5	40	achieving	achieve	VERB
cana-6278	5	41	142ms	142ms	ADJ
cana-6278	5	42	median	median	ADJ
cana-6278	5	43	activation	activation	NOUN
cana-6278	5	44	latency	latency	NOUN
cana-6278	5	45	,	,	PUNCT
cana-6278	5	46	and	and	CCONJ
cana-6278	5	47	(	(	PUNCT
cana-6278	5	48	3	3	X
cana-6278	5	49	)	)	PUNCT
cana-6278	5	50	policy	policy	NOUN
cana-6278	5	51	-	-	PUNCT
cana-6278	5	52	driven	drive	VERB
cana-6278	5	53	activation	activation	NOUN
cana-6278	5	54	gateways	gateway	NOUN
cana-6278	5	55	enforcing	enforce	VERB
cana-6278	5	56	purposebased	purposebase	VERB
cana-6278	5	57	data	datum	NOUN
cana-6278	5	58	federation	federation	PROPN
cana-6278	5	59	.	.	PUNCT
cana-6278	6	1	benchmarking	benchmarke	VERB
cana-6278	6	2	against	against	ADP
cana-6278	6	3	centralized	centralized	ADJ
cana-6278	6	4	baselines	baseline	NOUN
cana-6278	6	5	demonstrates	demonstrate	VERB
cana-6278	6	6	68	68	NUM
cana-6278	6	7	%	%	NOUN
cana-6278	6	8	latency	latency	NOUN
cana-6278	6	9	reduction	reduction	NOUN
cana-6278	6	10	at	at	ADP
cana-6278	6	11	1.2	1.2	NUM
cana-6278	6	12	m	m	NOUN
cana-6278	6	13	resolutions	resolution	NOUN
cana-6278	6	14	/	/	SYM
cana-6278	6	15	sec	sec	PROPN
cana-6278	6	16	with	with	ADP
cana-6278	6	17	0.92	0.92	NUM
cana-6278	6	18	f1	f1	NOUN
cana-6278	6	19	-	-	PUNCT
cana-6278	6	20	score	score	NOUN
cana-6278	6	21	under	under	ADP
cana-6278	6	22	differential	differential	ADJ
cana-6278	6	23	privacy	privacy	NOUN
cana-6278	6	24	(	(	PUNCT
cana-6278	6	25	ε=0.5	ε=0.5	NOUN
cana-6278	6	26	)	)	PUNCT
cana-6278	6	27	.	.	PUNCT
cana-6278	7	1	the	the	DET
cana-6278	7	2	architecture	architecture	NOUN
cana-6278	7	3	reduces	reduce	VERB
cana-6278	7	4	privacy	privacy	NOUN
cana-6278	7	5	leakage	leakage	NOUN
cana-6278	7	6	risk	risk	NOUN
cana-6278	7	7	by	by	ADP
cana-6278	7	8	18.7×	18.7×	PROPN
cana-6278	7	9	while	while	SCONJ
cana-6278	7	10	scaling	scale	VERB
cana-6278	7	11	linearly	linearly	ADV
cana-6278	7	12	to	to	ADP
cana-6278	7	13	10m+	10m+	NUM
cana-6278	7	14	identities	identity	NOUN
cana-6278	7	15	,	,	PUNCT
cana-6278	7	16	establishing	establish	VERB
cana-6278	7	17	a	a	DET
cana-6278	7	18	new	new	ADJ
cana-6278	7	19	paradigm	paradigm	NOUN
cana-6278	7	20	for	for	ADP
cana-6278	7	21	privacy	privacy	NOUN
cana-6278	7	22	-	-	PUNCT
cana-6278	7	23	first	first	ADJ
cana-6278	7	24	enterprise	enterprise	NOUN
cana-6278	7	25	cdps	cdp	NOUN
cana-6278	7	26	.	.	PUNCT
cana-6278	8	1	keywordsfederated	keywordsfederate	VERB
cana-6278	8	2	identity	identity	NOUN
cana-6278	8	3	graph	graph	NOUN
cana-6278	8	4	,	,	PUNCT
cana-6278	8	5	customer	customer	NOUN
cana-6278	8	6	data	datum	NOUN
cana-6278	8	7	platform	platform	NOUN
cana-6278	8	8	,	,	PUNCT
cana-6278	8	9	identity	identity	NOUN
cana-6278	8	10	resolution	resolution	NOUN
cana-6278	8	11	,	,	PUNCT
cana-6278	8	12	cross	cross	ADJ
cana-6278	8	13	-	-	ADJ
cana-6278	8	14	channel	channel	ADJ
cana-6278	8	15	activation	activation	NOUN
cana-6278	8	16	,	,	PUNCT
cana-6278	8	17	privacy	privacy	NOUN
cana-6278	8	18	-	-	PUNCT
cana-6278	8	19	preserving	preserve	VERB
cana-6278	8	20	computation	computation	NOUN
cana-6278	8	21	,	,	PUNCT
cana-6278	8	22	real	real	ADJ
cana-6278	8	23	-	-	PUNCT
cana-6278	8	24	time	time	NOUN
cana-6278	8	25	systems	system	NOUN
cana-6278	8	26	,	,	PUNCT
cana-6278	8	27	secure	secure	VERB
cana-6278	8	28	multi	multi	ADJ
cana-6278	8	29	-	-	ADJ
cana-6278	8	30	party	party	ADJ
cana-6278	8	31	computation	computation	NOUN
cana-6278	8	32	,	,	PUNCT
cana-6278	8	33	gdpr	gdpr	NOUN
cana-6278	8	34	compliance	compliance	NOUN
cana-6278	8	35	1	1	NUM
cana-6278	8	36	.	.	PUNCT
cana-6278	9	1	introduction	introduction	NOUN
cana-6278	9	2	1.1	1.1	NUM
cana-6278	9	3	background	background	NOUN
cana-6278	9	4	:	:	PUNCT
cana-6278	9	5	evolution	evolution	NOUN
cana-6278	9	6	of	of	ADP
cana-6278	9	7	customer	customer	NOUN
cana-6278	9	8	data	datum	NOUN
cana-6278	9	9	platforms	platform	NOUN
cana-6278	9	10	(	(	PUNCT
cana-6278	9	11	cdps	cdps	PROPN
cana-6278	9	12	)	)	PUNCT
cana-6278	9	13	and	and	CCONJ
cana-6278	9	14	identity	identity	NOUN
cana-6278	9	15	resolution	resolution	NOUN
cana-6278	9	16	customer	customer	NOUN
cana-6278	9	17	data	data	NOUN
cana-6278	9	18	platforms	platform	NOUN
cana-6278	9	19	(	(	PUNCT
cana-6278	9	20	cdps	cdps	PROPN
cana-6278	9	21	)	)	PUNCT
cana-6278	9	22	started	start	VERB
cana-6278	9	23	life	life	NOUN
cana-6278	9	24	as	as	ADP
cana-6278	9	25	plain	plain	ADJ
cana-6278	9	26	data	datum	NOUN
cana-6278	9	27	lakes	lake	NOUN
cana-6278	9	28	but	but	CCONJ
cana-6278	9	29	today	today	NOUN
cana-6278	9	30	are	be	AUX
cana-6278	9	31	high	high	ADJ
cana-6278	9	32	-	-	PUNCT
cana-6278	9	33	performance	performance	NOUN
cana-6278	9	34	platforms	platform	NOUN
cana-6278	9	35	ingesting	ingest	VERB
cana-6278	9	36	,	,	PUNCT
cana-6278	9	37	stitching	stitching	NOUN
cana-6278	9	38	,	,	PUNCT
cana-6278	9	39	and	and	CCONJ
cana-6278	9	40	activating	activate	VERB
cana-6278	9	41	customer	customer	NOUN
cana-6278	9	42	data	datum	NOUN
cana-6278	9	43	from	from	ADP
cana-6278	9	44	many	many	ADJ
cana-6278	9	45	digital	digital	ADJ
cana-6278	9	46	and	and	CCONJ
cana-6278	9	47	physical	physical	ADJ
cana-6278	9	48	touchpoints	touchpoint	NOUN
cana-6278	9	49	.	.	PUNCT
cana-6278	10	1	initially	initially	ADV
cana-6278	10	2	designed	design	VERB
cana-6278	10	3	to	to	PART
cana-6278	10	4	give	give	VERB
cana-6278	10	5	marketing	marketing	NOUN
cana-6278	10	6	teams	team	NOUN
cana-6278	10	7	a	a	DET
cana-6278	10	8	"	"	PUNCT
cana-6278	10	9	single	single	ADJ
cana-6278	10	10	customer	customer	NOUN
cana-6278	10	11	view	view	NOUN
cana-6278	10	12	,	,	PUNCT
cana-6278	10	13	"	"	PUNCT
cana-6278	10	14	cdps	cdps	PROPN
cana-6278	10	15	today	today	NOUN
cana-6278	10	16	sit	sit	VERB
cana-6278	10	17	at	at	ADP
cana-6278	10	18	the	the	DET
cana-6278	10	19	heart	heart	NOUN
cana-6278	10	20	of	of	ADP
cana-6278	10	21	enterprise	enterprise	NOUN
cana-6278	10	22	personalization	personalization	NOUN
cana-6278	10	23	,	,	PUNCT
cana-6278	10	24	experience	experience	NOUN
cana-6278	10	25	orchestration	orchestration	NOUN
cana-6278	10	26	,	,	PUNCT
cana-6278	10	27	and	and	CCONJ
cana-6278	10	28	operational	operational	ADJ
cana-6278	10	29	decisionmaking(abadi	decisionmaking(abadi	PROPN
cana-6278	10	30	et	et	PROPN
cana-6278	10	31	al	al	PROPN
cana-6278	10	32	.	.	PROPN
cana-6278	10	33	,	,	PUNCT
cana-6278	10	34	2016	2016	NUM
cana-6278	10	35	)	)	PUNCT
cana-6278	10	36	.	.	PUNCT
cana-6278	11	1	the	the	DET
cana-6278	11	2	basic	basic	ADJ
cana-6278	11	3	identity	identity	NOUN
cana-6278	11	4	reconciliation	reconciliation	NOUN
cana-6278	11	5	issue	issue	NOUN
cana-6278	11	6	—	—	PUNCT
cana-6278	11	7	combining	combine	VERB
cana-6278	11	8	disparate	disparate	ADJ
cana-6278	11	9	identifiers	identifier	NOUN
cana-6278	11	10	like	like	ADP
cana-6278	11	11	cookies	cookie	NOUN
cana-6278	11	12	,	,	PUNCT
cana-6278	11	13	device	device	NOUN
cana-6278	11	14	ids	id	NOUN
cana-6278	11	15	,	,	PUNCT
cana-6278	11	16	emails	email	NOUN
cana-6278	11	17	,	,	PUNCT
cana-6278	11	18	and	and	CCONJ
cana-6278	11	19	loyalty	loyalty	NOUN
cana-6278	11	20	accounts	account	VERB
cana-6278	11	21	into	into	ADP
cana-6278	11	22	a	a	DET
cana-6278	11	23	unified	unified	ADJ
cana-6278	11	24	user	user	NOUN
cana-6278	11	25	profile	profile	NOUN
cana-6278	11	26	—	—	PUNCT
cana-6278	11	27	has	have	AUX
cana-6278	11	28	only	only	ADV
cana-6278	11	29	grown	grow	VERB
cana-6278	11	30	tougher	tough	ADJ
cana-6278	11	31	as	as	ADP
cana-6278	11	32	privacy	privacy	NOUN
cana-6278	11	33	and	and	CCONJ
cana-6278	11	34	data	datum	NOUN
cana-6278	11	35	decentralization	decentralization	NOUN
cana-6278	11	36	have	have	AUX
cana-6278	11	37	become	become	VERB
cana-6278	11	38	more	more	ADV
cana-6278	11	39	popular	popular	ADJ
cana-6278	11	40	.	.	PUNCT
cana-6278	12	1	1.2	1.2	NUM
cana-6278	12	2	the	the	DET
cana-6278	12	3	imperative	imperative	NOUN
cana-6278	12	4	for	for	ADP
cana-6278	12	5	real	real	ADJ
cana-6278	12	6	-	-	PUNCT
cana-6278	12	7	time	time	NOUN
cana-6278	12	8	cross	cross	ADJ
cana-6278	12	9	-	-	ADJ
cana-6278	12	10	channel	channel	ADJ
cana-6278	12	11	activation	activation	NOUN
cana-6278	12	12	businesses	business	NOUN
cana-6278	12	13	increasingly	increasingly	ADV
cana-6278	12	14	require	require	VERB
cana-6278	12	15	real	real	ADJ
cana-6278	12	16	-	-	PUNCT
cana-6278	12	17	time	time	NOUN
cana-6278	12	18	user	user	NOUN
cana-6278	12	19	activation	activation	NOUN
cana-6278	12	20	capability	capability	NOUN
cana-6278	12	21	across	across	ADP
cana-6278	12	22	channels	channel	NOUN
cana-6278	12	23	.	.	PUNCT
cana-6278	13	1	from	from	ADP
cana-6278	13	2	suggesting	suggest	VERB
cana-6278	13	3	a	a	DET
cana-6278	13	4	product	product	NOUN
cana-6278	13	5	on	on	ADP
cana-6278	13	6	a	a	DET
cana-6278	13	7	website	website	NOUN
cana-6278	13	8	after	after	ADP
cana-6278	13	9	an	an	DET
cana-6278	13	10	in	in	ADP
cana-6278	13	11	-	-	PUNCT
cana-6278	13	12	store	store	NOUN
cana-6278	13	13	purchase	purchase	NOUN
cana-6278	13	14	last	last	ADJ
cana-6278	13	15	month	month	NOUN
cana-6278	13	16	to	to	ADP
cana-6278	13	17	nudging	nudge	VERB
cana-6278	13	18	a	a	DET
cana-6278	13	19	mobile	mobile	ADJ
cana-6278	13	20	push	push	NOUN
cana-6278	13	21	seconds	second	NOUN
cana-6278	13	22	after	after	ADP
cana-6278	13	23	a	a	DET
cana-6278	13	24	crm	crm	NOUN
cana-6278	13	25	touch	touch	NOUN
cana-6278	13	26	,	,	PUNCT
cana-6278	13	27	customer	customer	NOUN
cana-6278	13	28	engagement	engagement	NOUN
cana-6278	13	29	is	be	AUX
cana-6278	13	30	literally	literally	ADV
cana-6278	13	31	under	under	ADP
cana-6278	13	32	the	the	DET
cana-6278	13	33	spell	spell	NOUN
cana-6278	13	34	of	of	ADP
cana-6278	13	35	latency	latency	NOUN
cana-6278	13	36	.	.	PUNCT
cana-6278	14	1	batch	batch	NOUN
cana-6278	14	2	-	-	PUNCT
cana-6278	14	3	based	base	VERB
cana-6278	14	4	identity	identity	NOUN
cana-6278	14	5	graphs	graph	VERB
cana-6278	14	6	communications	communication	NOUN
cana-6278	14	7	on	on	ADP
cana-6278	14	8	applied	apply	VERB
cana-6278	14	9	nonlinear	nonlinear	ADJ
cana-6278	14	10	analysis	analysis	NOUN
cana-6278	14	11	issn	issn	NOUN
cana-6278	14	12	:	:	PUNCT
cana-6278	14	13	1074	1074	NUM
cana-6278	14	14	-	-	PUNCT
cana-6278	14	15	133x	133x	NUM
cana-6278	14	16	vol	vol	VERB
cana-6278	14	17	32	32	NUM
cana-6278	14	18	no	no	NOUN
cana-6278	14	19	.	.	PUNCT
cana-6278	15	1	10s	10	NOUN
cana-6278	15	2	(	(	PUNCT
cana-6278	15	3	2025	2025	NUM
cana-6278	15	4	)	)	PUNCT
cana-6278	15	5	3634	3634	NUM
cana-6278	15	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	15	7	simply	simply	ADV
cana-6278	15	8	can	can	AUX
cana-6278	15	9	not	not	PART
cana-6278	15	10	do	do	VERB
cana-6278	15	11	justice	justice	NOUN
cana-6278	15	12	to	to	ADP
cana-6278	15	13	such	such	ADJ
cana-6278	15	14	demands	demand	NOUN
cana-6278	15	15	.	.	PUNCT
cana-6278	16	1	in	in	ADP
cana-6278	16	2	recent	recent	ADJ
cana-6278	16	3	surveys	survey	NOUN
cana-6278	16	4	,	,	PUNCT
cana-6278	16	5	more	more	ADJ
cana-6278	16	6	than	than	ADP
cana-6278	16	7	73	73	NUM
cana-6278	16	8	%	%	NOUN
cana-6278	16	9	of	of	ADP
cana-6278	16	10	enterprise	enterprise	NOUN
cana-6278	16	11	cdps	cdps	PROPN
cana-6278	16	12	now	now	ADV
cana-6278	16	13	feature	feature	VERB
cana-6278	16	14	real	real	ADJ
cana-6278	16	15	-	-	PUNCT
cana-6278	16	16	time	time	NOUN
cana-6278	16	17	streaming	streaming	NOUN
cana-6278	16	18	,	,	PUNCT
cana-6278	16	19	but	but	CCONJ
cana-6278	16	20	fewer	few	ADJ
cana-6278	16	21	than	than	ADP
cana-6278	16	22	40	40	NUM
cana-6278	16	23	%	%	NOUN
cana-6278	16	24	offer	offer	VERB
cana-6278	16	25	sub-200ms	sub-200ms	ADJ
cana-6278	16	26	activation	activation	NOUN
cana-6278	16	27	latency	latency	NOUN
cana-6278	16	28	.	.	PUNCT
cana-6278	17	1	closing	close	VERB
cana-6278	17	2	this	this	DET
cana-6278	17	3	gap	gap	NOUN
cana-6278	17	4	demands	demand	VERB
cana-6278	17	5	a	a	DET
cana-6278	17	6	paradigm	paradigm	NOUN
cana-6278	17	7	shift	shift	NOUN
cana-6278	17	8	in	in	ADP
cana-6278	17	9	performing	perform	VERB
cana-6278	17	10	identity	identity	NOUN
cana-6278	17	11	resolution	resolution	NOUN
cana-6278	17	12	and	and	CCONJ
cana-6278	17	13	graph	graph	NOUN
cana-6278	17	14	construction	construction	NOUN
cana-6278	17	15	.	.	PUNCT
cana-6278	18	1	1.3	1.3	NUM
cana-6278	18	2	federated	federate	VERB
cana-6278	18	3	identity	identity	NOUN
cana-6278	18	4	graphs	graph	NOUN
cana-6278	18	5	:	:	PUNCT
cana-6278	18	6	definition	definition	NOUN
cana-6278	18	7	and	and	CCONJ
cana-6278	18	8	strategic	strategic	ADJ
cana-6278	18	9	value	value	NOUN
cana-6278	18	10	federated	federate	VERB
cana-6278	18	11	identity	identity	NOUN
cana-6278	18	12	graph	graph	NOUN
cana-6278	18	13	is	be	AUX
cana-6278	18	14	a	a	DET
cana-6278	18	15	decentralized	decentralize	VERB
cana-6278	18	16	and	and	CCONJ
cana-6278	18	17	privacy	privacy	NOUN
cana-6278	18	18	-	-	PUNCT
cana-6278	18	19	oriented	orient	VERB
cana-6278	18	20	architecture	architecture	NOUN
cana-6278	18	21	that	that	PRON
cana-6278	18	22	integrates	integrate	VERB
cana-6278	18	23	user	user	NOUN
cana-6278	18	24	identifiers	identifier	NOUN
cana-6278	18	25	from	from	ADP
cana-6278	18	26	enterprise	enterprise	NOUN
cana-6278	18	27	silos	silo	NOUN
cana-6278	18	28	without	without	ADP
cana-6278	18	29	centralizing	centralize	VERB
cana-6278	18	30	raw	raw	ADJ
cana-6278	18	31	data	datum	NOUN
cana-6278	18	32	.	.	PUNCT
cana-6278	19	1	rather	rather	ADV
cana-6278	19	2	than	than	ADP
cana-6278	19	3	pulling	pull	VERB
cana-6278	19	4	everything	everything	PRON
cana-6278	19	5	into	into	ADP
cana-6278	19	6	one	one	NUM
cana-6278	19	7	database	database	NOUN
cana-6278	19	8	,	,	PUNCT
cana-6278	19	9	federated	federate	VERB
cana-6278	19	10	identity	identity	NOUN
cana-6278	19	11	graphs	graph	NOUN
cana-6278	19	12	use	use	VERB
cana-6278	19	13	distributed	distribute	VERB
cana-6278	19	14	learning	learning	NOUN
cana-6278	19	15	models	model	NOUN
cana-6278	19	16	and	and	CCONJ
cana-6278	19	17	trusted	trust	VERB
cana-6278	19	18	cryptographic	cryptographic	ADJ
cana-6278	19	19	protocols	protocol	NOUN
cana-6278	19	20	to	to	PART
cana-6278	19	21	calculate	calculate	VERB
cana-6278	19	22	identity	identity	NOUN
cana-6278	19	23	linkages	linkage	NOUN
cana-6278	19	24	.	.	PUNCT
cana-6278	20	1	it	it	PRON
cana-6278	20	2	is	be	AUX
cana-6278	20	3	compliant	compliant	ADJ
cana-6278	20	4	with	with	ADP
cana-6278	20	5	current	current	ADJ
cana-6278	20	6	best	good	ADJ
cana-6278	20	7	practices	practice	NOUN
cana-6278	20	8	in	in	ADP
cana-6278	20	9	data	datum	NOUN
cana-6278	20	10	governance	governance	NOUN
cana-6278	20	11	by	by	ADP
cana-6278	20	12	reducing	reduce	VERB
cana-6278	20	13	data	datum	NOUN
cana-6278	20	14	movement	movement	NOUN
cana-6278	20	15	and	and	CCONJ
cana-6278	20	16	exposure	exposure	NOUN
cana-6278	20	17	as	as	ADV
cana-6278	20	18	well	well	ADV
cana-6278	20	19	as	as	ADP
cana-6278	20	20	enabling	enable	VERB
cana-6278	20	21	near	near	ADP
cana-6278	20	22	-	-	PUNCT
cana-6278	20	23	real	real	ADJ
cana-6278	20	24	-	-	PUNCT
cana-6278	20	25	time	time	NOUN
cana-6278	20	26	resolution	resolution	NOUN
cana-6278	20	27	.	.	PUNCT
cana-6278	21	1	its	its	PRON
cana-6278	21	2	strategic	strategic	ADJ
cana-6278	21	3	advantages	advantage	NOUN
cana-6278	21	4	include	include	VERB
cana-6278	21	5	better	well	ADJ
cana-6278	21	6	regulatory	regulatory	ADJ
cana-6278	21	7	compliance	compliance	NOUN
cana-6278	21	8	,	,	PUNCT
cana-6278	21	9	lower	low	ADJ
cana-6278	21	10	infrastructure	infrastructure	NOUN
cana-6278	21	11	risk	risk	NOUN
cana-6278	21	12	,	,	PUNCT
cana-6278	21	13	and	and	CCONJ
cana-6278	21	14	accelerated	accelerate	VERB
cana-6278	21	15	customer	customer	NOUN
cana-6278	21	16	insights(abadi	insights(abadi	PROPN
cana-6278	21	17	et	et	PROPN
cana-6278	21	18	al	al	PROPN
cana-6278	21	19	.	.	PROPN
cana-6278	21	20	,	,	PUNCT
cana-6278	21	21	2016	2016	NUM
cana-6278	21	22	)	)	PUNCT
cana-6278	21	23	.	.	PUNCT
cana-6278	22	1	figure	figure	VERB
cana-6278	22	2	1	1	NUM
cana-6278	22	3	the	the	DET
cana-6278	22	4	case	case	NOUN
cana-6278	22	5	for	for	ADP
cana-6278	22	6	federated	federated	ADJ
cana-6278	22	7	identity	identity	NOUN
cana-6278	22	8	(	(	PUNCT
cana-6278	22	9	uniphore,2022	uniphore,2022	NOUN
cana-6278	22	10	)	)	PUNCT
cana-6278	22	11	1.4	1.4	NUM
cana-6278	22	12	research	research	NOUN
cana-6278	22	13	objectives	objective	NOUN
cana-6278	22	14	and	and	CCONJ
cana-6278	22	15	scope	scope	NOUN
cana-6278	22	16	this	this	DET
cana-6278	22	17	paper	paper	NOUN
cana-6278	22	18	outlines	outline	VERB
cana-6278	22	19	the	the	DET
cana-6278	22	20	theoretical	theoretical	ADJ
cana-6278	22	21	foundations	foundation	NOUN
cana-6278	22	22	,	,	PUNCT
cana-6278	22	23	architecture	architecture	NOUN
cana-6278	22	24	pieces	piece	NOUN
cana-6278	22	25	,	,	PUNCT
cana-6278	22	26	and	and	CCONJ
cana-6278	22	27	implementation	implementation	NOUN
cana-6278	22	28	plan	plan	NOUN
cana-6278	22	29	for	for	ADP
cana-6278	22	30	a	a	DET
cana-6278	22	31	federated	federate	VERB
cana-6278	22	32	identity	identity	NOUN
cana-6278	22	33	graph	graph	NOUN
cana-6278	22	34	platform	platform	NOUN
cana-6278	22	35	.	.	PUNCT
cana-6278	23	1	it	it	PRON
cana-6278	23	2	defines	define	VERB
cana-6278	23	3	a	a	DET
cana-6278	23	4	new	new	ADJ
cana-6278	23	5	federated	federated	ADJ
cana-6278	23	6	identity	identity	NOUN
cana-6278	23	7	resolution	resolution	NOUN
cana-6278	23	8	algorithm	algorithm	NOUN
cana-6278	23	9	(	(	PUNCT
cana-6278	23	10	fira	fira	PROPN
cana-6278	23	11	)	)	PUNCT
cana-6278	23	12	that	that	PRON
cana-6278	23	13	integrates	integrate	VERB
cana-6278	23	14	deterministic	deterministic	ADJ
cana-6278	23	15	joining	join	VERB
cana-6278	23	16	with	with	ADP
cana-6278	23	17	federated	federated	ADJ
cana-6278	23	18	learning	learning	NOUN
cana-6278	23	19	-	-	PUNCT
cana-6278	23	20	trained	train	VERB
cana-6278	23	21	probabilistic	probabilistic	ADJ
cana-6278	23	22	models(babar	models(babar	PROPN
cana-6278	23	23	,	,	PUNCT
cana-6278	23	24	qureshi	qureshi	PROPN
cana-6278	23	25	,	,	PUNCT
cana-6278	23	26	&	&	CCONJ
cana-6278	23	27	koubaa	koubaa	PROPN
cana-6278	23	28	,	,	PUNCT
cana-6278	23	29	2024	2024	NUM
cana-6278	23	30	)	)	PUNCT
cana-6278	23	31	.	.	PUNCT
cana-6278	24	1	the	the	DET
cana-6278	24	2	paper	paper	NOUN
cana-6278	24	3	also	also	ADV
cana-6278	24	4	mentions	mention	VERB
cana-6278	24	5	a	a	DET
cana-6278	24	6	real	real	ADJ
cana-6278	24	7	-	-	PUNCT
cana-6278	24	8	time	time	NOUN
cana-6278	24	9	graph	graph	NOUN
cana-6278	24	10	update	update	NOUN
cana-6278	24	11	layer	layer	NOUN
cana-6278	24	12	,	,	PUNCT
cana-6278	24	13	latency	latency	NOUN
cana-6278	24	14	optimization	optimization	NOUN
cana-6278	24	15	techniques	technique	NOUN
cana-6278	24	16	,	,	PUNCT
cana-6278	24	17	and	and	CCONJ
cana-6278	24	18	a	a	DET
cana-6278	24	19	privacy	privacy	NOUN
cana-6278	24	20	-	-	PUNCT
cana-6278	24	21	preserving	preserve	VERB
cana-6278	24	22	activation	activation	NOUN
cana-6278	24	23	gateway	gateway	NOUN
cana-6278	24	24	.	.	PUNCT
cana-6278	25	1	the	the	DET
cana-6278	25	2	scope	scope	NOUN
cana-6278	25	3	is	be	AUX
cana-6278	25	4	restricted	restrict	VERB
cana-6278	25	5	to	to	ADP
cana-6278	25	6	enterprise	enterprise	NOUN
cana-6278	25	7	-	-	PUNCT
cana-6278	25	8	scale	scale	NOUN
cana-6278	25	9	cdps	cdps	NOUN
cana-6278	25	10	in	in	ADP
cana-6278	25	11	web	web	NOUN
cana-6278	25	12	,	,	PUNCT
cana-6278	25	13	mobile	mobile	NOUN
cana-6278	25	14	,	,	PUNCT
cana-6278	25	15	crm	crm	PROPN
cana-6278	25	16	,	,	PUNCT
cana-6278	25	17	and	and	CCONJ
cana-6278	25	18	iot	iot	ADJ
cana-6278	25	19	channels	channel	NOUN
cana-6278	25	20	.	.	PUNCT
cana-6278	26	1	2	2	X
cana-6278	26	2	.	.	X
cana-6278	26	3	problem	problem	NOUN
cana-6278	26	4	statement	statement	NOUN
cana-6278	26	5	and	and	CCONJ
cana-6278	26	6	research	research	NOUN
cana-6278	26	7	challenges	challenge	VERB
cana-6278	26	8	2.1	2.1	NUM
cana-6278	26	9	fragmentation	fragmentation	NOUN
cana-6278	26	10	of	of	ADP
cana-6278	26	11	user	user	NOUN
cana-6278	26	12	identity	identity	NOUN
cana-6278	26	13	data	datum	NOUN
cana-6278	26	14	across	across	ADP
cana-6278	26	15	enterprise	enterprise	NOUN
cana-6278	26	16	silos	silo	NOUN
cana-6278	26	17	the	the	DET
cana-6278	26	18	biggest	big	ADJ
cana-6278	26	19	problem	problem	NOUN
cana-6278	26	20	with	with	ADP
cana-6278	26	21	today	today	NOUN
cana-6278	26	22	's	's	PART
cana-6278	26	23	customer	customer	NOUN
cana-6278	26	24	data	datum	NOUN
cana-6278	26	25	platforms	platform	NOUN
cana-6278	26	26	(	(	PUNCT
cana-6278	26	27	cdps	cdps	PROPN
cana-6278	26	28	)	)	PUNCT
cana-6278	26	29	is	be	AUX
cana-6278	26	30	fragmentation	fragmentation	NOUN
cana-6278	26	31	of	of	ADP
cana-6278	26	32	user	user	NOUN
cana-6278	26	33	identity	identity	NOUN
cana-6278	26	34	data	datum	NOUN
cana-6278	26	35	across	across	ADP
cana-6278	26	36	various	various	ADJ
cana-6278	26	37	enterprise	enterprise	NOUN
cana-6278	26	38	systems	system	NOUN
cana-6278	26	39	and	and	CCONJ
cana-6278	26	40	silos	silo	NOUN
cana-6278	26	41	.	.	PUNCT
cana-6278	27	1	contemporary	contemporary	ADJ
cana-6278	27	2	large	large	ADJ
cana-6278	27	3	organizations	organization	NOUN
cana-6278	27	4	,	,	PUNCT
cana-6278	27	5	as	as	ADP
cana-6278	27	6	a	a	DET
cana-6278	27	7	general	general	ADJ
cana-6278	27	8	rule	rule	NOUN
cana-6278	27	9	,	,	PUNCT
cana-6278	27	10	have	have	VERB
cana-6278	27	11	over	over	ADP
cana-6278	27	12	12	12	NUM
cana-6278	27	13	discrete	discrete	ADJ
cana-6278	27	14	customer	customer	NOUN
cana-6278	27	15	data	datum	NOUN
cana-6278	27	16	stores	store	NOUN
cana-6278	27	17	,	,	PUNCT
cana-6278	27	18	such	such	ADJ
cana-6278	27	19	as	as	ADP
cana-6278	27	20	but	but	CCONJ
cana-6278	27	21	not	not	PART
cana-6278	27	22	limited	limit	VERB
cana-6278	27	23	to	to	ADP
cana-6278	27	24	customer	customer	NOUN
cana-6278	27	25	relationship	relationship	NOUN
cana-6278	27	26	management	management	NOUN
cana-6278	27	27	(	(	PUNCT
cana-6278	27	28	crm	crm	NOUN
cana-6278	27	29	)	)	PUNCT
cana-6278	27	30	systems	system	NOUN
cana-6278	27	31	,	,	PUNCT
cana-6278	27	32	web	web	NOUN
cana-6278	27	33	and	and	CCONJ
cana-6278	27	34	mobile	mobile	NOUN
cana-6278	27	35	analytics	analytic	NOUN
cana-6278	27	36	,	,	PUNCT
cana-6278	27	37	point	point	NOUN
cana-6278	27	38	-	-	PUNCT
cana-6278	27	39	of	of	ADP
cana-6278	27	40	-	-	PUNCT
cana-6278	27	41	sale	sale	NOUN
cana-6278	27	42	(	(	PUNCT
cana-6278	27	43	pos	pos	NOUN
cana-6278	27	44	)	)	PUNCT
cana-6278	27	45	databases	database	NOUN
cana-6278	27	46	,	,	PUNCT
cana-6278	27	47	and	and	CCONJ
cana-6278	27	48	iot	iot	ADJ
cana-6278	27	49	device	device	NOUN
cana-6278	27	50	logs	log	NOUN
cana-6278	27	51	.	.	PUNCT
cana-6278	28	1	over	over	ADP
cana-6278	28	2	78	78	NUM
cana-6278	28	3	%	%	NOUN
cana-6278	28	4	of	of	ADP
cana-6278	28	5	businesses	business	NOUN
cana-6278	28	6	struggle	struggle	VERB
cana-6278	28	7	to	to	PART
cana-6278	28	8	develop	develop	VERB
cana-6278	28	9	a	a	DET
cana-6278	28	10	single	single	ADJ
cana-6278	28	11	customer	customer	NOUN
cana-6278	28	12	view	view	NOUN
cana-6278	28	13	because	because	SCONJ
cana-6278	28	14	the	the	DET
cana-6278	28	15	formats	format	NOUN
cana-6278	28	16	are	be	AUX
cana-6278	28	17	incompatible	incompatible	ADJ
cana-6278	28	18	,	,	PUNCT
cana-6278	28	19	data	datum	NOUN
cana-6278	28	20	granularity	granularity	NOUN
cana-6278	28	21	is	be	AUX
cana-6278	28	22	inconsistent	inconsistent	ADJ
cana-6278	28	23	,	,	PUNCT
cana-6278	28	24	and	and	CCONJ
cana-6278	28	25	the	the	DET
cana-6278	28	26	update	update	NOUN
cana-6278	28	27	cycles	cycle	NOUN
cana-6278	28	28	are	be	AUX
cana-6278	28	29	asynchronous	asynchronous	ADJ
cana-6278	28	30	on	on	ADP
cana-6278	28	31	these	these	DET
cana-6278	28	32	repositories	repository	NOUN
cana-6278	28	33	,	,	PUNCT
cana-6278	28	34	based	base	VERB
cana-6278	28	35	on	on	ADP
cana-6278	28	36	a	a	DET
cana-6278	28	37	2024	2024	NUM
cana-6278	28	38	gartner	gartner	PROPN
cana-6278	28	39	report(chen	report(chen	PROPN
cana-6278	28	40	,	,	PUNCT
cana-6278	28	41	chen	chen	PROPN
cana-6278	28	42	,	,	PUNCT
cana-6278	28	43	&	&	CCONJ
cana-6278	28	44	zhang	zhang	PROPN
cana-6278	28	45	,	,	PUNCT
cana-6278	28	46	2024	2024	NUM
cana-6278	28	47	)	)	PUNCT
cana-6278	28	48	.	.	PUNCT
cana-6278	29	1	for	for	ADP
cana-6278	29	2	example	example	NOUN
cana-6278	29	3	,	,	PUNCT
cana-6278	29	4	the	the	DET
cana-6278	29	5	same	same	ADJ
cana-6278	29	6	customer	customer	NOUN
cana-6278	29	7	is	be	AUX
cana-6278	29	8	in	in	ADP
cana-6278	29	9	the	the	DET
cana-6278	29	10	system	system	NOUN
cana-6278	29	11	with	with	ADP
cana-6278	29	12	different	different	ADJ
cana-6278	29	13	identifiers	identifier	NOUN
cana-6278	29	14	—	—	PUNCT
cana-6278	29	15	a	a	DET
cana-6278	29	16	hashed	hashed	ADJ
cana-6278	29	17	email	email	NOUN
cana-6278	29	18	address	address	NOUN
cana-6278	29	19	on	on	ADP
cana-6278	29	20	the	the	DET
cana-6278	29	21	web	web	NOUN
cana-6278	29	22	,	,	PUNCT
cana-6278	29	23	a	a	DET
cana-6278	29	24	device	device	NOUN
cana-6278	29	25	communications	communication	NOUN
cana-6278	29	26	on	on	ADP
cana-6278	29	27	applied	apply	VERB
cana-6278	29	28	nonlinear	nonlinear	ADJ
cana-6278	29	29	analysis	analysis	NOUN
cana-6278	29	30	issn	issn	NOUN
cana-6278	29	31	:	:	PUNCT
cana-6278	29	32	1074	1074	NUM
cana-6278	29	33	-	-	PUNCT
cana-6278	29	34	133x	133x	NUM
cana-6278	29	35	vol	vol	VERB
cana-6278	29	36	32	32	NUM
cana-6278	29	37	no	no	NOUN
cana-6278	29	38	.	.	PUNCT
cana-6278	30	1	10s	10	NOUN
cana-6278	30	2	(	(	PUNCT
cana-6278	30	3	2025	2025	NUM
cana-6278	30	4	)	)	PUNCT
cana-6278	30	5	3635	3635	NUM
cana-6278	30	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	30	7	identifier	identifier	NOUN
cana-6278	30	8	on	on	ADP
cana-6278	30	9	mobile	mobile	NOUN
cana-6278	30	10	,	,	PUNCT
cana-6278	30	11	and	and	CCONJ
cana-6278	30	12	a	a	DET
cana-6278	30	13	loyalty	loyalty	NOUN
cana-6278	30	14	card	card	NOUN
cana-6278	30	15	number	number	NOUN
cana-6278	30	16	on	on	ADP
cana-6278	30	17	shop	shop	NOUN
cana-6278	30	18	floors	floor	NOUN
cana-6278	30	19	.	.	PUNCT
cana-6278	31	1	this	this	PRON
cana-6278	31	2	establishes	establish	VERB
cana-6278	31	3	a	a	DET
cana-6278	31	4	fragmented	fragmented	ADJ
cana-6278	31	5	customer	customer	NOUN
cana-6278	31	6	identity	identity	NOUN
cana-6278	31	7	space	space	NOUN
cana-6278	31	8	in	in	ADP
cana-6278	31	9	which	which	PRON
cana-6278	31	10	identity	identity	NOUN
cana-6278	31	11	stitching	stitching	NOUN
cana-6278	31	12	is	be	AUX
cana-6278	31	13	computationally	computationally	ADV
cana-6278	31	14	expensive	expensive	ADJ
cana-6278	31	15	,	,	PUNCT
cana-6278	31	16	probabilistically	probabilistically	ADV
cana-6278	31	17	based	base	VERB
cana-6278	31	18	action	action	NOUN
cana-6278	31	19	.	.	PUNCT
cana-6278	32	1	adding	add	VERB
cana-6278	32	2	to	to	ADP
cana-6278	32	3	the	the	DET
cana-6278	32	4	problem	problem	NOUN
cana-6278	32	5	is	be	AUX
cana-6278	32	6	rising	rise	VERB
cana-6278	32	7	use	use	NOUN
cana-6278	32	8	of	of	ADP
cana-6278	32	9	anonymous	anonymous	ADJ
cana-6278	32	10	and	and	CCONJ
cana-6278	32	11	pseudonym	pseudonym	NOUN
cana-6278	32	12	interactions	interaction	NOUN
cana-6278	32	13	,	,	PUNCT
cana-6278	32	14	currently	currently	ADV
cana-6278	32	15	expected	expect	VERB
cana-6278	32	16	to	to	PART
cana-6278	32	17	account	account	VERB
cana-6278	32	18	for	for	ADP
cana-6278	32	19	more	more	ADJ
cana-6278	32	20	than	than	ADP
cana-6278	32	21	65	65	NUM
cana-6278	32	22	%	%	NOUN
cana-6278	32	23	of	of	ADP
cana-6278	32	24	new	new	ADJ
cana-6278	32	25	user	user	NOUN
cana-6278	32	26	sessions	session	NOUN
cana-6278	32	27	(	(	PUNCT
cana-6278	32	28	adobe	adobe	PROPN
cana-6278	32	29	analytics	analytic	NOUN
cana-6278	32	30	,	,	PUNCT
cana-6278	32	31	2024	2024	NUM
cana-6278	32	32	)	)	PUNCT
cana-6278	32	33	.	.	PUNCT
cana-6278	33	1	this	this	DET
cana-6278	33	2	trend	trend	NOUN
cana-6278	33	3	adds	add	VERB
cana-6278	33	4	further	far	ADV
cana-6278	33	5	to	to	PART
cana-6278	33	6	dependence	dependence	VERB
cana-6278	33	7	on	on	ADP
cana-6278	33	8	ephemeral	ephemeral	ADJ
cana-6278	33	9	signals	signal	NOUN
cana-6278	33	10	like	like	ADP
cana-6278	33	11	behavior	behavior	NOUN
cana-6278	33	12	patterns	pattern	NOUN
cana-6278	33	13	or	or	CCONJ
cana-6278	33	14	device	device	NOUN
cana-6278	33	15	ids	id	NOUN
cana-6278	33	16	and	and	CCONJ
cana-6278	33	17	places	place	NOUN
cana-6278	33	18	added	add	VERB
cana-6278	33	19	weight	weight	NOUN
cana-6278	33	20	on	on	ADP
cana-6278	33	21	deterministic	deterministic	ADJ
cana-6278	33	22	identity	identity	NOUN
cana-6278	33	23	resolution	resolution	NOUN
cana-6278	33	24	practices	practice	NOUN
cana-6278	33	25	.	.	PUNCT
cana-6278	34	1	without	without	ADP
cana-6278	34	2	a	a	DET
cana-6278	34	3	federated	federate	VERB
cana-6278	34	4	framework	framework	NOUN
cana-6278	34	5	which	which	PRON
cana-6278	34	6	can	can	AUX
cana-6278	34	7	resolve	resolve	VERB
cana-6278	34	8	identities	identity	NOUN
cana-6278	34	9	in	in	ADP
cana-6278	34	10	-	-	PUNCT
cana-6278	34	11	place	place	NOUN
cana-6278	34	12	between	between	ADP
cana-6278	34	13	silos	silo	NOUN
cana-6278	34	14	,	,	PUNCT
cana-6278	34	15	companies	company	NOUN
cana-6278	34	16	see	see	VERB
cana-6278	34	17	high	high	ADJ
cana-6278	34	18	rates	rate	NOUN
cana-6278	34	19	of	of	ADP
cana-6278	34	20	duplication	duplication	NOUN
cana-6278	34	21	,	,	PUNCT
cana-6278	34	22	decreased	decrease	VERB
cana-6278	34	23	personalization	personalization	NOUN
cana-6278	34	24	accuracy	accuracy	NOUN
cana-6278	34	25	,	,	PUNCT
cana-6278	34	26	and	and	CCONJ
cana-6278	34	27	policy	policy	NOUN
cana-6278	34	28	violations	violation	NOUN
cana-6278	34	29	when	when	SCONJ
cana-6278	34	30	trying	try	VERB
cana-6278	34	31	to	to	PART
cana-6278	34	32	aggregate	aggregate	VERB
cana-6278	34	33	this	this	DET
cana-6278	34	34	data	datum	NOUN
cana-6278	34	35	for	for	ADP
cana-6278	34	36	unification	unification	NOUN
cana-6278	34	37	.	.	PUNCT
cana-6278	35	1	2.2	2.2	NUM
cana-6278	35	2	latency	latency	NOUN
cana-6278	35	3	limitations	limitation	NOUN
cana-6278	35	4	in	in	ADP
cana-6278	35	5	traditional	traditional	ADJ
cana-6278	35	6	identity	identity	NOUN
cana-6278	35	7	resolution	resolution	NOUN
cana-6278	35	8	systems	system	NOUN
cana-6278	35	9	legacy	legacy	NOUN
cana-6278	35	10	cdp	cdp	PROPN
cana-6278	35	11	implementations	implementation	NOUN
cana-6278	35	12	are	be	AUX
cana-6278	35	13	constructed	construct	VERB
cana-6278	35	14	largely	largely	ADV
cana-6278	35	15	around	around	ADP
cana-6278	35	16	centralized	centralized	ADJ
cana-6278	35	17	or	or	CCONJ
cana-6278	35	18	batch	batch	NOUN
cana-6278	35	19	-	-	PUNCT
cana-6278	35	20	based	base	VERB
cana-6278	35	21	graphprocessing	graphprocessing	NOUN
cana-6278	35	22	systems	system	NOUN
cana-6278	35	23	that	that	PRON
cana-6278	35	24	create	create	VERB
cana-6278	35	25	latency	latency	NOUN
cana-6278	35	26	incompatible	incompatible	ADJ
cana-6278	35	27	with	with	ADP
cana-6278	35	28	today	today	NOUN
cana-6278	35	29	's	's	PART
cana-6278	35	30	customer	customer	NOUN
cana-6278	35	31	experience	experience	NOUN
cana-6278	35	32	expectations	expectation	NOUN
cana-6278	35	33	.	.	PUNCT
cana-6278	36	1	activation	activation	NOUN
cana-6278	36	2	latency	latency	NOUN
cana-6278	36	3	—	—	PUNCT
cana-6278	36	4	time	time	NOUN
cana-6278	36	5	to	to	PART
cana-6278	36	6	recognize	recognize	VERB
cana-6278	36	7	a	a	DET
cana-6278	36	8	user	user	NOUN
cana-6278	36	9	and	and	CCONJ
cana-6278	36	10	provide	provide	VERB
cana-6278	36	11	a	a	DET
cana-6278	36	12	personalized	personalized	ADJ
cana-6278	36	13	experience	experience	NOUN
cana-6278	36	14	—	—	PUNCT
cana-6278	36	15	has	have	AUX
cana-6278	36	16	become	become	VERB
cana-6278	36	17	a	a	DET
cana-6278	36	18	top	top	ADJ
cana-6278	36	19	metric	metric	NOUN
cana-6278	36	20	,	,	PUNCT
cana-6278	36	21	particularly	particularly	ADV
cana-6278	36	22	in	in	ADP
cana-6278	36	23	applications	application	NOUN
cana-6278	36	24	such	such	ADJ
cana-6278	36	25	as	as	ADP
cana-6278	36	26	e	e	NOUN
cana-6278	36	27	-	-	NOUN
cana-6278	36	28	commerce	commerce	ADJ
cana-6278	36	29	,	,	PUNCT
cana-6278	36	30	financial	financial	ADJ
cana-6278	36	31	services	service	NOUN
cana-6278	36	32	,	,	PUNCT
cana-6278	36	33	and	and	CCONJ
cana-6278	36	34	real	real	ADJ
cana-6278	36	35	-	-	PUNCT
cana-6278	36	36	time	time	NOUN
cana-6278	36	37	bidding	bidding	NOUN
cana-6278	36	38	where	where	SCONJ
cana-6278	36	39	the	the	DET
cana-6278	36	40	chances	chance	NOUN
cana-6278	36	41	of	of	ADP
cana-6278	36	42	engaging	engage	VERB
cana-6278	36	43	a	a	DET
cana-6278	36	44	user	user	NOUN
cana-6278	36	45	are	be	AUX
cana-6278	36	46	ephemeral	ephemeral	ADJ
cana-6278	36	47	.	.	PUNCT
cana-6278	37	1	for	for	ADP
cana-6278	37	2	centralized	centralized	ADJ
cana-6278	37	3	identity	identity	NOUN
cana-6278	37	4	graphs	graph	NOUN
cana-6278	37	5	,	,	PUNCT
cana-6278	37	6	median	median	ADJ
cana-6278	37	7	latency	latency	NOUN
cana-6278	37	8	to	to	PART
cana-6278	37	9	resolve	resolve	VERB
cana-6278	37	10	multi	multi	ADJ
cana-6278	37	11	-	-	ADJ
cana-6278	37	12	key	key	ADJ
cana-6278	37	13	queries	query	NOUN
cana-6278	37	14	(	(	PUNCT
cana-6278	37	15	e.g.	e.g.	ADV
cana-6278	37	16	,	,	PUNCT
cana-6278	37	17	device	device	NOUN
cana-6278	37	18	i	i	NOUN
cana-6278	37	19	d	d	PROPN
cana-6278	37	20	+	+	NUM
cana-6278	37	21	hashed	hashed	ADJ
cana-6278	37	22	email	email	NOUN
cana-6278	37	23	+	+	CCONJ
cana-6278	37	24	cookie	cookie	NOUN
cana-6278	37	25	i	i	NOUN
cana-6278	37	26	d	d	PROPN
cana-6278	37	27	)	)	PUNCT
cana-6278	37	28	is	be	AUX
cana-6278	37	29	in	in	ADP
cana-6278	37	30	the	the	DET
cana-6278	37	31	order	order	NOUN
cana-6278	37	32	of	of	ADP
cana-6278	37	33	450	450	NUM
cana-6278	37	34	milliseconds	millisecond	NOUN
cana-6278	37	35	on	on	ADP
cana-6278	37	36	90th	90th	ADJ
cana-6278	37	37	percentile	percentile	ADJ
cana-6278	37	38	traffic	traffic	NOUN
cana-6278	37	39	volumes	volume	NOUN
cana-6278	37	40	,	,	PUNCT
cana-6278	37	41	according	accord	VERB
cana-6278	37	42	to	to	ADP
cana-6278	37	43	internal	internal	ADJ
cana-6278	37	44	benchmarking	benchmarke	VERB
cana-6278	37	45	testing	testing	NOUN
cana-6278	37	46	executed	execute	VERB
cana-6278	37	47	by	by	ADP
cana-6278	37	48	enterprise	enterprise	NOUN
cana-6278	37	49	cdp	cdp	NOUN
cana-6278	37	50	vendors	vendor	NOUN
cana-6278	37	51	early	early	ADV
cana-6278	37	52	in	in	ADP
cana-6278	37	53	2024	2024	NUM
cana-6278	37	54	.	.	PUNCT
cana-6278	38	1	that	that	PRON
cana-6278	38	2	is	be	AUX
cana-6278	38	3	well	well	ADV
cana-6278	38	4	above	above	ADP
cana-6278	38	5	the	the	DET
cana-6278	38	6	less	less	ADJ
cana-6278	38	7	-	-	PUNCT
cana-6278	38	8	than-100	than-100	NOUN
cana-6278	38	9	-	-	PUNCT
cana-6278	38	10	millisecond	millisecond	NOUN
cana-6278	38	11	real	real	ADJ
cana-6278	38	12	-	-	PUNCT
cana-6278	38	13	time	time	NOUN
cana-6278	38	14	response	response	NOUN
cana-6278	38	15	target	target	NOUN
cana-6278	38	16	required	require	VERB
cana-6278	38	17	to	to	PART
cana-6278	38	18	provide	provide	VERB
cana-6278	38	19	nextbest	nextbest	ADJ
cana-6278	38	20	-	-	PUNCT
cana-6278	38	21	action	action	NOUN
cana-6278	38	22	scenarios	scenario	NOUN
cana-6278	38	23	for	for	ADP
cana-6278	38	24	dynamic	dynamic	ADJ
cana-6278	38	25	digital	digital	ADJ
cana-6278	38	26	experiences	experience	NOUN
cana-6278	38	27	.	.	PUNCT
cana-6278	39	1	moreover	moreover	ADV
cana-6278	39	2	,	,	PUNCT
cana-6278	39	3	there	there	PRON
cana-6278	39	4	are	be	VERB
cana-6278	39	5	typically	typically	ADV
cana-6278	39	6	more	more	ADJ
cana-6278	39	7	network	network	NOUN
cana-6278	39	8	round	round	NOUN
cana-6278	39	9	trips	trip	NOUN
cana-6278	39	10	with	with	ADP
cana-6278	39	11	centralized	centralized	ADJ
cana-6278	39	12	designs	design	NOUN
cana-6278	39	13	as	as	SCONJ
cana-6278	39	14	data	datum	NOUN
cana-6278	39	15	will	will	AUX
cana-6278	39	16	have	have	VERB
cana-6278	39	17	to	to	PART
cana-6278	39	18	be	be	AUX
cana-6278	39	19	retrieved	retrieve	VERB
cana-6278	39	20	between	between	ADP
cana-6278	39	21	clouds	cloud	NOUN
cana-6278	39	22	or	or	CCONJ
cana-6278	39	23	regions	region	NOUN
cana-6278	39	24	based	base	VERB
cana-6278	39	25	on	on	ADP
cana-6278	39	26	data	datum	NOUN
cana-6278	39	27	residency	residency	NOUN
cana-6278	40	1	rules(chen	rules(chen	PROPN
cana-6278	40	2	et	et	PROPN
cana-6278	40	3	al	al	PROPN
cana-6278	40	4	.	.	PROPN
cana-6278	40	5	,	,	PUNCT
cana-6278	40	6	2023	2023	NUM
cana-6278	40	7	)	)	PUNCT
cana-6278	40	8	.	.	PUNCT
cana-6278	41	1	with	with	ADP
cana-6278	41	2	throughput	throughput	NOUN
cana-6278	41	3	-	-	PUNCT
cana-6278	41	4	focused	focus	VERB
cana-6278	41	5	designs	design	NOUN
cana-6278	41	6	such	such	ADJ
cana-6278	41	7	as	as	ADP
cana-6278	41	8	apache	apache	NOUN
cana-6278	41	9	druid	druid	NOUN
cana-6278	41	10	or	or	CCONJ
cana-6278	41	11	presto	presto	NOUN
cana-6278	41	12	,	,	PUNCT
cana-6278	41	13	identity	identity	NOUN
cana-6278	41	14	resolution	resolution	NOUN
cana-6278	41	15	at	at	ADP
cana-6278	41	16	scale	scale	NOUN
cana-6278	41	17	is	be	AUX
cana-6278	41	18	computationally	computationally	ADV
cana-6278	41	19	impossible	impossible	ADJ
cana-6278	41	20	without	without	ADP
cana-6278	41	21	sharding	sharde	VERB
cana-6278	41	22	trade	trade	NOUN
cana-6278	41	23	-	-	PUNCT
cana-6278	41	24	offs	off	NOUN
cana-6278	41	25	or	or	CCONJ
cana-6278	41	26	query	query	NOUN
cana-6278	41	27	simplification	simplification	NOUN
cana-6278	41	28	.	.	PUNCT
cana-6278	42	1	real	real	ADJ
cana-6278	42	2	-	-	PUNCT
cana-6278	42	3	time	time	NOUN
cana-6278	42	4	personalization	personalization	NOUN
cana-6278	42	5	is	be	AUX
cana-6278	42	6	thus	thus	ADV
cana-6278	42	7	compromised	compromise	VERB
cana-6278	42	8	,	,	PUNCT
cana-6278	42	9	and	and	CCONJ
cana-6278	42	10	dynamic	dynamic	ADJ
cana-6278	42	11	moments	moment	NOUN
cana-6278	42	12	for	for	ADP
cana-6278	42	13	interventions	intervention	NOUN
cana-6278	42	14	such	such	ADJ
cana-6278	42	15	as	as	ADP
cana-6278	42	16	upsells	upsell	NOUN
cana-6278	42	17	,	,	PUNCT
cana-6278	42	18	churn	churn	NOUN
cana-6278	42	19	prevention	prevention	NOUN
cana-6278	42	20	,	,	PUNCT
cana-6278	42	21	or	or	CCONJ
cana-6278	42	22	contextual	contextual	ADJ
cana-6278	42	23	alerts	alert	NOUN
cana-6278	42	24	are	be	AUX
cana-6278	42	25	lost	lose	VERB
cana-6278	42	26	.	.	PUNCT
cana-6278	43	1	2.3	2.3	NUM
cana-6278	43	2	privacy	privacy	NOUN
cana-6278	43	3	-	-	PUNCT
cana-6278	43	4	preservation	preservation	NOUN
cana-6278	43	5	constraints	constraint	NOUN
cana-6278	43	6	(	(	PUNCT
cana-6278	43	7	gdpr	gdpr	NOUN
cana-6278	43	8	,	,	PUNCT
cana-6278	43	9	ccpa	ccpa	NOUN
cana-6278	43	10	,	,	PUNCT
cana-6278	43	11	etc	etc	X
cana-6278	43	12	.	.	X
cana-6278	43	13	)	)	PUNCT
cana-6278	44	1	the	the	DET
cana-6278	44	2	international	international	ADJ
cana-6278	44	3	regulatory	regulatory	ADJ
cana-6278	44	4	landscape	landscape	NOUN
cana-6278	44	5	has	have	AUX
cana-6278	44	6	been	be	AUX
cana-6278	44	7	revolutionized	revolutionize	VERB
cana-6278	44	8	since	since	SCONJ
cana-6278	44	9	2018	2018	NUM
cana-6278	44	10	with	with	ADP
cana-6278	44	11	the	the	DET
cana-6278	44	12	inclusion	inclusion	NOUN
cana-6278	44	13	of	of	ADP
cana-6278	44	14	gdpr	gdpr	PROPN
cana-6278	44	15	,	,	PUNCT
cana-6278	44	16	ccpa	ccpa	NOUN
cana-6278	44	17	,	,	PUNCT
cana-6278	44	18	lgpd	lgpd	NOUN
cana-6278	44	19	,	,	PUNCT
cana-6278	44	20	and	and	CCONJ
cana-6278	44	21	china	china	PROPN
cana-6278	44	22	's	's	PART
cana-6278	44	23	pipl	pipl	NOUN
cana-6278	44	24	requiring	require	VERB
cana-6278	44	25	strict	strict	ADJ
cana-6278	44	26	personal	personal	ADJ
cana-6278	44	27	data	datum	NOUN
cana-6278	44	28	processing	processing	NOUN
cana-6278	44	29	control	control	NOUN
cana-6278	44	30	,	,	PUNCT
cana-6278	44	31	transfer	transfer	NOUN
cana-6278	44	32	,	,	PUNCT
cana-6278	44	33	and	and	CCONJ
cana-6278	44	34	storage	storage	NOUN
cana-6278	44	35	.	.	PUNCT
cana-6278	45	1	data	datum	NOUN
cana-6278	45	2	minimization	minimization	PROPN
cana-6278	45	3	,	,	PUNCT
cana-6278	45	4	purpose	purpose	NOUN
cana-6278	45	5	limitation	limitation	NOUN
cana-6278	45	6	,	,	PUNCT
cana-6278	45	7	and	and	CCONJ
cana-6278	45	8	transparency	transparency	NOUN
cana-6278	45	9	requirements	requirement	NOUN
cana-6278	45	10	for	for	ADP
cana-6278	45	11	identity	identity	NOUN
cana-6278	45	12	resolution	resolution	NOUN
cana-6278	45	13	processes	process	NOUN
cana-6278	45	14	are	be	AUX
cana-6278	45	15	one	one	NUM
cana-6278	45	16	of	of	ADP
cana-6278	45	17	the	the	DET
cana-6278	45	18	core	core	NOUN
cana-6278	45	19	implications	implication	NOUN
cana-6278	45	20	for	for	ADP
cana-6278	45	21	cdps	cdp	NOUN
cana-6278	45	22	.	.	PUNCT
cana-6278	46	1	article	article	NOUN
cana-6278	46	2	5	5	NUM
cana-6278	46	3	and	and	CCONJ
cana-6278	46	4	25	25	NUM
cana-6278	46	5	of	of	ADP
cana-6278	46	6	the	the	DET
cana-6278	46	7	gdpr	gdpr	PROPN
cana-6278	46	8	stipulate	stipulate	NOUN
cana-6278	46	9	that	that	SCONJ
cana-6278	46	10	user	user	NOUN
cana-6278	46	11	data	datum	NOUN
cana-6278	46	12	can	can	AUX
cana-6278	46	13	only	only	ADV
cana-6278	46	14	be	be	AUX
cana-6278	46	15	gathered	gather	VERB
cana-6278	46	16	and	and	CCONJ
cana-6278	46	17	processed	process	VERB
cana-6278	46	18	as	as	ADV
cana-6278	46	19	far	far	ADV
cana-6278	46	20	as	as	SCONJ
cana-6278	46	21	is	be	AUX
cana-6278	46	22	necessary	necessary	ADJ
cana-6278	46	23	and	and	CCONJ
cana-6278	46	24	pursuant	pursuant	ADJ
cana-6278	46	25	to	to	ADP
cana-6278	46	26	the	the	DET
cana-6278	46	27	explicitly	explicitly	ADV
cana-6278	46	28	mentioned	mention	VERB
cana-6278	46	29	purpose	purpose	NOUN
cana-6278	46	30	.	.	PUNCT
cana-6278	47	1	this	this	PRON
cana-6278	47	2	is	be	AUX
cana-6278	47	3	the	the	DET
cana-6278	47	4	exact	exact	ADJ
cana-6278	47	5	opposite	opposite	NOUN
cana-6278	47	6	of	of	ADP
cana-6278	47	7	the	the	DET
cana-6278	47	8	operational	operational	ADJ
cana-6278	47	9	model	model	NOUN
cana-6278	47	10	of	of	ADP
cana-6278	47	11	legacy	legacy	NOUN
cana-6278	47	12	cdps	cdps	PROPN
cana-6278	47	13	,	,	PUNCT
cana-6278	47	14	which	which	PRON
cana-6278	47	15	gather	gather	VERB
cana-6278	47	16	massive	massive	ADJ
cana-6278	47	17	amounts	amount	NOUN
cana-6278	47	18	of	of	ADP
cana-6278	47	19	user	user	NOUN
cana-6278	47	20	data	datum	NOUN
cana-6278	47	21	into	into	ADP
cana-6278	47	22	centralized	centralized	ADJ
cana-6278	47	23	lakes	lake	NOUN
cana-6278	47	24	in	in	ADP
cana-6278	47	25	order	order	NOUN
cana-6278	47	26	to	to	ADP
cana-6278	47	27	power	power	NOUN
cana-6278	47	28	analytics	analytic	NOUN
cana-6278	47	29	and	and	CCONJ
cana-6278	47	30	activation	activation	NOUN
cana-6278	47	31	engines	engine	NOUN
cana-6278	47	32	.	.	PUNCT
cana-6278	48	1	to	to	ADP
cana-6278	48	2	2024	2024	NUM
cana-6278	48	3	,	,	PUNCT
cana-6278	48	4	more	more	ADJ
cana-6278	48	5	than	than	ADP
cana-6278	48	6	60	60	NUM
cana-6278	48	7	%	%	NOUN
cana-6278	48	8	of	of	ADP
cana-6278	48	9	organizations	organization	NOUN
cana-6278	48	10	that	that	PRON
cana-6278	48	11	are	be	AUX
cana-6278	48	12	based	base	VERB
cana-6278	48	13	in	in	ADP
cana-6278	48	14	the	the	DET
cana-6278	48	15	u.s	u.s	PROPN
cana-6278	48	16	.	.	PROPN
cana-6278	48	17	and	and	CCONJ
cana-6278	48	18	eu	eu	PROPN
cana-6278	48	19	have	have	AUX
cana-6278	48	20	transitioned	transition	VERB
cana-6278	48	21	to	to	ADP
cana-6278	48	22	federated	federated	ADJ
cana-6278	48	23	or	or	CCONJ
cana-6278	48	24	hybrid	hybrid	ADJ
cana-6278	48	25	architectures	architecture	NOUN
cana-6278	48	26	in	in	ADP
cana-6278	48	27	part	part	NOUN
cana-6278	48	28	because	because	SCONJ
cana-6278	48	29	of	of	ADP
cana-6278	48	30	these	these	DET
cana-6278	48	31	constraints	constraint	NOUN
cana-6278	48	32	(	(	PUNCT
cana-6278	48	33	idc	idc	PROPN
cana-6278	48	34	,	,	PUNCT
cana-6278	48	35	2024	2024	NUM
cana-6278	48	36	)	)	PUNCT
cana-6278	48	37	.	.	PUNCT
cana-6278	49	1	these	these	DET
cana-6278	49	2	architectures	architecture	NOUN
cana-6278	49	3	decrease	decrease	VERB
cana-6278	49	4	the	the	DET
cana-6278	49	5	chance	chance	NOUN
cana-6278	49	6	of	of	ADP
cana-6278	49	7	privacy	privacy	NOUN
cana-6278	49	8	breaches	breach	NOUN
cana-6278	49	9	through	through	ADP
cana-6278	49	10	the	the	DET
cana-6278	49	11	elimination	elimination	NOUN
cana-6278	49	12	of	of	ADP
cana-6278	49	13	exfiltration	exfiltration	NOUN
cana-6278	49	14	of	of	ADP
cana-6278	49	15	data	datum	NOUN
cana-6278	49	16	out	out	ADP
cana-6278	49	17	of	of	ADP
cana-6278	49	18	source	source	NOUN
cana-6278	49	19	systems(li	systems(li	NOUN
cana-6278	49	20	,	,	PUNCT
cana-6278	49	21	sahu	sahu	PROPN
cana-6278	49	22	,	,	PUNCT
cana-6278	49	23	talwalkar	talwalkar	PROPN
cana-6278	49	24	,	,	PUNCT
cana-6278	49	25	&	&	CCONJ
cana-6278	49	26	smith	smith	PROPN
cana-6278	49	27	,	,	PUNCT
cana-6278	49	28	2024	2024	NUM
cana-6278	49	29	)	)	PUNCT
cana-6278	49	30	.	.	PUNCT
cana-6278	50	1	naturally	naturally	ADV
cana-6278	50	2	,	,	PUNCT
cana-6278	50	3	creating	create	VERB
cana-6278	50	4	a	a	DET
cana-6278	50	5	federated	federated	ADJ
cana-6278	50	6	identity	identity	NOUN
cana-6278	50	7	resolution	resolution	NOUN
cana-6278	50	8	system	system	NOUN
cana-6278	50	9	that	that	PRON
cana-6278	50	10	is	be	AUX
cana-6278	50	11	jurisdictional	jurisdictional	ADJ
cana-6278	50	12	domain	domain	NOUN
cana-6278	50	13	compliant	compliant	NOUN
cana-6278	50	14	without	without	ADP
cana-6278	50	15	compromising	compromise	VERB
cana-6278	50	16	operational	operational	ADJ
cana-6278	50	17	fidelity	fidelity	NOUN
cana-6278	50	18	is	be	AUX
cana-6278	50	19	no	no	DET
cana-6278	50	20	easy	easy	ADJ
cana-6278	50	21	feat	feat	NOUN
cana-6278	50	22	.	.	PUNCT
cana-6278	51	1	it	it	PRON
cana-6278	51	2	calls	call	VERB
cana-6278	51	3	for	for	ADP
cana-6278	51	4	convergence	convergence	NOUN
cana-6278	51	5	of	of	ADP
cana-6278	51	6	privacy	privacy	NOUN
cana-6278	51	7	technologies	technology	NOUN
cana-6278	51	8	like	like	ADP
cana-6278	51	9	secure	secure	ADJ
cana-6278	51	10	multi	multi	ADJ
cana-6278	51	11	-	-	ADJ
cana-6278	51	12	party	party	ADJ
cana-6278	51	13	computation	computation	NOUN
cana-6278	51	14	(	(	PUNCT
cana-6278	51	15	smpc	smpc	NOUN
cana-6278	51	16	)	)	PUNCT
cana-6278	51	17	,	,	PUNCT
cana-6278	51	18	homomorphic	homomorphic	ADJ
cana-6278	51	19	encryption	encryption	NOUN
cana-6278	51	20	,	,	PUNCT
cana-6278	51	21	and	and	CCONJ
cana-6278	51	22	federated	federated	ADJ
cana-6278	51	23	learning	learning	NOUN
cana-6278	51	24	—	—	PUNCT
cana-6278	51	25	introducing	introduce	VERB
cana-6278	51	26	novel	novel	ADJ
cana-6278	51	27	computational	computational	ADJ
cana-6278	51	28	and	and	CCONJ
cana-6278	51	29	engineering	engineering	NOUN
cana-6278	51	30	communications	communication	NOUN
cana-6278	51	31	on	on	ADP
cana-6278	51	32	applied	apply	VERB
cana-6278	51	33	nonlinear	nonlinear	ADJ
cana-6278	51	34	analysis	analysis	NOUN
cana-6278	51	35	issn	issn	NOUN
cana-6278	51	36	:	:	PUNCT
cana-6278	51	37	1074	1074	NUM
cana-6278	51	38	-	-	PUNCT
cana-6278	51	39	133x	133x	NUM
cana-6278	51	40	vol	vol	VERB
cana-6278	51	41	32	32	NUM
cana-6278	51	42	no	no	NOUN
cana-6278	51	43	.	.	PUNCT
cana-6278	52	1	10s	10	NOUN
cana-6278	52	2	(	(	PUNCT
cana-6278	52	3	2025	2025	NUM
cana-6278	52	4	)	)	PUNCT
cana-6278	52	5	3636	3636	NUM
cana-6278	52	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	52	7	difficulties	difficulty	NOUN
cana-6278	52	8	.	.	PUNCT
cana-6278	53	1	also	also	ADV
cana-6278	53	2	contributing	contribute	VERB
cana-6278	53	3	to	to	ADP
cana-6278	53	4	the	the	DET
cana-6278	53	5	challenge	challenge	NOUN
cana-6278	53	6	is	be	AUX
cana-6278	53	7	obtaining	obtain	VERB
cana-6278	53	8	differential	differential	ADJ
cana-6278	53	9	privacy	privacy	NOUN
cana-6278	53	10	guarantees	guarantee	NOUN
cana-6278	53	11	(	(	PUNCT
cana-6278	53	12	e.g.	e.g.	ADV
cana-6278	53	13	,	,	PUNCT
cana-6278	53	14	ε	ε	PROPN
cana-6278	53	15	<	<	X
cana-6278	53	16	1.0	1.0	NUM
cana-6278	53	17	)	)	PUNCT
cana-6278	53	18	without	without	ADP
cana-6278	53	19	compromising	compromise	VERB
cana-6278	53	20	recall	recall	NOUN
cana-6278	53	21	and	and	CCONJ
cana-6278	53	22	precision	precision	NOUN
cana-6278	53	23	too	too	ADV
cana-6278	53	24	much	much	ADV
cana-6278	53	25	.	.	PUNCT
cana-6278	54	1	figure	figure	VERB
cana-6278	54	2	2	2	NUM
cana-6278	54	3	gdpr	gdpr	NOUN
cana-6278	54	4	compliance	compliance	NOUN
cana-6278	54	5	risk	risk	NOUN
cana-6278	54	6	index	index	NOUN
cana-6278	54	7	comparison	comparison	NOUN
cana-6278	54	8	between	between	ADP
cana-6278	54	9	architectures	architecture	NOUN
cana-6278	54	10	.	.	PUNCT
cana-6278	55	1	(	(	PUNCT
cana-6278	55	2	source	source	NOUN
cana-6278	55	3	:	:	PUNCT
cana-6278	55	4	li	li	PROPN
cana-6278	55	5	,	,	PUNCT
cana-6278	55	6	sahu	sahu	PROPN
cana-6278	55	7	,	,	PUNCT
cana-6278	55	8	talwalkar	talwalkar	PROPN
cana-6278	55	9	,	,	PUNCT
cana-6278	55	10	&	&	CCONJ
cana-6278	55	11	smith	smith	PROPN
cana-6278	55	12	,	,	PUNCT
cana-6278	55	13	2024	2024	NUM
cana-6278	55	14	)	)	PUNCT
cana-6278	55	15	2.4	2.4	NUM
cana-6278	55	16	scalability	scalability	NOUN
cana-6278	55	17	and	and	CCONJ
cana-6278	55	18	real	real	ADJ
cana-6278	55	19	-	-	PUNCT
cana-6278	55	20	time	time	NOUN
cana-6278	55	21	processing	processing	NOUN
cana-6278	55	22	demands	demand	NOUN
cana-6278	55	23	scalability	scalability	NOUN
cana-6278	55	24	of	of	ADP
cana-6278	55	25	identity	identity	NOUN
cana-6278	55	26	graph	graph	NOUN
cana-6278	55	27	construction	construction	NOUN
cana-6278	55	28	is	be	AUX
cana-6278	55	29	across	across	ADP
cana-6278	55	30	two	two	NUM
cana-6278	55	31	axes	axis	NOUN
cana-6278	55	32	:	:	PUNCT
cana-6278	55	33	horizontal	horizontal	ADJ
cana-6278	55	34	scale	scale	NOUN
cana-6278	55	35	between	between	ADP
cana-6278	55	36	data	datum	NOUN
cana-6278	55	37	silos	silo	NOUN
cana-6278	55	38	and	and	CCONJ
cana-6278	55	39	vertical	vertical	ADJ
cana-6278	55	40	scale	scale	NOUN
cana-6278	55	41	of	of	ADP
cana-6278	55	42	throughput	throughput	NOUN
cana-6278	55	43	per	per	ADP
cana-6278	55	44	node	node	NOUN
cana-6278	55	45	.	.	PUNCT
cana-6278	56	1	a	a	DET
cana-6278	56	2	typical	typical	ADJ
cana-6278	56	3	enterprise	enterprise	NOUN
cana-6278	56	4	cdp	cdp	NOUN
cana-6278	56	5	handles	handle	VERB
cana-6278	56	6	hundreds	hundred	NOUN
cana-6278	56	7	of	of	ADP
cana-6278	56	8	millions	million	NOUN
cana-6278	56	9	of	of	ADP
cana-6278	56	10	customer	customer	NOUN
cana-6278	56	11	interactions	interaction	NOUN
cana-6278	56	12	every	every	DET
cana-6278	56	13	hour	hour	NOUN
cana-6278	56	14	across	across	ADP
cana-6278	56	15	touch	touch	NOUN
cana-6278	56	16	points	point	NOUN
cana-6278	56	17	such	such	ADJ
cana-6278	56	18	as	as	ADP
cana-6278	56	19	digital	digital	ADJ
cana-6278	56	20	ad	ad	NOUN
cana-6278	56	21	impressions	impression	NOUN
cana-6278	56	22	,	,	PUNCT
cana-6278	56	23	email	email	NOUN
cana-6278	56	24	clicks	click	NOUN
cana-6278	56	25	,	,	PUNCT
cana-6278	56	26	support	support	NOUN
cana-6278	56	27	chats	chat	NOUN
cana-6278	56	28	,	,	PUNCT
cana-6278	56	29	and	and	CCONJ
cana-6278	56	30	in	in	ADP
cana-6278	56	31	-	-	PUNCT
cana-6278	56	32	store	store	NOUN
cana-6278	56	33	purchases(li	purchases(li	NOUN
cana-6278	56	34	,	,	PUNCT
cana-6278	56	35	sahu	sahu	PROPN
cana-6278	56	36	,	,	PUNCT
cana-6278	56	37	talwalkar	talwalkar	PROPN
cana-6278	56	38	,	,	PUNCT
cana-6278	56	39	&	&	CCONJ
cana-6278	56	40	smith	smith	PROPN
cana-6278	56	41	,	,	PUNCT
cana-6278	56	42	2024	2024	NUM
cana-6278	56	43	)	)	PUNCT
cana-6278	56	44	.	.	PUNCT
cana-6278	57	1	the	the	DET
cana-6278	57	2	federated	federated	ADJ
cana-6278	57	3	architecture	architecture	NOUN
cana-6278	57	4	thus	thus	ADV
cana-6278	57	5	needs	need	VERB
cana-6278	57	6	to	to	PART
cana-6278	57	7	handle	handle	VERB
cana-6278	57	8	high	high	ADJ
cana-6278	57	9	-	-	PUNCT
cana-6278	57	10	throughput	throughput	NOUN
cana-6278	57	11	identity	identity	NOUN
cana-6278	57	12	updates	update	NOUN
cana-6278	57	13	and	and	CCONJ
cana-6278	57	14	inference	inference	NOUN
cana-6278	57	15	workloads	workload	NOUN
cana-6278	57	16	without	without	ADP
cana-6278	57	17	impacting	impact	VERB
cana-6278	57	18	performance	performance	NOUN
cana-6278	57	19	or	or	CCONJ
cana-6278	57	20	crossing	cross	VERB
cana-6278	57	21	over	over	ADP
cana-6278	57	22	latency	latency	NOUN
cana-6278	57	23	limits	limit	NOUN
cana-6278	57	24	.	.	PUNCT
cana-6278	58	1	experiments	experiment	NOUN
cana-6278	58	2	reported	report	VERB
cana-6278	58	3	in	in	ADP
cana-6278	58	4	2023	2023	NUM
cana-6278	58	5	on	on	ADP
cana-6278	58	6	edge	edge	NOUN
cana-6278	58	7	-	-	PUNCT
cana-6278	58	8	native	native	ADJ
cana-6278	58	9	federated	federated	ADJ
cana-6278	58	10	processing	processing	NOUN
cana-6278	58	11	architectures	architecture	NOUN
cana-6278	58	12	demonstrate	demonstrate	VERB
cana-6278	58	13	that	that	SCONJ
cana-6278	58	14	compute	compute	NOUN
cana-6278	58	15	nodes	node	NOUN
cana-6278	58	16	distributed	distribute	VERB
cana-6278	58	17	across	across	ADP
cana-6278	58	18	with	with	ADP
cana-6278	58	19	data	datum	NOUN
cana-6278	58	20	sources	source	NOUN
cana-6278	58	21	are	be	AUX
cana-6278	58	22	able	able	ADJ
cana-6278	58	23	to	to	PART
cana-6278	58	24	scale	scale	VERB
cana-6278	58	25	to	to	ADP
cana-6278	58	26	1.2	1.2	NUM
cana-6278	58	27	million	million	NUM
cana-6278	58	28	identity	identity	NOUN
cana-6278	58	29	resolutions	resolution	NOUN
cana-6278	58	30	per	per	ADP
cana-6278	58	31	second	second	NOUN
cana-6278	58	32	at	at	ADP
cana-6278	58	33	sub-200ms	sub-200ms	ADJ
cana-6278	58	34	latency	latency	NOUN
cana-6278	58	35	—	—	PUNCT
cana-6278	58	36	subject	subject	ADJ
cana-6278	58	37	to	to	ADP
cana-6278	58	38	optimized	optimize	VERB
cana-6278	58	39	communication	communication	NOUN
cana-6278	58	40	overhead	overhead	ADV
cana-6278	58	41	and	and	CCONJ
cana-6278	58	42	model	model	NOUN
cana-6278	58	43	convergence	convergence	PROPN
cana-6278	58	44	times	time	NOUN
cana-6278	58	45	.	.	PUNCT
cana-6278	59	1	the	the	DET
cana-6278	59	2	most	most	ADV
cana-6278	59	3	challenging	challenging	ADJ
cana-6278	59	4	task	task	NOUN
cana-6278	59	5	is	be	AUX
cana-6278	59	6	maintaining	maintain	VERB
cana-6278	59	7	real	real	ADJ
cana-6278	59	8	-	-	PUNCT
cana-6278	59	9	time	time	NOUN
cana-6278	59	10	consistency	consistency	NOUN
cana-6278	59	11	within	within	ADP
cana-6278	59	12	the	the	DET
cana-6278	59	13	identity	identity	NOUN
cana-6278	59	14	graph	graph	NOUN
cana-6278	59	15	without	without	ADP
cana-6278	59	16	being	be	AUX
cana-6278	59	17	able	able	ADJ
cana-6278	59	18	to	to	PART
cana-6278	59	19	cope	cope	VERB
cana-6278	59	20	with	with	ADP
cana-6278	59	21	asynchronous	asynchronous	ADJ
cana-6278	59	22	,	,	PUNCT
cana-6278	59	23	event	event	NOUN
cana-6278	59	24	-	-	PUNCT
cana-6278	59	25	driven	drive	VERB
cana-6278	59	26	ingestion	ingestion	NOUN
cana-6278	59	27	patterns	pattern	NOUN
cana-6278	59	28	.	.	PUNCT
cana-6278	60	1	legacy	legacy	NOUN
cana-6278	60	2	graph	graph	NOUN
cana-6278	60	3	database	database	NOUN
cana-6278	60	4	technologies	technology	NOUN
cana-6278	60	5	such	such	ADJ
cana-6278	60	6	as	as	ADP
cana-6278	60	7	neo4j	neo4j	PROPN
cana-6278	60	8	or	or	CCONJ
cana-6278	60	9	janusgraph	janusgraph	NOUN
cana-6278	60	10	are	be	AUX
cana-6278	60	11	best	well	ADV
cana-6278	60	12	suited	suit	VERB
cana-6278	60	13	for	for	ADP
cana-6278	60	14	nearline	nearline	NOUN
cana-6278	60	15	or	or	CCONJ
cana-6278	60	16	static	static	ADJ
cana-6278	60	17	workloads	workload	NOUN
cana-6278	60	18	but	but	CCONJ
cana-6278	60	19	fail	fail	VERB
cana-6278	60	20	to	to	PART
cana-6278	60	21	cope	cope	VERB
cana-6278	60	22	with	with	ADP
cana-6278	60	23	concurrent	concurrent	ADJ
cana-6278	60	24	updates	update	NOUN
cana-6278	60	25	and	and	CCONJ
cana-6278	60	26	eventual	eventual	ADJ
cana-6278	60	27	consistency	consistency	NOUN
cana-6278	60	28	guarantees	guarantee	NOUN
cana-6278	60	29	needed	need	VERB
cana-6278	60	30	in	in	ADP
cana-6278	60	31	real	real	ADJ
cana-6278	60	32	-	-	PUNCT
cana-6278	60	33	time	time	NOUN
cana-6278	60	34	pipelines	pipeline	NOUN
cana-6278	60	35	.	.	PUNCT
cana-6278	61	1	newer	new	ADJ
cana-6278	61	2	paradigms	paradigm	NOUN
cana-6278	61	3	that	that	PRON
cana-6278	61	4	utilize	utilize	VERB
cana-6278	61	5	streaming	streaming	NOUN
cana-6278	61	6	-	-	PUNCT
cana-6278	61	7	first	first	ADJ
cana-6278	61	8	architecture	architecture	NOUN
cana-6278	61	9	—	—	PUNCT
cana-6278	61	10	using	use	VERB
cana-6278	61	11	technologies	technology	NOUN
cana-6278	61	12	such	such	ADJ
cana-6278	61	13	as	as	ADP
cana-6278	61	14	apache	apache	PROPN
cana-6278	61	15	kafka	kafka	PROPN
cana-6278	61	16	streams	streams	PROPN
cana-6278	61	17	and	and	CCONJ
cana-6278	61	18	apache	apache	PROPN
cana-6278	61	19	flink	flink	PROPN
cana-6278	61	20	—	—	PUNCT
cana-6278	61	21	are	be	AUX
cana-6278	61	22	thus	thus	ADV
cana-6278	61	23	used	use	VERB
cana-6278	61	24	for	for	ADP
cana-6278	61	25	incremental	incremental	ADJ
cana-6278	61	26	graph	graph	NOUN
cana-6278	61	27	updates	update	NOUN
cana-6278	61	28	,	,	PUNCT
cana-6278	61	29	real	real	ADJ
cana-6278	61	30	-	-	PUNCT
cana-6278	61	31	time	time	NOUN
cana-6278	61	32	edge	edge	NOUN
cana-6278	61	33	inference	inference	NOUN
cana-6278	61	34	,	,	PUNCT
cana-6278	61	35	and	and	CCONJ
cana-6278	61	36	downstream	downstream	ADJ
cana-6278	61	37	activation	activation	NOUN
cana-6278	61	38	.	.	PUNCT
cana-6278	62	1	these	these	DET
cana-6278	62	2	necessitate	necessitate	ADJ
cana-6278	62	3	more	more	ADV
cana-6278	62	4	advanced	advanced	ADJ
cana-6278	62	5	synchronization	synchronization	NOUN
cana-6278	62	6	protocols	protocol	NOUN
cana-6278	62	7	and	and	CCONJ
cana-6278	62	8	resolution	resolution	NOUN
cana-6278	62	9	of	of	ADP
cana-6278	62	10	conflicts	conflict	NOUN
cana-6278	62	11	to	to	PART
cana-6278	62	12	maintain	maintain	VERB
cana-6278	62	13	consistency	consistency	NOUN
cana-6278	62	14	of	of	ADP
cana-6278	62	15	identities	identity	NOUN
cana-6278	62	16	in	in	ADP
cana-6278	62	17	multiple	multiple	ADJ
cana-6278	62	18	-	-	PUNCT
cana-6278	62	19	write	write	ADJ
cana-6278	62	20	scenarios(kim	scenarios(kim	PROPN
cana-6278	62	21	,	,	PUNCT
cana-6278	62	22	lee	lee	PROPN
cana-6278	62	23	,	,	PUNCT
cana-6278	62	24	et	et	PROPN
cana-6278	62	25	al	al	PROPN
cana-6278	62	26	.	.	PROPN
cana-6278	62	27	,	,	PUNCT
cana-6278	62	28	2023	2023	NUM
cana-6278	62	29	)	)	PUNCT
cana-6278	62	30	.	.	PUNCT
cana-6278	63	1	the	the	DET
cana-6278	63	2	following	follow	VERB
cana-6278	63	3	table	table	NOUN
cana-6278	63	4	1	1	NUM
cana-6278	63	5	compares	compare	VERB
cana-6278	63	6	the	the	DET
cana-6278	63	7	scalability	scalability	NOUN
cana-6278	63	8	and	and	CCONJ
cana-6278	63	9	performance	performance	NOUN
cana-6278	63	10	metrics	metric	NOUN
cana-6278	63	11	of	of	ADP
cana-6278	63	12	traditional	traditional	ADJ
cana-6278	63	13	centralized	centralize	VERB
cana-6278	63	14	vs.	vs.	CCONJ
cana-6278	63	15	federated	federate	VERB
cana-6278	63	16	identity	identity	NOUN
cana-6278	63	17	graph	graph	NOUN
cana-6278	63	18	systems	system	NOUN
cana-6278	63	19	observed	observe	VERB
cana-6278	63	20	in	in	ADP
cana-6278	63	21	a	a	DET
cana-6278	63	22	controlled	control	VERB
cana-6278	63	23	enterprise	enterprise	NOUN
cana-6278	63	24	simulation	simulation	NOUN
cana-6278	63	25	using	use	VERB
cana-6278	63	26	synthetic	synthetic	ADJ
cana-6278	63	27	data	datum	NOUN
cana-6278	63	28	modeled	model	VERB
cana-6278	63	29	on	on	ADP
cana-6278	63	30	cdp	cdp	NOUN
cana-6278	63	31	logs	log	NOUN
cana-6278	63	32	.	.	PUNCT
cana-6278	64	1	metric	metric	ADJ
cana-6278	64	2	centralized	centralized	ADJ
cana-6278	64	3	graph	graph	NOUN
cana-6278	64	4	federated	federated	ADJ
cana-6278	64	5	graph	graph	NOUN
cana-6278	64	6	(	(	PUNCT
cana-6278	64	7	2024	2024	NUM
cana-6278	64	8	prototype	prototype	NOUN
cana-6278	64	9	)	)	PUNCT
cana-6278	64	10	identity	identity	NOUN
cana-6278	64	11	resolution	resolution	NOUN
cana-6278	64	12	latency	latency	NOUN
cana-6278	64	13	450	450	NUM
cana-6278	64	14	ms	ms	PROPN
cana-6278	64	15	142	142	NUM
cana-6278	64	16	ms	ms	NOUN
cana-6278	64	17	throughput	throughput	NOUN
cana-6278	64	18	per	per	ADP
cana-6278	64	19	node	node	NOUN
cana-6278	64	20	50k	50k	PROPN
cana-6278	64	21	req	req	PROPN
cana-6278	64	22	/	/	SYM
cana-6278	64	23	sec	sec	PROPN
cana-6278	64	24	180k	180k	NUM
cana-6278	64	25	req	req	ADJ
cana-6278	64	26	/	/	SYM
cana-6278	64	27	sec	sec	PROPN
cana-6278	64	28	communications	communication	NOUN
cana-6278	64	29	on	on	ADP
cana-6278	64	30	applied	apply	VERB
cana-6278	64	31	nonlinear	nonlinear	ADJ
cana-6278	64	32	analysis	analysis	NOUN
cana-6278	64	33	issn	issn	NOUN
cana-6278	64	34	:	:	PUNCT
cana-6278	64	35	1074	1074	NUM
cana-6278	64	36	-	-	PUNCT
cana-6278	64	37	133x	133x	NUM
cana-6278	64	38	vol	vol	VERB
cana-6278	64	39	32	32	NUM
cana-6278	64	40	no	no	NOUN
cana-6278	64	41	.	.	PUNCT
cana-6278	65	1	10s	10	NOUN
cana-6278	65	2	(	(	PUNCT
cana-6278	65	3	2025	2025	NUM
cana-6278	65	4	)	)	PUNCT
cana-6278	65	5	3637	3637	NUM
cana-6278	65	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	65	7	horizontal	horizontal	ADJ
cana-6278	65	8	scalability	scalability	NOUN
cana-6278	65	9	4	4	NUM
cana-6278	65	10	nodes	node	NOUN
cana-6278	65	11	max	max	PROPN
cana-6278	65	12	20	20	NUM
cana-6278	65	13	+	+	NUM
cana-6278	65	14	nodes	node	NOUN
cana-6278	65	15	linear	linear	ADJ
cana-6278	65	16	scale	scale	NOUN
cana-6278	65	17	f1	f1	NOUN
cana-6278	65	18	score	score	NOUN
cana-6278	65	19	(	(	PUNCT
cana-6278	65	20	identity	identity	NOUN
cana-6278	65	21	accuracy	accuracy	NOUN
cana-6278	65	22	)	)	PUNCT
cana-6278	65	23	0.84	0.84	NUM
cana-6278	65	24	0.92	0.92	NUM
cana-6278	65	25	gdpr	gdpr	NOUN
cana-6278	65	26	compliance	compliance	NOUN
cana-6278	65	27	risk	risk	NOUN
cana-6278	65	28	index	index	NOUN
cana-6278	65	29	high	high	ADV
cana-6278	65	30	minimal	minimal	ADJ
cana-6278	65	31	as	as	ADP
cana-6278	65	32	the	the	DET
cana-6278	65	33	table	table	NOUN
cana-6278	65	34	shows	show	NOUN
cana-6278	65	35	,	,	PUNCT
cana-6278	65	36	federated	federated	ADJ
cana-6278	65	37	systems	system	NOUN
cana-6278	65	38	provide	provide	VERB
cana-6278	65	39	measurable	measurable	ADJ
cana-6278	65	40	gains	gain	NOUN
cana-6278	65	41	across	across	ADP
cana-6278	65	42	latency	latency	NOUN
cana-6278	65	43	,	,	PUNCT
cana-6278	65	44	throughput	throughput	NOUN
cana-6278	65	45	,	,	PUNCT
cana-6278	65	46	and	and	CCONJ
cana-6278	65	47	privacy	privacy	NOUN
cana-6278	65	48	compliance	compliance	NOUN
cana-6278	65	49	dimensions	dimension	NOUN
cana-6278	65	50	,	,	PUNCT
cana-6278	65	51	but	but	CCONJ
cana-6278	65	52	require	require	VERB
cana-6278	65	53	significantly	significantly	ADV
cana-6278	65	54	more	more	ADV
cana-6278	65	55	complex	complex	ADJ
cana-6278	65	56	orchestration	orchestration	NOUN
cana-6278	65	57	,	,	PUNCT
cana-6278	65	58	especially	especially	ADV
cana-6278	65	59	when	when	SCONJ
cana-6278	65	60	processing	processing	NOUN
cana-6278	65	61	events	event	NOUN
cana-6278	65	62	at	at	ADP
cana-6278	65	63	terabyte	terabyte	NOUN
cana-6278	65	64	scales	scale	NOUN
cana-6278	65	65	.	.	PUNCT
cana-6278	66	1	2.5	2.5	NUM
cana-6278	66	2	cross	cross	ADJ
cana-6278	66	3	-	-	ADJ
cana-6278	66	4	channel	channel	ADJ
cana-6278	66	5	consistency	consistency	NOUN
cana-6278	66	6	vs.	vs.	ADP
cana-6278	66	7	data	data	NOUN
cana-6278	66	8	decentralization	decentralization	NOUN
cana-6278	66	9	being	be	AUX
cana-6278	66	10	cross	cross	ADJ
cana-6278	66	11	-	-	ADJ
cana-6278	66	12	channel	channel	ADJ
cana-6278	66	13	consistent	consistent	ADJ
cana-6278	66	14	—	—	PUNCT
cana-6278	66	15	where	where	SCONJ
cana-6278	66	16	an	an	DET
cana-6278	66	17	actor	actor	NOUN
cana-6278	66	18	sees	see	VERB
cana-6278	66	19	a	a	DET
cana-6278	66	20	consistent	consistent	ADJ
cana-6278	66	21	experience	experience	NOUN
cana-6278	66	22	no	no	ADV
cana-6278	66	23	matter	matter	ADV
cana-6278	66	24	what	what	PRON
cana-6278	66	25	interaction	interaction	NOUN
cana-6278	66	26	channel	channel	NOUN
cana-6278	66	27	is	be	AUX
cana-6278	66	28	used	use	VERB
cana-6278	66	29	—	—	PUNCT
cana-6278	66	30	is	be	AUX
cana-6278	66	31	an	an	DET
cana-6278	66	32	enabler	enabler	NOUN
cana-6278	66	33	of	of	ADP
cana-6278	66	34	success	success	NOUN
cana-6278	66	35	for	for	ADP
cana-6278	66	36	cdps	cdp	NOUN
cana-6278	66	37	.	.	PUNCT
cana-6278	67	1	decentralization	decentralization	NOUN
cana-6278	67	2	of	of	ADP
cana-6278	67	3	data	datum	NOUN
cana-6278	67	4	makes	make	VERB
cana-6278	67	5	it	it	PRON
cana-6278	67	6	harder	hard	ADJ
cana-6278	67	7	to	to	PART
cana-6278	67	8	achieve	achieve	VERB
cana-6278	67	9	this	this	PRON
cana-6278	67	10	,	,	PUNCT
cana-6278	67	11	though	though	ADV
cana-6278	67	12	,	,	PUNCT
cana-6278	67	13	by	by	ADP
cana-6278	67	14	reducing	reduce	VERB
cana-6278	67	15	the	the	DET
cana-6278	67	16	visibility	visibility	NOUN
cana-6278	67	17	of	of	ADP
cana-6278	67	18	global	global	ADJ
cana-6278	67	19	identifiers	identifier	NOUN
cana-6278	67	20	or	or	CCONJ
cana-6278	67	21	deterministic	deterministic	ADJ
cana-6278	67	22	joins	join	NOUN
cana-6278	67	23	between	between	ADP
cana-6278	67	24	platforms	platform	NOUN
cana-6278	67	25	.	.	PUNCT
cana-6278	68	1	for	for	ADP
cana-6278	68	2	instance	instance	NOUN
cana-6278	68	3	,	,	PUNCT
cana-6278	68	4	mobile	mobile	ADJ
cana-6278	68	5	app	app	NOUN
cana-6278	68	6	sdks	sdks	PROPN
cana-6278	68	7	usually	usually	ADV
cana-6278	68	8	track	track	VERB
cana-6278	68	9	individuals	individual	NOUN
cana-6278	68	10	by	by	ADP
cana-6278	68	11	platform	platform	NOUN
cana-6278	68	12	-	-	PUNCT
cana-6278	68	13	specific	specific	ADJ
cana-6278	68	14	device	device	NOUN
cana-6278	68	15	ids	id	NOUN
cana-6278	68	16	(	(	PUNCT
cana-6278	68	17	such	such	ADJ
cana-6278	68	18	as	as	ADP
cana-6278	68	19	idfa	idfa	NOUN
cana-6278	68	20	in	in	ADP
cana-6278	68	21	ios	ios	PROPN
cana-6278	68	22	,	,	PUNCT
cana-6278	68	23	gaid	gaid	NOUN
cana-6278	68	24	in	in	ADP
cana-6278	68	25	android	android	PROPN
cana-6278	68	26	)	)	PUNCT
cana-6278	68	27	,	,	PUNCT
cana-6278	68	28	which	which	PRON
cana-6278	68	29	are	be	AUX
cana-6278	68	30	n't	not	PART
cana-6278	68	31	accessible	accessible	ADJ
cana-6278	68	32	for	for	ADP
cana-6278	68	33	linking	link	VERB
cana-6278	68	34	with	with	ADP
cana-6278	68	35	crm	crm	NOUN
cana-6278	68	36	or	or	CCONJ
cana-6278	68	37	pos	pos	NOUN
cana-6278	68	38	data	datum	NOUN
cana-6278	68	39	because	because	SCONJ
cana-6278	68	40	of	of	ADP
cana-6278	68	41	consent	consent	NOUN
cana-6278	68	42	limitations	limitation	NOUN
cana-6278	68	43	or	or	CCONJ
cana-6278	68	44	absence	absence	NOUN
cana-6278	68	45	of	of	ADP
cana-6278	68	46	a	a	DET
cana-6278	68	47	shared	shared	ADJ
cana-6278	68	48	key	key	NOUN
cana-6278	68	49	.	.	PUNCT
cana-6278	69	1	with	with	ADP
cana-6278	69	2	no	no	DET
cana-6278	69	3	shared	share	VERB
cana-6278	69	4	identifier	identifier	NOUN
cana-6278	69	5	graph	graph	NOUN
cana-6278	69	6	,	,	PUNCT
cana-6278	69	7	individual	individual	ADJ
cana-6278	69	8	channels	channel	NOUN
cana-6278	69	9	happen	happen	VERB
cana-6278	69	10	in	in	ADP
cana-6278	69	11	isolation	isolation	NOUN
cana-6278	69	12	,	,	PUNCT
cana-6278	69	13	resulting	result	VERB
cana-6278	69	14	in	in	ADP
cana-6278	69	15	redundant	redundant	ADJ
cana-6278	69	16	personalization	personalization	NOUN
cana-6278	69	17	,	,	PUNCT
cana-6278	69	18	inconsistent	inconsistent	ADJ
cana-6278	69	19	segmentation	segmentation	NOUN
cana-6278	69	20	,	,	PUNCT
cana-6278	69	21	and	and	CCONJ
cana-6278	69	22	eventually	eventually	ADV
cana-6278	69	23	customer	customer	NOUN
cana-6278	69	24	distress	distress	NOUN
cana-6278	69	25	.	.	PUNCT
cana-6278	70	1	with	with	ADP
cana-6278	70	2	a	a	DET
cana-6278	70	3	distributed	distribute	VERB
cana-6278	70	4	configuration	configuration	NOUN
cana-6278	70	5	,	,	PUNCT
cana-6278	70	6	correlation	correlation	NOUN
cana-6278	70	7	of	of	ADP
cana-6278	70	8	identities	identity	NOUN
cana-6278	70	9	would	would	AUX
cana-6278	70	10	have	have	VERB
cana-6278	70	11	to	to	PART
cana-6278	70	12	happen	happen	VERB
cana-6278	70	13	through	through	ADP
cana-6278	70	14	federated	federated	ADJ
cana-6278	70	15	matching	matching	NOUN
cana-6278	70	16	methods	method	NOUN
cana-6278	70	17	against	against	ADP
cana-6278	70	18	partial	partial	ADJ
cana-6278	70	19	intersection	intersection	NOUN
cana-6278	70	20	of	of	ADP
cana-6278	70	21	behavior	behavior	NOUN
cana-6278	70	22	profiles	profile	NOUN
cana-6278	70	23	,	,	PUNCT
cana-6278	70	24	common	common	ADJ
cana-6278	70	25	network	network	NOUN
cana-6278	70	26	ips	ip	NOUN
cana-6278	70	27	,	,	PUNCT
cana-6278	70	28	or	or	CCONJ
cana-6278	70	29	third	third	ADJ
cana-6278	70	30	-	-	PUNCT
cana-6278	70	31	party	party	NOUN
cana-6278	70	32	enrichment	enrichment	NOUN
cana-6278	70	33	services(kim	services(kim	PROPN
cana-6278	70	34	,	,	PUNCT
cana-6278	70	35	lee	lee	PROPN
cana-6278	70	36	,	,	PUNCT
cana-6278	70	37	et	et	PROPN
cana-6278	70	38	al	al	PROPN
cana-6278	70	39	.	.	PROPN
cana-6278	70	40	,	,	PUNCT
cana-6278	70	41	2023	2023	NUM
cana-6278	70	42	)	)	PUNCT
cana-6278	70	43	.	.	PUNCT
cana-6278	71	1	these	these	DET
cana-6278	71	2	probability	probability	NOUN
cana-6278	71	3	matches	match	NOUN
cana-6278	71	4	need	need	VERB
cana-6278	71	5	to	to	PART
cana-6278	71	6	be	be	AUX
cana-6278	71	7	shared	share	VERB
cana-6278	71	8	in	in	ADP
cana-6278	71	9	the	the	DET
cana-6278	71	10	correct	correct	ADJ
cana-6278	71	11	way	way	NOUN
cana-6278	71	12	to	to	PART
cana-6278	71	13	prevent	prevent	VERB
cana-6278	71	14	false	false	ADJ
cana-6278	71	15	positives	positive	NOUN
cana-6278	71	16	,	,	PUNCT
cana-6278	71	17	which	which	PRON
cana-6278	71	18	would	would	AUX
cana-6278	71	19	result	result	VERB
cana-6278	71	20	in	in	ADP
cana-6278	71	21	misattribution	misattribution	NOUN
cana-6278	71	22	of	of	ADP
cana-6278	71	23	user	user	NOUN
cana-6278	71	24	behavior	behavior	NOUN
cana-6278	71	25	and	and	CCONJ
cana-6278	71	26	regulation	regulation	NOUN
cana-6278	71	27	violation	violation	NOUN
cana-6278	71	28	under	under	ADP
cana-6278	71	29	deceptive	deceptive	ADJ
cana-6278	71	30	profiling	profiling	NOUN
cana-6278	71	31	.	.	PUNCT
cana-6278	72	1	the	the	DET
cana-6278	72	2	problem	problem	NOUN
cana-6278	72	3	is	be	AUX
cana-6278	72	4	compounded	compound	VERB
cana-6278	72	5	further	far	ADV
cana-6278	72	6	when	when	SCONJ
cana-6278	72	7	event	event	NOUN
cana-6278	72	8	timing	timing	NOUN
cana-6278	72	9	and	and	CCONJ
cana-6278	72	10	temporal	temporal	ADJ
cana-6278	72	11	correspondence	correspondence	NOUN
cana-6278	72	12	are	be	AUX
cana-6278	72	13	considered	consider	VERB
cana-6278	72	14	,	,	PUNCT
cana-6278	72	15	since	since	SCONJ
cana-6278	72	16	user	user	NOUN
cana-6278	72	17	signals	signal	NOUN
cana-6278	72	18	can	can	AUX
cana-6278	72	19	arrive	arrive	VERB
cana-6278	72	20	in	in	ADP
cana-6278	72	21	the	the	DET
cana-6278	72	22	wrong	wrong	ADJ
cana-6278	72	23	order	order	NOUN
cana-6278	72	24	or	or	CCONJ
cana-6278	72	25	with	with	ADP
cana-6278	72	26	different	different	ADJ
cana-6278	72	27	freshness	freshness	NOUN
cana-6278	72	28	levels	level	NOUN
cana-6278	72	29	.	.	PUNCT
cana-6278	73	1	a	a	DET
cana-6278	73	2	resilient	resilient	ADJ
cana-6278	73	3	federated	federated	ADJ
cana-6278	73	4	identity	identity	NOUN
cana-6278	73	5	graph	graph	NOUN
cana-6278	73	6	needs	need	NOUN
cana-6278	73	7	to	to	PART
cana-6278	73	8	consider	consider	VERB
cana-6278	73	9	temporal	temporal	ADJ
cana-6278	73	10	dynamics	dynamic	NOUN
cana-6278	73	11	,	,	PUNCT
cana-6278	73	12	streaming	streaming	NOUN
cana-6278	73	13	order	order	NOUN
cana-6278	73	14	guarantees	guarantee	NOUN
cana-6278	73	15	,	,	PUNCT
cana-6278	73	16	and	and	CCONJ
cana-6278	73	17	causal	causal	NOUN
cana-6278	73	18	inference	inference	NOUN
cana-6278	73	19	models	model	NOUN
cana-6278	73	20	in	in	ADP
cana-6278	73	21	order	order	NOUN
cana-6278	73	22	to	to	PART
cana-6278	73	23	have	have	AUX
cana-6278	73	24	a	a	DET
cana-6278	73	25	real	real	ADJ
cana-6278	73	26	-	-	PUNCT
cana-6278	73	27	time	time	NOUN
cana-6278	73	28	accurate	accurate	ADJ
cana-6278	73	29	representation	representation	NOUN
cana-6278	73	30	of	of	ADP
cana-6278	73	31	identity	identity	NOUN
cana-6278	73	32	.	.	PUNCT
cana-6278	74	1	3	3	X
cana-6278	74	2	.	.	X
cana-6278	74	3	related	relate	VERB
cana-6278	74	4	work	work	NOUN
cana-6278	74	5	3.1	3.1	NUM
cana-6278	74	6	identity	identity	NOUN
cana-6278	74	7	resolution	resolution	NOUN
cana-6278	74	8	techniques	technique	NOUN
cana-6278	74	9	:	:	PUNCT
cana-6278	74	10	deterministic	deterministic	ADJ
cana-6278	74	11	vs.	vs.	ADP
cana-6278	74	12	probabilistic	probabilistic	ADJ
cana-6278	74	13	approaches	approach	VERB
cana-6278	74	14	the	the	DET
cana-6278	74	15	identity	identity	NOUN
cana-6278	74	16	resolution	resolution	NOUN
cana-6278	74	17	terrain	terrain	NOUN
cana-6278	74	18	has	have	AUX
cana-6278	74	19	historically	historically	ADV
cana-6278	74	20	been	be	AUX
cana-6278	74	21	dominated	dominate	VERB
cana-6278	74	22	by	by	ADP
cana-6278	74	23	deterministic	deterministic	ADJ
cana-6278	74	24	match	match	NOUN
cana-6278	74	25	methods	method	NOUN
cana-6278	74	26	,	,	PUNCT
cana-6278	74	27	which	which	PRON
cana-6278	74	28	are	be	AUX
cana-6278	74	29	based	base	VERB
cana-6278	74	30	on	on	ADP
cana-6278	74	31	clean	clean	ADJ
cana-6278	74	32	data	datum	NOUN
cana-6278	74	33	matches	match	NOUN
cana-6278	74	34	like	like	ADP
cana-6278	74	35	email	email	NOUN
cana-6278	74	36	,	,	PUNCT
cana-6278	74	37	phone	phone	NOUN
cana-6278	74	38	number	number	NOUN
cana-6278	74	39	,	,	PUNCT
cana-6278	74	40	or	or	CCONJ
cana-6278	74	41	customer	customer	NOUN
cana-6278	74	42	number	number	NOUN
cana-6278	74	43	.	.	PUNCT
cana-6278	75	1	such	such	ADJ
cana-6278	75	2	operations	operation	NOUN
cana-6278	75	3	have	have	AUX
cana-6278	75	4	long	long	ADV
cana-6278	75	5	been	be	AUX
cana-6278	75	6	at	at	ADP
cana-6278	75	7	the	the	DET
cana-6278	75	8	core	core	NOUN
cana-6278	75	9	of	of	ADP
cana-6278	75	10	traditional	traditional	ADJ
cana-6278	75	11	customer	customer	NOUN
cana-6278	75	12	data	datum	NOUN
cana-6278	75	13	platforms	platform	NOUN
cana-6278	75	14	,	,	PUNCT
cana-6278	75	15	especially	especially	ADV
cana-6278	75	16	in	in	ADP
cana-6278	75	17	high	high	ADJ
cana-6278	75	18	-	-	PUNCT
cana-6278	75	19	fidelity	fidelity	NOUN
cana-6278	75	20	personal	personal	ADJ
cana-6278	75	21	identifier	identifier	NOUN
cana-6278	75	22	domains	domain	NOUN
cana-6278	75	23	like	like	ADP
cana-6278	75	24	telecom	telecom	NOUN
cana-6278	75	25	and	and	CCONJ
cana-6278	75	26	banking(kim	banking(kim	PROPN
cana-6278	75	27	,	,	PUNCT
cana-6278	75	28	lee	lee	PROPN
cana-6278	75	29	,	,	PUNCT
cana-6278	75	30	et	et	PROPN
cana-6278	75	31	al	al	PROPN
cana-6278	75	32	.	.	PROPN
cana-6278	75	33	,	,	PUNCT
cana-6278	75	34	2023	2023	NUM
cana-6278	75	35	)	)	PUNCT
cana-6278	75	36	.	.	PUNCT
cana-6278	76	1	determinate	determinate	VERB
cana-6278	76	2	identity	identity	NOUN
cana-6278	76	3	resolution	resolution	NOUN
cana-6278	76	4	is	be	AUX
cana-6278	76	5	highly	highly	ADV
cana-6278	76	6	accurate	accurate	ADJ
cana-6278	76	7	but	but	CCONJ
cana-6278	76	8	works	work	VERB
cana-6278	76	9	well	well	ADV
cana-6278	76	10	with	with	ADP
cana-6278	76	11	poor	poor	ADJ
cana-6278	76	12	recall	recall	NOUN
cana-6278	76	13	in	in	ADP
cana-6278	76	14	pseudonymous	pseudonymous	ADJ
cana-6278	76	15	or	or	CCONJ
cana-6278	76	16	broken	broken	ADJ
cana-6278	76	17	data	datum	NOUN
cana-6278	76	18	,	,	PUNCT
cana-6278	76	19	prevalent	prevalent	ADJ
cana-6278	76	20	in	in	ADP
cana-6278	76	21	today	today	NOUN
cana-6278	76	22	's	's	PART
cana-6278	76	23	multi	multi	ADJ
cana-6278	76	24	-	-	ADJ
cana-6278	76	25	device	device	ADJ
cana-6278	76	26	user	user	NOUN
cana-6278	76	27	environment	environment	NOUN
cana-6278	76	28	.	.	PUNCT
cana-6278	77	1	probabilistic	probabilistic	ADJ
cana-6278	77	2	techniques	technique	NOUN
cana-6278	77	3	,	,	PUNCT
cana-6278	77	4	however	however	ADV
cana-6278	77	5	,	,	PUNCT
cana-6278	77	6	use	use	VERB
cana-6278	77	7	statistical	statistical	ADJ
cana-6278	77	8	and	and	CCONJ
cana-6278	77	9	machine	machine	NOUN
cana-6278	77	10	learning	learning	NOUN
cana-6278	77	11	models	model	NOUN
cana-6278	77	12	to	to	PART
cana-6278	77	13	make	make	VERB
cana-6278	77	14	inferences	inference	NOUN
cana-6278	77	15	about	about	ADP
cana-6278	77	16	identity	identity	NOUN
cana-6278	77	17	from	from	ADP
cana-6278	77	18	behavioral	behavioral	ADJ
cana-6278	77	19	data	datum	NOUN
cana-6278	77	20	,	,	PUNCT
cana-6278	77	21	co	co	NOUN
cana-6278	77	22	-	-	NOUN
cana-6278	77	23	visits	visit	NOUN
cana-6278	77	24	to	to	ADP
cana-6278	77	25	destinations	destination	NOUN
cana-6278	77	26	,	,	PUNCT
cana-6278	77	27	device	device	NOUN
cana-6278	77	28	fingerprinting	fingerprinting	NOUN
cana-6278	77	29	,	,	PUNCT
cana-6278	77	30	and	and	CCONJ
cana-6278	77	31	ip	ip	ADJ
cana-6278	77	32	address	address	NOUN
cana-6278	77	33	locality	locality	NOUN
cana-6278	77	34	.	.	PUNCT
cana-6278	78	1	probabilistic	probabilistic	ADJ
cana-6278	78	2	systems	system	NOUN
cana-6278	78	3	enhanced	enhance	VERB
cana-6278	78	4	identity	identity	NOUN
cana-6278	78	5	graph	graph	NOUN
cana-6278	78	6	coverage	coverage	NOUN
cana-6278	78	7	by	by	ADP
cana-6278	78	8	an	an	DET
cana-6278	78	9	average	average	NOUN
cana-6278	78	10	of	of	ADP
cana-6278	78	11	28	28	NUM
cana-6278	78	12	%	%	NOUN
cana-6278	78	13	in	in	ADP
cana-6278	78	14	high	high	ADJ
cana-6278	78	15	-	-	PUNCT
cana-6278	78	16	anonymity	anonymity	NOUN
cana-6278	78	17	settings	setting	NOUN
cana-6278	78	18	but	but	CCONJ
cana-6278	78	19	at	at	ADP
cana-6278	78	20	the	the	DET
cana-6278	78	21	expense	expense	NOUN
cana-6278	78	22	of	of	ADP
cana-6278	78	23	added	add	VERB
cana-6278	78	24	false	false	ADJ
cana-6278	78	25	positives	positive	NOUN
cana-6278	78	26	without	without	ADP
cana-6278	78	27	confidence	confidence	NOUN
cana-6278	78	28	calibration	calibration	NOUN
cana-6278	78	29	,	,	PUNCT
cana-6278	78	30	a	a	DET
cana-6278	78	31	2023	2023	NUM
cana-6278	78	32	cdp	cdp	PROPN
cana-6278	78	33	institute	institute	NOUN
cana-6278	78	34	benchmarking	benchmarking	NOUN
cana-6278	78	35	report	report	NOUN
cana-6278	78	36	says	say	VERB
cana-6278	78	37	.	.	PUNCT
cana-6278	79	1	communications	communication	NOUN
cana-6278	79	2	on	on	ADP
cana-6278	79	3	applied	apply	VERB
cana-6278	79	4	nonlinear	nonlinear	ADJ
cana-6278	79	5	analysis	analysis	NOUN
cana-6278	79	6	issn	issn	NOUN
cana-6278	79	7	:	:	PUNCT
cana-6278	79	8	1074	1074	NUM
cana-6278	79	9	-	-	PUNCT
cana-6278	79	10	133x	133x	NUM
cana-6278	79	11	vol	vol	VERB
cana-6278	79	12	32	32	NUM
cana-6278	79	13	no	no	NOUN
cana-6278	79	14	.	.	PUNCT
cana-6278	80	1	10s	10	NOUN
cana-6278	80	2	(	(	PUNCT
cana-6278	80	3	2025	2025	NUM
cana-6278	80	4	)	)	PUNCT
cana-6278	80	5	3638	3638	NUM
cana-6278	80	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	80	7	recent	recent	ADJ
cana-6278	80	8	developments	development	NOUN
cana-6278	80	9	in	in	ADP
cana-6278	80	10	machine	machine	NOUN
cana-6278	80	11	learning	learning	NOUN
cana-6278	80	12	,	,	PUNCT
cana-6278	80	13	specifically	specifically	ADV
cana-6278	80	14	with	with	ADP
cana-6278	80	15	graph	graph	NOUN
cana-6278	80	16	neural	neural	ADJ
cana-6278	80	17	networks	network	NOUN
cana-6278	80	18	(	(	PUNCT
cana-6278	80	19	gnns	gnns	NOUN
cana-6278	80	20	)	)	PUNCT
cana-6278	80	21	and	and	CCONJ
cana-6278	80	22	ensemble	ensemble	ADJ
cana-6278	80	23	classification	classification	NOUN
cana-6278	80	24	,	,	PUNCT
cana-6278	80	25	have	have	AUX
cana-6278	80	26	enhanced	enhance	VERB
cana-6278	80	27	the	the	DET
cana-6278	80	28	effectiveness	effectiveness	NOUN
cana-6278	80	29	of	of	ADP
cana-6278	80	30	probabilistic	probabilistic	ADJ
cana-6278	80	31	matching	matching	NOUN
cana-6278	80	32	.	.	PUNCT
cana-6278	81	1	models	model	NOUN
cana-6278	81	2	like	like	ADP
cana-6278	81	3	identitylink	identitylink	ADV
cana-6278	81	4	and	and	CCONJ
cana-6278	81	5	unifiedid	unifiedid	PROPN
cana-6278	81	6	2.0	2.0	NUM
cana-6278	81	7	have	have	AUX
cana-6278	81	8	outlined	outline	VERB
cana-6278	81	9	hybrid	hybrid	ADJ
cana-6278	81	10	identity	identity	NOUN
cana-6278	81	11	resolution	resolution	NOUN
cana-6278	81	12	models	model	NOUN
cana-6278	81	13	that	that	PRON
cana-6278	81	14	include	include	VERB
cana-6278	81	15	deterministic	deterministic	ADJ
cana-6278	81	16	match	match	NOUN
cana-6278	81	17	keys	key	NOUN
cana-6278	81	18	and	and	CCONJ
cana-6278	81	19	weighted	weight	VERB
cana-6278	81	20	probabilistic	probabilistic	ADJ
cana-6278	81	21	signals	signal	NOUN
cana-6278	81	22	from	from	ADP
cana-6278	81	23	contextual	contextual	ADJ
cana-6278	81	24	models	model	NOUN
cana-6278	81	25	.	.	PUNCT
cana-6278	82	1	these	these	DET
cana-6278	82	2	models	model	NOUN
cana-6278	82	3	,	,	PUNCT
cana-6278	82	4	however	however	ADV
cana-6278	82	5	,	,	PUNCT
cana-6278	82	6	still	still	ADV
cana-6278	82	7	necessitate	necessitate	ADJ
cana-6278	82	8	access	access	NOUN
cana-6278	82	9	to	to	ADP
cana-6278	82	10	data	datum	NOUN
cana-6278	82	11	centrally	centrally	ADV
cana-6278	82	12	,	,	PUNCT
cana-6278	82	13	which	which	PRON
cana-6278	82	14	has	have	VERB
cana-6278	82	15	implications	implication	NOUN
cana-6278	82	16	in	in	ADP
cana-6278	82	17	terms	term	NOUN
cana-6278	82	18	of	of	ADP
cana-6278	82	19	privacy	privacy	NOUN
cana-6278	82	20	and	and	CCONJ
cana-6278	82	21	compliance	compliance	NOUN
cana-6278	82	22	.	.	PUNCT
cana-6278	83	1	identity	identity	NOUN
cana-6278	83	2	resolution	resolution	NOUN
cana-6278	83	3	employing	employ	VERB
cana-6278	83	4	federated	federated	ADJ
cana-6278	83	5	learning	learning	NOUN
cana-6278	83	6	,	,	PUNCT
cana-6278	83	7	as	as	ADP
cana-6278	83	8	new	new	ADJ
cana-6278	83	9	,	,	PUNCT
cana-6278	83	10	has	have	VERB
cana-6278	83	11	the	the	DET
cana-6278	83	12	potential	potential	NOUN
cana-6278	83	13	to	to	PART
cana-6278	83	14	integrate	integrate	VERB
cana-6278	83	15	these	these	DET
cana-6278	83	16	methodologies	methodology	NOUN
cana-6278	83	17	by	by	ADP
cana-6278	83	18	locally	locally	ADV
cana-6278	83	19	training	training	NOUN
cana-6278	83	20	models	model	NOUN
cana-6278	83	21	at	at	ADP
cana-6278	83	22	the	the	DET
cana-6278	83	23	place	place	NOUN
cana-6278	83	24	of	of	ADP
cana-6278	83	25	data	datum	NOUN
cana-6278	83	26	origin	origin	NOUN
cana-6278	83	27	and	and	CCONJ
cana-6278	83	28	model	model	NOUN
cana-6278	83	29	updates	update	NOUN
cana-6278	83	30	encrypted	encrypt	VERB
cana-6278	83	31	for	for	ADP
cana-6278	83	32	sharing	sharing	NOUN
cana-6278	83	33	.	.	PUNCT
cana-6278	84	1	by	by	ADP
cana-6278	84	2	2024	2024	NUM
cana-6278	84	3	,	,	PUNCT
cana-6278	84	4	there	there	PRON
cana-6278	84	5	are	be	VERB
cana-6278	84	6	limited	limited	ADJ
cana-6278	84	7	commercial	commercial	ADJ
cana-6278	84	8	uses	use	NOUN
cana-6278	84	9	of	of	ADP
cana-6278	84	10	this	this	DET
cana-6278	84	11	approach	approach	NOUN
cana-6278	84	12	,	,	PUNCT
cana-6278	84	13	but	but	CCONJ
cana-6278	84	14	they	they	PRON
cana-6278	84	15	are	be	AUX
cana-6278	84	16	spreading	spread	VERB
cana-6278	84	17	fast	fast	ADV
cana-6278	84	18	as	as	ADP
cana-6278	84	19	the	the	DET
cana-6278	84	20	regulatory	regulatory	ADJ
cana-6278	84	21	squeeze	squeeze	NOUN
cana-6278	84	22	increases(huong	increases(huong	PROPN
cana-6278	84	23	et	et	PROPN
cana-6278	84	24	al	al	PROPN
cana-6278	84	25	.	.	PROPN
cana-6278	84	26	,	,	PUNCT
cana-6278	84	27	2022	2022	NUM
cana-6278	84	28	)	)	PUNCT
cana-6278	84	29	.	.	PUNCT
cana-6278	85	1	3.2	3.2	NUM
cana-6278	85	2	graph	graph	NOUN
cana-6278	85	3	-	-	PUNCT
cana-6278	85	4	based	base	VERB
cana-6278	85	5	identity	identity	NOUN
cana-6278	85	6	management	management	NOUN
cana-6278	85	7	in	in	ADP
cana-6278	85	8	distributed	distribute	VERB
cana-6278	85	9	systems	system	NOUN
cana-6278	85	10	graph	graph	NOUN
cana-6278	85	11	-	-	PUNCT
cana-6278	85	12	based	base	VERB
cana-6278	85	13	identity	identity	NOUN
cana-6278	85	14	models	model	NOUN
cana-6278	85	15	are	be	AUX
cana-6278	85	16	becoming	become	VERB
cana-6278	85	17	increasingly	increasingly	ADV
cana-6278	85	18	popular	popular	ADJ
cana-6278	85	19	as	as	SCONJ
cana-6278	85	20	they	they	PRON
cana-6278	85	21	have	have	VERB
cana-6278	85	22	the	the	DET
cana-6278	85	23	inherent	inherent	ADJ
cana-6278	85	24	property	property	NOUN
cana-6278	85	25	to	to	PART
cana-6278	85	26	represent	represent	VERB
cana-6278	85	27	entities	entity	NOUN
cana-6278	85	28	and	and	CCONJ
cana-6278	85	29	relations	relation	NOUN
cana-6278	85	30	in	in	ADP
cana-6278	85	31	dense	dense	ADJ
cana-6278	85	32	,	,	PUNCT
cana-6278	85	33	multi	multi	ADJ
cana-6278	85	34	-	-	ADJ
cana-6278	85	35	channel	channel	ADJ
cana-6278	85	36	environments	environment	NOUN
cana-6278	85	37	.	.	PUNCT
cana-6278	86	1	nodes	node	NOUN
cana-6278	86	2	are	be	AUX
cana-6278	86	3	usually	usually	ADV
cana-6278	86	4	used	use	VERB
cana-6278	86	5	to	to	PART
cana-6278	86	6	represent	represent	VERB
cana-6278	86	7	user	user	NOUN
cana-6278	86	8	identifiers	identifier	NOUN
cana-6278	86	9	—	—	PUNCT
cana-6278	86	10	e.g.	e.g.	ADV
cana-6278	86	11	,	,	PUNCT
cana-6278	86	12	cookies	cookie	NOUN
cana-6278	86	13	,	,	PUNCT
cana-6278	86	14	device	device	NOUN
cana-6278	86	15	ids	id	NOUN
cana-6278	86	16	,	,	PUNCT
cana-6278	86	17	and	and	CCONJ
cana-6278	86	18	email	email	NOUN
cana-6278	86	19	hashes	hash	NOUN
cana-6278	86	20	—	—	PUNCT
cana-6278	86	21	whereas	whereas	SCONJ
cana-6278	86	22	edges	edge	NOUN
cana-6278	86	23	are	be	AUX
cana-6278	86	24	used	use	VERB
cana-6278	86	25	to	to	PART
cana-6278	86	26	indicate	indicate	VERB
cana-6278	86	27	interactions	interaction	NOUN
cana-6278	86	28	,	,	PUNCT
cana-6278	86	29	temporal	temporal	ADJ
cana-6278	86	30	events	event	NOUN
cana-6278	86	31	,	,	PUNCT
cana-6278	86	32	or	or	CCONJ
cana-6278	86	33	probabilistic	probabilistic	ADJ
cana-6278	86	34	relations	relation	NOUN
cana-6278	86	35	.	.	PUNCT
cana-6278	87	1	in	in	ADP
cana-6278	87	2	distributed	distribute	VERB
cana-6278	87	3	systems	system	NOUN
cana-6278	87	4	,	,	PUNCT
cana-6278	87	5	maintaining	maintain	VERB
cana-6278	87	6	the	the	DET
cana-6278	87	7	graph	graph	NOUN
cana-6278	87	8	state	state	NOUN
cana-6278	87	9	consistent	consistent	ADJ
cana-6278	87	10	is	be	AUX
cana-6278	87	11	difficult	difficult	ADJ
cana-6278	87	12	because	because	SCONJ
cana-6278	87	13	of	of	ADP
cana-6278	87	14	latency	latency	NOUN
cana-6278	87	15	,	,	PUNCT
cana-6278	87	16	partial	partial	ADJ
cana-6278	87	17	observability	observability	NOUN
cana-6278	87	18	,	,	PUNCT
cana-6278	87	19	and	and	CCONJ
cana-6278	87	20	concurrent	concurrent	ADJ
cana-6278	87	21	data	datum	NOUN
cana-6278	87	22	updates	update	NOUN
cana-6278	87	23	.	.	PUNCT
cana-6278	88	1	legacy	legacy	NOUN
cana-6278	88	2	centralised	centralise	VERB
cana-6278	88	3	graph	graph	NOUN
cana-6278	88	4	databases	database	NOUN
cana-6278	88	5	such	such	ADJ
cana-6278	88	6	as	as	ADP
cana-6278	88	7	neo4j	neo4j	PROPN
cana-6278	88	8	or	or	CCONJ
cana-6278	88	9	janusgraph	janusgraph	NOUN
cana-6278	88	10	demand	demand	NOUN
cana-6278	88	11	complete	complete	ADJ
cana-6278	88	12	ingestion	ingestion	NOUN
cana-6278	88	13	of	of	ADP
cana-6278	88	14	the	the	DET
cana-6278	88	15	user	user	NOUN
cana-6278	88	16	events	event	NOUN
cana-6278	88	17	into	into	ADP
cana-6278	88	18	a	a	DET
cana-6278	88	19	shared	share	VERB
cana-6278	88	20	schema	schema	NOUN
cana-6278	88	21	,	,	PUNCT
cana-6278	88	22	something	something	PRON
cana-6278	88	23	that	that	PRON
cana-6278	88	24	is	be	AUX
cana-6278	88	25	not	not	PART
cana-6278	88	26	gdpr	gdpr	NOUN
cana-6278	88	27	article	article	NOUN
cana-6278	88	28	44	44	NUM
cana-6278	88	29	compliant	compliant	ADJ
cana-6278	88	30	with	with	ADP
cana-6278	88	31	respect	respect	NOUN
cana-6278	88	32	to	to	ADP
cana-6278	88	33	data	datum	NOUN
cana-6278	88	34	transfer	transfer	NOUN
cana-6278	88	35	limitations	limitation	NOUN
cana-6278	88	36	.	.	PUNCT
cana-6278	89	1	to	to	PART
cana-6278	89	2	avoid	avoid	VERB
cana-6278	89	3	these	these	DET
cana-6278	89	4	constraints	constraint	NOUN
cana-6278	89	5	,	,	PUNCT
cana-6278	89	6	distributed	distribute	VERB
cana-6278	89	7	graph	graph	NOUN
cana-6278	89	8	structures	structure	NOUN
cana-6278	89	9	became	become	VERB
cana-6278	89	10	inevitable	inevitable	ADJ
cana-6278	89	11	.	.	PUNCT
cana-6278	90	1	apache	apache	PROPN
cana-6278	90	2	tinkerpop	tinkerpop	PROPN
cana-6278	90	3	and	and	CCONJ
cana-6278	90	4	graphframes	graphframe	VERB
cana-6278	90	5	from	from	ADP
cana-6278	90	6	google	google	PROPN
cana-6278	90	7	provide	provide	NOUN
cana-6278	90	8	graph	graph	NOUN
cana-6278	90	9	processing	processing	NOUN
cana-6278	90	10	on	on	ADP
cana-6278	90	11	clusters	cluster	NOUN
cana-6278	90	12	but	but	CCONJ
cana-6278	90	13	still	still	ADV
cana-6278	90	14	depend	depend	VERB
cana-6278	90	15	on	on	ADP
cana-6278	90	16	shared	share	VERB
cana-6278	90	17	storage	storage	NOUN
cana-6278	90	18	layers	layer	NOUN
cana-6278	90	19	.	.	PUNCT
cana-6278	91	1	subsequent	subsequent	ADJ
cana-6278	91	2	options	option	NOUN
cana-6278	91	3	such	such	ADJ
cana-6278	91	4	as	as	ADP
cana-6278	91	5	amazon	amazon	PROPN
cana-6278	91	6	neptune	neptune	NOUN
cana-6278	91	7	and	and	CCONJ
cana-6278	91	8	tigergraph	tigergraph	PROPN
cana-6278	91	9	do	do	AUX
cana-6278	91	10	support	support	NOUN
cana-6278	91	11	partitioned	partition	VERB
cana-6278	91	12	,	,	PUNCT
cana-6278	91	13	horizontally	horizontally	ADV
cana-6278	91	14	scalable	scalable	ADJ
cana-6278	91	15	graph	graph	NOUN
cana-6278	91	16	instances	instance	NOUN
cana-6278	91	17	but	but	CCONJ
cana-6278	91	18	are	be	AUX
cana-6278	91	19	not	not	PART
cana-6278	91	20	natively	natively	ADV
cana-6278	91	21	capable	capable	ADJ
cana-6278	91	22	of	of	ADP
cana-6278	91	23	supporting	support	VERB
cana-6278	91	24	federated	federated	ADJ
cana-6278	91	25	computation	computation	NOUN
cana-6278	91	26	or	or	CCONJ
cana-6278	91	27	private	private	ADJ
cana-6278	91	28	updates(huong	updates(huong	PROPN
cana-6278	91	29	et	et	PROPN
cana-6278	91	30	al	al	PROPN
cana-6278	91	31	.	.	PROPN
cana-6278	91	32	,	,	PUNCT
cana-6278	91	33	2022	2022	NUM
cana-6278	91	34	)	)	PUNCT
cana-6278	91	35	.	.	PUNCT
cana-6278	92	1	in	in	ADP
cana-6278	92	2	research	research	NOUN
cana-6278	92	3	,	,	PUNCT
cana-6278	92	4	efforts	effort	NOUN
cana-6278	92	5	such	such	ADJ
cana-6278	92	6	as	as	ADP
cana-6278	92	7	privacy	privacy	NOUN
cana-6278	92	8	-	-	PUNCT
cana-6278	92	9	preserving	preserve	VERB
cana-6278	92	10	federated	federated	ADJ
cana-6278	92	11	graph	graph	NOUN
cana-6278	92	12	learning	learning	NOUN
cana-6278	92	13	(	(	PUNCT
cana-6278	92	14	pfg	pfg	NOUN
cana-6278	92	15	-	-	PUNCT
cana-6278	92	16	learn	learn	NOUN
cana-6278	92	17	)	)	PUNCT
cana-6278	92	18	have	have	AUX
cana-6278	92	19	started	start	VERB
cana-6278	92	20	to	to	PART
cana-6278	92	21	create	create	VERB
cana-6278	92	22	formal	formal	ADJ
cana-6278	92	23	protocols	protocol	NOUN
cana-6278	92	24	for	for	ADP
cana-6278	92	25	building	build	VERB
cana-6278	92	26	subgraphs	subgraph	NOUN
cana-6278	92	27	within	within	ADP
cana-6278	92	28	trust	trust	NOUN
cana-6278	92	29	domains	domain	NOUN
cana-6278	92	30	using	use	VERB
cana-6278	92	31	differential	differential	ADJ
cana-6278	92	32	privacy	privacy	NOUN
cana-6278	92	33	and	and	CCONJ
cana-6278	92	34	smpc	smpc	NOUN
cana-6278	92	35	mechanisms	mechanism	NOUN
cana-6278	92	36	.	.	PUNCT
cana-6278	93	1	construction	construction	NOUN
cana-6278	93	2	and	and	CCONJ
cana-6278	93	3	querying	query	VERB
cana-6278	93	4	of	of	ADP
cana-6278	93	5	federated	federated	ADJ
cana-6278	93	6	identity	identity	NOUN
cana-6278	93	7	graphs	graph	NOUN
cana-6278	93	8	in	in	ADP
cana-6278	93	9	real	real	ADJ
cana-6278	93	10	time	time	NOUN
cana-6278	93	11	are	be	AUX
cana-6278	93	12	yet	yet	ADV
cana-6278	93	13	to	to	PART
cana-6278	93	14	be	be	AUX
cana-6278	93	15	explored	explore	VERB
cana-6278	93	16	in	in	ADP
cana-6278	93	17	production	production	NOUN
cana-6278	93	18	cdp	cdp	NOUN
cana-6278	93	19	settings	setting	NOUN
cana-6278	93	20	.	.	PUNCT
cana-6278	94	1	3.3	3.3	NUM
cana-6278	94	2	privacy	privacy	NOUN
cana-6278	94	3	-	-	PUNCT
cana-6278	94	4	enhancing	enhance	VERB
cana-6278	94	5	technologies	technology	NOUN
cana-6278	94	6	(	(	PUNCT
cana-6278	94	7	pets	pet	NOUN
cana-6278	94	8	)	)	PUNCT
cana-6278	94	9	for	for	ADP
cana-6278	94	10	federated	federated	ADJ
cana-6278	94	11	learning	learn	VERB
cana-6278	94	12	the	the	DET
cana-6278	94	13	use	use	NOUN
cana-6278	94	14	of	of	ADP
cana-6278	94	15	privacy	privacy	NOUN
cana-6278	94	16	-	-	PUNCT
cana-6278	94	17	enhancing	enhance	VERB
cana-6278	94	18	technologies	technology	NOUN
cana-6278	94	19	(	(	PUNCT
cana-6278	94	20	pets	pet	NOUN
cana-6278	94	21	)	)	PUNCT
cana-6278	94	22	has	have	AUX
cana-6278	94	23	been	be	AUX
cana-6278	94	24	pivotal	pivotal	ADJ
cana-6278	94	25	in	in	ADP
cana-6278	94	26	the	the	DET
cana-6278	94	27	development	development	NOUN
cana-6278	94	28	of	of	ADP
cana-6278	94	29	federated	federated	ADJ
cana-6278	94	30	learning	learning	NOUN
cana-6278	94	31	in	in	ADP
cana-6278	94	32	sensitive	sensitive	ADJ
cana-6278	94	33	data	datum	NOUN
cana-6278	94	34	environments	environment	NOUN
cana-6278	94	35	.	.	PUNCT
cana-6278	95	1	some	some	PRON
cana-6278	95	2	of	of	ADP
cana-6278	95	3	the	the	DET
cana-6278	95	4	most	most	ADV
cana-6278	95	5	common	common	ADJ
cana-6278	95	6	pets	pet	NOUN
cana-6278	95	7	used	use	VERB
cana-6278	95	8	include	include	VERB
cana-6278	95	9	secure	secure	ADJ
cana-6278	95	10	multiparty	multiparty	ADJ
cana-6278	95	11	computation	computation	NOUN
cana-6278	95	12	(	(	PUNCT
cana-6278	95	13	smpc	smpc	NOUN
cana-6278	95	14	)	)	PUNCT
cana-6278	95	15	,	,	PUNCT
cana-6278	95	16	homomorphic	homomorphic	ADJ
cana-6278	95	17	encryption	encryption	NOUN
cana-6278	95	18	,	,	PUNCT
cana-6278	95	19	and	and	CCONJ
cana-6278	95	20	differential	differential	PROPN
cana-6278	95	21	privacy	privacy	NOUN
cana-6278	95	22	.	.	PUNCT
cana-6278	96	1	smpc	smpc	PROPN
cana-6278	96	2	enables	enable	VERB
cana-6278	96	3	parties	party	NOUN
cana-6278	96	4	to	to	PART
cana-6278	96	5	calculate	calculate	VERB
cana-6278	96	6	on	on	ADP
cana-6278	96	7	their	their	PRON
cana-6278	96	8	inputs	input	NOUN
cana-6278	96	9	in	in	ADP
cana-6278	96	10	such	such	DET
cana-6278	96	11	a	a	DET
cana-6278	96	12	manner	manner	NOUN
cana-6278	96	13	that	that	PRON
cana-6278	96	14	they	they	PRON
cana-6278	96	15	do	do	AUX
cana-6278	96	16	not	not	PART
cana-6278	96	17	exchange	exchange	VERB
cana-6278	96	18	the	the	DET
cana-6278	96	19	inputs	input	NOUN
cana-6278	96	20	with	with	ADP
cana-6278	96	21	each	each	DET
cana-6278	96	22	other	other	ADJ
cana-6278	96	23	,	,	PUNCT
cana-6278	96	24	thus	thus	ADV
cana-6278	96	25	enabling	enable	VERB
cana-6278	96	26	collaborative	collaborative	ADJ
cana-6278	96	27	identity	identity	NOUN
cana-6278	96	28	resolution	resolution	NOUN
cana-6278	96	29	without	without	ADP
cana-6278	96	30	data	datum	NOUN
cana-6278	96	31	centralization	centralization	NOUN
cana-6278	96	32	.	.	PUNCT
cana-6278	97	1	for	for	ADP
cana-6278	97	2	federated	federate	VERB
cana-6278	97	3	identity	identity	NOUN
cana-6278	97	4	graphs	graph	NOUN
cana-6278	97	5	,	,	PUNCT
cana-6278	97	6	smpc	smpc	PROPN
cana-6278	97	7	is	be	AUX
cana-6278	97	8	employed	employ	VERB
cana-6278	97	9	for	for	ADP
cana-6278	97	10	comparing	compare	VERB
cana-6278	97	11	encrypted	encrypt	VERB
cana-6278	97	12	identifiers	identifier	NOUN
cana-6278	97	13	across	across	ADP
cana-6278	97	14	organizational	organizational	ADJ
cana-6278	97	15	boundaries	boundary	NOUN
cana-6278	97	16	but	but	CCONJ
cana-6278	97	17	incurring	incur	VERB
cana-6278	97	18	non	non	ADJ
cana-6278	97	19	-	-	ADJ
cana-6278	97	20	trivial	trivial	ADJ
cana-6278	97	21	performance	performance	NOUN
cana-6278	97	22	overheads	overhead	NOUN
cana-6278	97	23	.	.	PUNCT
cana-6278	98	1	homomorphic	homomorphic	ADJ
cana-6278	98	2	encryption	encryption	NOUN
cana-6278	98	3	supports	support	VERB
cana-6278	98	4	computation	computation	NOUN
cana-6278	98	5	on	on	ADP
cana-6278	98	6	ciphertexts	ciphertext	NOUN
cana-6278	98	7	and	and	CCONJ
cana-6278	98	8	will	will	AUX
cana-6278	98	9	produce	produce	VERB
cana-6278	98	10	encrypted	encrypt	VERB
cana-6278	98	11	results	result	NOUN
cana-6278	98	12	,	,	PUNCT
cana-6278	98	13	the	the	DET
cana-6278	98	14	same	same	ADJ
cana-6278	98	15	as	as	ADP
cana-6278	98	16	the	the	DET
cana-6278	98	17	results	result	NOUN
cana-6278	98	18	of	of	ADP
cana-6278	98	19	operations	operation	NOUN
cana-6278	98	20	on	on	ADP
cana-6278	98	21	plaintext	plaintext	NOUN
cana-6278	98	22	upon	upon	SCONJ
cana-6278	98	23	decryption	decryption	NOUN
cana-6278	98	24	.	.	PUNCT
cana-6278	99	1	while	while	SCONJ
cana-6278	99	2	extremely	extremely	ADV
cana-6278	99	3	desirable	desirable	ADJ
cana-6278	99	4	for	for	ADP
cana-6278	99	5	compliance	compliance	NOUN
cana-6278	99	6	on	on	ADP
cana-6278	99	7	the	the	DET
cana-6278	99	8	data	datum	NOUN
cana-6278	99	9	,	,	PUNCT
cana-6278	99	10	it	it	PRON
cana-6278	99	11	is	be	AUX
cana-6278	99	12	still	still	ADV
cana-6278	99	13	computationally	computationally	ADV
cana-6278	99	14	costly	costly	ADJ
cana-6278	99	15	.	.	PUNCT
cana-6278	100	1	2023	2023	NUM
cana-6278	100	2	benchmarks	benchmark	NOUN
cana-6278	100	3	show	show	VERB
cana-6278	100	4	that	that	SCONJ
cana-6278	100	5	the	the	DET
cana-6278	100	6	fully	fully	ADV
cana-6278	100	7	homomorphic	homomorphic	ADJ
cana-6278	100	8	encryption	encryption	NOUN
cana-6278	100	9	has	have	VERB
cana-6278	100	10	30	30	NUM
cana-6278	100	11	-	-	PUNCT
cana-6278	100	12	50x	50x	NUM
cana-6278	100	13	real	real	ADJ
cana-6278	100	14	-	-	PUNCT
cana-6278	100	15	time	time	NOUN
cana-6278	100	16	performance	performance	NOUN
cana-6278	100	17	overhead	overhead	ADV
cana-6278	100	18	,	,	PUNCT
cana-6278	100	19	which	which	PRON
cana-6278	100	20	makes	make	VERB
cana-6278	100	21	it	it	PRON
cana-6278	100	22	impossible	impossible	ADJ
cana-6278	100	23	to	to	PART
cana-6278	100	24	use	use	VERB
cana-6278	100	25	in	in	ADP
cana-6278	100	26	identity	identity	NOUN
cana-6278	100	27	graphs	graph	NOUN
cana-6278	100	28	in	in	ADP
cana-6278	100	29	streaming	streaming	NOUN
cana-6278	100	30	at	at	ADP
cana-6278	100	31	scale(huong	scale(huong	PROPN
cana-6278	100	32	et	et	PROPN
cana-6278	100	33	al	al	PROPN
cana-6278	100	34	.	.	PROPN
cana-6278	100	35	,	,	PUNCT
cana-6278	100	36	2022	2022	NUM
cana-6278	100	37	)	)	PUNCT
cana-6278	100	38	.	.	PUNCT
cana-6278	101	1	partially	partially	ADV
cana-6278	101	2	homomorphic	homomorphic	ADJ
cana-6278	101	3	schemes	scheme	NOUN
cana-6278	101	4	like	like	SCONJ
cana-6278	101	5	communications	communication	NOUN
cana-6278	101	6	on	on	ADP
cana-6278	101	7	applied	apply	VERB
cana-6278	101	8	nonlinear	nonlinear	ADJ
cana-6278	101	9	analysis	analysis	NOUN
cana-6278	101	10	issn	issn	NOUN
cana-6278	101	11	:	:	PUNCT
cana-6278	101	12	1074	1074	NUM
cana-6278	101	13	-	-	PUNCT
cana-6278	101	14	133x	133x	NUM
cana-6278	101	15	vol	vol	VERB
cana-6278	101	16	32	32	NUM
cana-6278	101	17	no	no	NOUN
cana-6278	101	18	.	.	PUNCT
cana-6278	102	1	10s	10	NOUN
cana-6278	102	2	(	(	PUNCT
cana-6278	102	3	2025	2025	NUM
cana-6278	102	4	)	)	PUNCT
cana-6278	102	5	3639	3639	NUM
cana-6278	102	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	102	7	paillier	paillier	NOUN
cana-6278	102	8	encryption	encryption	NOUN
cana-6278	102	9	,	,	PUNCT
cana-6278	102	10	however	however	ADV
cana-6278	102	11	,	,	PUNCT
cana-6278	102	12	have	have	AUX
cana-6278	102	13	been	be	AUX
cana-6278	102	14	used	use	VERB
cana-6278	102	15	in	in	ADP
cana-6278	102	16	some	some	DET
cana-6278	102	17	limited	limited	ADJ
cana-6278	102	18	applications	application	NOUN
cana-6278	102	19	like	like	ADP
cana-6278	102	20	numeric	numeric	ADJ
cana-6278	102	21	scoring	scoring	NOUN
cana-6278	102	22	or	or	CCONJ
cana-6278	102	23	edge	edge	NOUN
cana-6278	102	24	weight	weight	NOUN
cana-6278	102	25	computation	computation	NOUN
cana-6278	102	26	.	.	PUNCT
cana-6278	103	1	differential	differential	PROPN
cana-6278	103	2	privacy	privacy	NOUN
cana-6278	103	3	,	,	PUNCT
cana-6278	103	4	formally	formally	ADV
cana-6278	103	5	introduced	introduce	VERB
cana-6278	103	6	in	in	ADP
cana-6278	103	7	2006	2006	NUM
cana-6278	103	8	but	but	CCONJ
cana-6278	103	9	not	not	PART
cana-6278	103	10	yet	yet	ADV
cana-6278	103	11	a	a	DET
cana-6278	103	12	standard	standard	NOUN
cana-6278	103	13	in	in	ADP
cana-6278	103	14	enterprise	enterprise	NOUN
cana-6278	103	15	settings	setting	NOUN
cana-6278	103	16	until	until	ADP
cana-6278	103	17	now	now	ADV
cana-6278	103	18	,	,	PUNCT
cana-6278	103	19	is	be	AUX
cana-6278	103	20	now	now	ADV
cana-6278	103	21	mandatory	mandatory	ADJ
cana-6278	103	22	to	to	PART
cana-6278	103	23	counter	counter	VERB
cana-6278	103	24	the	the	DET
cana-6278	103	25	trade	trade	NOUN
cana-6278	103	26	-	-	PUNCT
cana-6278	103	27	off	off	NOUN
cana-6278	103	28	between	between	ADP
cana-6278	103	29	identity	identity	NOUN
cana-6278	103	30	resolution	resolution	NOUN
cana-6278	103	31	precision	precision	NOUN
cana-6278	103	32	and	and	CCONJ
cana-6278	103	33	compliance	compliance	NOUN
cana-6278	103	34	requirements	requirement	NOUN
cana-6278	103	35	.	.	PUNCT
cana-6278	104	1	a	a	DET
cana-6278	104	2	privacy	privacy	NOUN
cana-6278	104	3	budget	budget	NOUN
cana-6278	104	4	(	(	PUNCT
cana-6278	104	5	epsilon	epsilon	PROPN
cana-6278	104	6	,	,	PUNCT
cana-6278	104	7	ε	ε	PROPN
cana-6278	104	8	)	)	PUNCT
cana-6278	104	9	is	be	AUX
cana-6278	104	10	utilized	utilize	VERB
cana-6278	104	11	in	in	ADP
cana-6278	104	12	quantifying	quantify	VERB
cana-6278	104	13	the	the	DET
cana-6278	104	14	amount	amount	NOUN
cana-6278	104	15	of	of	ADP
cana-6278	104	16	injected	inject	VERB
cana-6278	104	17	noise	noise	NOUN
cana-6278	104	18	in	in	ADP
cana-6278	104	19	query	query	NOUN
cana-6278	104	20	output	output	NOUN
cana-6278	104	21	.	.	PUNCT
cana-6278	105	1	in	in	ADP
cana-6278	105	2	cdps	cdps	PROPN
cana-6278	105	3	,	,	PUNCT
cana-6278	105	4	this	this	PRON
cana-6278	105	5	comes	come	VERB
cana-6278	105	6	in	in	ADP
cana-6278	105	7	the	the	DET
cana-6278	105	8	guise	guise	NOUN
cana-6278	105	9	of	of	ADP
cana-6278	105	10	noise	noise	NOUN
cana-6278	105	11	-	-	PUNCT
cana-6278	105	12	injected	inject	VERB
cana-6278	105	13	identity	identity	NOUN
cana-6278	105	14	confidence	confidence	NOUN
cana-6278	105	15	scores	score	NOUN
cana-6278	105	16	or	or	CCONJ
cana-6278	105	17	aggregations	aggregation	NOUN
cana-6278	105	18	by	by	ADP
cana-6278	105	19	user	user	NOUN
cana-6278	105	20	segments	segment	NOUN
cana-6278	105	21	.	.	PUNCT
cana-6278	106	1	a	a	DET
cana-6278	106	2	2024	2024	NUM
cana-6278	106	3	stanford	stanford	PROPN
cana-6278	106	4	privacy	privacy	NOUN
cana-6278	106	5	lab	lab	NOUN
cana-6278	106	6	experiment	experiment	NOUN
cana-6278	106	7	demonstrated	demonstrate	VERB
cana-6278	106	8	that	that	SCONJ
cana-6278	106	9	injecting	inject	VERB
cana-6278	106	10	ε	ε	PROPN
cana-6278	106	11	=	=	SYM
cana-6278	106	12	0.5	0.5	NUM
cana-6278	106	13	noise	noise	NOUN
cana-6278	106	14	into	into	ADP
cana-6278	106	15	probabilistic	probabilistic	ADJ
cana-6278	106	16	identity	identity	NOUN
cana-6278	106	17	graphs	graph	NOUN
cana-6278	106	18	decreased	decrease	VERB
cana-6278	106	19	recall	recall	NOUN
cana-6278	106	20	by	by	ADP
cana-6278	106	21	just	just	ADV
cana-6278	106	22	3.4	3.4	NUM
cana-6278	106	23	%	%	NOUN
cana-6278	106	24	and	and	CCONJ
cana-6278	106	25	entirely	entirely	ADV
cana-6278	106	26	prevented	prevent	VERB
cana-6278	106	27	individual	individual	ADJ
cana-6278	106	28	record	record	NOUN
cana-6278	106	29	re	re	NOUN
cana-6278	106	30	-	-	NOUN
cana-6278	106	31	identification	identification	NOUN
cana-6278	106	32	in	in	ADP
cana-6278	106	33	the	the	DET
cana-6278	106	34	test	test	NOUN
cana-6278	106	35	set	set	VERB
cana-6278	106	36	.	.	PUNCT
cana-6278	107	1	3.4	3.4	NUM
cana-6278	107	2	real	real	ADJ
cana-6278	107	3	-	-	PUNCT
cana-6278	107	4	time	time	NOUN
cana-6278	107	5	data	datum	NOUN
cana-6278	107	6	processing	processing	NOUN
cana-6278	107	7	architectures	architecture	NOUN
cana-6278	107	8	(	(	PUNCT
cana-6278	107	9	streaming	streaming	NOUN
cana-6278	107	10	,	,	PUNCT
cana-6278	107	11	event	event	NOUN
cana-6278	107	12	-	-	PUNCT
cana-6278	107	13	driven	drive	VERB
cana-6278	107	14	)	)	PUNCT
cana-6278	107	15	today	today	NOUN
cana-6278	107	16	's	's	PART
cana-6278	107	17	identity	identity	NOUN
cana-6278	107	18	resolution	resolution	NOUN
cana-6278	107	19	systems	system	NOUN
cana-6278	107	20	need	need	VERB
cana-6278	107	21	to	to	PART
cana-6278	107	22	be	be	AUX
cana-6278	107	23	run	run	VERB
cana-6278	107	24	in	in	ADP
cana-6278	107	25	real	real	ADJ
cana-6278	107	26	time	time	NOUN
cana-6278	107	27	,	,	PUNCT
cana-6278	107	28	and	and	CCONJ
cana-6278	107	29	this	this	PRON
cana-6278	107	30	involves	involve	VERB
cana-6278	107	31	a	a	DET
cana-6278	107	32	shift	shift	NOUN
cana-6278	107	33	from	from	ADP
cana-6278	107	34	batchprocessing	batchprocesse	VERB
cana-6278	107	35	pipelines	pipeline	NOUN
cana-6278	107	36	to	to	ADP
cana-6278	107	37	event	event	NOUN
cana-6278	107	38	-	-	PUNCT
cana-6278	107	39	driven	drive	VERB
cana-6278	107	40	and	and	CCONJ
cana-6278	107	41	streaming	streaming	NOUN
cana-6278	107	42	architectures	architecture	NOUN
cana-6278	107	43	.	.	PUNCT
cana-6278	108	1	stream	stream	NOUN
cana-6278	108	2	processing	processing	NOUN
cana-6278	108	3	engines	engine	NOUN
cana-6278	108	4	like	like	ADP
cana-6278	108	5	apache	apache	PROPN
cana-6278	108	6	kafka	kafka	PROPN
cana-6278	108	7	,	,	PUNCT
cana-6278	108	8	apache	apache	PROPN
cana-6278	108	9	flink	flink	PROPN
cana-6278	108	10	,	,	PUNCT
cana-6278	108	11	and	and	CCONJ
cana-6278	108	12	confluent	confluent	ADJ
cana-6278	108	13	ksqldb	ksqldb	NOUN
cana-6278	108	14	are	be	AUX
cana-6278	108	15	the	the	DET
cana-6278	108	16	enablers	enabler	NOUN
cana-6278	108	17	for	for	ADP
cana-6278	108	18	next	next	ADJ
cana-6278	108	19	-	-	PUNCT
cana-6278	108	20	gen	gen	NOUN
cana-6278	108	21	cdps	cdps	NOUN
cana-6278	108	22	today	today	NOUN
cana-6278	108	23	.	.	PUNCT
cana-6278	109	1	they	they	PRON
cana-6278	109	2	allow	allow	VERB
cana-6278	109	3	low	low	ADJ
cana-6278	109	4	-	-	PUNCT
cana-6278	109	5	latency	latency	NOUN
cana-6278	109	6	continuous	continuous	ADJ
cana-6278	109	7	ingestion	ingestion	NOUN
cana-6278	109	8	,	,	PUNCT
cana-6278	109	9	transformation	transformation	NOUN
cana-6278	109	10	,	,	PUNCT
cana-6278	109	11	and	and	CCONJ
cana-6278	109	12	activation	activation	NOUN
cana-6278	109	13	of	of	ADP
cana-6278	109	14	user	user	NOUN
cana-6278	109	15	data	datum	NOUN
cana-6278	109	16	streams	stream	NOUN
cana-6278	109	17	.	.	PUNCT
cana-6278	110	1	kafka	kafka	PROPN
cana-6278	110	2	stream	stream	PROPN
cana-6278	110	3	-	-	PUNCT
cana-6278	110	4	table	table	NOUN
cana-6278	110	5	duality	duality	NOUN
cana-6278	110	6	allows	allow	VERB
cana-6278	110	7	for	for	ADP
cana-6278	110	8	an	an	DET
cana-6278	110	9	in	in	ADP
cana-6278	110	10	-	-	PUNCT
cana-6278	110	11	place	place	NOUN
cana-6278	110	12	updateable	updateable	ADJ
cana-6278	110	13	persistent	persistent	ADJ
cana-6278	110	14	representation	representation	NOUN
cana-6278	110	15	of	of	ADP
cana-6278	110	16	the	the	DET
cana-6278	110	17	identity	identity	NOUN
cana-6278	110	18	graph	graph	NOUN
cana-6278	110	19	,	,	PUNCT
cana-6278	110	20	while	while	SCONJ
cana-6278	110	21	event	event	NOUN
cana-6278	110	22	-	-	PUNCT
cana-6278	110	23	time	time	NOUN
cana-6278	110	24	windowing	windowing	NOUN
cana-6278	110	25	in	in	ADP
cana-6278	110	26	flink	flink	PROPN
cana-6278	110	27	and	and	CCONJ
cana-6278	110	28	exactly	exactly	ADV
cana-6278	110	29	-	-	PUNCT
cana-6278	110	30	once	once	ADV
cana-6278	110	31	semantics	semantic	NOUN
cana-6278	110	32	allow	allow	VERB
cana-6278	110	33	for	for	ADP
cana-6278	110	34	durable	durable	ADJ
cana-6278	110	35	aggregation	aggregation	NOUN
cana-6278	110	36	across	across	ADP
cana-6278	110	37	distributed	distribute	VERB
cana-6278	110	38	environments(huong	environments(huong	PROPN
cana-6278	110	39	et	et	NOUN
cana-6278	110	40	al	al	PROPN
cana-6278	110	41	.	.	PROPN
cana-6278	110	42	,	,	PUNCT
cana-6278	110	43	2022	2022	NUM
cana-6278	110	44	)	)	PUNCT
cana-6278	110	45	.	.	PUNCT
cana-6278	111	1	3.5	3.5	NUM
cana-6278	111	2	gaps	gap	NOUN
cana-6278	111	3	in	in	ADP
cana-6278	111	4	existing	exist	VERB
cana-6278	111	5	cdp	cdp	NOUN
cana-6278	111	6	identity	identity	NOUN
cana-6278	111	7	frameworks	framework	NOUN
cana-6278	111	8	even	even	ADV
cana-6278	111	9	with	with	ADP
cana-6278	111	10	the	the	DET
cana-6278	111	11	progress	progress	NOUN
cana-6278	111	12	made	make	VERB
cana-6278	111	13	in	in	ADP
cana-6278	111	14	cdp	cdp	NOUN
cana-6278	111	15	technology	technology	NOUN
cana-6278	111	16	,	,	PUNCT
cana-6278	111	17	existing	exist	VERB
cana-6278	111	18	enterprise	enterprise	NOUN
cana-6278	111	19	solutions	solution	NOUN
cana-6278	111	20	are	be	AUX
cana-6278	111	21	plagued	plague	VERB
cana-6278	111	22	by	by	ADP
cana-6278	111	23	several	several	ADJ
cana-6278	111	24	structural	structural	ADJ
cana-6278	111	25	shortcomings	shortcoming	NOUN
cana-6278	111	26	that	that	PRON
cana-6278	111	27	deny	deny	VERB
cana-6278	111	28	their	their	PRON
cana-6278	111	29	ability	ability	NOUN
cana-6278	111	30	to	to	PART
cana-6278	111	31	enable	enable	VERB
cana-6278	111	32	federated	federated	ADJ
cana-6278	111	33	identity	identity	NOUN
cana-6278	111	34	graph	graph	NOUN
cana-6278	111	35	development	development	NOUN
cana-6278	111	36	.	.	PUNCT
cana-6278	112	1	for	for	ADP
cana-6278	112	2	one	one	NUM
cana-6278	112	3	,	,	PUNCT
cana-6278	112	4	most	most	ADJ
cana-6278	112	5	cdps	cdps	NOUN
cana-6278	112	6	approach	approach	VERB
cana-6278	112	7	identity	identity	NOUN
cana-6278	112	8	resolution	resolution	NOUN
cana-6278	112	9	as	as	ADP
cana-6278	112	10	a	a	DET
cana-6278	112	11	pre	pre	ADJ
cana-6278	112	12	-	-	ADJ
cana-6278	112	13	processing	processing	ADJ
cana-6278	112	14	concern	concern	NOUN
cana-6278	112	15	upfront	upfront	ADJ
cana-6278	112	16	instead	instead	ADV
cana-6278	112	17	of	of	ADP
cana-6278	112	18	an	an	DET
cana-6278	112	19	ongoing	ongoing	ADJ
cana-6278	112	20	updating	updating	NOUN
cana-6278	112	21	,	,	PUNCT
cana-6278	112	22	real	real	ADJ
cana-6278	112	23	-	-	PUNCT
cana-6278	112	24	time	time	NOUN
cana-6278	112	25	process(liu	process(liu	PROPN
cana-6278	112	26	et	et	PROPN
cana-6278	112	27	al	al	PROPN
cana-6278	112	28	.	.	PROPN
cana-6278	112	29	,	,	PUNCT
cana-6278	112	30	2020	2020	NUM
cana-6278	112	31	)	)	PUNCT
cana-6278	112	32	.	.	PUNCT
cana-6278	113	1	this	this	PRON
cana-6278	113	2	leads	lead	VERB
cana-6278	113	3	to	to	ADP
cana-6278	113	4	stale	stale	ADJ
cana-6278	113	5	data	datum	NOUN
cana-6278	113	6	problems	problem	NOUN
cana-6278	113	7	where	where	SCONJ
cana-6278	113	8	identifiers	identifier	NOUN
cana-6278	113	9	are	be	AUX
cana-6278	113	10	being	be	AUX
cana-6278	113	11	mixed	mix	VERB
cana-6278	113	12	too	too	ADV
cana-6278	113	13	early	early	ADV
cana-6278	113	14	or	or	CCONJ
cana-6278	113	15	get	get	VERB
cana-6278	113	16	stuck	stick	VERB
cana-6278	113	17	inappropriately	inappropriately	ADV
cana-6278	113	18	after	after	SCONJ
cana-6278	113	19	a	a	DET
cana-6278	113	20	user	user	NOUN
cana-6278	113	21	's	's	PART
cana-6278	113	22	behavior	behavior	NOUN
cana-6278	113	23	has	have	AUX
cana-6278	113	24	been	be	AUX
cana-6278	113	25	modified	modify	VERB
cana-6278	113	26	.	.	PUNCT
cana-6278	114	1	consequently	consequently	ADV
cana-6278	114	2	,	,	PUNCT
cana-6278	114	3	real	real	ADJ
cana-6278	114	4	-	-	PUNCT
cana-6278	114	5	user	user	NOUN
cana-6278	114	6	experience	experience	NOUN
cana-6278	114	7	is	be	AUX
cana-6278	114	8	behind	behind	ADP
cana-6278	114	9	true	true	ADJ
cana-6278	114	10	behavior	behavior	NOUN
cana-6278	114	11	,	,	PUNCT
cana-6278	114	12	thus	thus	ADV
cana-6278	114	13	limiting	limit	VERB
cana-6278	114	14	personalization	personalization	NOUN
cana-6278	114	15	performance	performance	NOUN
cana-6278	114	16	and	and	CCONJ
cana-6278	114	17	campaign	campaign	NOUN
cana-6278	114	18	performance	performance	NOUN
cana-6278	114	19	.	.	PUNCT
cana-6278	115	1	second	second	ADJ
cana-6278	115	2	,	,	PUNCT
cana-6278	115	3	few	few	ADJ
cana-6278	115	4	,	,	PUNCT
cana-6278	115	5	if	if	SCONJ
cana-6278	115	6	any	any	PRON
cana-6278	115	7	,	,	PUNCT
cana-6278	115	8	cdps	cdps	PRON
cana-6278	115	9	natively	natively	ADV
cana-6278	115	10	support	support	VERB
cana-6278	115	11	federated	federated	ADJ
cana-6278	115	12	or	or	CCONJ
cana-6278	115	13	edge	edge	NOUN
cana-6278	115	14	-	-	PUNCT
cana-6278	115	15	dwelling	dwell	VERB
cana-6278	115	16	identity	identity	NOUN
cana-6278	115	17	resolution	resolution	NOUN
cana-6278	115	18	.	.	PUNCT
cana-6278	116	1	current	current	ADJ
cana-6278	116	2	solutions	solution	NOUN
cana-6278	116	3	presume	presume	VERB
cana-6278	116	4	that	that	SCONJ
cana-6278	116	5	importing	import	VERB
cana-6278	116	6	data	datum	NOUN
cana-6278	116	7	into	into	ADP
cana-6278	116	8	some	some	DET
cana-6278	116	9	sort	sort	NOUN
cana-6278	116	10	of	of	ADP
cana-6278	116	11	centralized	centralized	ADJ
cana-6278	116	12	identities	identity	NOUN
cana-6278	116	13	repository	repository	NOUN
cana-6278	116	14	is	be	AUX
cana-6278	116	15	feasible	feasible	ADJ
cana-6278	116	16	,	,	PUNCT
cana-6278	116	17	which	which	PRON
cana-6278	116	18	contradicts	contradict	VERB
cana-6278	116	19	the	the	DET
cana-6278	116	20	data	data	PROPN
cana-6278	116	21	minimization	minimization	NOUN
cana-6278	116	22	principle	principle	NOUN
cana-6278	116	23	expressed	express	VERB
cana-6278	116	24	in	in	ADP
cana-6278	116	25	several	several	ADJ
cana-6278	116	26	regulatory	regulatory	ADJ
cana-6278	116	27	documents	document	NOUN
cana-6278	116	28	.	.	PUNCT
cana-6278	117	1	where	where	SCONJ
cana-6278	117	2	there	there	PRON
cana-6278	117	3	is	be	VERB
cana-6278	117	4	federated	federated	ADJ
cana-6278	117	5	support	support	NOUN
cana-6278	117	6	,	,	PUNCT
cana-6278	117	7	this	this	PRON
cana-6278	117	8	is	be	AUX
cana-6278	117	9	usually	usually	ADV
cana-6278	117	10	limited	limit	VERB
cana-6278	117	11	to	to	ADP
cana-6278	117	12	training	training	NOUN
cana-6278	117	13	prediction	prediction	NOUN
cana-6278	117	14	models	model	NOUN
cana-6278	117	15	and	and	CCONJ
cana-6278	117	16	not	not	PART
cana-6278	117	17	graph	graph	VERB
cana-6278	117	18	preservation	preservation	NOUN
cana-6278	117	19	or	or	CCONJ
cana-6278	117	20	edge	edge	NOUN
cana-6278	117	21	-	-	PUNCT
cana-6278	117	22	level	level	NOUN
cana-6278	117	23	inference	inference	NOUN
cana-6278	117	24	of	of	ADP
cana-6278	117	25	association	association	NOUN
cana-6278	117	26	.	.	PUNCT
cana-6278	118	1	third	third	ADJ
cana-6278	118	2	,	,	PUNCT
cana-6278	118	3	identity	identity	NOUN
cana-6278	118	4	accuracy	accuracy	NOUN
cana-6278	118	5	is	be	AUX
cana-6278	118	6	generally	generally	ADV
cana-6278	118	7	calibrated	calibrate	VERB
cana-6278	118	8	to	to	PART
cana-6278	118	9	best	good	ADJ
cana-6278	118	10	accuracy	accuracy	NOUN
cana-6278	118	11	at	at	ADP
cana-6278	118	12	the	the	DET
cana-6278	118	13	expense	expense	NOUN
cana-6278	118	14	of	of	ADP
cana-6278	118	15	recall	recall	NOUN
cana-6278	118	16	,	,	PUNCT
cana-6278	118	17	preferring	prefer	VERB
cana-6278	118	18	some	some	DET
cana-6278	118	19	matches	match	NOUN
cana-6278	118	20	and	and	CCONJ
cana-6278	118	21	rejecting	reject	VERB
cana-6278	118	22	probabilistic	probabilistic	ADJ
cana-6278	118	23	joins	join	NOUN
cana-6278	118	24	that	that	PRON
cana-6278	118	25	can	can	AUX
cana-6278	118	26	yield	yield	VERB
cana-6278	118	27	business	business	NOUN
cana-6278	118	28	value	value	NOUN
cana-6278	118	29	through	through	ADP
cana-6278	118	30	greater	great	ADJ
cana-6278	118	31	personalization	personalization	NOUN
cana-6278	118	32	.	.	PUNCT
cana-6278	119	1	yet	yet	ADV
cana-6278	119	2	with	with	ADP
cana-6278	119	3	probabilistic	probabilistic	ADJ
cana-6278	119	4	identity	identity	NOUN
cana-6278	119	5	accounting	account	VERB
cana-6278	119	6	for	for	ADP
cana-6278	119	7	more	more	ADJ
cana-6278	119	8	than	than	ADP
cana-6278	119	9	40	40	NUM
cana-6278	119	10	%	%	NOUN
cana-6278	119	11	of	of	ADP
cana-6278	119	12	conversions	conversion	NOUN
cana-6278	119	13	in	in	ADP
cana-6278	119	14	anonymous	anonymous	ADJ
cana-6278	119	15	web	web	NOUN
cana-6278	119	16	paths	path	NOUN
cana-6278	119	17	as	as	SCONJ
cana-6278	119	18	cited	cite	VERB
cana-6278	119	19	by	by	ADP
cana-6278	119	20	a	a	DET
cana-6278	119	21	2024	2024	NUM
cana-6278	119	22	mckinsey	mckinsey	NOUN
cana-6278	119	23	study	study	NOUN
cana-6278	119	24	,	,	PUNCT
cana-6278	119	25	excluding	exclude	VERB
cana-6278	119	26	fuzzy	fuzzy	ADJ
cana-6278	119	27	correlations	correlation	NOUN
cana-6278	119	28	significantly	significantly	ADV
cana-6278	119	29	reduces	reduce	VERB
cana-6278	119	30	potential	potential	ADJ
cana-6278	119	31	revenue(liu	revenue(liu	PROPN
cana-6278	119	32	et	et	PROPN
cana-6278	119	33	al	al	PROPN
cana-6278	119	34	.	.	PROPN
cana-6278	119	35	,	,	PUNCT
cana-6278	119	36	2020	2020	NUM
cana-6278	119	37	)	)	PUNCT
cana-6278	119	38	.	.	PUNCT
cana-6278	120	1	finally	finally	ADV
cana-6278	120	2	,	,	PUNCT
cana-6278	120	3	privacy	privacy	NOUN
cana-6278	120	4	-	-	PUNCT
cana-6278	120	5	by	by	ADP
cana-6278	120	6	-	-	PUNCT
cana-6278	120	7	design	design	NOUN
cana-6278	120	8	guidelines	guideline	NOUN
cana-6278	120	9	are	be	AUX
cana-6278	120	10	appended	append	VERB
cana-6278	120	11	to	to	PART
cana-6278	120	12	cdp	cdp	VERB
cana-6278	120	13	architecture	architecture	NOUN
cana-6278	120	14	rather	rather	ADV
cana-6278	120	15	than	than	ADP
cana-6278	120	16	being	be	AUX
cana-6278	120	17	natively	natively	ADV
cana-6278	120	18	integrated	integrate	VERB
cana-6278	120	19	.	.	PUNCT
cana-6278	121	1	inconsistent	inconsistent	ADJ
cana-6278	121	2	support	support	NOUN
cana-6278	121	3	for	for	ADP
cana-6278	121	4	differential	differential	ADJ
cana-6278	121	5	privacy	privacy	NOUN
cana-6278	121	6	,	,	PUNCT
cana-6278	121	7	granular	granular	ADJ
cana-6278	121	8	consent	consent	NOUN
cana-6278	121	9	management	management	NOUN
cana-6278	121	10	,	,	PUNCT
cana-6278	121	11	or	or	CCONJ
cana-6278	121	12	auditability	auditability	NOUN
cana-6278	121	13	of	of	ADP
cana-6278	121	14	identity	identity	NOUN
cana-6278	121	15	choices	choice	NOUN
cana-6278	121	16	is	be	AUX
cana-6278	121	17	available	available	ADJ
cana-6278	121	18	.	.	PUNCT
cana-6278	122	1	without	without	ADP
cana-6278	122	2	native	native	ADJ
cana-6278	122	3	embedding	embedding	NOUN
cana-6278	122	4	of	of	ADP
cana-6278	122	5	pet	pet	NOUN
cana-6278	122	6	,	,	PUNCT
cana-6278	122	7	organizations	organization	NOUN
cana-6278	122	8	experience	experience	VERB
cana-6278	122	9	increasing	increase	VERB
cana-6278	122	10	compliance	compliance	NOUN
cana-6278	122	11	risk	risk	NOUN
cana-6278	122	12	and	and	CCONJ
cana-6278	122	13	user	user	NOUN
cana-6278	122	14	trust	trust	NOUN
cana-6278	122	15	decline	decline	NOUN
cana-6278	122	16	.	.	PUNCT
cana-6278	123	1	these	these	DET
cana-6278	123	2	shortcomings	shortcoming	NOUN
cana-6278	123	3	mirror	mirror	VERB
cana-6278	123	4	the	the	DET
cana-6278	123	5	need	need	NOUN
cana-6278	123	6	for	for	SCONJ
cana-6278	123	7	purpose	purpose	NOUN
cana-6278	123	8	-	-	PUNCT
cana-6278	123	9	built	build	VERB
cana-6278	123	10	federated	federated	ADJ
cana-6278	123	11	communications	communication	NOUN
cana-6278	123	12	on	on	ADP
cana-6278	123	13	applied	apply	VERB
cana-6278	123	14	nonlinear	nonlinear	ADJ
cana-6278	123	15	analysis	analysis	NOUN
cana-6278	123	16	issn	issn	NOUN
cana-6278	123	17	:	:	PUNCT
cana-6278	123	18	1074	1074	NUM
cana-6278	123	19	-	-	PUNCT
cana-6278	123	20	133x	133x	NUM
cana-6278	123	21	vol	vol	VERB
cana-6278	123	22	32	32	NUM
cana-6278	123	23	no	no	NOUN
cana-6278	123	24	.	.	PUNCT
cana-6278	124	1	10s	10	NOUN
cana-6278	124	2	(	(	PUNCT
cana-6278	124	3	2025	2025	NUM
cana-6278	124	4	)	)	PUNCT
cana-6278	124	5	3640	3640	NUM
cana-6278	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	124	7	identity	identity	NOUN
cana-6278	124	8	graph	graph	NOUN
cana-6278	124	9	architecture	architecture	NOUN
cana-6278	124	10	that	that	PRON
cana-6278	124	11	is	be	AUX
cana-6278	124	12	real	real	ADJ
cana-6278	124	13	-	-	PUNCT
cana-6278	124	14	time	time	NOUN
cana-6278	124	15	,	,	PUNCT
cana-6278	124	16	privacy	privacy	NOUN
cana-6278	124	17	-	-	PUNCT
cana-6278	124	18	enhancing	enhancing	NOUN
cana-6278	124	19	,	,	PUNCT
cana-6278	124	20	and	and	CCONJ
cana-6278	124	21	resilient	resilient	ADJ
cana-6278	124	22	against	against	ADP
cana-6278	124	23	the	the	DET
cana-6278	124	24	decentralized	decentralize	VERB
cana-6278	124	25	,	,	PUNCT
cana-6278	124	26	multi	multi	ADJ
cana-6278	124	27	-	-	ADJ
cana-6278	124	28	touch	touch	ADJ
cana-6278	124	29	customer	customer	NOUN
cana-6278	124	30	journey	journey	NOUN
cana-6278	124	31	world	world	NOUN
cana-6278	124	32	.	.	PUNCT
cana-6278	125	1	4	4	X
cana-6278	125	2	.	.	X
cana-6278	125	3	theoretical	theoretical	ADJ
cana-6278	125	4	foundations	foundation	NOUN
cana-6278	125	5	4.1	4.1	NUM
cana-6278	125	6	graph	graph	NOUN
cana-6278	125	7	theory	theory	NOUN
cana-6278	125	8	in	in	ADP
cana-6278	125	9	identity	identity	NOUN
cana-6278	125	10	resolution	resolution	NOUN
cana-6278	125	11	:	:	PUNCT
cana-6278	125	12	nodes	node	NOUN
cana-6278	125	13	,	,	PUNCT
cana-6278	125	14	edges	edge	NOUN
cana-6278	125	15	,	,	PUNCT
cana-6278	125	16	and	and	CCONJ
cana-6278	125	17	clustering	cluster	VERB
cana-6278	125	18	graph	graph	NOUN
cana-6278	125	19	theory	theory	NOUN
cana-6278	125	20	is	be	AUX
cana-6278	125	21	the	the	DET
cana-6278	125	22	theoretical	theoretical	ADJ
cana-6278	125	23	model	model	NOUN
cana-6278	125	24	for	for	ADP
cana-6278	125	25	customer	customer	NOUN
cana-6278	125	26	data	datum	NOUN
cana-6278	125	27	platform	platform	NOUN
cana-6278	125	28	identity	identity	NOUN
cana-6278	125	29	resolution	resolution	NOUN
cana-6278	125	30	because	because	SCONJ
cana-6278	125	31	it	it	PRON
cana-6278	125	32	is	be	AUX
cana-6278	125	33	used	use	VERB
cana-6278	125	34	in	in	ADP
cana-6278	125	35	the	the	DET
cana-6278	125	36	depiction	depiction	NOUN
cana-6278	125	37	of	of	ADP
cana-6278	125	38	the	the	DET
cana-6278	125	39	dynamic	dynamic	ADJ
cana-6278	125	40	and	and	CCONJ
cana-6278	125	41	intricate	intricate	ADJ
cana-6278	125	42	relationships	relationship	NOUN
cana-6278	125	43	between	between	ADP
cana-6278	125	44	heterogeneous	heterogeneous	ADJ
cana-6278	125	45	identifiers	identifier	NOUN
cana-6278	125	46	.	.	PUNCT
cana-6278	126	1	a	a	DET
cana-6278	126	2	node	node	NOUN
cana-6278	126	3	in	in	ADP
cana-6278	126	4	federated	federate	VERB
cana-6278	126	5	identity	identity	NOUN
cana-6278	126	6	graphs	graph	NOUN
cana-6278	126	7	is	be	AUX
cana-6278	126	8	an	an	DET
cana-6278	126	9	atomic	atomic	ADJ
cana-6278	126	10	user	user	NOUN
cana-6278	126	11	identifier	identifier	NOUN
cana-6278	126	12	such	such	ADJ
cana-6278	126	13	as	as	ADP
cana-6278	126	14	an	an	DET
cana-6278	126	15	email	email	NOUN
cana-6278	126	16	hash	hash	NOUN
cana-6278	126	17	,	,	PUNCT
cana-6278	126	18	device	device	NOUN
cana-6278	126	19	fingerprint	fingerprint	NOUN
cana-6278	126	20	,	,	PUNCT
cana-6278	126	21	mobile	mobile	ADJ
cana-6278	126	22	ad	ad	NOUN
cana-6278	126	23	i	i	PROPN
cana-6278	126	24	d	d	PROPN
cana-6278	126	25	,	,	PUNCT
cana-6278	126	26	or	or	CCONJ
cana-6278	126	27	session	session	NOUN
cana-6278	126	28	token	token	VERB
cana-6278	126	29	related	relate	VERB
cana-6278	126	30	to	to	ADP
cana-6278	126	31	ip	ip	PROPN
cana-6278	126	32	.	.	PUNCT
cana-6278	127	1	edges	edge	NOUN
cana-6278	127	2	in	in	ADP
cana-6278	127	3	the	the	DET
cana-6278	127	4	graph	graph	NOUN
cana-6278	127	5	represent	represent	VERB
cana-6278	127	6	the	the	DET
cana-6278	127	7	linkage	linkage	NOUN
cana-6278	127	8	probability	probability	NOUN
cana-6278	127	9	or	or	CCONJ
cana-6278	127	10	association	association	NOUN
cana-6278	127	11	between	between	ADP
cana-6278	127	12	two	two	NUM
cana-6278	127	13	such	such	ADJ
cana-6278	127	14	identifiers	identifier	NOUN
cana-6278	127	15	based	base	VERB
cana-6278	127	16	on	on	ADP
cana-6278	127	17	interaction	interaction	NOUN
cana-6278	127	18	patterns	pattern	NOUN
cana-6278	127	19	,	,	PUNCT
cana-6278	127	20	shared	share	VERB
cana-6278	127	21	attributes	attribute	NOUN
cana-6278	127	22	,	,	PUNCT
cana-6278	127	23	or	or	CCONJ
cana-6278	127	24	cooccurrence	cooccurrence	NOUN
cana-6278	127	25	indicators(marfo	indicators(marfo	PROPN
cana-6278	127	26	et	et	PROPN
cana-6278	127	27	al	al	PROPN
cana-6278	127	28	.	.	PROPN
cana-6278	127	29	,	,	PUNCT
cana-6278	127	30	2023	2023	NUM
cana-6278	127	31	)	)	PUNCT
cana-6278	127	32	.	.	PUNCT
cana-6278	128	1	these	these	DET
cana-6278	128	2	boundaries	boundary	NOUN
cana-6278	128	3	can	can	AUX
cana-6278	128	4	be	be	AUX
cana-6278	128	5	assigned	assign	VERB
cana-6278	128	6	probabilistic	probabilistic	ADJ
cana-6278	128	7	confidence	confidence	NOUN
cana-6278	128	8	values	value	NOUN
cana-6278	128	9	that	that	PRON
cana-6278	128	10	move	move	VERB
cana-6278	128	11	dynamically	dynamically	ADV
cana-6278	128	12	as	as	ADP
cana-6278	128	13	additional	additional	ADJ
cana-6278	128	14	behavioral	behavioral	ADJ
cana-6278	128	15	data	datum	NOUN
cana-6278	128	16	.	.	PUNCT
cana-6278	129	1	clustering	cluster	VERB
cana-6278	129	2	on	on	ADP
cana-6278	129	3	such	such	ADJ
cana-6278	129	4	graphs	graph	NOUN
cana-6278	129	5	aids	aid	NOUN
cana-6278	129	6	in	in	ADP
cana-6278	129	7	finding	find	VERB
cana-6278	129	8	communities	community	NOUN
cana-6278	129	9	or	or	CCONJ
cana-6278	129	10	identity	identity	NOUN
cana-6278	129	11	clusters	cluster	NOUN
cana-6278	129	12	and	and	CCONJ
cana-6278	129	13	,	,	PUNCT
cana-6278	129	14	in	in	ADP
cana-6278	129	15	a	a	DET
cana-6278	129	16	sense	sense	NOUN
cana-6278	129	17	,	,	PUNCT
cana-6278	129	18	captures	capture	VERB
cana-6278	129	19	an	an	DET
cana-6278	129	20	individual	individual	NOUN
cana-6278	129	21	across	across	ADP
cana-6278	129	22	devices	device	NOUN
cana-6278	129	23	and	and	CCONJ
cana-6278	129	24	channels	channel	NOUN
cana-6278	129	25	.	.	PUNCT
cana-6278	130	1	connected	connected	ADJ
cana-6278	130	2	components	component	NOUN
cana-6278	130	3	,	,	PUNCT
cana-6278	130	4	k	k	ADJ
cana-6278	130	5	-	-	PUNCT
cana-6278	130	6	core	core	NOUN
cana-6278	130	7	decompositions	decomposition	NOUN
cana-6278	130	8	,	,	PUNCT
cana-6278	130	9	and	and	CCONJ
cana-6278	130	10	modularity	modularity	NOUN
cana-6278	130	11	-	-	PUNCT
cana-6278	130	12	based	base	VERB
cana-6278	130	13	clustering	clustering	NOUN
cana-6278	130	14	are	be	AUX
cana-6278	130	15	typically	typically	ADV
cana-6278	130	16	used	use	VERB
cana-6278	130	17	to	to	PART
cana-6278	130	18	construct	construct	VERB
cana-6278	130	19	these	these	DET
cana-6278	130	20	clusters	cluster	NOUN
cana-6278	130	21	.	.	PUNCT
cana-6278	131	1	for	for	ADP
cana-6278	131	2	instance	instance	NOUN
cana-6278	131	3	,	,	PUNCT
cana-6278	131	4	louvain	louvain	VERB
cana-6278	131	5	and	and	CCONJ
cana-6278	131	6	leiden	leiden	PROPN
cana-6278	131	7	algorithms	algorithm	NOUN
cana-6278	131	8	are	be	AUX
cana-6278	131	9	implemented	implement	VERB
cana-6278	131	10	in	in	ADP
cana-6278	131	11	real	real	ADJ
cana-6278	131	12	-	-	PUNCT
cana-6278	131	13	time	time	NOUN
cana-6278	131	14	systems	system	NOUN
cana-6278	131	15	to	to	PART
cana-6278	131	16	identify	identify	VERB
cana-6278	131	17	high	high	ADJ
cana-6278	131	18	-	-	PUNCT
cana-6278	131	19	resolution	resolution	NOUN
cana-6278	131	20	communities	community	NOUN
cana-6278	131	21	by	by	ADP
cana-6278	131	22	graph	graph	NOUN
cana-6278	131	23	density	density	NOUN
cana-6278	131	24	,	,	PUNCT
cana-6278	131	25	in	in	ADP
cana-6278	131	26	which	which	PRON
cana-6278	131	27	leiden	leiden	PROPN
cana-6278	131	28	shows	show	VERB
cana-6278	131	29	higher	high	ADJ
cana-6278	131	30	stability	stability	NOUN
cana-6278	131	31	and	and	CCONJ
cana-6278	131	32	scalability	scalability	NOUN
cana-6278	131	33	for	for	ADP
cana-6278	131	34	distributed	distributed	ADJ
cana-6278	131	35	use	use	NOUN
cana-6278	131	36	.	.	PUNCT
cana-6278	132	1	clustering	clustering	NOUN
cana-6278	132	2	is	be	AUX
cana-6278	132	3	difficult	difficult	ADJ
cana-6278	132	4	for	for	ADP
cana-6278	132	5	federated	federated	ADJ
cana-6278	132	6	configurations	configuration	NOUN
cana-6278	132	7	because	because	SCONJ
cana-6278	132	8	partial	partial	ADJ
cana-6278	132	9	computation	computation	NOUN
cana-6278	132	10	under	under	ADP
cana-6278	132	11	data	datum	NOUN
cana-6278	132	12	minimization	minimization	NOUN
cana-6278	132	13	rules	rule	NOUN
cana-6278	132	14	must	must	AUX
cana-6278	132	15	be	be	AUX
cana-6278	132	16	carried	carry	VERB
cana-6278	132	17	out	out	ADP
cana-6278	132	18	.	.	PUNCT
cana-6278	133	1	thus	thus	ADV
cana-6278	133	2	,	,	PUNCT
cana-6278	133	3	novel	novel	ADJ
cana-6278	133	4	label	label	NOUN
cana-6278	133	5	propagation	propagation	NOUN
cana-6278	133	6	and	and	CCONJ
cana-6278	133	7	community	community	NOUN
cana-6278	133	8	detection	detection	NOUN
cana-6278	133	9	schemes	scheme	NOUN
cana-6278	133	10	that	that	PRON
cana-6278	133	11	accommodate	accommodate	VERB
cana-6278	133	12	incremental	incremental	ADJ
cana-6278	133	13	and	and	CCONJ
cana-6278	133	14	edge	edge	NOUN
cana-6278	133	15	-	-	PUNCT
cana-6278	133	16	resident	resident	NOUN
cana-6278	133	17	computation	computation	NOUN
cana-6278	133	18	are	be	AUX
cana-6278	133	19	being	be	AUX
cana-6278	133	20	investigated(marfo	investigated(marfo	PROPN
cana-6278	133	21	et	et	PROPN
cana-6278	133	22	al	al	PROPN
cana-6278	133	23	.	.	PROPN
cana-6278	133	24	,	,	PUNCT
cana-6278	133	25	2023	2023	NUM
cana-6278	133	26	)	)	PUNCT
cana-6278	133	27	.	.	PUNCT
cana-6278	134	1	in	in	ADP
cana-6278	134	2	addition	addition	NOUN
cana-6278	134	3	,	,	PUNCT
cana-6278	134	4	temporal	temporal	ADJ
cana-6278	134	5	dynamics	dynamic	NOUN
cana-6278	134	6	need	need	VERB
cana-6278	134	7	to	to	PART
cana-6278	134	8	be	be	AUX
cana-6278	134	9	included	include	VERB
cana-6278	134	10	in	in	ADP
cana-6278	134	11	the	the	DET
cana-6278	134	12	graph	graph	NOUN
cana-6278	134	13	model	model	NOUN
cana-6278	134	14	so	so	SCONJ
cana-6278	134	15	that	that	SCONJ
cana-6278	134	16	real	real	ADJ
cana-6278	134	17	changes	change	NOUN
cana-6278	134	18	in	in	ADP
cana-6278	134	19	user	user	NOUN
cana-6278	134	20	behavior	behavior	NOUN
cana-6278	134	21	can	can	AUX
cana-6278	134	22	be	be	AUX
cana-6278	134	23	modeled	model	VERB
cana-6278	134	24	.	.	PUNCT
cana-6278	135	1	a	a	DET
cana-6278	135	2	user	user	NOUN
cana-6278	135	3	may	may	AUX
cana-6278	135	4	leave	leave	VERB
cana-6278	135	5	a	a	DET
cana-6278	135	6	device	device	NOUN
cana-6278	135	7	or	or	CCONJ
cana-6278	135	8	change	change	NOUN
cana-6278	135	9	platforms	platform	NOUN
cana-6278	135	10	,	,	PUNCT
cana-6278	135	11	and	and	CCONJ
cana-6278	135	12	this	this	PRON
cana-6278	135	13	should	should	AUX
cana-6278	135	14	induce	induce	VERB
cana-6278	135	15	decay	decay	NOUN
cana-6278	135	16	or	or	CCONJ
cana-6278	135	17	re	re	NOUN
cana-6278	135	18	-	-	NOUN
cana-6278	135	19	weighting	weighting	NOUN
cana-6278	135	20	of	of	ADP
cana-6278	135	21	some	some	DET
cana-6278	135	22	edges	edge	NOUN
cana-6278	135	23	.	.	PUNCT
cana-6278	136	1	time	time	NOUN
cana-6278	136	2	-	-	PUNCT
cana-6278	136	3	decayed	decay	VERB
cana-6278	136	4	graph	graph	NOUN
cana-6278	136	5	structures	structure	NOUN
cana-6278	136	6	—	—	PUNCT
cana-6278	136	7	where	where	SCONJ
cana-6278	136	8	edge	edge	NOUN
cana-6278	136	9	weights	weight	NOUN
cana-6278	136	10	decay	decay	VERB
cana-6278	136	11	over	over	ADP
cana-6278	136	12	windows	window	NOUN
cana-6278	136	13	of	of	ADP
cana-6278	136	14	inactivity	inactivity	NOUN
cana-6278	136	15	or	or	CCONJ
cana-6278	136	16	recency	recency	NOUN
cana-6278	136	17	thresholds	threshold	NOUN
cana-6278	136	18	—	—	PUNCT
cana-6278	136	19	cause	cause	VERB
cana-6278	136	20	the	the	DET
cana-6278	136	21	graph	graph	NOUN
cana-6278	136	22	to	to	PART
cana-6278	136	23	stay	stay	VERB
cana-6278	136	24	up	up	ADP
cana-6278	136	25	to	to	ADP
cana-6278	136	26	date	date	NOUN
cana-6278	136	27	and	and	CCONJ
cana-6278	136	28	prevent	prevent	VERB
cana-6278	136	29	overfitting	overfitte	VERB
cana-6278	136	30	to	to	ADP
cana-6278	136	31	the	the	DET
cana-6278	136	32	past	past	NOUN
cana-6278	136	33	.	.	PUNCT
cana-6278	137	1	the	the	DET
cana-6278	137	2	combination	combination	NOUN
cana-6278	137	3	of	of	ADP
cana-6278	137	4	graph	graph	NOUN
cana-6278	137	5	-	-	PUNCT
cana-6278	137	6	based	base	VERB
cana-6278	137	7	theory	theory	NOUN
cana-6278	137	8	with	with	ADP
cana-6278	137	9	probabilistic	probabilistic	ADJ
cana-6278	137	10	link	link	NOUN
cana-6278	137	11	modeling	modeling	NOUN
cana-6278	137	12	provides	provide	VERB
cana-6278	137	13	a	a	DET
cana-6278	137	14	robust	robust	ADJ
cana-6278	137	15	basis	basis	NOUN
cana-6278	137	16	for	for	ADP
cana-6278	137	17	identity	identity	NOUN
cana-6278	137	18	resolution	resolution	NOUN
cana-6278	137	19	in	in	ADP
cana-6278	137	20	distributed	distribute	VERB
cana-6278	137	21	systems	system	NOUN
cana-6278	137	22	.	.	PUNCT
cana-6278	138	1	4.2	4.2	NUM
cana-6278	138	2	federated	federate	VERB
cana-6278	138	3	learning	learning	NOUN
cana-6278	138	4	principles	principle	NOUN
cana-6278	138	5	for	for	ADP
cana-6278	138	6	decentralized	decentralized	ADJ
cana-6278	138	7	data	datum	NOUN
cana-6278	138	8	federated	federated	ADJ
cana-6278	138	9	learning	learning	NOUN
cana-6278	138	10	(	(	PUNCT
cana-6278	138	11	fl	fl	NOUN
cana-6278	138	12	)	)	PUNCT
cana-6278	138	13	gives	give	VERB
cana-6278	138	14	the	the	DET
cana-6278	138	15	architectural	architectural	ADJ
cana-6278	138	16	foundation	foundation	NOUN
cana-6278	138	17	to	to	PART
cana-6278	138	18	train	train	VERB
cana-6278	138	19	identity	identity	NOUN
cana-6278	138	20	resolution	resolution	NOUN
cana-6278	138	21	models	model	NOUN
cana-6278	138	22	without	without	ADP
cana-6278	138	23	sending	send	VERB
cana-6278	138	24	raw	raw	ADJ
cana-6278	138	25	data	datum	NOUN
cana-6278	138	26	to	to	ADP
cana-6278	138	27	a	a	DET
cana-6278	138	28	centralized	centralized	ADJ
cana-6278	138	29	repository	repository	NOUN
cana-6278	138	30	.	.	PUNCT
cana-6278	139	1	under	under	ADP
cana-6278	139	2	the	the	DET
cana-6278	139	3	federated	federated	ADJ
cana-6278	139	4	model	model	NOUN
cana-6278	139	5	,	,	PUNCT
cana-6278	139	6	machine	machine	NOUN
cana-6278	139	7	learning	learning	NOUN
cana-6278	139	8	models	model	NOUN
cana-6278	139	9	are	be	AUX
cana-6278	139	10	deployed	deploy	VERB
cana-6278	139	11	to	to	ADP
cana-6278	139	12	edge	edge	NOUN
cana-6278	139	13	nodes	node	NOUN
cana-6278	139	14	—	—	PUNCT
cana-6278	139	15	e.g.	e.g.	ADV
cana-6278	139	16	,	,	PUNCT
cana-6278	139	17	crm	crm	NOUN
cana-6278	139	18	platforms	platform	NOUN
cana-6278	139	19	,	,	PUNCT
cana-6278	139	20	mobile	mobile	NOUN
cana-6278	139	21	sdks	sdks	NOUN
cana-6278	139	22	,	,	PUNCT
cana-6278	139	23	or	or	CCONJ
cana-6278	139	24	on	on	ADP
cana-6278	139	25	-	-	PUNCT
cana-6278	139	26	premise	premise	NOUN
cana-6278	139	27	cdp	cdp	NOUN
cana-6278	139	28	connectors	connector	NOUN
cana-6278	139	29	—	—	PUNCT
cana-6278	139	30	where	where	SCONJ
cana-6278	139	31	they	they	PRON
cana-6278	139	32	're	be	AUX
cana-6278	139	33	locally	locally	ADV
cana-6278	139	34	trained	train	VERB
cana-6278	139	35	from	from	ADP
cana-6278	139	36	on	on	ADP
cana-6278	139	37	-	-	PUNCT
cana-6278	139	38	site	site	NOUN
cana-6278	139	39	data	datum	NOUN
cana-6278	139	40	.	.	PUNCT
cana-6278	140	1	local	local	ADJ
cana-6278	140	2	model	model	NOUN
cana-6278	140	3	parameters	parameter	NOUN
cana-6278	140	4	or	or	CCONJ
cana-6278	140	5	gradients	gradient	NOUN
cana-6278	140	6	are	be	AUX
cana-6278	140	7	centrally	centrally	ADV
cana-6278	140	8	aggregated	aggregate	VERB
cana-6278	140	9	in	in	ADP
cana-6278	140	10	a	a	DET
cana-6278	140	11	federated	federated	ADJ
cana-6278	140	12	averaging	averaging	NOUN
cana-6278	140	13	(	(	PUNCT
cana-6278	140	14	fedavg	fedavg	PROPN
cana-6278	140	15	)	)	PUNCT
cana-6278	140	16	manner	manner	NOUN
cana-6278	140	17	.	.	PUNCT
cana-6278	141	1	importantly	importantly	ADV
cana-6278	141	2	,	,	PUNCT
cana-6278	141	3	only	only	ADV
cana-6278	141	4	the	the	DET
cana-6278	141	5	model	model	NOUN
cana-6278	141	6	updates	update	NOUN
cana-6278	141	7	—	—	PUNCT
cana-6278	141	8	not	not	PART
cana-6278	141	9	the	the	DET
cana-6278	141	10	data	datum	NOUN
cana-6278	141	11	—	—	PUNCT
cana-6278	141	12	are	be	AUX
cana-6278	141	13	shared	share	VERB
cana-6278	141	14	,	,	PUNCT
cana-6278	141	15	preserving	preserve	VERB
cana-6278	141	16	privacy	privacy	NOUN
cana-6278	141	17	and	and	CCONJ
cana-6278	141	18	complying	comply	VERB
cana-6278	141	19	with	with	ADP
cana-6278	141	20	jurisdictional	jurisdictional	ADJ
cana-6278	141	21	regulations(marfo	regulations(marfo	PROPN
cana-6278	141	22	et	et	PROPN
cana-6278	141	23	al	al	PROPN
cana-6278	141	24	.	.	PROPN
cana-6278	141	25	,	,	PUNCT
cana-6278	141	26	2023	2023	NUM
cana-6278	141	27	)	)	PUNCT
cana-6278	141	28	.	.	PUNCT
cana-6278	142	1	this	this	DET
cana-6278	142	2	architecture	architecture	NOUN
cana-6278	142	3	is	be	AUX
cana-6278	142	4	specifically	specifically	ADV
cana-6278	142	5	best	good	ADJ
cana-6278	142	6	for	for	ADP
cana-6278	142	7	identity	identity	NOUN
cana-6278	142	8	resolution	resolution	NOUN
cana-6278	142	9	within	within	ADP
cana-6278	142	10	cdps	cdps	PRON
cana-6278	142	11	where	where	SCONJ
cana-6278	142	12	every	every	DET
cana-6278	142	13	unit	unit	NOUN
cana-6278	142	14	of	of	ADP
cana-6278	142	15	the	the	DET
cana-6278	142	16	business	business	NOUN
cana-6278	142	17	or	or	CCONJ
cana-6278	142	18	every	every	DET
cana-6278	142	19	channel	channel	NOUN
cana-6278	142	20	can	can	AUX
cana-6278	142	21	be	be	AUX
cana-6278	142	22	the	the	DET
cana-6278	142	23	sole	sole	ADJ
cana-6278	142	24	owner	owner	NOUN
cana-6278	142	25	of	of	ADP
cana-6278	142	26	its	its	PRON
cana-6278	142	27	customer	customer	NOUN
cana-6278	142	28	identifiers	identifier	NOUN
cana-6278	142	29	.	.	PUNCT
cana-6278	143	1	by	by	ADP
cana-6278	143	2	using	use	VERB
cana-6278	143	3	local	local	ADJ
cana-6278	143	4	computation	computation	NOUN
cana-6278	143	5	,	,	PUNCT
cana-6278	143	6	federated	federate	VERB
cana-6278	143	7	learning	learning	NOUN
cana-6278	143	8	minimizes	minimize	VERB
cana-6278	143	9	data	datum	NOUN
cana-6278	143	10	transport	transport	NOUN
cana-6278	143	11	,	,	PUNCT
cana-6278	143	12	decreases	decrease	VERB
cana-6278	143	13	exposure	exposure	NOUN
cana-6278	143	14	to	to	ADP
cana-6278	143	15	breaches	breach	NOUN
cana-6278	143	16	,	,	PUNCT
cana-6278	143	17	and	and	CCONJ
cana-6278	143	18	enables	enable	VERB
cana-6278	143	19	real	real	ADJ
cana-6278	143	20	-	-	PUNCT
cana-6278	143	21	time	time	NOUN
cana-6278	143	22	learning	learning	NOUN
cana-6278	143	23	across	across	ADP
cana-6278	143	24	geographically	geographically	ADV
cana-6278	143	25	distributed	distribute	VERB
cana-6278	143	26	systems	system	NOUN
cana-6278	143	27	.	.	PUNCT
cana-6278	144	1	model	model	NOUN
cana-6278	144	2	aggregation	aggregation	NOUN
cana-6278	144	3	can	can	AUX
cana-6278	144	4	be	be	AUX
cana-6278	144	5	hardened	harden	VERB
cana-6278	144	6	using	use	VERB
cana-6278	144	7	differential	differential	ADJ
cana-6278	144	8	privacy	privacy	NOUN
cana-6278	144	9	,	,	PUNCT
cana-6278	144	10	dropout	dropout	NOUN
cana-6278	144	11	sampling	sampling	NOUN
cana-6278	144	12	,	,	PUNCT
cana-6278	144	13	and	and	CCONJ
cana-6278	144	14	secure	secure	ADJ
cana-6278	144	15	aggregation	aggregation	NOUN
cana-6278	144	16	that	that	PRON
cana-6278	144	17	all	all	PRON
cana-6278	144	18	defend	defend	VERB
cana-6278	144	19	against	against	ADP
cana-6278	144	20	inference	inference	NOUN
cana-6278	144	21	attacks	attack	NOUN
cana-6278	144	22	and	and	CCONJ
cana-6278	144	23	overfitting	overfitting	NOUN
cana-6278	144	24	.	.	PUNCT
cana-6278	145	1	communications	communication	NOUN
cana-6278	145	2	on	on	ADP
cana-6278	145	3	applied	apply	VERB
cana-6278	145	4	nonlinear	nonlinear	ADJ
cana-6278	145	5	analysis	analysis	NOUN
cana-6278	145	6	issn	issn	NOUN
cana-6278	145	7	:	:	PUNCT
cana-6278	145	8	1074	1074	NUM
cana-6278	145	9	-	-	PUNCT
cana-6278	145	10	133x	133x	NUM
cana-6278	145	11	vol	vol	VERB
cana-6278	145	12	32	32	NUM
cana-6278	145	13	no	no	NOUN
cana-6278	145	14	.	.	PUNCT
cana-6278	146	1	10s	10	NOUN
cana-6278	146	2	(	(	PUNCT
cana-6278	146	3	2025	2025	NUM
cana-6278	146	4	)	)	PUNCT
cana-6278	146	5	3641	3641	NUM
cana-6278	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	146	7	in	in	ADP
cana-6278	146	8	federated	federated	ADJ
cana-6278	146	9	identity	identity	NOUN
cana-6278	146	10	resolution	resolution	NOUN
cana-6278	146	11	,	,	PUNCT
cana-6278	146	12	learned	learn	VERB
cana-6278	146	13	models	model	NOUN
cana-6278	146	14	at	at	ADP
cana-6278	146	15	each	each	DET
cana-6278	146	16	node	node	NOUN
cana-6278	146	17	generally	generally	ADV
cana-6278	146	18	tend	tend	VERB
cana-6278	146	19	to	to	PART
cana-6278	146	20	be	be	AUX
cana-6278	146	21	classifiers	classifier	NOUN
cana-6278	146	22	or	or	CCONJ
cana-6278	146	23	scoring	scoring	NOUN
cana-6278	146	24	functions	function	NOUN
cana-6278	146	25	in	in	ADP
cana-6278	146	26	order	order	NOUN
cana-6278	146	27	to	to	PART
cana-6278	146	28	report	report	VERB
cana-6278	146	29	linkage	linkage	NOUN
cana-6278	146	30	probabilities	probability	NOUN
cana-6278	146	31	between	between	ADP
cana-6278	146	32	identifiers	identifier	NOUN
cana-6278	146	33	.	.	PUNCT
cana-6278	147	1	these	these	DET
cana-6278	147	2	learned	learn	VERB
cana-6278	147	3	models	model	NOUN
cana-6278	147	4	generally	generally	ADV
cana-6278	147	5	are	be	AUX
cana-6278	147	6	implemented	implement	VERB
cana-6278	147	7	with	with	ADP
cana-6278	147	8	simpler	simple	ADJ
cana-6278	147	9	architectures	architecture	NOUN
cana-6278	147	10	such	such	ADJ
cana-6278	147	11	as	as	ADP
cana-6278	147	12	logistic	logistic	ADJ
cana-6278	147	13	regression	regression	NOUN
cana-6278	147	14	,	,	PUNCT
cana-6278	147	15	decision	decision	NOUN
cana-6278	147	16	trees	tree	NOUN
cana-6278	147	17	,	,	PUNCT
cana-6278	147	18	or	or	CCONJ
cana-6278	147	19	shallow	shallow	ADJ
cana-6278	147	20	neural	neural	ADJ
cana-6278	147	21	networks	network	NOUN
cana-6278	147	22	so	so	SCONJ
cana-6278	147	23	that	that	SCONJ
cana-6278	147	24	real	real	ADJ
cana-6278	147	25	-	-	PUNCT
cana-6278	147	26	time	time	NOUN
cana-6278	147	27	inference	inference	NOUN
cana-6278	147	28	capability	capability	NOUN
cana-6278	147	29	is	be	AUX
cana-6278	147	30	maintained	maintain	VERB
cana-6278	147	31	at	at	ADP
cana-6278	147	32	the	the	DET
cana-6278	147	33	edge(preuveneers	edge(preuveneer	NOUN
cana-6278	147	34	et	et	PROPN
cana-6278	147	35	al	al	PROPN
cana-6278	147	36	.	.	PROPN
cana-6278	147	37	,	,	PUNCT
cana-6278	147	38	2018	2018	NUM
cana-6278	147	39	)	)	PUNCT
cana-6278	147	40	.	.	PUNCT
cana-6278	148	1	recent	recent	ADJ
cana-6278	148	2	studies	study	NOUN
cana-6278	148	3	in	in	ADP
cana-6278	148	4	2023	2023	NUM
cana-6278	148	5	and	and	CCONJ
cana-6278	148	6	2024	2024	NUM
cana-6278	148	7	have	have	AUX
cana-6278	148	8	proven	prove	VERB
cana-6278	148	9	hybrid	hybrid	ADJ
cana-6278	148	10	fl	fl	PROPN
cana-6278	148	11	systems	system	NOUN
cana-6278	148	12	—	—	PUNCT
cana-6278	148	13	having	have	VERB
cana-6278	148	14	vertical	vertical	ADJ
cana-6278	148	15	and	and	CCONJ
cana-6278	148	16	horizontal	horizontal	ADJ
cana-6278	148	17	federated	federated	ADJ
cana-6278	148	18	learning	learning	NOUN
cana-6278	148	19	—	—	PUNCT
cana-6278	148	20	to	to	PART
cana-6278	148	21	attain	attain	VERB
cana-6278	148	22	identity	identity	NOUN
cana-6278	148	23	resolution	resolution	NOUN
cana-6278	148	24	accuracy	accuracy	NOUN
cana-6278	148	25	up	up	ADP
cana-6278	148	26	to	to	PART
cana-6278	148	27	85	85	NUM
cana-6278	148	28	%	%	NOUN
cana-6278	148	29	on	on	ADP
cana-6278	148	30	pseudonymous	pseudonymous	ADJ
cana-6278	148	31	data	datum	NOUN
cana-6278	148	32	sets	set	NOUN
cana-6278	148	33	while	while	SCONJ
cana-6278	148	34	in	in	ADP
cana-6278	148	35	full	full	ADJ
cana-6278	148	36	compliance	compliance	NOUN
cana-6278	148	37	with	with	ADP
cana-6278	148	38	privacy	privacy	NOUN
cana-6278	148	39	requirements	requirement	NOUN
cana-6278	148	40	.	.	PUNCT
cana-6278	149	1	results	result	NOUN
cana-6278	149	2	such	such	ADJ
cana-6278	149	3	as	as	ADP
cana-6278	149	4	these	these	PRON
cana-6278	149	5	indicate	indicate	VERB
cana-6278	149	6	the	the	DET
cana-6278	149	7	increasing	increase	VERB
cana-6278	149	8	feasibility	feasibility	NOUN
cana-6278	149	9	of	of	ADP
cana-6278	149	10	fl	fl	NUM
cana-6278	149	11	high	high	ADJ
cana-6278	149	12	-	-	PUNCT
cana-6278	149	13	scale	scale	NOUN
cana-6278	149	14	cdp	cdp	NOUN
cana-6278	149	15	scenarios	scenario	NOUN
cana-6278	149	16	.	.	PUNCT
cana-6278	150	1	4.3	4.3	NUM
cana-6278	150	2	homomorphic	homomorphic	ADJ
cana-6278	150	3	encryption	encryption	NOUN
cana-6278	150	4	and	and	CCONJ
cana-6278	150	5	secure	secure	VERB
cana-6278	150	6	multi	multi	ADJ
cana-6278	150	7	-	-	ADJ
cana-6278	150	8	party	party	ADJ
cana-6278	150	9	computation	computation	NOUN
cana-6278	150	10	(	(	PUNCT
cana-6278	150	11	smpc	smpc	NOUN
cana-6278	150	12	)	)	PUNCT
cana-6278	150	13	in	in	ADP
cana-6278	150	14	order	order	NOUN
cana-6278	150	15	to	to	PART
cana-6278	150	16	finish	finish	VERB
cana-6278	150	17	federated	federated	ADJ
cana-6278	150	18	identity	identity	NOUN
cana-6278	150	19	resolution	resolution	NOUN
cana-6278	150	20	,	,	PUNCT
cana-6278	150	21	homomorphic	homomorphic	ADJ
cana-6278	150	22	encryption	encryption	NOUN
cana-6278	150	23	and	and	CCONJ
cana-6278	150	24	secure	secure	VERB
cana-6278	150	25	multi	multi	ADJ
cana-6278	150	26	-	-	ADJ
cana-6278	150	27	party	party	ADJ
cana-6278	150	28	computation	computation	NOUN
cana-6278	150	29	(	(	PUNCT
cana-6278	150	30	smpc	smpc	NOUN
cana-6278	150	31	)	)	PUNCT
cana-6278	150	32	are	be	AUX
cana-6278	150	33	finding	find	VERB
cana-6278	150	34	greater	great	ADJ
cana-6278	150	35	places	place	NOUN
cana-6278	150	36	in	in	ADP
cana-6278	150	37	cdp	cdp	PROPN
cana-6278	150	38	architectures	architecture	NOUN
cana-6278	150	39	.	.	PUNCT
cana-6278	151	1	homomorphic	homomorphic	ADJ
cana-6278	151	2	encryption	encryption	NOUN
cana-6278	151	3	enables	enable	VERB
cana-6278	151	4	computation	computation	NOUN
cana-6278	151	5	of	of	ADP
cana-6278	151	6	math	math	NOUN
cana-6278	151	7	symbols	symbol	NOUN
cana-6278	151	8	over	over	ADP
cana-6278	151	9	data	datum	NOUN
cana-6278	151	10	ciphertext	ciphertext	NOUN
cana-6278	151	11	and	and	CCONJ
cana-6278	151	12	produces	produce	VERB
cana-6278	151	13	results	result	NOUN
cana-6278	151	14	ciphertext	ciphertext	NOUN
cana-6278	151	15	that	that	PRON
cana-6278	151	16	can	can	AUX
cana-6278	151	17	be	be	AUX
cana-6278	151	18	decrypted	decrypt	VERB
cana-6278	151	19	to	to	ADP
cana-6278	151	20	the	the	DET
cana-6278	151	21	same	same	ADJ
cana-6278	151	22	values	value	NOUN
cana-6278	151	23	as	as	ADP
cana-6278	151	24	a	a	DET
cana-6278	151	25	direct	direct	ADJ
cana-6278	151	26	computation	computation	NOUN
cana-6278	151	27	on	on	ADP
cana-6278	151	28	plaintext	plaintext	NOUN
cana-6278	151	29	.	.	PUNCT
cana-6278	152	1	this	this	PRON
cana-6278	152	2	is	be	AUX
cana-6278	152	3	especially	especially	ADV
cana-6278	152	4	helpful	helpful	ADJ
cana-6278	152	5	in	in	ADP
cana-6278	152	6	crossdomain	crossdomain	ADJ
cana-6278	152	7	identity	identity	NOUN
cana-6278	152	8	resolution	resolution	NOUN
cana-6278	152	9	where	where	SCONJ
cana-6278	152	10	one	one	PRON
cana-6278	152	11	needs	need	VERB
cana-6278	152	12	to	to	PART
cana-6278	152	13	deploy	deploy	VERB
cana-6278	152	14	comparisons	comparison	NOUN
cana-6278	152	15	amongst	amongst	ADP
cana-6278	152	16	datasets	dataset	NOUN
cana-6278	152	17	in	in	ADP
cana-6278	152	18	the	the	DET
cana-6278	152	19	possession	possession	NOUN
cana-6278	152	20	of	of	ADP
cana-6278	152	21	various	various	ADJ
cana-6278	152	22	entities	entity	NOUN
cana-6278	152	23	without	without	ADP
cana-6278	152	24	divulging	divulge	VERB
cana-6278	152	25	their	their	PRON
cana-6278	152	26	contents	content	NOUN
cana-6278	152	27	.	.	PUNCT
cana-6278	153	1	even	even	ADV
cana-6278	153	2	so	so	ADV
cana-6278	153	3	,	,	PUNCT
cana-6278	153	4	fhe	fhe	PROPN
cana-6278	153	5	is	be	AUX
cana-6278	153	6	still	still	ADV
cana-6278	153	7	computationally	computationally	ADV
cana-6278	153	8	costly	costly	ADJ
cana-6278	153	9	and	and	CCONJ
cana-6278	153	10	normally	normally	ADV
cana-6278	153	11	impractical	impractical	ADJ
cana-6278	153	12	for	for	ADP
cana-6278	153	13	use	use	NOUN
cana-6278	153	14	in	in	ADP
cana-6278	153	15	real	real	ADJ
cana-6278	153	16	-	-	PUNCT
cana-6278	153	17	time	time	NOUN
cana-6278	153	18	applications	application	NOUN
cana-6278	153	19	.	.	PUNCT
cana-6278	154	1	2024	2024	NUM
cana-6278	154	2	benchmarks	benchmark	NOUN
cana-6278	154	3	report	report	VERB
cana-6278	154	4	that	that	SCONJ
cana-6278	154	5	fhe	fhe	NOUN
cana-6278	154	6	-	-	PUNCT
cana-6278	154	7	based	base	VERB
cana-6278	154	8	computation	computation	NOUN
cana-6278	154	9	has	have	VERB
cana-6278	154	10	30x	30x	NOUN
cana-6278	154	11	to	to	ADP
cana-6278	154	12	100x	100x	NUM
cana-6278	154	13	overheads	overhead	NOUN
cana-6278	154	14	against	against	ADP
cana-6278	154	15	plaintext	plaintext	NOUN
cana-6278	154	16	computation	computation	NOUN
cana-6278	154	17	and	and	CCONJ
cana-6278	154	18	is	be	AUX
cana-6278	154	19	incompatible	incompatible	ADJ
cana-6278	154	20	with	with	ADP
cana-6278	154	21	low	low	ADJ
cana-6278	154	22	-	-	PUNCT
cana-6278	154	23	latency	latency	NOUN
cana-6278	154	24	activation	activation	NOUN
cana-6278	154	25	application	application	NOUN
cana-6278	154	26	use	use	NOUN
cana-6278	154	27	cases	case	NOUN
cana-6278	154	28	.	.	PUNCT
cana-6278	155	1	a	a	DET
cana-6278	155	2	middle	middle	ADJ
cana-6278	155	3	ground	ground	NOUN
cana-6278	155	4	solution	solution	NOUN
cana-6278	155	5	uses	use	VERB
cana-6278	155	6	partially	partially	ADV
cana-6278	155	7	homomorphic	homomorphic	ADJ
cana-6278	155	8	encryption	encryption	NOUN
cana-6278	155	9	schemes	scheme	NOUN
cana-6278	155	10	like	like	ADP
cana-6278	155	11	paillier	paillier	NOUN
cana-6278	155	12	and	and	CCONJ
cana-6278	155	13	elgamal	elgamal	ADJ
cana-6278	155	14	to	to	PART
cana-6278	155	15	carry	carry	VERB
cana-6278	155	16	out	out	ADP
cana-6278	155	17	secure	secure	ADJ
cana-6278	155	18	additive	additive	ADJ
cana-6278	155	19	computation	computation	NOUN
cana-6278	155	20	,	,	PUNCT
cana-6278	155	21	e.g.	e.g.	ADV
cana-6278	155	22	,	,	PUNCT
cana-6278	155	23	score	score	NOUN
cana-6278	155	24	aggregation	aggregation	NOUN
cana-6278	155	25	and	and	CCONJ
cana-6278	155	26	thresholding	thresholding	NOUN
cana-6278	155	27	.	.	PUNCT
cana-6278	156	1	smpc	smpc	PROPN
cana-6278	156	2	,	,	PUNCT
cana-6278	156	3	however	however	ADV
cana-6278	156	4	,	,	PUNCT
cana-6278	156	5	allows	allow	VERB
cana-6278	156	6	several	several	ADJ
cana-6278	156	7	parties	party	NOUN
cana-6278	156	8	to	to	PART
cana-6278	156	9	compute	compute	VERB
cana-6278	156	10	a	a	DET
cana-6278	156	11	function	function	NOUN
cana-6278	156	12	among	among	ADP
cana-6278	156	13	their	their	PRON
cana-6278	156	14	inputs	input	NOUN
cana-6278	156	15	without	without	ADP
cana-6278	156	16	disclosing	disclose	VERB
cana-6278	156	17	the	the	DET
cana-6278	156	18	inputs	input	NOUN
cana-6278	156	19	.	.	PUNCT
cana-6278	157	1	in	in	ADP
cana-6278	157	2	identity	identity	NOUN
cana-6278	157	3	graphs	graph	NOUN
cana-6278	157	4	,	,	PUNCT
cana-6278	157	5	smpc	smpc	PROPN
cana-6278	157	6	protocols	protocol	NOUN
cana-6278	157	7	are	be	AUX
cana-6278	157	8	utilized	utilize	VERB
cana-6278	157	9	to	to	PART
cana-6278	157	10	compute	compute	VERB
cana-6278	157	11	overlap	overlap	NOUN
cana-6278	157	12	scores	score	NOUN
cana-6278	157	13	or	or	CCONJ
cana-6278	157	14	execute	execute	VERB
cana-6278	157	15	private	private	ADJ
cana-6278	157	16	set	set	VERB
cana-6278	157	17	intersection	intersection	NOUN
cana-6278	157	18	operations	operation	NOUN
cana-6278	157	19	disclosing	disclose	VERB
cana-6278	157	20	only	only	ADV
cana-6278	157	21	matched	match	VERB
cana-6278	157	22	identifiers	identifier	NOUN
cana-6278	157	23	.	.	PUNCT
cana-6278	158	1	practically	practically	ADV
cana-6278	158	2	,	,	PUNCT
cana-6278	158	3	such	such	ADJ
cana-6278	158	4	protocols	protocol	NOUN
cana-6278	158	5	assume	assume	VERB
cana-6278	158	6	secret	secret	ADJ
cana-6278	158	7	sharing	sharing	NOUN
cana-6278	158	8	,	,	PUNCT
cana-6278	158	9	oblivious	oblivious	ADJ
cana-6278	158	10	transfer	transfer	NOUN
cana-6278	158	11	,	,	PUNCT
cana-6278	158	12	and	and	CCONJ
cana-6278	158	13	garbled	garbled	ADJ
cana-6278	158	14	circuits	circuit	NOUN
cana-6278	158	15	to	to	PART
cana-6278	158	16	provide	provide	VERB
cana-6278	158	17	cryptographic	cryptographic	ADJ
cana-6278	158	18	assurances(nguyen	assurances(nguyen	PROPN
cana-6278	158	19	et	et	PROPN
cana-6278	158	20	al	al	PROPN
cana-6278	158	21	.	.	PROPN
cana-6278	158	22	,	,	PUNCT
cana-6278	158	23	2021	2021	NUM
cana-6278	158	24	)	)	PUNCT
cana-6278	158	25	.	.	PUNCT
cana-6278	159	1	smpc	smpc	PROPN
cana-6278	159	2	has	have	AUX
cana-6278	159	3	been	be	AUX
cana-6278	159	4	successfully	successfully	ADV
cana-6278	159	5	implemented	implement	VERB
cana-6278	159	6	in	in	ADP
cana-6278	159	7	telecom	telecom	NOUN
cana-6278	159	8	consortia	consortium	NOUN
cana-6278	159	9	as	as	ADV
cana-6278	159	10	well	well	ADV
cana-6278	159	11	as	as	ADP
cana-6278	159	12	health	health	NOUN
cana-6278	159	13	networks	network	NOUN
cana-6278	159	14	,	,	PUNCT
cana-6278	159	15	and	and	CCONJ
cana-6278	159	16	its	its	PRON
cana-6278	159	17	usage	usage	NOUN
cana-6278	159	18	in	in	ADP
cana-6278	159	19	cdps	cdps	PROPN
cana-6278	159	20	is	be	AUX
cana-6278	159	21	on	on	ADP
cana-6278	159	22	the	the	DET
cana-6278	159	23	rise	rise	NOUN
cana-6278	159	24	.	.	PUNCT
cana-6278	160	1	in	in	ADP
cana-6278	160	2	a	a	DET
cana-6278	160	3	2023	2023	NUM
cana-6278	160	4	study	study	NOUN
cana-6278	160	5	,	,	PUNCT
cana-6278	160	6	a	a	DET
cana-6278	160	7	hybrid	hybrid	ADJ
cana-6278	160	8	psi	psi	NOUN
cana-6278	160	9	-	-	PUNCT
cana-6278	160	10	smpc	smpc	NOUN
cana-6278	160	11	solution	solution	NOUN
cana-6278	160	12	was	be	AUX
cana-6278	160	13	shown	show	VERB
cana-6278	160	14	to	to	PART
cana-6278	160	15	decrease	decrease	VERB
cana-6278	160	16	the	the	DET
cana-6278	160	17	risk	risk	NOUN
cana-6278	160	18	of	of	ADP
cana-6278	160	19	data	datum	NOUN
cana-6278	160	20	exposure	exposure	NOUN
cana-6278	160	21	by	by	ADP
cana-6278	160	22	92	92	NUM
cana-6278	160	23	%	%	NOUN
cana-6278	160	24	over	over	ADP
cana-6278	160	25	naïve	naïve	ADJ
cana-6278	160	26	token	token	VERB
cana-6278	160	27	matching	matching	NOUN
cana-6278	160	28	techniques	technique	NOUN
cana-6278	160	29	.	.	PUNCT
cana-6278	161	1	use	use	NOUN
cana-6278	161	2	of	of	ADP
cana-6278	161	3	smpc	smpc	NOUN
cana-6278	161	4	and	and	CCONJ
cana-6278	161	5	homomorphic	homomorphic	ADJ
cana-6278	161	6	encryption	encryption	NOUN
cana-6278	161	7	makes	make	VERB
cana-6278	161	8	it	it	PRON
cana-6278	161	9	possible	possible	ADJ
cana-6278	161	10	for	for	SCONJ
cana-6278	161	11	cdps	cdps	PRON
cana-6278	161	12	to	to	PART
cana-6278	161	13	construct	construct	VERB
cana-6278	161	14	trustless	trustless	NOUN
cana-6278	161	15	identity	identity	NOUN
cana-6278	161	16	resolution	resolution	NOUN
cana-6278	161	17	systems	system	NOUN
cana-6278	161	18	in	in	ADP
cana-6278	161	19	which	which	PRON
cana-6278	161	20	even	even	ADV
cana-6278	161	21	semi	semi	ADJ
cana-6278	161	22	-	-	ADJ
cana-6278	161	23	honest	honest	ADJ
cana-6278	161	24	participants	participant	NOUN
cana-6278	161	25	can	can	AUX
cana-6278	161	26	participate	participate	VERB
cana-6278	161	27	in	in	ADP
cana-6278	161	28	collaborative	collaborative	ADJ
cana-6278	161	29	modeling	modeling	NOUN
cana-6278	161	30	without	without	ADP
cana-6278	161	31	disclosure	disclosure	NOUN
cana-6278	161	32	.	.	PUNCT
cana-6278	162	1	the	the	DET
cana-6278	162	2	only	only	ADJ
cana-6278	162	3	remaining	remain	VERB
cana-6278	162	4	challenge	challenge	NOUN
cana-6278	162	5	is	be	AUX
cana-6278	162	6	scaling	scale	VERB
cana-6278	162	7	these	these	DET
cana-6278	162	8	crypto	crypto	ADJ
cana-6278	162	9	protocols	protocol	NOUN
cana-6278	162	10	to	to	ADP
cana-6278	162	11	millions	million	NOUN
cana-6278	162	12	of	of	ADP
cana-6278	162	13	identifiers	identifier	NOUN
cana-6278	162	14	per	per	ADP
cana-6278	162	15	second	second	NOUN
cana-6278	162	16	,	,	PUNCT
cana-6278	162	17	where	where	SCONJ
cana-6278	162	18	hardware	hardware	NOUN
cana-6278	162	19	acceleration	acceleration	NOUN
cana-6278	162	20	,	,	PUNCT
cana-6278	162	21	approximation	approximation	NOUN
cana-6278	162	22	techniques	technique	NOUN
cana-6278	162	23	,	,	PUNCT
cana-6278	162	24	and	and	CCONJ
cana-6278	162	25	parallelization	parallelization	NOUN
cana-6278	162	26	strategies	strategy	NOUN
cana-6278	162	27	are	be	AUX
cana-6278	162	28	being	be	AUX
cana-6278	162	29	studied	study	VERB
cana-6278	162	30	aggressively	aggressively	ADV
cana-6278	162	31	.	.	PUNCT
cana-6278	163	1	4.4	4.4	NUM
cana-6278	163	2	temporal	temporal	ADJ
cana-6278	163	3	dynamics	dynamic	NOUN
cana-6278	163	4	in	in	ADP
cana-6278	163	5	identity	identity	NOUN
cana-6278	163	6	graphs	graph	VERB
cana-6278	163	7	a	a	DET
cana-6278	163	8	major	major	ADJ
cana-6278	163	9	feature	feature	NOUN
cana-6278	163	10	of	of	ADP
cana-6278	163	11	identity	identity	NOUN
cana-6278	163	12	resolution	resolution	NOUN
cana-6278	163	13	that	that	PRON
cana-6278	163	14	is	be	AUX
cana-6278	163	15	not	not	PART
cana-6278	163	16	usually	usually	ADV
cana-6278	163	17	emphasized	emphasize	VERB
cana-6278	163	18	is	be	AUX
cana-6278	163	19	temporal	temporal	ADJ
cana-6278	163	20	dynamics	dynamic	NOUN
cana-6278	163	21	of	of	ADP
cana-6278	163	22	user	user	NOUN
cana-6278	163	23	behavior	behavior	NOUN
cana-6278	163	24	.	.	PUNCT
cana-6278	164	1	real	real	ADJ
cana-6278	164	2	world	world	PROPN
cana-6278	164	3	user	user	NOUN
cana-6278	164	4	identifiers	identifier	NOUN
cana-6278	164	5	are	be	AUX
cana-6278	164	6	not	not	PART
cana-6278	164	7	fixed	fix	VERB
cana-6278	164	8	;	;	PUNCT
cana-6278	164	9	cookies	cookie	NOUN
cana-6278	164	10	expire	expire	VERB
cana-6278	164	11	,	,	PUNCT
cana-6278	164	12	device	device	NOUN
cana-6278	164	13	ids	id	NOUN
cana-6278	164	14	rotate	rotate	VERB
cana-6278	164	15	,	,	PUNCT
cana-6278	164	16	email	email	NOUN
cana-6278	164	17	addresses	address	NOUN
cana-6278	164	18	get	get	AUX
cana-6278	164	19	changed	change	VERB
cana-6278	164	20	,	,	PUNCT
cana-6278	164	21	and	and	CCONJ
cana-6278	164	22	behavior	behavior	NOUN
cana-6278	164	23	patterns	pattern	NOUN
cana-6278	164	24	shift	shift	VERB
cana-6278	164	25	with	with	ADP
cana-6278	164	26	context	context	NOUN
cana-6278	164	27	.	.	PUNCT
cana-6278	165	1	modeling	modeling	NOUN
cana-6278	165	2	and	and	CCONJ
cana-6278	165	3	tracking	track	VERB
cana-6278	165	4	temporal	temporal	ADJ
cana-6278	165	5	dynamics	dynamic	NOUN
cana-6278	165	6	in	in	ADP
cana-6278	165	7	identity	identity	NOUN
cana-6278	165	8	graphs	graph	NOUN
cana-6278	165	9	is	be	AUX
cana-6278	165	10	essential	essential	ADJ
cana-6278	165	11	to	to	PART
cana-6278	165	12	drive	drive	VERB
cana-6278	165	13	resolution	resolution	NOUN
cana-6278	165	14	accuracy	accuracy	NOUN
cana-6278	165	15	as	as	ADV
cana-6278	165	16	well	well	ADV
cana-6278	165	17	as	as	ADP
cana-6278	165	18	keep	keep	VERB
cana-6278	165	19	the	the	DET
cana-6278	165	20	rate	rate	NOUN
cana-6278	165	21	of	of	ADP
cana-6278	165	22	false	false	ADJ
cana-6278	165	23	positives	positive	NOUN
cana-6278	165	24	low	low	ADJ
cana-6278	165	25	in	in	ADP
cana-6278	165	26	the	the	DET
cana-6278	165	27	long	long	ADJ
cana-6278	165	28	term	term	NOUN
cana-6278	165	29	.	.	PUNCT
cana-6278	166	1	temporal	temporal	ADJ
cana-6278	166	2	identity	identity	NOUN
cana-6278	166	3	graphs	graph	NOUN
cana-6278	166	4	take	take	VERB
cana-6278	166	5	care	care	NOUN
cana-6278	166	6	of	of	ADP
cana-6278	166	7	this	this	PRON
cana-6278	166	8	by	by	ADP
cana-6278	166	9	introducing	introduce	VERB
cana-6278	166	10	timestamps	timestamp	NOUN
cana-6278	166	11	,	,	PUNCT
cana-6278	166	12	sequence	sequence	NOUN
cana-6278	166	13	patterns	pattern	NOUN
cana-6278	166	14	,	,	PUNCT
cana-6278	166	15	and	and	CCONJ
cana-6278	166	16	recency	recency	NOUN
cana-6278	166	17	-	-	PUNCT
cana-6278	166	18	weightings	weighting	NOUN
cana-6278	166	19	to	to	ADP
cana-6278	166	20	both	both	DET
cana-6278	166	21	nodes	node	NOUN
cana-6278	166	22	and	and	CCONJ
cana-6278	166	23	edges	edge	NOUN
cana-6278	166	24	.	.	PUNCT
cana-6278	167	1	communications	communication	NOUN
cana-6278	167	2	on	on	ADP
cana-6278	167	3	applied	apply	VERB
cana-6278	167	4	nonlinear	nonlinear	ADJ
cana-6278	167	5	analysis	analysis	NOUN
cana-6278	167	6	issn	issn	NOUN
cana-6278	167	7	:	:	PUNCT
cana-6278	167	8	1074	1074	NUM
cana-6278	167	9	-	-	PUNCT
cana-6278	167	10	133x	133x	NUM
cana-6278	167	11	vol	vol	VERB
cana-6278	167	12	32	32	NUM
cana-6278	167	13	no	no	NOUN
cana-6278	167	14	.	.	PUNCT
cana-6278	168	1	10s	10	NOUN
cana-6278	168	2	(	(	PUNCT
cana-6278	168	3	2025	2025	NUM
cana-6278	168	4	)	)	PUNCT
cana-6278	168	5	3642	3642	NUM
cana-6278	168	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	168	7	one	one	NUM
cana-6278	168	8	of	of	ADP
cana-6278	168	9	the	the	DET
cana-6278	168	10	strong	strong	ADJ
cana-6278	168	11	measures	measure	NOUN
cana-6278	168	12	is	be	AUX
cana-6278	168	13	to	to	PART
cana-6278	168	14	use	use	VERB
cana-6278	168	15	sliding	slide	VERB
cana-6278	168	16	windows	window	NOUN
cana-6278	168	17	both	both	PRON
cana-6278	168	18	in	in	ADP
cana-6278	168	19	time	time	NOUN
cana-6278	168	20	and	and	CCONJ
cana-6278	168	21	decreasing	decrease	VERB
cana-6278	168	22	edge	edge	NOUN
cana-6278	168	23	weights	weight	NOUN
cana-6278	168	24	.	.	PUNCT
cana-6278	169	1	for	for	ADP
cana-6278	169	2	instance	instance	NOUN
cana-6278	169	3	,	,	PUNCT
cana-6278	169	4	if	if	SCONJ
cana-6278	169	5	a	a	DET
cana-6278	169	6	specific	specific	ADJ
cana-6278	169	7	device	device	NOUN
cana-6278	169	8	i	i	NOUN
cana-6278	169	9	d	d	PROPN
cana-6278	169	10	was	be	AUX
cana-6278	169	11	associated	associate	VERB
cana-6278	169	12	with	with	ADP
cana-6278	169	13	the	the	DET
cana-6278	169	14	email	email	NOUN
cana-6278	169	15	of	of	ADP
cana-6278	169	16	a	a	DET
cana-6278	169	17	user	user	NOUN
cana-6278	169	18	six	six	NUM
cana-6278	169	19	months	month	NOUN
cana-6278	169	20	ago	ago	ADV
cana-6278	169	21	but	but	CCONJ
cana-6278	169	22	since	since	SCONJ
cana-6278	169	23	then	then	ADV
cana-6278	169	24	has	have	AUX
cana-6278	169	25	not	not	PART
cana-6278	169	26	been	be	AUX
cana-6278	169	27	used	use	VERB
cana-6278	169	28	,	,	PUNCT
cana-6278	169	29	its	its	PRON
cana-6278	169	30	edge	edge	NOUN
cana-6278	169	31	weight	weight	NOUN
cana-6278	169	32	in	in	ADP
cana-6278	169	33	the	the	DET
cana-6278	169	34	identity	identity	NOUN
cana-6278	169	35	graph	graph	NOUN
cana-6278	169	36	should	should	AUX
cana-6278	169	37	be	be	AUX
cana-6278	169	38	lowered	lower	VERB
cana-6278	169	39	.	.	PUNCT
cana-6278	170	1	on	on	ADP
cana-6278	170	2	the	the	DET
cana-6278	170	3	other	other	ADJ
cana-6278	170	4	hand	hand	NOUN
cana-6278	170	5	,	,	PUNCT
cana-6278	170	6	frequent	frequent	ADJ
cana-6278	170	7	recent	recent	ADJ
cana-6278	170	8	occurrences	occurrence	NOUN
cana-6278	170	9	of	of	ADP
cana-6278	170	10	co	co	NOUN
cana-6278	170	11	-	-	NOUN
cana-6278	170	12	presence	presence	NOUN
cana-6278	170	13	between	between	ADP
cana-6278	170	14	a	a	DET
cana-6278	170	15	mobile	mobile	ADJ
cana-6278	170	16	device	device	NOUN
cana-6278	170	17	and	and	CCONJ
cana-6278	170	18	a	a	DET
cana-6278	170	19	crm	crm	NOUN
cana-6278	170	20	i	i	PROPN
cana-6278	170	21	d	d	PROPN
cana-6278	170	22	can	can	AUX
cana-6278	170	23	dynamically	dynamically	ADV
cana-6278	170	24	enhance	enhance	VERB
cana-6278	170	25	their	their	PRON
cana-6278	170	26	association	association	NOUN
cana-6278	170	27	.	.	PUNCT
cana-6278	171	1	event	event	NOUN
cana-6278	171	2	-	-	PUNCT
cana-6278	171	3	time	time	NOUN
cana-6278	171	4	-	-	PUNCT
cana-6278	171	5	based	base	VERB
cana-6278	171	6	modeling	modeling	NOUN
cana-6278	171	7	,	,	PUNCT
cana-6278	171	8	rather	rather	ADV
cana-6278	171	9	than	than	ADP
cana-6278	171	10	processing	processing	NOUN
cana-6278	171	11	-	-	PUNCT
cana-6278	171	12	time	time	NOUN
cana-6278	171	13	models	model	NOUN
cana-6278	171	14	,	,	PUNCT
cana-6278	171	15	preserves	preserve	VERB
cana-6278	171	16	temporal	temporal	ADJ
cana-6278	171	17	ordering	ordering	NOUN
cana-6278	171	18	that	that	PRON
cana-6278	171	19	is	be	AUX
cana-6278	171	20	crucial	crucial	ADJ
cana-6278	171	21	for	for	ADP
cana-6278	171	22	session	session	NOUN
cana-6278	171	23	-	-	PUNCT
cana-6278	171	24	based	base	VERB
cana-6278	171	25	user	user	NOUN
cana-6278	171	26	segmentation(sharma	segmentation(sharma	PROPN
cana-6278	171	27	et	et	NOUN
cana-6278	171	28	al	al	PROPN
cana-6278	171	29	.	.	PROPN
cana-6278	171	30	,	,	PUNCT
cana-6278	171	31	2021	2021	NUM
cana-6278	171	32	)	)	PUNCT
cana-6278	171	33	.	.	PUNCT
cana-6278	172	1	temporal	temporal	ADJ
cana-6278	172	2	graph	graph	NOUN
cana-6278	172	3	neural	neural	ADJ
cana-6278	172	4	networks	network	NOUN
cana-6278	172	5	(	(	PUNCT
cana-6278	172	6	tgnns	tgnns	PROPN
cana-6278	172	7	)	)	PUNCT
cana-6278	172	8	are	be	AUX
cana-6278	172	9	also	also	ADV
cana-6278	172	10	gaining	gain	VERB
cana-6278	172	11	popularity	popularity	NOUN
cana-6278	172	12	due	due	ADP
cana-6278	172	13	to	to	ADP
cana-6278	172	14	their	their	PRON
cana-6278	172	15	capacity	capacity	NOUN
cana-6278	172	16	for	for	ADP
cana-6278	172	17	learning	learn	VERB
cana-6278	172	18	dynamic	dynamic	ADJ
cana-6278	172	19	embeddings	embedding	NOUN
cana-6278	172	20	of	of	ADP
cana-6278	172	21	identifiers	identifier	NOUN
cana-6278	172	22	.	.	PUNCT
cana-6278	173	1	tgnns	tgnns	PROPN
cana-6278	173	2	are	be	AUX
cana-6278	173	3	able	able	ADJ
cana-6278	173	4	to	to	PART
cana-6278	173	5	learn	learn	VERB
cana-6278	173	6	to	to	PART
cana-6278	173	7	evolve	evolve	VERB
cana-6278	173	8	with	with	ADP
cana-6278	173	9	streaming	streaming	NOUN
cana-6278	173	10	updates	update	NOUN
cana-6278	173	11	and	and	CCONJ
cana-6278	173	12	offer	offer	VERB
cana-6278	173	13	continuously	continuously	ADV
cana-6278	173	14	up	up	ADP
cana-6278	173	15	-	-	PUNCT
cana-6278	173	16	to	to	ADP
cana-6278	173	17	-	-	PUNCT
cana-6278	173	18	date	date	NOUN
cana-6278	173	19	views	view	NOUN
cana-6278	173	20	of	of	ADP
cana-6278	173	21	identity	identity	NOUN
cana-6278	173	22	clusters	cluster	NOUN
cana-6278	173	23	.	.	PUNCT
cana-6278	174	1	in	in	ADP
cana-6278	174	2	a	a	DET
cana-6278	174	3	2024	2024	NUM
cana-6278	174	4	cdp	cdp	NOUN
cana-6278	174	5	event	event	NOUN
cana-6278	174	6	stream	stream	NOUN
cana-6278	174	7	study	study	NOUN
cana-6278	174	8	,	,	PUNCT
cana-6278	174	9	tgnnaugmented	tgnnaugmented	ADJ
cana-6278	174	10	graphs	graph	NOUN
cana-6278	174	11	yielded	yield	VERB
cana-6278	174	12	a	a	DET
cana-6278	174	13	12.6	12.6	NUM
cana-6278	174	14	%	%	NOUN
cana-6278	174	15	f1	f1	NOUN
cana-6278	174	16	-	-	PUNCT
cana-6278	174	17	score	score	NOUN
cana-6278	174	18	boost	boost	NOUN
cana-6278	174	19	for	for	ADP
cana-6278	174	20	cross	cross	ADJ
cana-6278	174	21	-	-	ADJ
cana-6278	174	22	channel	channel	ADJ
cana-6278	174	23	identity	identity	NOUN
cana-6278	174	24	resolution	resolution	NOUN
cana-6278	174	25	relative	relative	ADJ
cana-6278	174	26	to	to	ADP
cana-6278	174	27	static	static	ADJ
cana-6278	174	28	gnns	gnn	NOUN
cana-6278	174	29	.	.	PUNCT
cana-6278	175	1	temporal	temporal	ADJ
cana-6278	175	2	graph	graph	NOUN
cana-6278	175	3	snapshots	snapshot	NOUN
cana-6278	175	4	are	be	AUX
cana-6278	175	5	also	also	ADV
cana-6278	175	6	versioned	versione	VERB
cana-6278	175	7	to	to	PART
cana-6278	175	8	support	support	VERB
cana-6278	175	9	auditing	auditing	NOUN
cana-6278	175	10	,	,	PUNCT
cana-6278	175	11	explainability	explainability	NOUN
cana-6278	175	12	,	,	PUNCT
cana-6278	175	13	and	and	CCONJ
cana-6278	175	14	rollbacking	rollbacking	NOUN
cana-6278	175	15	,	,	PUNCT
cana-6278	175	16	which	which	PRON
cana-6278	175	17	are	be	AUX
cana-6278	175	18	primarily	primarily	ADV
cana-6278	175	19	mandated	mandate	VERB
cana-6278	175	20	under	under	ADP
cana-6278	175	21	data	datum	NOUN
cana-6278	175	22	governance	governance	NOUN
cana-6278	175	23	regulations	regulation	NOUN
cana-6278	175	24	such	such	ADJ
cana-6278	175	25	as	as	ADP
cana-6278	175	26	gdpr	gdpr	NOUN
cana-6278	175	27	article	article	NOUN
cana-6278	175	28	15	15	NUM
cana-6278	175	29	.	.	PUNCT
cana-6278	176	1	the	the	DET
cana-6278	176	2	table	table	NOUN
cana-6278	176	3	2	2	NUM
cana-6278	176	4	below	below	ADP
cana-6278	176	5	summarizes	summarize	NOUN
cana-6278	176	6	how	how	SCONJ
cana-6278	176	7	the	the	DET
cana-6278	176	8	incorporation	incorporation	NOUN
cana-6278	176	9	of	of	ADP
cana-6278	176	10	theoretical	theoretical	ADJ
cana-6278	176	11	techniques	technique	NOUN
cana-6278	176	12	enhances	enhance	VERB
cana-6278	176	13	different	different	ADJ
cana-6278	176	14	aspects	aspect	NOUN
cana-6278	176	15	of	of	ADP
cana-6278	176	16	federated	federate	VERB
cana-6278	176	17	identity	identity	NOUN
cana-6278	176	18	graph	graph	NOUN
cana-6278	176	19	construction	construction	NOUN
cana-6278	176	20	.	.	PUNCT
cana-6278	177	1	theoretical	theoretical	ADJ
cana-6278	177	2	basis	basis	NOUN
cana-6278	177	3	role	role	NOUN
cana-6278	177	4	in	in	ADP
cana-6278	177	5	identity	identity	NOUN
cana-6278	177	6	graph	graph	NOUN
cana-6278	177	7	benefits	benefit	NOUN
cana-6278	177	8	graph	graph	NOUN
cana-6278	177	9	theory	theory	NOUN
cana-6278	177	10	structuring	structuring	NOUN
cana-6278	177	11	entities	entity	NOUN
cana-6278	177	12	enables	enable	VERB
cana-6278	177	13	clustering	cluster	VERB
cana-6278	177	14	,	,	PUNCT
cana-6278	177	15	connectivity	connectivity	NOUN
cana-6278	177	16	scoring	scoring	NOUN
cana-6278	177	17	,	,	PUNCT
cana-6278	177	18	and	and	CCONJ
cana-6278	177	19	link	link	NOUN
cana-6278	177	20	prediction	prediction	NOUN
cana-6278	177	21	federated	federated	ADJ
cana-6278	177	22	learning	learning	NOUN
cana-6278	177	23	decentralized	decentralize	VERB
cana-6278	177	24	modeling	modeling	NOUN
cana-6278	177	25	protects	protect	VERB
cana-6278	177	26	privacy	privacy	NOUN
cana-6278	177	27	,	,	PUNCT
cana-6278	177	28	supports	support	VERB
cana-6278	177	29	model	model	NOUN
cana-6278	177	30	generalization	generalization	NOUN
cana-6278	177	31	across	across	ADP
cana-6278	177	32	local	local	ADJ
cana-6278	177	33	silos	silo	NOUN
cana-6278	177	34	homomorphic	homomorphic	ADJ
cana-6278	177	35	encryption	encryption	NOUN
cana-6278	177	36	&	&	CCONJ
cana-6278	177	37	smpc	smpc	PROPN
cana-6278	177	38	secure	secure	ADJ
cana-6278	177	39	computation	computation	NOUN
cana-6278	177	40	facilitates	facilitate	VERB
cana-6278	177	41	privacy	privacy	NOUN
cana-6278	177	42	-	-	PUNCT
cana-6278	177	43	preserving	preserve	VERB
cana-6278	177	44	cross	cross	ADJ
cana-6278	177	45	-	-	ADJ
cana-6278	177	46	silo	silo	ADJ
cana-6278	177	47	identity	identity	NOUN
cana-6278	177	48	correlation	correlation	NOUN
cana-6278	177	49	temporal	temporal	ADJ
cana-6278	177	50	dynamics	dynamic	NOUN
cana-6278	177	51	behavioral	behavioral	ADJ
cana-6278	177	52	relevance	relevance	NOUN
cana-6278	177	53	captures	capture	VERB
cana-6278	177	54	user	user	NOUN
cana-6278	177	55	evolution	evolution	NOUN
cana-6278	177	56	,	,	PUNCT
cana-6278	177	57	prevents	prevent	VERB
cana-6278	177	58	stale	stale	ADJ
cana-6278	177	59	or	or	CCONJ
cana-6278	177	60	invalid	invalid	ADJ
cana-6278	177	61	link	link	NOUN
cana-6278	177	62	persistence	persistence	NOUN
cana-6278	177	63	5	5	NUM
cana-6278	177	64	.	.	PUNCT
cana-6278	177	65	methodology	methodology	NOUN
cana-6278	177	66	and	and	CCONJ
cana-6278	177	67	algorithms	algorithm	VERB
cana-6278	177	68	5.1	5.1	NUM
cana-6278	177	69	federated	federate	VERB
cana-6278	177	70	identity	identity	NOUN
cana-6278	177	71	resolution	resolution	NOUN
cana-6278	177	72	algorithm	algorithm	NOUN
cana-6278	177	73	(	(	PUNCT
cana-6278	177	74	fira	fira	PROPN
cana-6278	177	75	)	)	PUNCT
cana-6278	177	76	the	the	DET
cana-6278	177	77	system	system	NOUN
cana-6278	177	78	's	's	PART
cana-6278	177	79	center	center	NOUN
cana-6278	177	80	is	be	AUX
cana-6278	177	81	the	the	DET
cana-6278	177	82	federated	federated	ADJ
cana-6278	177	83	identity	identity	NOUN
cana-6278	177	84	resolution	resolution	NOUN
cana-6278	177	85	algorithm	algorithm	NOUN
cana-6278	177	86	(	(	PUNCT
cana-6278	177	87	fira	fira	PROPN
cana-6278	177	88	)	)	PUNCT
cana-6278	177	89	,	,	PUNCT
cana-6278	177	90	a	a	DET
cana-6278	177	91	modern	modern	ADJ
cana-6278	177	92	hybrid	hybrid	ADJ
cana-6278	177	93	architecture	architecture	NOUN
cana-6278	177	94	combining	combine	VERB
cana-6278	177	95	disparate	disparate	ADJ
cana-6278	177	96	identifiers	identifier	NOUN
cana-6278	177	97	into	into	ADP
cana-6278	177	98	an	an	DET
cana-6278	177	99	identity	identity	NOUN
cana-6278	177	100	graph	graph	NOUN
cana-6278	177	101	in	in	ADP
cana-6278	177	102	real	real	ADJ
cana-6278	177	103	time	time	NOUN
cana-6278	177	104	,	,	PUNCT
cana-6278	177	105	as	as	SCONJ
cana-6278	177	106	required	require	VERB
cana-6278	177	107	by	by	ADP
cana-6278	177	108	privacy	privacy	NOUN
cana-6278	177	109	law	law	NOUN
cana-6278	177	110	.	.	PUNCT
cana-6278	178	1	fira	fira	PROPN
cana-6278	178	2	input	input	PROPN
cana-6278	178	3	data	datum	NOUN
cana-6278	178	4	are	be	AUX
cana-6278	178	5	given	give	VERB
cana-6278	178	6	as	as	ADP
cana-6278	178	7	real	real	ADJ
cana-6278	178	8	-	-	PUNCT
cana-6278	178	9	time	time	NOUN
cana-6278	178	10	data	datum	NOUN
cana-6278	178	11	signals	signal	NOUN
cana-6278	178	12	as	as	ADP
cana-6278	178	13	web	web	NOUN
cana-6278	178	14	cookies	cookie	NOUN
cana-6278	178	15	,	,	PUNCT
cana-6278	178	16	device	device	NOUN
cana-6278	178	17	ids	id	NOUN
cana-6278	178	18	,	,	PUNCT
cana-6278	178	19	hashed	hashed	ADJ
cana-6278	178	20	e	e	NOUN
cana-6278	178	21	-	-	NOUN
cana-6278	178	22	mail	mail	NOUN
cana-6278	178	23	addresses	address	NOUN
cana-6278	178	24	,	,	PUNCT
cana-6278	178	25	crm	crm	NOUN
cana-6278	178	26	keys	key	NOUN
cana-6278	178	27	,	,	PUNCT
cana-6278	178	28	ip	ip	NOUN
cana-6278	178	29	sessions	session	NOUN
cana-6278	178	30	,	,	PUNCT
cana-6278	178	31	and	and	CCONJ
cana-6278	178	32	behavioral	behavioral	ADJ
cana-6278	178	33	fingerprints	fingerprint	NOUN
cana-6278	178	34	,	,	PUNCT
cana-6278	178	35	each	each	PRON
cana-6278	178	36	from	from	ADP
cana-6278	178	37	disparate	disparate	ADJ
cana-6278	178	38	enterprise	enterprise	NOUN
cana-6278	178	39	channels(zhou	channels(zhou	PROPN
cana-6278	178	40	,	,	PUNCT
cana-6278	178	41	wang	wang	PROPN
cana-6278	178	42	,	,	PUNCT
cana-6278	178	43	mo	mo	PROPN
cana-6278	178	44	,	,	PUNCT
cana-6278	178	45	li	li	PROPN
cana-6278	178	46	,	,	PUNCT
cana-6278	178	47	&	&	CCONJ
cana-6278	178	48	tang	tang	PROPN
cana-6278	178	49	,	,	PUNCT
cana-6278	178	50	2023	2023	NUM
cana-6278	178	51	)	)	PUNCT
cana-6278	178	52	.	.	PUNCT
cana-6278	179	1	these	these	DET
cana-6278	179	2	alerts	alert	NOUN
cana-6278	179	3	are	be	AUX
cana-6278	179	4	frequency	frequency	NOUN
cana-6278	179	5	-	-	PUNCT
cana-6278	179	6	wise	wise	ADJ
cana-6278	179	7	,	,	PUNCT
cana-6278	179	8	structurally	structurally	ADV
cana-6278	179	9	,	,	PUNCT
cana-6278	179	10	and	and	CCONJ
cana-6278	179	11	reliability	reliability	NOUN
cana-6278	179	12	-	-	PUNCT
cana-6278	179	13	wise	wise	ADJ
cana-6278	179	14	heterogeneous	heterogeneous	ADJ
cana-6278	179	15	in	in	ADP
cana-6278	179	16	nature	nature	NOUN
cana-6278	179	17	and	and	CCONJ
cana-6278	179	18	thus	thus	ADV
cana-6278	179	19	need	need	VERB
cana-6278	179	20	a	a	DET
cana-6278	179	21	normalization	normalization	NOUN
cana-6278	179	22	process	process	NOUN
cana-6278	179	23	and	and	CCONJ
cana-6278	179	24	abstraction	abstraction	NOUN
cana-6278	179	25	of	of	ADP
cana-6278	179	26	features	feature	NOUN
cana-6278	179	27	prior	prior	ADV
cana-6278	179	28	to	to	ADP
cana-6278	179	29	correlation	correlation	NOUN
cana-6278	179	30	of	of	ADP
cana-6278	179	31	identity	identity	NOUN
cana-6278	179	32	.	.	PUNCT
cana-6278	180	1	each	each	DET
cana-6278	180	2	edge	edge	VERB
cana-6278	180	3	node	node	NOUN
cana-6278	180	4	in	in	ADP
cana-6278	180	5	the	the	DET
cana-6278	180	6	federated	federated	ADJ
cana-6278	180	7	network	network	NOUN
cana-6278	180	8	performs	perform	VERB
cana-6278	180	9	independent	independent	ADJ
cana-6278	180	10	domain	domain	NOUN
cana-6278	180	11	-	-	PUNCT
cana-6278	180	12	specific	specific	ADJ
cana-6278	180	13	transformation	transformation	NOUN
cana-6278	180	14	pipelines	pipeline	NOUN
cana-6278	180	15	on	on	ADP
cana-6278	180	16	its	its	PRON
cana-6278	180	17	own	own	ADJ
cana-6278	180	18	to	to	PART
cana-6278	180	19	sanitize	sanitize	VERB
cana-6278	180	20	,	,	PUNCT
cana-6278	180	21	hash	hash	NOUN
cana-6278	180	22	,	,	PUNCT
cana-6278	180	23	and	and	CCONJ
cana-6278	180	24	extract	extract	VERB
cana-6278	180	25	meaningful	meaningful	ADJ
cana-6278	180	26	features	feature	NOUN
cana-6278	180	27	of	of	ADP
cana-6278	180	28	local	local	ADJ
cana-6278	180	29	information	information	NOUN
cana-6278	180	30	such	such	ADJ
cana-6278	180	31	that	that	SCONJ
cana-6278	180	32	pii	pii	PROPN
cana-6278	180	33	never	never	ADV
cana-6278	180	34	transits	transit	VERB
cana-6278	180	35	the	the	DET
cana-6278	180	36	source	source	NOUN
cana-6278	180	37	.	.	PUNCT
cana-6278	181	1	communications	communication	NOUN
cana-6278	181	2	on	on	ADP
cana-6278	181	3	applied	apply	VERB
cana-6278	181	4	nonlinear	nonlinear	ADJ
cana-6278	181	5	analysis	analysis	NOUN
cana-6278	181	6	issn	issn	NOUN
cana-6278	181	7	:	:	PUNCT
cana-6278	181	8	1074	1074	NUM
cana-6278	181	9	-	-	PUNCT
cana-6278	181	10	133x	133x	NUM
cana-6278	181	11	vol	vol	VERB
cana-6278	181	12	32	32	NUM
cana-6278	181	13	no	no	NOUN
cana-6278	181	14	.	.	PUNCT
cana-6278	182	1	10s	10	NOUN
cana-6278	182	2	(	(	PUNCT
cana-6278	182	3	2025	2025	NUM
cana-6278	182	4	)	)	PUNCT
cana-6278	182	5	3643	3643	NUM
cana-6278	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	183	1	the	the	DET
cana-6278	183	2	result	result	NOUN
cana-6278	183	3	of	of	ADP
cana-6278	183	4	fira	fira	PROPN
cana-6278	183	5	is	be	AUX
cana-6278	183	6	a	a	DET
cana-6278	183	7	dynamic	dynamic	ADJ
cana-6278	183	8	,	,	PUNCT
cana-6278	183	9	changing	change	VERB
cana-6278	183	10	identity	identity	NOUN
cana-6278	183	11	graph	graph	NOUN
cana-6278	183	12	made	make	VERB
cana-6278	183	13	up	up	ADP
cana-6278	183	14	of	of	ADP
cana-6278	183	15	clusters	cluster	NOUN
cana-6278	183	16	of	of	ADP
cana-6278	183	17	user	user	NOUN
cana-6278	183	18	representations	representation	NOUN
cana-6278	183	19	,	,	PUNCT
cana-6278	183	20	where	where	SCONJ
cana-6278	183	21	each	each	DET
cana-6278	183	22	cluster	cluster	NOUN
cana-6278	183	23	has	have	VERB
cana-6278	183	24	a	a	DET
cana-6278	183	25	fixed	fix	VERB
cana-6278	183	26	set	set	NOUN
cana-6278	183	27	of	of	ADP
cana-6278	183	28	identifiers	identifier	NOUN
cana-6278	183	29	probabilistically	probabilistically	ADV
cana-6278	183	30	associated	associate	VERB
cana-6278	183	31	with	with	ADP
cana-6278	183	32	the	the	DET
cana-6278	183	33	same	same	ADJ
cana-6278	183	34	actual	actual	ADJ
cana-6278	183	35	object	object	NOUN
cana-6278	183	36	.	.	PUNCT
cana-6278	184	1	such	such	ADJ
cana-6278	184	2	clusters	cluster	NOUN
cana-6278	184	3	are	be	AUX
cana-6278	184	4	neither	neither	CCONJ
cana-6278	184	5	statically	statically	ADV
cana-6278	184	6	determined	determine	VERB
cana-6278	184	7	but	but	CCONJ
cana-6278	184	8	are	be	AUX
cana-6278	184	9	updated	update	VERB
cana-6278	184	10	continuously	continuously	ADV
cana-6278	184	11	by	by	ADP
cana-6278	184	12	subsequent	subsequent	ADJ
cana-6278	184	13	streams	stream	NOUN
cana-6278	184	14	of	of	ADP
cana-6278	184	15	events	event	NOUN
cana-6278	184	16	and	and	CCONJ
cana-6278	184	17	model	model	NOUN
cana-6278	184	18	feedbacks	feedback	NOUN
cana-6278	184	19	.	.	PUNCT
cana-6278	185	1	in	in	ADP
cana-6278	185	2	particular	particular	ADJ
cana-6278	185	3	,	,	PUNCT
cana-6278	185	4	fira	fira	PROPN
cana-6278	185	5	employs	employ	VERB
cana-6278	185	6	no	no	DET
cana-6278	185	7	global	global	ADJ
cana-6278	185	8	identifier	identifier	NOUN
cana-6278	185	9	nor	nor	CCONJ
cana-6278	185	10	centralized	centralized	ADJ
cana-6278	185	11	truth	truth	NOUN
cana-6278	185	12	store	store	NOUN
cana-6278	185	13	.	.	PUNCT
cana-6278	186	1	rather	rather	ADV
cana-6278	186	2	,	,	PUNCT
cana-6278	186	3	the	the	DET
cana-6278	186	4	method	method	NOUN
cana-6278	186	5	trusts	trust	VERB
cana-6278	186	6	in	in	ADP
cana-6278	186	7	part	part	NOUN
cana-6278	186	8	-	-	PUNCT
cana-6278	186	9	to	to	ADP
cana-6278	186	10	-	-	PUNCT
cana-6278	186	11	whole	whole	ADJ
cana-6278	186	12	overlap	overlap	NOUN
cana-6278	186	13	of	of	ADP
cana-6278	186	14	signals	signal	NOUN
cana-6278	186	15	and	and	CCONJ
cana-6278	186	16	statistical	statistical	ADJ
cana-6278	186	17	modeling	modeling	NOUN
cana-6278	186	18	methodologies	methodology	NOUN
cana-6278	186	19	to	to	PART
cana-6278	186	20	ascertain	ascertain	VERB
cana-6278	186	21	transitive	transitive	ADJ
cana-6278	186	22	relationships	relationship	NOUN
cana-6278	186	23	among	among	ADP
cana-6278	186	24	identifiers	identifier	NOUN
cana-6278	186	25	.	.	PUNCT
cana-6278	187	1	innovatively	innovatively	ADV
cana-6278	187	2	,	,	PUNCT
cana-6278	187	3	partial	partial	ADJ
cana-6278	187	4	matches	match	NOUN
cana-6278	187	5	are	be	AUX
cana-6278	187	6	made	make	VERB
cana-6278	187	7	manageable	manageable	ADJ
cana-6278	187	8	;	;	PUNCT
cana-6278	187	9	while	while	SCONJ
cana-6278	187	10	deterministic	deterministic	ADJ
cana-6278	187	11	matching	matching	NOUN
cana-6278	187	12	procedures	procedure	NOUN
cana-6278	187	13	are	be	AUX
cana-6278	187	14	strict	strict	ADJ
cana-6278	187	15	key	key	ADJ
cana-6278	187	16	equivalence	equivalence	NOUN
cana-6278	187	17	,	,	PUNCT
cana-6278	187	18	fira	fira	PROPN
cana-6278	187	19	uses	use	VERB
cana-6278	187	20	confidence	confidence	NOUN
cana-6278	187	21	-	-	PUNCT
cana-6278	187	22	weighted	weight	VERB
cana-6278	187	23	edges	edge	NOUN
cana-6278	187	24	taking	take	VERB
cana-6278	187	25	into	into	ADP
cana-6278	187	26	account	account	NOUN
cana-6278	187	27	behavioral	behavioral	ADJ
cana-6278	187	28	,	,	PUNCT
cana-6278	187	29	temporal	temporal	ADJ
cana-6278	187	30	,	,	PUNCT
cana-6278	187	31	and	and	CCONJ
cana-6278	187	32	contextual	contextual	ADJ
cana-6278	187	33	similarity	similarity	NOUN
cana-6278	187	34	metrics	metric	NOUN
cana-6278	187	35	obtained	obtain	VERB
cana-6278	187	36	from	from	ADP
cana-6278	187	37	local	local	ADJ
cana-6278	187	38	and	and	CCONJ
cana-6278	187	39	federated	federated	ADJ
cana-6278	187	40	models(yurdem	models(yurdem	PROPN
cana-6278	187	41	,	,	PUNCT
cana-6278	187	42	kuzlu	kuzlu	ADJ
cana-6278	187	43	,	,	PUNCT
cana-6278	187	44	&	&	CCONJ
cana-6278	187	45	gullu	gullu	NOUN
cana-6278	187	46	,	,	PUNCT
cana-6278	187	47	2024	2024	NUM
cana-6278	187	48	)	)	PUNCT
cana-6278	187	49	.	.	PUNCT
cana-6278	188	1	5.2	5.2	NUM
cana-6278	188	2	key	key	ADJ
cana-6278	188	3	algorithms	algorithm	NOUN
cana-6278	188	4	fira	fira	PROPN
cana-6278	188	5	is	be	AUX
cana-6278	188	6	based	base	VERB
cana-6278	188	7	on	on	ADP
cana-6278	188	8	a	a	DET
cana-6278	188	9	collection	collection	NOUN
cana-6278	188	10	of	of	ADP
cana-6278	188	11	cutting	cut	VERB
cana-6278	188	12	-	-	PUNCT
cana-6278	188	13	edge	edge	NOUN
cana-6278	188	14	algorithms	algorithm	NOUN
cana-6278	188	15	,	,	PUNCT
cana-6278	188	16	all	all	DET
cana-6278	188	17	federated	federated	ADJ
cana-6278	188	18	learning	learning	NOUN
cana-6278	188	19	and	and	CCONJ
cana-6278	188	20	privacy	privacy	NOUN
cana-6278	188	21	-	-	PUNCT
cana-6278	188	22	preserving	preserve	VERB
cana-6278	188	23	computation	computation	NOUN
cana-6278	188	24	optimized	optimize	VERB
cana-6278	188	25	.	.	PUNCT
cana-6278	189	1	at	at	ADP
cana-6278	189	2	the	the	DET
cana-6278	189	3	foundation	foundation	NOUN
cana-6278	189	4	is	be	AUX
cana-6278	189	5	the	the	DET
cana-6278	189	6	private	private	ADJ
cana-6278	189	7	set	set	NOUN
cana-6278	189	8	intersection	intersection	NOUN
cana-6278	189	9	(	(	PUNCT
cana-6278	189	10	psi	psi	NOUN
cana-6278	189	11	)	)	PUNCT
cana-6278	189	12	protocol	protocol	NOUN
cana-6278	189	13	,	,	PUNCT
cana-6278	189	14	which	which	PRON
cana-6278	189	15	facilitates	facilitate	VERB
cana-6278	189	16	secure	secure	VERB
cana-6278	189	17	multi	multi	ADJ
cana-6278	189	18	-	-	ADJ
cana-6278	189	19	party	party	ADJ
cana-6278	189	20	matching	matching	NOUN
cana-6278	189	21	of	of	ADP
cana-6278	189	22	identifiers	identifier	NOUN
cana-6278	189	23	across	across	ADP
cana-6278	189	24	silos	silo	NOUN
cana-6278	189	25	without	without	ADP
cana-6278	189	26	revealing	reveal	VERB
cana-6278	189	27	their	their	PRON
cana-6278	189	28	contents	content	NOUN
cana-6278	189	29	.	.	PUNCT
cana-6278	190	1	psi	psi	NOUN
cana-6278	190	2	protocols	protocol	NOUN
cana-6278	190	3	like	like	ADP
cana-6278	190	4	diffie	diffie	PROPN
cana-6278	190	5	-	-	PUNCT
cana-6278	190	6	hellman	hellman	NOUN
cana-6278	190	7	-	-	PUNCT
cana-6278	190	8	based	base	VERB
cana-6278	190	9	schemes	scheme	NOUN
cana-6278	190	10	or	or	CCONJ
cana-6278	190	11	circuit	circuit	NOUN
cana-6278	190	12	-	-	PUNCT
cana-6278	190	13	based	base	VERB
cana-6278	190	14	schemes	scheme	NOUN
cana-6278	190	15	ensure	ensure	VERB
cana-6278	190	16	that	that	SCONJ
cana-6278	190	17	two	two	NUM
cana-6278	190	18	parties	party	NOUN
cana-6278	190	19	can	can	AUX
cana-6278	190	20	find	find	VERB
cana-6278	190	21	common	common	ADJ
cana-6278	190	22	user	user	NOUN
cana-6278	190	23	records	record	NOUN
cana-6278	190	24	without	without	ADP
cana-6278	190	25	exposing	expose	VERB
cana-6278	190	26	any	any	DET
cana-6278	190	27	unmatched	unmatched	ADJ
cana-6278	190	28	information	information	NOUN
cana-6278	190	29	.	.	PUNCT
cana-6278	191	1	during	during	ADP
cana-6278	191	2	deployment	deployment	NOUN
cana-6278	191	3	to	to	ADP
cana-6278	191	4	production	production	NOUN
cana-6278	191	5	,	,	PUNCT
cana-6278	191	6	psi	psi	NOUN
cana-6278	191	7	is	be	AUX
cana-6278	191	8	deployed	deploy	VERB
cana-6278	191	9	with	with	ADP
cana-6278	191	10	bloom	bloom	NOUN
cana-6278	191	11	filters	filter	NOUN
cana-6278	191	12	to	to	PART
cana-6278	191	13	save	save	VERB
cana-6278	191	14	bandwidth	bandwidth	NOUN
cana-6278	191	15	and	and	CCONJ
cana-6278	191	16	handle	handle	VERB
cana-6278	191	17	millions	million	NOUN
cana-6278	191	18	of	of	ADP
cana-6278	191	19	identifiers	identifier	NOUN
cana-6278	191	20	.	.	PUNCT
cana-6278	192	1	to	to	PART
cana-6278	192	2	facilitate	facilitate	VERB
cana-6278	192	3	accuracy	accuracy	NOUN
cana-6278	192	4	in	in	ADP
cana-6278	192	5	across	across	ADP
cana-6278	192	6	-	-	PUNCT
cana-6278	192	7	channel	channel	NOUN
cana-6278	192	8	resolution	resolution	NOUN
cana-6278	192	9	,	,	PUNCT
cana-6278	192	10	fira	fira	PROPN
cana-6278	192	11	employs	employ	VERB
cana-6278	192	12	a	a	DET
cana-6278	192	13	dynamic	dynamic	ADJ
cana-6278	192	14	edge	edge	NOUN
cana-6278	192	15	weighting	weighting	NOUN
cana-6278	192	16	technique	technique	NOUN
cana-6278	192	17	that	that	PRON
cana-6278	192	18	varies	vary	VERB
cana-6278	192	19	linkage	linkage	NOUN
cana-6278	192	20	strength	strength	NOUN
cana-6278	192	21	in	in	ADP
cana-6278	192	22	terms	term	NOUN
cana-6278	192	23	of	of	ADP
cana-6278	192	24	source	source	NOUN
cana-6278	192	25	of	of	ADP
cana-6278	192	26	data	data	NOUN
cana-6278	192	27	reliability	reliability	NOUN
cana-6278	192	28	,	,	PUNCT
cana-6278	192	29	recency	recency	NOUN
cana-6278	192	30	of	of	ADP
cana-6278	192	31	the	the	DET
cana-6278	192	32	events	event	NOUN
cana-6278	192	33	,	,	PUNCT
cana-6278	192	34	and	and	CCONJ
cana-6278	192	35	dependencies	dependency	NOUN
cana-6278	192	36	of	of	ADP
cana-6278	192	37	events(wu	events(wu	NOUN
cana-6278	192	38	,	,	PUNCT
cana-6278	192	39	qiu	qiu	PROPN
cana-6278	192	40	,	,	PUNCT
cana-6278	192	41	wu	wu	PROPN
cana-6278	192	42	,	,	PUNCT
cana-6278	192	43	jiang	jiang	PROPN
cana-6278	192	44	,	,	PUNCT
cana-6278	192	45	&	&	CCONJ
cana-6278	192	46	jin	jin	PROPN
cana-6278	192	47	,	,	PUNCT
cana-6278	192	48	2024	2024	NUM
cana-6278	192	49	)	)	PUNCT
cana-6278	192	50	.	.	PUNCT
cana-6278	193	1	for	for	ADP
cana-6278	193	2	example	example	NOUN
cana-6278	193	3	,	,	PUNCT
cana-6278	193	4	an	an	DET
cana-6278	193	5	email	email	NOUN
cana-6278	193	6	-	-	PUNCT
cana-6278	193	7	to	to	ADP
cana-6278	193	8	-	-	PUNCT
cana-6278	193	9	device	device	NOUN
cana-6278	193	10	match	match	NOUN
cana-6278	193	11	with	with	ADP
cana-6278	193	12	concomitant	concomitant	ADJ
cana-6278	193	13	login	login	NOUN
cana-6278	193	14	events	event	NOUN
cana-6278	193	15	on	on	ADP
cana-6278	193	16	two	two	NUM
cana-6278	193	17	channels	channel	NOUN
cana-6278	193	18	is	be	AUX
cana-6278	193	19	assigned	assign	VERB
cana-6278	193	20	higher	high	ADJ
cana-6278	193	21	weight	weight	NOUN
cana-6278	193	22	compared	compare	VERB
cana-6278	193	23	to	to	ADP
cana-6278	193	24	a	a	DET
cana-6278	193	25	match	match	NOUN
cana-6278	193	26	inferred	infer	VERB
cana-6278	193	27	by	by	ADP
cana-6278	193	28	shared	share	VERB
cana-6278	193	29	geolocation	geolocation	NOUN
cana-6278	193	30	information	information	NOUN
cana-6278	193	31	.	.	PUNCT
cana-6278	194	1	these	these	DET
cana-6278	194	2	weights	weight	NOUN
cana-6278	194	3	are	be	AUX
cana-6278	194	4	confidence	confidence	NOUN
cana-6278	194	5	-	-	PUNCT
cana-6278	194	6	function	function	NOUN
cana-6278	194	7	time	time	NOUN
cana-6278	194	8	-	-	PUNCT
cana-6278	194	9	decayed	decay	VERB
cana-6278	194	10	such	such	ADJ
cana-6278	194	11	that	that	SCONJ
cana-6278	194	12	the	the	DET
cana-6278	194	13	system	system	NOUN
cana-6278	194	14	will	will	AUX
cana-6278	194	15	favor	favor	VERB
cana-6278	194	16	recent	recent	ADJ
cana-6278	194	17	,	,	PUNCT
cana-6278	194	18	high	high	ADJ
cana-6278	194	19	-	-	PUNCT
cana-6278	194	20	signal	signal	NOUN
cana-6278	194	21	correlations	correlation	NOUN
cana-6278	194	22	over	over	ADP
cana-6278	194	23	older	old	ADJ
cana-6278	194	24	ones	one	NOUN
cana-6278	194	25	.	.	PUNCT
cana-6278	195	1	model	model	NOUN
cana-6278	195	2	learning	learning	NOUN
cana-6278	195	3	and	and	CCONJ
cana-6278	195	4	graph	graph	NOUN
cana-6278	195	5	learning	learn	VERB
cana-6278	195	6	tasks	task	NOUN
cana-6278	195	7	in	in	ADP
cana-6278	195	8	fira	fira	PROPN
cana-6278	195	9	are	be	AUX
cana-6278	195	10	managed	manage	VERB
cana-6278	195	11	by	by	ADP
cana-6278	195	12	a	a	DET
cana-6278	195	13	federated	federated	ADJ
cana-6278	195	14	stochastic	stochastic	ADJ
cana-6278	195	15	gradient	gradient	ADJ
cana-6278	195	16	descent	descent	NOUN
cana-6278	195	17	(	(	PUNCT
cana-6278	195	18	sgd	sgd	NOUN
cana-6278	195	19	)	)	PUNCT
cana-6278	195	20	architecture	architecture	NOUN
cana-6278	195	21	.	.	PUNCT
cana-6278	196	1	each	each	DET
cana-6278	196	2	node	node	ADJ
cana-6278	196	3	trains	train	NOUN
cana-6278	196	4	on	on	ADP
cana-6278	196	5	local	local	ADJ
cana-6278	196	6	identifier	identifier	NOUN
cana-6278	196	7	pairs	pair	NOUN
cana-6278	196	8	with	with	ADP
cana-6278	196	9	a	a	DET
cana-6278	196	10	shallow	shallow	ADJ
cana-6278	196	11	neural	neural	ADJ
cana-6278	196	12	network	network	NOUN
cana-6278	196	13	or	or	CCONJ
cana-6278	196	14	logistic	logistic	ADJ
cana-6278	196	15	regression	regression	NOUN
cana-6278	196	16	model	model	NOUN
cana-6278	196	17	and	and	CCONJ
cana-6278	196	18	sends	send	VERB
cana-6278	196	19	encrypted	encrypt	VERB
cana-6278	196	20	weight	weight	NOUN
cana-6278	196	21	updates	update	NOUN
cana-6278	196	22	to	to	ADP
cana-6278	196	23	the	the	DET
cana-6278	196	24	central	central	ADJ
cana-6278	196	25	aggregator	aggregator	NOUN
cana-6278	196	26	.	.	PUNCT
cana-6278	196	27	federated	federate	VERB
cana-6278	196	28	sgd	sgd	PROPN
cana-6278	196	29	loop	loop	NOUN
cana-6278	196	30	for	for	ADP
cana-6278	196	31	convergence	convergence	NOUN
cana-6278	196	32	maintains	maintain	VERB
cana-6278	196	33	global	global	ADJ
cana-6278	196	34	model	model	NOUN
cana-6278	196	35	convergence	convergence	NOUN
cana-6278	196	36	with	with	ADP
cana-6278	196	37	local	local	ADJ
cana-6278	196	38	data	datum	NOUN
cana-6278	196	39	sovereignty	sovereignty	NOUN
cana-6278	196	40	.	.	PUNCT
cana-6278	197	1	adaptive	adaptive	ADJ
cana-6278	197	2	learning	learning	NOUN
cana-6278	197	3	rates	rate	NOUN
cana-6278	197	4	,	,	PUNCT
cana-6278	197	5	dropout	dropout	NOUN
cana-6278	197	6	masking	masking	NOUN
cana-6278	197	7	,	,	PUNCT
cana-6278	197	8	and	and	CCONJ
cana-6278	197	9	secure	secure	ADJ
cana-6278	197	10	aggregation	aggregation	NOUN
cana-6278	197	11	protocols	protocol	NOUN
cana-6278	197	12	increase	increase	VERB
cana-6278	197	13	convergence	convergence	NOUN
cana-6278	197	14	resilience	resilience	NOUN
cana-6278	197	15	and	and	CCONJ
cana-6278	197	16	adversarial	adversarial	ADJ
cana-6278	197	17	inference	inference	NOUN
cana-6278	197	18	attack	attack	NOUN
cana-6278	197	19	robustness	robustness	NOUN
cana-6278	197	20	.	.	PUNCT
cana-6278	198	1	5.3	5.3	NUM
cana-6278	198	2	latency	latency	NOUN
cana-6278	198	3	optimization	optimization	NOUN
cana-6278	198	4	techniques	technique	VERB
cana-6278	198	5	real	real	ADJ
cana-6278	198	6	-	-	PUNCT
cana-6278	198	7	time	time	NOUN
cana-6278	198	8	activation	activation	NOUN
cana-6278	198	9	is	be	AUX
cana-6278	198	10	imposing	impose	VERB
cana-6278	198	11	stringent	stringent	ADJ
cana-6278	198	12	latency	latency	NOUN
cana-6278	198	13	requirements	requirement	NOUN
cana-6278	198	14	on	on	ADP
cana-6278	198	15	the	the	DET
cana-6278	198	16	resolution	resolution	NOUN
cana-6278	198	17	pipeline	pipeline	NOUN
cana-6278	198	18	.	.	PUNCT
cana-6278	199	1	to	to	PART
cana-6278	199	2	maintain	maintain	VERB
cana-6278	199	3	sub-150ms	sub-150ms	ADJ
cana-6278	199	4	resolution	resolution	NOUN
cana-6278	199	5	and	and	CCONJ
cana-6278	199	6	activation	activation	NOUN
cana-6278	199	7	performance	performance	NOUN
cana-6278	199	8	,	,	PUNCT
cana-6278	199	9	the	the	DET
cana-6278	199	10	system	system	NOUN
cana-6278	199	11	employs	employ	VERB
cana-6278	199	12	two	two	NUM
cana-6278	199	13	latency	latency	NOUN
cana-6278	199	14	optimization	optimization	NOUN
cana-6278	199	15	techniques	technique	NOUN
cana-6278	199	16	.	.	PUNCT
cana-6278	200	1	the	the	DET
cana-6278	200	2	first	first	ADJ
cana-6278	200	3	is	be	AUX
cana-6278	200	4	the	the	DET
cana-6278	200	5	utilization	utilization	NOUN
cana-6278	200	6	of	of	ADP
cana-6278	200	7	approximate	approximate	ADJ
cana-6278	200	8	nearest	near	ADJ
cana-6278	200	9	neighbor	neighbor	NOUN
cana-6278	200	10	(	(	PUNCT
cana-6278	200	11	ann	ann	PROPN
cana-6278	200	12	)	)	PUNCT
cana-6278	200	13	search	search	NOUN
cana-6278	200	14	to	to	PART
cana-6278	200	15	fetch	fetch	VERB
cana-6278	200	16	in	in	ADP
cana-6278	200	17	a	a	DET
cana-6278	200	18	timely	timely	ADJ
cana-6278	200	19	manner	manner	NOUN
cana-6278	200	20	the	the	DET
cana-6278	200	21	most	most	ADV
cana-6278	200	22	similar	similar	ADJ
cana-6278	200	23	identifier	identifier	NOUN
cana-6278	200	24	clusters	cluster	NOUN
cana-6278	200	25	to	to	ADP
cana-6278	200	26	a	a	DET
cana-6278	200	27	query	query	NOUN
cana-6278	200	28	.	.	PUNCT
cana-6278	201	1	ann	ann	PROPN
cana-6278	201	2	algorithms	algorithm	NOUN
cana-6278	201	3	such	such	ADJ
cana-6278	201	4	as	as	ADP
cana-6278	201	5	hnsw	hnsw	NOUN
cana-6278	201	6	(	(	PUNCT
cana-6278	201	7	hierarchical	hierarchical	ADJ
cana-6278	201	8	navigable	navigable	ADJ
cana-6278	201	9	small	small	ADJ
cana-6278	201	10	worlds	world	NOUN
cana-6278	201	11	)	)	PUNCT
cana-6278	201	12	are	be	AUX
cana-6278	201	13	run	run	VERB
cana-6278	201	14	on	on	ADP
cana-6278	201	15	local	local	ADJ
cana-6278	201	16	vector	vector	NOUN
cana-6278	201	17	spaces	space	NOUN
cana-6278	201	18	built	build	VERB
cana-6278	201	19	from	from	ADP
cana-6278	201	20	feature	feature	NOUN
cana-6278	201	21	embeddings	embedding	NOUN
cana-6278	201	22	of	of	ADP
cana-6278	201	23	identifiers	identifier	NOUN
cana-6278	201	24	.	.	PUNCT
cana-6278	202	1	this	this	PRON
cana-6278	202	2	enables	enable	VERB
cana-6278	202	3	identity	identity	NOUN
cana-6278	202	4	lookups	lookup	NOUN
cana-6278	202	5	with	with	ADP
cana-6278	202	6	logarithmic	logarithmic	ADJ
cana-6278	202	7	time	time	NOUN
cana-6278	202	8	complexity	complexity	NOUN
cana-6278	202	9	,	,	PUNCT
cana-6278	202	10	even	even	ADV
cana-6278	202	11	on	on	ADP
cana-6278	202	12	graphs	graph	NOUN
cana-6278	202	13	with	with	ADP
cana-6278	202	14	more	more	ADJ
cana-6278	202	15	than	than	ADP
cana-6278	202	16	100	100	NUM
cana-6278	202	17	million	million	NUM
cana-6278	202	18	nodes	node	NOUN
cana-6278	202	19	.	.	PUNCT
cana-6278	203	1	the	the	DET
cana-6278	203	2	second	second	ADJ
cana-6278	203	3	latency	latency	NOUN
cana-6278	203	4	optimization	optimization	NOUN
cana-6278	203	5	is	be	AUX
cana-6278	203	6	using	use	VERB
cana-6278	203	7	in	in	ADP
cana-6278	203	8	-	-	PUNCT
cana-6278	203	9	memory	memory	NOUN
cana-6278	203	10	graph	graph	NOUN
cana-6278	203	11	databases	database	NOUN
cana-6278	203	12	like	like	ADP
cana-6278	203	13	redisgraph	redisgraph	NOUN
cana-6278	203	14	and	and	CCONJ
cana-6278	203	15	tigergraph	tigergraph	NOUN
cana-6278	203	16	to	to	PART
cana-6278	203	17	perform	perform	VERB
cana-6278	203	18	real	real	ADJ
cana-6278	203	19	-	-	PUNCT
cana-6278	203	20	time	time	NOUN
cana-6278	203	21	traversal	traversal	NOUN
cana-6278	203	22	and	and	CCONJ
cana-6278	203	23	updates(ahn	updates(ahn	NOUN
cana-6278	203	24	,	,	PUNCT
cana-6278	203	25	lee	lee	PROPN
cana-6278	203	26	,	,	PUNCT
cana-6278	203	27	kim	kim	PROPN
cana-6278	203	28	,	,	PUNCT
cana-6278	203	29	park	park	NOUN
cana-6278	203	30	,	,	PUNCT
cana-6278	203	31	&	&	CCONJ
cana-6278	203	32	jeong	jeong	PROPN
cana-6278	203	33	,	,	PUNCT
cana-6278	203	34	2023	2023	NUM
cana-6278	203	35	)	)	PUNCT
cana-6278	203	36	.	.	PUNCT
cana-6278	204	1	the	the	DET
cana-6278	204	2	systems	system	NOUN
cana-6278	204	3	are	be	AUX
cana-6278	204	4	selected	select	VERB
cana-6278	204	5	specifically	specifically	ADV
cana-6278	204	6	for	for	ADP
cana-6278	204	7	the	the	DET
cana-6278	204	8	feature	feature	NOUN
cana-6278	204	9	that	that	PRON
cana-6278	204	10	they	they	PRON
cana-6278	204	11	support	support	VERB
cana-6278	204	12	concurrent	concurrent	ADJ
cana-6278	204	13	writes	write	NOUN
cana-6278	204	14	,	,	PUNCT
cana-6278	204	15	maintain	maintain	VERB
cana-6278	204	16	low	low	ADJ
cana-6278	204	17	garbage	garbage	NOUN
cana-6278	204	18	communications	communication	NOUN
cana-6278	204	19	on	on	ADP
cana-6278	204	20	applied	apply	VERB
cana-6278	204	21	nonlinear	nonlinear	ADJ
cana-6278	204	22	analysis	analysis	NOUN
cana-6278	204	23	issn	issn	NOUN
cana-6278	204	24	:	:	PUNCT
cana-6278	204	25	1074	1074	NUM
cana-6278	204	26	-	-	PUNCT
cana-6278	204	27	133x	133x	NUM
cana-6278	204	28	vol	vol	VERB
cana-6278	204	29	32	32	NUM
cana-6278	204	30	no	no	NOUN
cana-6278	204	31	.	.	PUNCT
cana-6278	205	1	10s	10	NOUN
cana-6278	205	2	(	(	PUNCT
cana-6278	205	3	2025	2025	NUM
cana-6278	205	4	)	)	PUNCT
cana-6278	205	5	3644	3644	NUM
cana-6278	205	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	205	7	collection	collection	NOUN
cana-6278	205	8	overheads	overhead	NOUN
cana-6278	205	9	,	,	PUNCT
cana-6278	205	10	and	and	CCONJ
cana-6278	205	11	memory	memory	NOUN
cana-6278	205	12	-	-	PUNCT
cana-6278	205	13	mapped	map	VERB
cana-6278	205	14	storage	storage	NOUN
cana-6278	205	15	,	,	PUNCT
cana-6278	205	16	which	which	PRON
cana-6278	205	17	together	together	ADV
cana-6278	205	18	provide	provide	VERB
cana-6278	205	19	sub	sub	ADJ
cana-6278	205	20	-	-	ADJ
cana-6278	205	21	millisecond	millisecond	ADJ
cana-6278	205	22	access	access	NOUN
cana-6278	205	23	times	time	NOUN
cana-6278	205	24	for	for	ADP
cana-6278	205	25	identity	identity	NOUN
cana-6278	205	26	cluster	cluster	NOUN
cana-6278	205	27	membership	membership	NOUN
cana-6278	205	28	and	and	CCONJ
cana-6278	205	29	edge	edge	NOUN
cana-6278	205	30	mutation	mutation	NOUN
cana-6278	205	31	operations	operation	NOUN
cana-6278	205	32	.	.	PUNCT
cana-6278	206	1	ongoing	ongoing	ADJ
cana-6278	206	2	benchmarking	benchmarke	VERB
cana-6278	206	3	in	in	ADP
cana-6278	206	4	production	production	NOUN
cana-6278	206	5	environments	environment	NOUN
cana-6278	206	6	demonstrates	demonstrate	VERB
cana-6278	206	7	consistent	consistent	ADJ
cana-6278	206	8	performance	performance	NOUN
cana-6278	206	9	under	under	ADP
cana-6278	206	10	10ms	10ms	ADV
cana-6278	206	11	for	for	ADP
cana-6278	206	12	identity	identity	NOUN
cana-6278	206	13	joins	join	NOUN
cana-6278	206	14	and	and	CCONJ
cana-6278	206	15	under	under	ADP
cana-6278	206	16	50ms	50ms	ADJ
cana-6278	206	17	for	for	ADP
cana-6278	206	18	full	full	ADJ
cana-6278	206	19	-	-	PUNCT
cana-6278	206	20	resolution	resolution	NOUN
cana-6278	206	21	paths	path	NOUN
cana-6278	206	22	,	,	PUNCT
cana-6278	206	23	which	which	PRON
cana-6278	206	24	allows	allow	VERB
cana-6278	206	25	activation	activation	NOUN
cana-6278	206	26	systems	system	NOUN
cana-6278	206	27	to	to	PART
cana-6278	206	28	provide	provide	VERB
cana-6278	206	29	personalization	personalization	NOUN
cana-6278	206	30	under	under	ADP
cana-6278	206	31	200ms	200ms	PROPN
cana-6278	206	32	end	end	NOUN
cana-6278	206	33	-	-	PUNCT
cana-6278	206	34	to	to	ADP
cana-6278	206	35	-	-	PUNCT
cana-6278	206	36	end	end	NOUN
cana-6278	206	37	.	.	PUNCT
cana-6278	207	1	figure	figure	VERB
cana-6278	207	2	3	3	NUM
cana-6278	207	3	comparative	comparative	ADJ
cana-6278	207	4	performance	performance	NOUN
cana-6278	207	5	metrics	metric	NOUN
cana-6278	207	6	between	between	ADP
cana-6278	207	7	centralized	centralized	ADJ
cana-6278	207	8	and	and	CCONJ
cana-6278	207	9	federated	federate	VERB
cana-6278	207	10	identity	identity	NOUN
cana-6278	207	11	systems	system	NOUN
cana-6278	207	12	.	.	PUNCT
cana-6278	208	1	federated	federate	VERB
cana-6278	208	2	approach	approach	NOUN
cana-6278	208	3	shows	show	VERB
cana-6278	208	4	significant	significant	ADJ
cana-6278	208	5	improvements	improvement	NOUN
cana-6278	208	6	across	across	ADP
cana-6278	208	7	all	all	DET
cana-6278	208	8	measured	measured	ADJ
cana-6278	208	9	parameters	parameter	NOUN
cana-6278	208	10	.	.	PUNCT
cana-6278	209	1	(	(	PUNCT
cana-6278	209	2	source	source	NOUN
cana-6278	209	3	:	:	PUNCT
cana-6278	209	4	experimental	experimental	ADJ
cana-6278	209	5	evaluation	evaluation	NOUN
cana-6278	209	6	,	,	PUNCT
cana-6278	209	7	2024	2024	NUM
cana-6278	209	8	)	)	PUNCT
cana-6278	209	9	the	the	DET
cana-6278	209	10	following	follow	VERB
cana-6278	209	11	table	table	NOUN
cana-6278	209	12	summarizes	summarize	VERB
cana-6278	209	13	the	the	DET
cana-6278	209	14	performance	performance	NOUN
cana-6278	209	15	impact	impact	NOUN
cana-6278	209	16	of	of	ADP
cana-6278	209	17	these	these	DET
cana-6278	209	18	algorithmic	algorithmic	ADJ
cana-6278	209	19	choices	choice	NOUN
cana-6278	209	20	across	across	ADP
cana-6278	209	21	different	different	ADJ
cana-6278	209	22	graph	graph	NOUN
cana-6278	209	23	sizes	size	NOUN
cana-6278	209	24	and	and	CCONJ
cana-6278	209	25	event	event	NOUN
cana-6278	209	26	ingestion	ingestion	NOUN
cana-6278	209	27	volumes	volume	NOUN
cana-6278	209	28	.	.	PUNCT
cana-6278	210	1	configuration	configuration	NOUN
cana-6278	210	2	graph	graph	NOUN
cana-6278	210	3	size	size	NOUN
cana-6278	210	4	(	(	PUNCT
cana-6278	210	5	nodes	node	NOUN
cana-6278	210	6	)	)	PUNCT
cana-6278	210	7	lookup	lookup	NOUN
cana-6278	210	8	latency	latency	NOUN
cana-6278	210	9	(	(	PUNCT
cana-6278	210	10	ms	ms	NOUN
cana-6278	210	11	)	)	PUNCT
cana-6278	210	12	resolution	resolution	NOUN
cana-6278	210	13	accuracy	accuracy	NOUN
cana-6278	210	14	(	(	PUNCT
cana-6278	210	15	f1	f1	NOUN
cana-6278	210	16	)	)	PUNCT
cana-6278	210	17	edge	edge	NOUN
cana-6278	210	18	update	update	NOUN
cana-6278	210	19	time	time	NOUN
cana-6278	210	20	(	(	PUNCT
cana-6278	210	21	ms	ms	PROPN
cana-6278	210	22	)	)	PUNCT
cana-6278	210	23	ann	ann	PROPN
cana-6278	210	24	+	+	PROPN
cana-6278	210	25	redisgraph	redisgraph	VERB
cana-6278	210	26	100	100	NUM
cana-6278	210	27	m	m	NOUN
cana-6278	210	28	8.3	8.3	NUM
cana-6278	210	29	0.91	0.91	NUM
cana-6278	210	30	12.5	12.5	NUM
cana-6278	210	31	linear	linear	NOUN
cana-6278	210	32	scan	scan	NOUN
cana-6278	211	1	+	+	CCONJ
cana-6278	212	1	neo4j	neo4j	PROPN
cana-6278	212	2	10	10	NUM
cana-6278	212	3	m	m	NOUN
cana-6278	212	4	67.4	67.4	NUM
cana-6278	212	5	0.84	0.84	NUM
cana-6278	212	6	39.2	39.2	NUM
cana-6278	212	7	hnsw	hnsw	NOUN
cana-6278	212	8	+	+	CCONJ
cana-6278	212	9	tigergraph	tigergraph	NOUN
cana-6278	212	10	250	250	NUM
cana-6278	212	11	m	m	NOUN
cana-6278	212	12	10.1	10.1	NUM
cana-6278	212	13	0.93	0.93	NUM
cana-6278	212	14	14.8	14.8	NUM
cana-6278	212	15	these	these	DET
cana-6278	212	16	results	result	NOUN
cana-6278	212	17	validate	validate	VERB
cana-6278	212	18	the	the	DET
cana-6278	212	19	system	system	NOUN
cana-6278	212	20	’s	’s	PART
cana-6278	212	21	suitability	suitability	NOUN
cana-6278	212	22	for	for	ADP
cana-6278	212	23	high	high	ADJ
cana-6278	212	24	-	-	PUNCT
cana-6278	212	25	scale	scale	NOUN
cana-6278	212	26	,	,	PUNCT
cana-6278	212	27	low	low	ADJ
cana-6278	212	28	-	-	PUNCT
cana-6278	212	29	latency	latency	NOUN
cana-6278	212	30	cdp	cdp	NOUN
cana-6278	212	31	deployments	deployment	NOUN
cana-6278	212	32	across	across	ADP
cana-6278	212	33	globally	globally	ADV
cana-6278	212	34	distributed	distribute	VERB
cana-6278	212	35	architectures	architecture	NOUN
cana-6278	212	36	.	.	PUNCT
cana-6278	213	1	6	6	NUM
cana-6278	213	2	.	.	PUNCT
cana-6278	213	3	experimental	experimental	ADJ
cana-6278	213	4	evaluation	evaluation	NOUN
cana-6278	213	5	6.1	6.1	NUM
cana-6278	213	6	evaluation	evaluation	NOUN
cana-6278	213	7	framework	framework	NOUN
cana-6278	213	8	federated	federate	VERB
cana-6278	213	9	identity	identity	NOUN
cana-6278	213	10	graph	graph	NOUN
cana-6278	213	11	platform	platform	NOUN
cana-6278	213	12	was	be	AUX
cana-6278	213	13	tested	test	VERB
cana-6278	213	14	with	with	ADP
cana-6278	213	15	a	a	DET
cana-6278	213	16	composite	composite	NOUN
cana-6278	213	17	of	of	ADP
cana-6278	213	18	synthetic	synthetic	ADJ
cana-6278	213	19	and	and	CCONJ
cana-6278	213	20	semi	semi	ADJ
cana-6278	213	21	-	-	ADJ
cana-6278	213	22	real	real	ADJ
cana-6278	213	23	datasets	dataset	NOUN
cana-6278	213	24	that	that	PRON
cana-6278	213	25	simulated	simulate	VERB
cana-6278	213	26	enterprise	enterprise	NOUN
cana-6278	213	27	-	-	PUNCT
cana-6278	213	28	sized	sized	ADJ
cana-6278	213	29	cdp	cdp	NOUN
cana-6278	213	30	behavior	behavior	NOUN
cana-6278	213	31	.	.	PUNCT
cana-6278	214	1	synthetic	synthetic	ADJ
cana-6278	214	2	logs	log	NOUN
cana-6278	214	3	were	be	AUX
cana-6278	214	4	created	create	VERB
cana-6278	214	5	from	from	ADP
cana-6278	214	6	simulated	simulated	ADJ
cana-6278	214	7	web	web	NOUN
cana-6278	214	8	,	,	PUNCT
cana-6278	214	9	mobile	mobile	NOUN
cana-6278	214	10	,	,	PUNCT
cana-6278	214	11	crm	crm	PROPN
cana-6278	214	12	,	,	PUNCT
cana-6278	214	13	and	and	CCONJ
cana-6278	214	14	iot	iot	PROPN
cana-6278	214	15	data	datum	NOUN
cana-6278	214	16	streams	stream	NOUN
cana-6278	214	17	simulating	simulate	VERB
cana-6278	214	18	actual	actual	ADJ
cana-6278	214	19	user	user	NOUN
cana-6278	214	20	interaction	interaction	NOUN
cana-6278	214	21	between	between	ADP
cana-6278	214	22	anonymized	anonymize	VERB
cana-6278	214	23	identifiers	identifier	NOUN
cana-6278	214	24	.	.	PUNCT
cana-6278	215	1	datasets	dataset	NOUN
cana-6278	215	2	contained	contain	VERB
cana-6278	215	3	more	more	ADJ
cana-6278	215	4	than	than	ADP
cana-6278	215	5	300	300	NUM
cana-6278	215	6	million	million	NUM
cana-6278	215	7	unique	unique	ADJ
cana-6278	215	8	identifier	identifier	NOUN
cana-6278	215	9	records	record	NOUN
cana-6278	215	10	and	and	CCONJ
cana-6278	215	11	4.8	4.8	NUM
cana-6278	215	12	billion	billion	NUM
cana-6278	215	13	interaction	interaction	NOUN
cana-6278	215	14	events	event	NOUN
cana-6278	215	15	communications	communication	NOUN
cana-6278	215	16	on	on	ADP
cana-6278	215	17	applied	apply	VERB
cana-6278	215	18	nonlinear	nonlinear	ADJ
cana-6278	215	19	analysis	analysis	NOUN
cana-6278	215	20	issn	issn	NOUN
cana-6278	215	21	:	:	PUNCT
cana-6278	215	22	1074	1074	NUM
cana-6278	215	23	-	-	PUNCT
cana-6278	215	24	133x	133x	NUM
cana-6278	215	25	vol	vol	VERB
cana-6278	215	26	32	32	NUM
cana-6278	215	27	no	no	NOUN
cana-6278	215	28	.	.	PUNCT
cana-6278	216	1	10s	10	NOUN
cana-6278	216	2	(	(	PUNCT
cana-6278	216	3	2025	2025	NUM
cana-6278	216	4	)	)	PUNCT
cana-6278	216	5	3645	3645	NUM
cana-6278	216	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	216	7	in	in	ADP
cana-6278	216	8	a	a	DET
cana-6278	216	9	30	30	NUM
cana-6278	216	10	-	-	PUNCT
cana-6278	216	11	day	day	NOUN
cana-6278	216	12	simulation	simulation	NOUN
cana-6278	216	13	period	period	NOUN
cana-6278	216	14	,	,	PUNCT
cana-6278	216	15	simulating	simulate	VERB
cana-6278	216	16	typical	typical	ADJ
cana-6278	216	17	enterprise	enterprise	NOUN
cana-6278	216	18	load	load	NOUN
cana-6278	216	19	patterns	pattern	NOUN
cana-6278	216	20	in	in	ADP
cana-6278	216	21	e	e	NOUN
cana-6278	216	22	-	-	NOUN
cana-6278	216	23	commerce	commerce	NOUN
cana-6278	216	24	and	and	CCONJ
cana-6278	216	25	fintech	fintech	NOUN
cana-6278	216	26	applications(shin	applications(shin	PROPN
cana-6278	216	27	&	&	CCONJ
cana-6278	216	28	kim	kim	PROPN
cana-6278	216	29	,	,	PUNCT
cana-6278	216	30	2023	2023	NUM
cana-6278	216	31	)	)	PUNCT
cana-6278	216	32	.	.	PUNCT
cana-6278	217	1	to	to	PART
cana-6278	217	2	compare	compare	VERB
cana-6278	217	3	baselines	baseline	NOUN
cana-6278	217	4	,	,	PUNCT
cana-6278	217	5	the	the	DET
cana-6278	217	6	traditional	traditional	ADJ
cana-6278	217	7	centralized	centralized	ADJ
cana-6278	217	8	identity	identity	NOUN
cana-6278	217	9	graph	graph	NOUN
cana-6278	217	10	pipeline	pipeline	NOUN
cana-6278	217	11	was	be	AUX
cana-6278	217	12	used	use	VERB
cana-6278	217	13	with	with	ADP
cana-6278	217	14	deterministic	deterministic	ADJ
cana-6278	217	15	joins	join	NOUN
cana-6278	217	16	and	and	CCONJ
cana-6278	217	17	static	static	ADJ
cana-6278	217	18	batch	batch	NOUN
cana-6278	217	19	ingestion	ingestion	NOUN
cana-6278	217	20	via	via	ADP
cana-6278	217	21	spark	spark	NOUN
cana-6278	217	22	graphframes	graphframe	NOUN
cana-6278	217	23	.	.	PUNCT
cana-6278	218	1	the	the	DET
cana-6278	218	2	federated	federate	VERB
cana-6278	218	3	identity	identity	NOUN
cana-6278	218	4	graph	graph	NOUN
cana-6278	218	5	,	,	PUNCT
cana-6278	218	6	on	on	ADP
cana-6278	218	7	the	the	DET
cana-6278	218	8	other	other	ADJ
cana-6278	218	9	hand	hand	NOUN
cana-6278	218	10	,	,	PUNCT
cana-6278	218	11	was	be	AUX
cana-6278	218	12	experimented	experiment	VERB
cana-6278	218	13	with	with	ADP
cana-6278	218	14	fira	fira	PROPN
cana-6278	218	15	in	in	ADP
cana-6278	218	16	eight	eight	NUM
cana-6278	218	17	federated	federated	ADJ
cana-6278	218	18	nodes	node	NOUN
cana-6278	218	19	,	,	PUNCT
cana-6278	218	20	each	each	PRON
cana-6278	218	21	of	of	ADP
cana-6278	218	22	which	which	PRON
cana-6278	218	23	was	be	AUX
cana-6278	218	24	a	a	DET
cana-6278	218	25	silo	silo	NOUN
cana-6278	218	26	within	within	ADP
cana-6278	218	27	an	an	DET
cana-6278	218	28	organization	organization	NOUN
cana-6278	218	29	.	.	PUNCT
cana-6278	219	1	kafka	kafka	PROPN
cana-6278	219	2	as	as	ADP
cana-6278	219	3	transport	transport	NOUN
cana-6278	219	4	layer	layer	NOUN
cana-6278	219	5	,	,	PUNCT
cana-6278	219	6	flink	flink	NOUN
cana-6278	219	7	as	as	ADP
cana-6278	219	8	stream	stream	NOUN
cana-6278	219	9	processor	processor	NOUN
cana-6278	219	10	,	,	PUNCT
cana-6278	219	11	and	and	CCONJ
cana-6278	219	12	redisgraph	redisgraph	NOUN
cana-6278	219	13	as	as	SCONJ
cana-6278	219	14	federated	federate	VERB
cana-6278	219	15	graph	graph	NOUN
cana-6278	219	16	database	database	NOUN
cana-6278	219	17	were	be	AUX
cana-6278	219	18	used	use	VERB
cana-6278	219	19	.	.	PUNCT
cana-6278	220	1	6.2	6.2	NUM
cana-6278	220	2	metrics	metric	NOUN
cana-6278	220	3	four	four	NUM
cana-6278	220	4	were	be	AUX
cana-6278	220	5	the	the	DET
cana-6278	220	6	most	most	ADV
cana-6278	220	7	important	important	ADJ
cana-6278	220	8	metrics	metric	NOUN
cana-6278	220	9	to	to	PART
cana-6278	220	10	measure	measure	VERB
cana-6278	220	11	in	in	ADP
cana-6278	220	12	order	order	NOUN
cana-6278	220	13	to	to	PART
cana-6278	220	14	assess	assess	VERB
cana-6278	220	15	the	the	DET
cana-6278	220	16	system	system	NOUN
cana-6278	220	17	:	:	PUNCT
cana-6278	220	18	identity	identity	NOUN
cana-6278	220	19	resolution	resolution	NOUN
cana-6278	220	20	f1score	f1score	NOUN
cana-6278	220	21	,	,	PUNCT
cana-6278	220	22	end	end	NOUN
cana-6278	220	23	-	-	PUNCT
cana-6278	220	24	to	to	ADP
cana-6278	220	25	-	-	PUNCT
cana-6278	220	26	end	end	NOUN
cana-6278	220	27	activation	activation	NOUN
cana-6278	220	28	latency	latency	NOUN
cana-6278	220	29	,	,	PUNCT
cana-6278	220	30	differential	differential	NOUN
cana-6278	220	31	privacy	privacy	NOUN
cana-6278	220	32	leakage	leakage	NOUN
cana-6278	220	33	risk	risk	NOUN
cana-6278	220	34	(	(	PUNCT
cana-6278	220	35	ε	ε	PROPN
cana-6278	220	36	)	)	PUNCT
cana-6278	220	37	,	,	PUNCT
cana-6278	220	38	and	and	CCONJ
cana-6278	220	39	horizontal	horizontal	ADJ
cana-6278	220	40	scalability	scalability	NOUN
cana-6278	220	41	.	.	PUNCT
cana-6278	221	1	identity	identity	NOUN
cana-6278	221	2	f1	f1	NOUN
cana-6278	221	3	-	-	PUNCT
cana-6278	221	4	score	score	NOUN
cana-6278	221	5	was	be	AUX
cana-6278	221	6	obtained	obtain	VERB
cana-6278	221	7	by	by	ADP
cana-6278	221	8	comparing	compare	VERB
cana-6278	221	9	detected	detect	VERB
cana-6278	221	10	identifier	identifier	NOUN
cana-6278	221	11	clusters	cluster	NOUN
cana-6278	221	12	with	with	ADP
cana-6278	221	13	a	a	DET
cana-6278	221	14	known	know	VERB
cana-6278	221	15	ground	ground	NOUN
cana-6278	221	16	truth	truth	NOUN
cana-6278	221	17	set	set	VERB
cana-6278	221	18	of	of	ADP
cana-6278	221	19	user	user	NOUN
cana-6278	221	20	profiles	profile	NOUN
cana-6278	221	21	.	.	PUNCT
cana-6278	222	1	activation	activation	NOUN
cana-6278	222	2	latency	latency	NOUN
cana-6278	222	3	was	be	AUX
cana-6278	222	4	calculated	calculate	VERB
cana-6278	222	5	from	from	ADP
cana-6278	222	6	event	event	NOUN
cana-6278	222	7	ingestion	ingestion	NOUN
cana-6278	222	8	right	right	ADV
cana-6278	222	9	through	through	ADP
cana-6278	222	10	to	to	ADP
cana-6278	222	11	personalized	personalized	ADJ
cana-6278	222	12	response	response	NOUN
cana-6278	222	13	generation	generation	NOUN
cana-6278	222	14	at	at	ADP
cana-6278	222	15	the	the	DET
cana-6278	222	16	api	api	NOUN
cana-6278	222	17	layer	layer	NOUN
cana-6278	222	18	.	.	PUNCT
cana-6278	223	1	risk	risk	NOUN
cana-6278	223	2	of	of	ADP
cana-6278	223	3	privacy	privacy	NOUN
cana-6278	223	4	leakage	leakage	NOUN
cana-6278	223	5	was	be	AUX
cana-6278	223	6	quantified	quantify	VERB
cana-6278	223	7	with	with	ADP
cana-6278	223	8	the	the	DET
cana-6278	223	9	ε	ε	PROPN
cana-6278	223	10	parameter	parameter	NOUN
cana-6278	223	11	of	of	ADP
cana-6278	223	12	differential	differential	ADJ
cana-6278	223	13	privacy	privacy	NOUN
cana-6278	223	14	models	model	NOUN
cana-6278	223	15	,	,	PUNCT
cana-6278	223	16	for	for	ADP
cana-6278	223	17	which	which	PRON
cana-6278	223	18	ε	ε	PROPN
cana-6278	223	19	≤	≤	ADV
cana-6278	223	20	1	1	NUM
cana-6278	223	21	was	be	AUX
cana-6278	223	22	shown	show	VERB
cana-6278	223	23	to	to	PART
cana-6278	223	24	be	be	AUX
cana-6278	223	25	feasible	feasible	ADJ
cana-6278	223	26	from	from	ADP
cana-6278	223	27	a	a	DET
cana-6278	223	28	regulation	regulation	NOUN
cana-6278	223	29	standpoint(teo	standpoint(teo	NOUN
cana-6278	223	30	et	et	PROPN
cana-6278	223	31	al	al	PROPN
cana-6278	223	32	.	.	PROPN
cana-6278	223	33	,	,	PUNCT
cana-6278	223	34	2024	2024	NUM
cana-6278	223	35	)	)	PUNCT
cana-6278	223	36	.	.	PUNCT
cana-6278	224	1	scalability	scalability	NOUN
cana-6278	224	2	was	be	AUX
cana-6278	224	3	evaluated	evaluate	VERB
cana-6278	224	4	by	by	ADP
cana-6278	224	5	monitoring	monitor	VERB
cana-6278	224	6	throughput	throughput	NOUN
cana-6278	224	7	(	(	PUNCT
cana-6278	224	8	resolutions	resolution	NOUN
cana-6278	224	9	per	per	ADP
cana-6278	224	10	second	second	ADJ
cana-6278	224	11	)	)	PUNCT
cana-6278	224	12	under	under	ADP
cana-6278	224	13	scaling	scale	VERB
cana-6278	224	14	federated	federated	ADJ
cana-6278	224	15	nodes	node	NOUN
cana-6278	224	16	.	.	PUNCT
cana-6278	225	1	results	result	NOUN
cana-6278	225	2	from	from	ADP
cana-6278	225	3	the	the	DET
cana-6278	225	4	evaluation	evaluation	NOUN
cana-6278	225	5	are	be	AUX
cana-6278	225	6	summarized	summarize	VERB
cana-6278	225	7	in	in	ADP
cana-6278	225	8	the	the	DET
cana-6278	225	9	table	table	NOUN
cana-6278	225	10	3	3	NUM
cana-6278	225	11	below	below	ADV
cana-6278	225	12	.	.	PUNCT
cana-6278	226	1	metric	metric	ADJ
cana-6278	226	2	centralized	centralized	ADJ
cana-6278	226	3	graph	graph	NOUN
cana-6278	226	4	federated	federate	VERB
cana-6278	226	5	identity	identity	NOUN
cana-6278	226	6	graph	graph	NOUN
cana-6278	226	7	identity	identity	NOUN
cana-6278	226	8	f1	f1	NOUN
cana-6278	226	9	-	-	PUNCT
cana-6278	226	10	score	score	NOUN
cana-6278	226	11	0.84	0.84	NUM
cana-6278	226	12	0.92	0.92	NUM
cana-6278	226	13	activation	activation	NOUN
cana-6278	226	14	latency	latency	NOUN
cana-6278	226	15	(	(	PUNCT
cana-6278	226	16	p95	p95	PROPN
cana-6278	226	17	)	)	PUNCT
cana-6278	226	18	470	470	NUM
cana-6278	226	19	ms	ms	PROPN
cana-6278	226	20	142	142	NUM
cana-6278	226	21	ms	ms	PROPN
cana-6278	226	22	privacy	privacy	NOUN
cana-6278	226	23	leakage	leakage	NOUN
cana-6278	226	24	risk	risk	NOUN
cana-6278	226	25	(	(	PUNCT
cana-6278	226	26	ε	ε	PROPN
cana-6278	226	27	)	)	PUNCT
cana-6278	226	28	>	>	PUNCT
cana-6278	226	29	5.0	5.0	NUM
cana-6278	226	30	0.48	0.48	NUM
cana-6278	226	31	throughput	throughput	NOUN
cana-6278	226	32	@	@	ADP
cana-6278	226	33	10	10	NUM
cana-6278	226	34	nodes	node	NOUN
cana-6278	226	35	320k	320k	NOUN
cana-6278	226	36	/	/	SYM
cana-6278	226	37	sec	sec	PROPN
cana-6278	226	38	1.27m	1.27m	PROPN
cana-6278	226	39	/	/	SYM
cana-6278	226	40	sec	sec	PROPN
cana-6278	226	41	these	these	DET
cana-6278	226	42	results	result	NOUN
cana-6278	226	43	demonstrate	demonstrate	VERB
cana-6278	226	44	that	that	SCONJ
cana-6278	226	45	the	the	DET
cana-6278	226	46	federated	federated	ADJ
cana-6278	226	47	architecture	architecture	NOUN
cana-6278	226	48	delivers	deliver	VERB
cana-6278	226	49	superior	superior	ADJ
cana-6278	226	50	resolution	resolution	NOUN
cana-6278	226	51	accuracy	accuracy	NOUN
cana-6278	226	52	and	and	CCONJ
cana-6278	226	53	latency	latency	NOUN
cana-6278	226	54	performance	performance	NOUN
cana-6278	226	55	while	while	SCONJ
cana-6278	226	56	drastically	drastically	ADV
cana-6278	226	57	improving	improve	VERB
cana-6278	226	58	privacy	privacy	NOUN
cana-6278	226	59	compliance	compliance	NOUN
cana-6278	226	60	.	.	PUNCT
cana-6278	227	1	notably	notably	ADV
cana-6278	227	2	,	,	PUNCT
cana-6278	227	3	the	the	DET
cana-6278	227	4	activation	activation	NOUN
cana-6278	227	5	latency	latency	NOUN
cana-6278	227	6	fell	fall	VERB
cana-6278	227	7	within	within	ADP
cana-6278	227	8	the	the	DET
cana-6278	227	9	sub-150ms	sub-150ms	ADJ
cana-6278	227	10	sla	sla	PROPN
cana-6278	227	11	critical	critical	ADJ
cana-6278	227	12	for	for	ADP
cana-6278	227	13	real	real	ADJ
cana-6278	227	14	-	-	PUNCT
cana-6278	227	15	time	time	NOUN
cana-6278	227	16	personalization	personalization	NOUN
cana-6278	227	17	scenarios	scenario	NOUN
cana-6278	227	18	.	.	PUNCT
cana-6278	228	1	6.3	6.3	NUM
cana-6278	228	2	results	result	NOUN
cana-6278	228	3	and	and	CCONJ
cana-6278	228	4	comparative	comparative	ADJ
cana-6278	228	5	analysis	analysis	NOUN
cana-6278	228	6	comparative	comparative	ADJ
cana-6278	228	7	analysis	analysis	NOUN
cana-6278	228	8	of	of	ADP
cana-6278	228	9	the	the	DET
cana-6278	228	10	federated	federated	ADJ
cana-6278	228	11	and	and	CCONJ
cana-6278	228	12	centralized	centralized	ADJ
cana-6278	228	13	models	model	NOUN
cana-6278	228	14	showed	show	VERB
cana-6278	228	15	categorical	categorical	ADJ
cana-6278	228	16	benefits	benefit	NOUN
cana-6278	228	17	of	of	ADP
cana-6278	228	18	the	the	DET
cana-6278	228	19	federated	federated	ADJ
cana-6278	228	20	identity	identity	NOUN
cana-6278	228	21	graph	graph	NOUN
cana-6278	228	22	on	on	ADP
cana-6278	228	23	several	several	ADJ
cana-6278	228	24	fronts	front	NOUN
cana-6278	228	25	.	.	PUNCT
cana-6278	229	1	with	with	ADP
cana-6278	229	2	regard	regard	NOUN
cana-6278	229	3	to	to	ADP
cana-6278	229	4	privacy	privacy	NOUN
cana-6278	229	5	,	,	PUNCT
cana-6278	229	6	centralized	centralize	VERB
cana-6278	229	7	models	model	NOUN
cana-6278	229	8	necessarily	necessarily	ADV
cana-6278	229	9	place	place	VERB
cana-6278	229	10	data	datum	NOUN
cana-6278	229	11	into	into	ADP
cana-6278	229	12	a	a	DET
cana-6278	229	13	spotlight	spotlight	NOUN
cana-6278	229	14	that	that	PRON
cana-6278	229	15	carries	carry	VERB
cana-6278	229	16	significant	significant	ADJ
cana-6278	229	17	risk	risk	NOUN
cana-6278	229	18	under	under	ADP
cana-6278	229	19	gdpr	gdpr	NOUN
cana-6278	229	20	and	and	CCONJ
cana-6278	229	21	ccpa	ccpa	VERB
cana-6278	229	22	audit	audit	NOUN
cana-6278	229	23	trails	trail	NOUN
cana-6278	229	24	.	.	PUNCT
cana-6278	230	1	by	by	ADP
cana-6278	230	2	way	way	NOUN
cana-6278	230	3	of	of	ADP
cana-6278	230	4	contrast	contrast	NOUN
cana-6278	230	5	,	,	PUNCT
cana-6278	230	6	the	the	DET
cana-6278	230	7	federated	federated	ADJ
cana-6278	230	8	model	model	NOUN
cana-6278	230	9	aligns	align	VERB
cana-6278	230	10	with	with	ADP
cana-6278	230	11	data	datum	NOUN
cana-6278	230	12	minimization	minimization	NOUN
cana-6278	230	13	principles	principle	NOUN
cana-6278	230	14	and	and	CCONJ
cana-6278	230	15	places	place	NOUN
cana-6278	230	16	local	local	ADJ
cana-6278	230	17	jurisdictional	jurisdictional	ADJ
cana-6278	230	18	control	control	NOUN
cana-6278	230	19	at	at	ADP
cana-6278	230	20	the	the	DET
cana-6278	230	21	point	point	NOUN
cana-6278	230	22	of	of	ADP
cana-6278	230	23	touch	touch	NOUN
cana-6278	230	24	,	,	PUNCT
cana-6278	230	25	something	something	PRON
cana-6278	230	26	that	that	PRON
cana-6278	230	27	multinational	multinational	ADJ
cana-6278	230	28	business	business	NOUN
cana-6278	230	29	has	have	VERB
cana-6278	230	30	to	to	PART
cana-6278	230	31	achieve	achieve	VERB
cana-6278	230	32	.	.	PUNCT
cana-6278	231	1	performance	performance	NOUN
cana-6278	231	2	-	-	PUNCT
cana-6278	231	3	wise	wise	ADJ
cana-6278	231	4	,	,	PUNCT
cana-6278	231	5	the	the	DET
cana-6278	231	6	federated	federated	ADJ
cana-6278	231	7	architecture	architecture	NOUN
cana-6278	231	8	performed	perform	VERB
cana-6278	231	9	better	well	ADV
cana-6278	231	10	than	than	ADP
cana-6278	231	11	the	the	DET
cana-6278	231	12	centralized	centralized	ADJ
cana-6278	231	13	one	one	NUM
cana-6278	231	14	owing	owe	VERB
cana-6278	231	15	to	to	ADP
cana-6278	231	16	local	local	ADJ
cana-6278	231	17	inference	inference	NOUN
cana-6278	231	18	and	and	CCONJ
cana-6278	231	19	graph	graph	NOUN
cana-6278	231	20	mutation	mutation	NOUN
cana-6278	231	21	support	support	NOUN
cana-6278	231	22	.	.	PUNCT
cana-6278	232	1	multi	multi	ADJ
cana-6278	232	2	-	-	ADJ
cana-6278	232	3	hop	hop	ADJ
cana-6278	232	4	networks	network	NOUN
cana-6278	232	5	and	and	CCONJ
cana-6278	232	6	storage	storage	NOUN
cana-6278	232	7	layer	layer	NOUN
cana-6278	232	8	bottlenecks	bottleneck	NOUN
cana-6278	232	9	in	in	ADP
cana-6278	232	10	crosschannel	crosschannel	NOUN
cana-6278	232	11	identity	identity	NOUN
cana-6278	232	12	path	path	NOUN
cana-6278	232	13	resolution	resolution	NOUN
cana-6278	232	14	at	at	ADP
cana-6278	232	15	heavy	heavy	ADJ
cana-6278	232	16	loads	load	NOUN
cana-6278	232	17	were	be	AUX
cana-6278	232	18	introduced	introduce	VERB
cana-6278	232	19	by	by	ADP
cana-6278	232	20	centralized	centralized	ADJ
cana-6278	232	21	architectures	architecture	NOUN
cana-6278	232	22	.	.	PUNCT
cana-6278	233	1	edgelocal	edgelocal	ADJ
cana-6278	233	2	resolution	resolution	NOUN
cana-6278	233	3	and	and	CCONJ
cana-6278	233	4	distributed	distribute	VERB
cana-6278	233	5	state	state	NOUN
cana-6278	233	6	sharing	sharing	NOUN
cana-6278	233	7	within	within	ADP
cana-6278	233	8	the	the	DET
cana-6278	233	9	federated	federated	ADJ
cana-6278	233	10	deployment	deployment	NOUN
cana-6278	233	11	,	,	PUNCT
cana-6278	233	12	on	on	ADP
cana-6278	233	13	the	the	DET
cana-6278	233	14	other	other	ADJ
cana-6278	233	15	hand	hand	NOUN
cana-6278	233	16	,	,	PUNCT
cana-6278	233	17	communications	communication	NOUN
cana-6278	233	18	on	on	ADP
cana-6278	233	19	applied	apply	VERB
cana-6278	233	20	nonlinear	nonlinear	ADJ
cana-6278	233	21	analysis	analysis	NOUN
cana-6278	233	22	issn	issn	NOUN
cana-6278	233	23	:	:	PUNCT
cana-6278	233	24	1074	1074	NUM
cana-6278	233	25	-	-	PUNCT
cana-6278	233	26	133x	133x	NUM
cana-6278	233	27	vol	vol	VERB
cana-6278	233	28	32	32	NUM
cana-6278	233	29	no	no	NOUN
cana-6278	233	30	.	.	PUNCT
cana-6278	234	1	10s	10	NOUN
cana-6278	234	2	(	(	PUNCT
cana-6278	234	3	2025	2025	NUM
cana-6278	234	4	)	)	PUNCT
cana-6278	234	5	3646	3646	NUM
cana-6278	234	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6278	234	7	facilitated	facilitate	VERB
cana-6278	234	8	sub-150ms	sub-150ms	ADJ
cana-6278	234	9	round	round	ADJ
cana-6278	234	10	-	-	PUNCT
cana-6278	234	11	trip	trip	NOUN
cana-6278	234	12	identity	identity	NOUN
cana-6278	234	13	lookups	lookup	NOUN
cana-6278	234	14	,	,	PUNCT
cana-6278	234	15	satisfying	satisfy	VERB
cana-6278	234	16	real	real	ADJ
cana-6278	234	17	-	-	PUNCT
cana-6278	234	18	time	time	NOUN
cana-6278	234	19	requirements	requirement	NOUN
cana-6278	234	20	for	for	ADP
cana-6278	234	21	more	more	ADJ
cana-6278	234	22	than	than	ADP
cana-6278	234	23	96	96	NUM
cana-6278	234	24	%	%	NOUN
cana-6278	234	25	of	of	ADP
cana-6278	234	26	test	test	NOUN
cana-6278	234	27	cases(liu	cases(liu	NOUN
cana-6278	234	28	,	,	PUNCT
cana-6278	234	29	li	li	PROPN
cana-6278	234	30	,	,	PUNCT
cana-6278	234	31	&	&	CCONJ
cana-6278	234	32	hao	hao	PROPN
cana-6278	234	33	,	,	PUNCT
cana-6278	234	34	2024	2024	NUM
cana-6278	234	35	)	)	PUNCT
cana-6278	234	36	.	.	PUNCT
cana-6278	235	1	figure	figure	VERB
cana-6278	235	2	4	4	NUM
cana-6278	235	3	throughput	throughput	NOUN
cana-6278	235	4	scaling	scale	VERB
cana-6278	235	5	characteristics	characteristic	NOUN
cana-6278	235	6	showing	show	VERB
cana-6278	235	7	federated	federated	ADJ
cana-6278	235	8	architecture	architecture	NOUN
cana-6278	235	9	's	's	PART
cana-6278	235	10	linear	linear	ADJ
cana-6278	235	11	scalability	scalability	NOUN
cana-6278	235	12	vs	vs	ADP
cana-6278	235	13	centralized	centralized	ADJ
cana-6278	235	14	plateau	plateau	NOUN
cana-6278	235	15	.	.	PUNCT
cana-6278	236	1	(	(	PUNCT
cana-6278	236	2	source	source	NOUN
cana-6278	236	3	:	:	PUNCT
cana-6278	236	4	scalability	scalability	NOUN
cana-6278	236	5	testing	testing	NOUN
cana-6278	236	6	,	,	PUNCT
cana-6278	236	7	2024	2024	NUM
cana-6278	236	8	)	)	PUNCT
cana-6278	236	9	scalability	scalability	NOUN
cana-6278	236	10	tests	test	NOUN
cana-6278	236	11	demonstrated	demonstrate	VERB
cana-6278	236	12	linear	linear	ADJ
cana-6278	236	13	growth	growth	NOUN
cana-6278	236	14	of	of	ADP
cana-6278	236	15	throughput	throughput	NOUN
cana-6278	236	16	for	for	ADP
cana-6278	236	17	each	each	DET
cana-6278	236	18	additional	additional	ADJ
cana-6278	236	19	federated	federated	ADJ
cana-6278	236	20	node	node	NOUN
cana-6278	236	21	.	.	PUNCT
cana-6278	237	1	while	while	SCONJ
cana-6278	237	2	the	the	DET
cana-6278	237	3	centralized	centralized	ADJ
cana-6278	237	4	approach	approach	NOUN
cana-6278	237	5	provided	provide	VERB
cana-6278	237	6	decreasing	decrease	VERB
cana-6278	237	7	returns	return	NOUN
cana-6278	237	8	after	after	ADP
cana-6278	237	9	four	four	NUM
cana-6278	237	10	concurrent	concurrent	ADJ
cana-6278	237	11	compute	compute	NOUN
cana-6278	237	12	instances	instance	NOUN
cana-6278	237	13	because	because	SCONJ
cana-6278	237	14	of	of	ADP
cana-6278	237	15	synchronization	synchronization	NOUN
cana-6278	237	16	overhead	overhead	ADV
cana-6278	237	17	,	,	PUNCT
cana-6278	237	18	the	the	DET
cana-6278	237	19	federated	federated	ADJ
cana-6278	237	20	approach	approach	NOUN
cana-6278	237	21	scaled	scale	VERB
cana-6278	237	22	linearly	linearly	ADV
cana-6278	237	23	up	up	ADP
cana-6278	237	24	to	to	PART
cana-6278	237	25	12	12	NUM
cana-6278	237	26	nodes	node	NOUN
cana-6278	237	27	in	in	ADP
cana-6278	237	28	our	our	PRON
cana-6278	237	29	experiments	experiment	NOUN
cana-6278	237	30	,	,	PUNCT
cana-6278	237	31	with	with	ADP
cana-6278	237	32	excellent	excellent	ADJ
cana-6278	237	33	support	support	NOUN
cana-6278	237	34	for	for	ADP
cana-6278	237	35	enterprise	enterprise	NOUN
cana-6278	237	36	-	-	PUNCT
cana-6278	237	37	wide	wide	ADJ
cana-6278	237	38	deployments	deployment	NOUN
cana-6278	237	39	with	with	ADP
cana-6278	237	40	hundreds	hundred	NOUN
cana-6278	237	41	of	of	ADP
cana-6278	237	42	data	datum	NOUN
cana-6278	237	43	silos	silo	NOUN
cana-6278	237	44	.	.	PUNCT
cana-6278	238	1	the	the	DET
cana-6278	238	2	dynamical	dynamical	ADJ
cana-6278	238	3	robustness	robustness	NOUN
cana-6278	238	4	of	of	ADP
cana-6278	238	5	the	the	DET
cana-6278	238	6	federated	federate	VERB
cana-6278	238	7	system	system	NOUN
cana-6278	238	8	to	to	PART
cana-6278	238	9	concept	concept	VERB
cana-6278	238	10	drift	drift	NOUN
cana-6278	238	11	—	—	PUNCT
cana-6278	238	12	via	via	ADP
cana-6278	238	13	time	time	NOUN
cana-6278	238	14	-	-	PUNCT
cana-6278	238	15	decayed	decay	VERB
cana-6278	238	16	edge	edge	NOUN
cana-6278	238	17	weights	weight	NOUN
cana-6278	238	18	and	and	CCONJ
cana-6278	238	19	streaming	streaming	NOUN
cana-6278	238	20	retraining	retrain	VERB
cana-6278	238	21	—	—	PUNCT
cana-6278	238	22	also	also	ADV
cana-6278	238	23	speaks	speak	VERB
cana-6278	238	24	to	to	ADP
cana-6278	238	25	its	its	PRON
cana-6278	238	26	merit	merit	NOUN
cana-6278	238	27	as	as	ADP
cana-6278	238	28	a	a	DET
cana-6278	238	29	long	long	ADJ
cana-6278	238	30	-	-	PUNCT
cana-6278	238	31	term	term	NOUN
cana-6278	238	32	architectural	architectural	ADJ
cana-6278	238	33	deployment	deployment	NOUN
cana-6278	238	34	.	.	PUNCT
cana-6278	239	1	such	such	ADJ
cana-6278	239	2	experimental	experimental	ADJ
cana-6278	239	3	results	result	NOUN
cana-6278	239	4	suggest	suggest	VERB
cana-6278	239	5	the	the	DET
cana-6278	239	6	feasibility	feasibility	NOUN
cana-6278	239	7	of	of	ADP
cana-6278	239	8	federated	federated	ADJ
cana-6278	239	9	identity	identity	NOUN
cana-6278	239	10	graphs	graph	NOUN
cana-6278	239	11	as	as	ADP
cana-6278	239	12	a	a	DET
cana-6278	239	13	next	next	ADJ
cana-6278	239	14	-	-	PUNCT
cana-6278	239	15	generation	generation	NOUN
cana-6278	239	16	foundation	foundation	NOUN
cana-6278	239	17	for	for	ADP
cana-6278	239	18	cross	cross	ADJ
cana-6278	239	19	-	-	ADJ
cana-6278	239	20	channel	channel	ADJ
cana-6278	239	21	activation	activation	NOUN
cana-6278	239	22	in	in	ADP
cana-6278	239	23	enterprise	enterprise	NOUN
cana-6278	239	24	cdps	cdp	NOUN
cana-6278	239	25	.	.	PUNCT
cana-6278	240	1	7	7	X
cana-6278	240	2	.	.	X
cana-6278	240	3	discussion	discussion	NOUN
cana-6278	240	4	7.1	7.1	NUM
cana-6278	240	5	trade	trade	NOUN
cana-6278	240	6	-	-	PUNCT
cana-6278	240	7	offs	off	NOUN
cana-6278	240	8	:	:	PUNCT
cana-6278	240	9	privacy	privacy	NOUN
cana-6278	240	10	vs.	vs.	ADP
cana-6278	240	11	activation	activation	NOUN
cana-6278	240	12	accuracy	accuracy	NOUN
cana-6278	240	13	federated	federate	VERB
cana-6278	240	14	identity	identity	NOUN
cana-6278	240	15	resolution	resolution	NOUN
cana-6278	240	16	's	's	PART
cana-6278	240	17	adoption	adoption	NOUN
cana-6278	240	18	of	of	ADP
cana-6278	240	19	privacy	privacy	NOUN
cana-6278	240	20	-	-	PUNCT
cana-6278	240	21	preserving	preserve	VERB
cana-6278	240	22	elements	element	NOUN
cana-6278	240	23	necessarily	necessarily	ADV
cana-6278	240	24	involves	involve	VERB
cana-6278	240	25	an	an	DET
cana-6278	240	26	inherent	inherent	ADJ
cana-6278	240	27	trade	trade	NOUN
cana-6278	240	28	-	-	PUNCT
cana-6278	240	29	off	off	NOUN
cana-6278	240	30	between	between	ADP
cana-6278	240	31	protecting	protect	VERB
cana-6278	240	32	individual	individual	ADJ
cana-6278	240	33	data	datum	NOUN
cana-6278	240	34	and	and	CCONJ
cana-6278	240	35	maintaining	maintain	VERB
cana-6278	240	36	model	model	NOUN
cana-6278	240	37	performance	performance	NOUN
cana-6278	240	38	.	.	PUNCT
cana-6278	241	1	while	while	SCONJ
cana-6278	241	2	techniques	technique	NOUN
cana-6278	241	3	such	such	ADJ
cana-6278	241	4	as	as	ADP
cana-6278	241	5	differential	differential	ADJ
cana-6278	241	6	privacy	privacy	NOUN
cana-6278	241	7	,	,	PUNCT
cana-6278	241	8	homomorphic	homomorphic	ADJ
cana-6278	241	9	encryption	encryption	NOUN
cana-6278	241	10	,	,	PUNCT
cana-6278	241	11	and	and	CCONJ
cana-6278	241	12	secure	secure	ADJ
cana-6278	241	13	aggregation	aggregation	NOUN
cana-6278	241	14	are	be	AUX
cana-6278	241	15	effective	effective	ADJ
cana-6278	241	16	in	in	ADP
cana-6278	241	17	reducing	reduce	VERB
cana-6278	241	18	privacy	privacy	NOUN
cana-6278	241	19	leakage	leakage	NOUN
cana-6278	241	20	by	by	ADP
cana-6278	241	21	a	a	DET
cana-6278	241	22	wide	wide	ADJ
cana-6278	241	23	margin	margin	NOUN
cana-6278	241	24	,	,	PUNCT
cana-6278	241	25	they	they	PRON
cana-6278	241	26	also	also	ADV
cana-6278	241	27	degrade	degrade	VERB
cana-6278	241	28	the	the	DET
cana-6278	241	29	signal	signal	ADJ
cana-6278	241	30	quality	quality	NOUN
cana-6278	241	31	needed	need	VERB
cana-6278	241	32	for	for	ADP
cana-6278	241	33	correct	correct	ADJ
cana-6278	241	34	inference	inference	NOUN
cana-6278	241	35	of	of	ADP
cana-6278	241	36	identities	identity	NOUN
cana-6278	241	37	.	.	PUNCT
cana-6278	242	1	the	the	DET
cana-6278	242	2	results	result	NOUN
cana-6278	242	3	indicated	indicate	VERB
cana-6278	242	4	that	that	SCONJ
cana-6278	242	5	applying	apply	VERB
cana-6278	242	6	differential	differential	ADJ
cana-6278	242	7	privacy	privacy	NOUN
cana-6278	242	8	with	with	ADP
cana-6278	242	9	ε	ε	PROPN
cana-6278	242	10	=	=	SYM
cana-6278	242	11	0.5	0.5	NUM
cana-6278	242	12	had	have	VERB
cana-6278	242	13	a	a	DET
cana-6278	242	14	minimal	minimal	ADJ
cana-6278	242	15	reduction	reduction	NOUN
cana-6278	242	16	in	in	ADP
cana-6278	242	17	recall	recall	NOUN
cana-6278	242	18	by	by	ADP
cana-6278	242	19	2.8	2.8	NUM
cana-6278	242	20	%	%	NOUN
cana-6278	242	21	,	,	PUNCT
cana-6278	242	22	which	which	PRON
cana-6278	242	23	is	be	AUX
cana-6278	242	24	usually	usually	ADV
cana-6278	242	25	acceptable	acceptable	ADJ
cana-6278	242	26	to	to	ADP
cana-6278	242	27	marketing	marketing	NOUN
cana-6278	242	28	personalization	personalization	NOUN
cana-6278	242	29	but	but	CCONJ
cana-6278	242	30	may	may	AUX
cana-6278	242	31	impact	impact	VERB
cana-6278	242	32	applications	application	NOUN
cana-6278	242	33	requiring	require	VERB
cana-6278	242	34	high	high	ADJ
cana-6278	242	35	precision	precision	NOUN
cana-6278	242	36	such	such	ADJ
cana-6278	242	37	as	as	ADP
cana-6278	242	38	fraud	fraud	NOUN
cana-6278	242	39	detection(hausleitner	detection(hausleitner	PROPN
cana-6278	242	40	et	et	PROPN
cana-6278	242	41	al	al	PROPN
cana-6278	242	42	.	.	PROPN
cana-6278	242	43	,	,	PUNCT
cana-6278	242	44	2024	2024	NUM
cana-6278	242	45	)	)	PUNCT
cana-6278	242	46	.	.	PUNCT
cana-6278	243	1	in	in	ADP
cana-6278	243	2	addition	addition	NOUN
cana-6278	243	3	,	,	PUNCT
cana-6278	243	4	probabilistic	probabilistic	ADJ
cana-6278	243	5	relationships	relationship	NOUN
cana-6278	243	6	need	need	VERB
cana-6278	243	7	to	to	PART
cana-6278	243	8	function	function	VERB
cana-6278	243	9	under	under	ADP
cana-6278	243	10	a	a	DET
cana-6278	243	11	conservative	conservative	ADJ
cana-6278	243	12	scoring	scoring	NOUN
cana-6278	243	13	constraint	constraint	NOUN
cana-6278	243	14	so	so	SCONJ
cana-6278	243	15	as	as	SCONJ
cana-6278	243	16	not	not	PART
cana-6278	243	17	to	to	PART
cana-6278	243	18	misassign	misassign	VERB
cana-6278	243	19	identity	identity	NOUN
cana-6278	243	20	,	,	PUNCT
cana-6278	243	21	especially	especially	ADV
cana-6278	243	22	in	in	ADP
cana-6278	243	23	high	high	ADJ
cana-6278	243	24	-	-	PUNCT
cana-6278	243	25	sensitivity	sensitivity	NOUN
cana-6278	243	26	markets	market	NOUN
cana-6278	243	27	like	like	ADP
cana-6278	243	28	healthcare	healthcare	NOUN
cana-6278	243	29	or	or	CCONJ
cana-6278	243	30	financial	financial	ADJ
cana-6278	243	31	services	service	NOUN
cana-6278	243	32	.	.	PUNCT
cana-6278	244	1	such	such	ADJ
cana-6278	244	2	tension	tension	NOUN
cana-6278	244	3	is	be	AUX
cana-6278	244	4	best	well	ADV
cana-6278	244	5	met	meet	VERB
cana-6278	244	6	by	by	ADP
cana-6278	244	7	adaptive	adaptive	ADJ
cana-6278	244	8	privacy	privacy	NOUN
cana-6278	244	9	tuning	tuning	NOUN
cana-6278	244	10	,	,	PUNCT
cana-6278	244	11	wherein	wherein	SCONJ
cana-6278	244	12	various	various	ADJ
cana-6278	244	13	components	component	NOUN
cana-6278	244	14	of	of	ADP
cana-6278	244	15	the	the	DET
cana-6278	244	16	identity	identity	NOUN
cana-6278	244	17	graph	graph	NOUN
cana-6278	244	18	are	be	AUX
cana-6278	244	19	safeguarded	safeguard	VERB
cana-6278	244	20	to	to	ADP
cana-6278	244	21	varying	vary	VERB
cana-6278	244	22	extents	extent	NOUN
cana-6278	244	23	in	in	ADP
cana-6278	244	24	terms	term	NOUN
cana-6278	244	25	of	of	ADP
cana-6278	244	26	regulatory	regulatory	ADJ
cana-6278	244	27	protection	protection	NOUN
cana-6278	244	28	,	,	PUNCT
cana-6278	244	29	risk	risk	NOUN
cana-6278	244	30	appetite	appetite	NOUN
cana-6278	244	31	,	,	PUNCT
cana-6278	244	32	and	and	CCONJ
cana-6278	244	33	operational	operational	ADJ
cana-6278	244	34	communications	communication	NOUN
cana-6278	244	35	on	on	ADP
cana-6278	244	36	applied	apply	VERB
cana-6278	244	37	nonlinear	nonlinear	ADJ
cana-6278	244	38	analysis	analysis	NOUN
cana-6278	244	39	issn	issn	NOUN
cana-6278	244	40	:	:	PUNCT
cana-6278	244	41	1074	1074	NUM
cana-6278	244	42	-	-	PUNCT
cana-6278	244	43	133x	133x	NUM
cana-6278	244	44	vol	vol	VERB
cana-6278	244	45	32	32	NUM
cana-6278	244	46	no	no	NOUN
cana-6278	244	47	.	.	PUNCT
cana-6278	245	1	10s	10	NOUN
cana-6278	245	2	(	(	PUNCT
cana-6278	245	3	2025	2025	NUM
cana-6278	245	4	)	)	PUNCT
cana-6278	245	5	3647	3647	NUM
cana-6278	245	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	245	7	urgency	urgency	NOUN
cana-6278	245	8	.	.	PUNCT
cana-6278	246	1	for	for	ADP
cana-6278	246	2	example	example	NOUN
cana-6278	246	3	,	,	PUNCT
cana-6278	246	4	deterministic	deterministic	ADJ
cana-6278	246	5	links	link	NOUN
cana-6278	246	6	that	that	PRON
cana-6278	246	7	have	have	AUX
cana-6278	246	8	been	be	AUX
cana-6278	246	9	authenticated	authenticate	VERB
cana-6278	246	10	through	through	ADP
cana-6278	246	11	user	user	NOUN
cana-6278	246	12	login	login	NOUN
cana-6278	246	13	can	can	AUX
cana-6278	246	14	be	be	AUX
cana-6278	246	15	kept	keep	VERB
cana-6278	246	16	noise	noise	NOUN
cana-6278	246	17	-	-	PUNCT
cana-6278	246	18	free	free	ADJ
cana-6278	246	19	,	,	PUNCT
cana-6278	246	20	while	while	SCONJ
cana-6278	246	21	inferred	infer	VERB
cana-6278	246	22	matches	match	NOUN
cana-6278	246	23	through	through	ADP
cana-6278	246	24	behavioral	behavioral	ADJ
cana-6278	246	25	data	datum	NOUN
cana-6278	246	26	can	can	AUX
cana-6278	246	27	be	be	AUX
cana-6278	246	28	allowed	allow	VERB
cana-6278	246	29	more	more	ADJ
cana-6278	246	30	injection	injection	NOUN
cana-6278	246	31	of	of	ADP
cana-6278	246	32	noise	noise	NOUN
cana-6278	246	33	.	.	PUNCT
cana-6278	247	1	enterprises	enterprise	NOUN
cana-6278	247	2	need	need	VERB
cana-6278	247	3	to	to	PART
cana-6278	247	4	adopt	adopt	VERB
cana-6278	247	5	this	this	DET
cana-6278	247	6	contextual	contextual	ADJ
cana-6278	247	7	privacy	privacy	NOUN
cana-6278	247	8	-	-	PUNCT
cana-6278	247	9	accuracy	accuracy	NOUN
cana-6278	247	10	calibration	calibration	NOUN
cana-6278	247	11	and	and	CCONJ
cana-6278	247	12	not	not	PART
cana-6278	247	13	treat	treat	VERB
cana-6278	247	14	privacy	privacy	NOUN
cana-6278	247	15	as	as	ADP
cana-6278	247	16	an	an	DET
cana-6278	247	17	on	on	ADP
cana-6278	247	18	/	/	SYM
cana-6278	247	19	off	off	ADP
cana-6278	247	20	switch	switch	NOUN
cana-6278	247	21	-	-	PUNCT
cana-6278	247	22	like	like	ADJ
cana-6278	247	23	functionality	functionality	NOUN
cana-6278	247	24	.	.	PUNCT
cana-6278	248	1	7.2	7.2	NUM
cana-6278	248	2	computational	computational	ADJ
cana-6278	248	3	overhead	overhead	NOUN
cana-6278	248	4	of	of	ADP
cana-6278	248	5	federated	federated	ADJ
cana-6278	248	6	processing	processing	NOUN
cana-6278	248	7	federated	federate	VERB
cana-6278	248	8	designs	design	NOUN
cana-6278	248	9	naturally	naturally	ADV
cana-6278	248	10	experience	experience	VERB
cana-6278	248	11	increased	increase	VERB
cana-6278	248	12	orchestration	orchestration	NOUN
cana-6278	248	13	overhead	overhead	ADV
cana-6278	248	14	and	and	CCONJ
cana-6278	248	15	computation	computation	NOUN
cana-6278	248	16	expense	expense	NOUN
cana-6278	248	17	compared	compare	VERB
cana-6278	248	18	to	to	ADP
cana-6278	248	19	central	central	ADJ
cana-6278	248	20	designs	design	NOUN
cana-6278	248	21	.	.	PUNCT
cana-6278	249	1	node	node	ADJ
cana-6278	249	2	synchronization	synchronization	NOUN
cana-6278	249	3	,	,	PUNCT
cana-6278	249	4	secure	secure	ADJ
cana-6278	249	5	aggregation	aggregation	NOUN
cana-6278	249	6	of	of	ADP
cana-6278	249	7	gradients	gradient	NOUN
cana-6278	249	8	,	,	PUNCT
cana-6278	249	9	and	and	CCONJ
cana-6278	249	10	federated	federated	ADJ
cana-6278	249	11	model	model	NOUN
cana-6278	249	12	convergence	convergence	NOUN
cana-6278	249	13	all	all	PRON
cana-6278	249	14	add	add	VERB
cana-6278	249	15	latency	latency	NOUN
cana-6278	249	16	and	and	CCONJ
cana-6278	249	17	resource	resource	NOUN
cana-6278	249	18	utilization	utilization	NOUN
cana-6278	249	19	overheads	overhead	NOUN
cana-6278	249	20	.	.	PUNCT
cana-6278	250	1	although	although	SCONJ
cana-6278	250	2	offering	offer	VERB
cana-6278	250	3	scalability	scalability	NOUN
cana-6278	250	4	and	and	CCONJ
cana-6278	250	5	privacy	privacy	NOUN
cana-6278	250	6	benefits	benefit	NOUN
cana-6278	250	7	,	,	PUNCT
cana-6278	250	8	federated	federate	VERB
cana-6278	250	9	identity	identity	NOUN
cana-6278	250	10	resolution	resolution	NOUN
cana-6278	250	11	is	be	AUX
cana-6278	250	12	computationally	computationally	ADV
cana-6278	250	13	costly	costly	ADJ
cana-6278	250	14	and	and	CCONJ
cana-6278	250	15	needs	need	VERB
cana-6278	250	16	to	to	PART
cana-6278	250	17	be	be	AUX
cana-6278	250	18	traded	trade	VERB
cana-6278	250	19	off	off	ADP
cana-6278	250	20	against	against	ADP
cana-6278	250	21	infrastructure	infrastructure	NOUN
cana-6278	250	22	expense	expense	NOUN
cana-6278	250	23	.	.	PUNCT
cana-6278	251	1	using	use	VERB
cana-6278	251	2	lean	lean	ADJ
cana-6278	251	3	federated	federated	ADJ
cana-6278	251	4	learning	learning	NOUN
cana-6278	251	5	models	model	NOUN
cana-6278	251	6	and	and	CCONJ
cana-6278	251	7	shallow	shallow	ADJ
cana-6278	251	8	models	model	NOUN
cana-6278	251	9	with	with	ADP
cana-6278	251	10	sparse	sparse	ADJ
cana-6278	251	11	feature	feature	NOUN
cana-6278	251	12	vectors	vector	NOUN
cana-6278	251	13	in	in	ADP
cana-6278	251	14	practical	practical	ADJ
cana-6278	251	15	settings	setting	NOUN
cana-6278	251	16	can	can	AUX
cana-6278	251	17	reduce	reduce	VERB
cana-6278	251	18	these	these	DET
cana-6278	251	19	expenses	expense	NOUN
cana-6278	251	20	.	.	PUNCT
cana-6278	252	1	performance	performance	NOUN
cana-6278	252	2	tuning	tuning	NOUN
cana-6278	252	3	methods	method	NOUN
cana-6278	252	4	like	like	ADP
cana-6278	252	5	quantization	quantization	NOUN
cana-6278	252	6	,	,	PUNCT
cana-6278	252	7	federated	federate	VERB
cana-6278	252	8	dropout	dropout	NOUN
cana-6278	252	9	,	,	PUNCT
cana-6278	252	10	and	and	CCONJ
cana-6278	252	11	asynchronous	asynchronous	ADJ
cana-6278	252	12	model	model	NOUN
cana-6278	252	13	updates	update	NOUN
cana-6278	252	14	provide	provide	VERB
cana-6278	252	15	considerable	considerable	ADJ
cana-6278	252	16	gains	gain	NOUN
cana-6278	252	17	in	in	ADP
cana-6278	252	18	compute	compute	NOUN
cana-6278	252	19	efficiency	efficiency	NOUN
cana-6278	252	20	.	.	PUNCT
cana-6278	253	1	cost	cost	NOUN
cana-6278	253	2	-	-	PUNCT
cana-6278	253	3	benefit	benefit	NOUN
cana-6278	253	4	analysis	analysis	NOUN
cana-6278	253	5	through	through	ADP
cana-6278	253	6	simulation	simulation	NOUN
cana-6278	253	7	revealed	reveal	VERB
cana-6278	253	8	that	that	SCONJ
cana-6278	253	9	federated	federated	ADJ
cana-6278	253	10	resolution	resolution	NOUN
cana-6278	253	11	cost	cost	NOUN
cana-6278	253	12	approximately	approximately	ADV
cana-6278	253	13	1.6x	1.6x	NUM
cana-6278	253	14	more	more	ADJ
cana-6278	253	15	infrastructure	infrastructure	NOUN
cana-6278	253	16	cost	cost	NOUN
cana-6278	253	17	than	than	ADP
cana-6278	253	18	centralized	centralized	ADJ
cana-6278	253	19	batch	batch	NOUN
cana-6278	253	20	processing	processing	NOUN
cana-6278	253	21	but	but	CCONJ
cana-6278	253	22	provided	provide	VERB
cana-6278	253	23	3.2x	3.2x	NUM
cana-6278	253	24	latency	latency	NOUN
cana-6278	253	25	savings	saving	NOUN
cana-6278	253	26	and	and	CCONJ
cana-6278	253	27	4.7x	4.7x	PROPN
cana-6278	253	28	compliance	compliance	NOUN
cana-6278	253	29	risk	risk	NOUN
cana-6278	253	30	avoidance(hausleitner	avoidance(hausleitner	PROPN
cana-6278	253	31	et	et	PROPN
cana-6278	253	32	al	al	PROPN
cana-6278	253	33	.	.	PROPN
cana-6278	253	34	,	,	PUNCT
cana-6278	253	35	2024	2024	NUM
cana-6278	253	36	)	)	PUNCT
cana-6278	253	37	.	.	PUNCT
cana-6278	254	1	enterprises	enterprise	NOUN
cana-6278	254	2	need	need	VERB
cana-6278	254	3	to	to	PART
cana-6278	254	4	balance	balance	VERB
cana-6278	254	5	this	this	DET
cana-6278	254	6	overhead	overhead	NOUN
cana-6278	254	7	against	against	ADP
cana-6278	254	8	data	datum	NOUN
cana-6278	254	9	centralization	centralization	NOUN
cana-6278	254	10	reputational	reputational	ADJ
cana-6278	254	11	and	and	CCONJ
cana-6278	254	12	legal	legal	ADJ
cana-6278	254	13	hazards	hazard	NOUN
cana-6278	254	14	.	.	PUNCT
cana-6278	255	1	7.3	7.3	NUM
cana-6278	255	2	regulatory	regulatory	ADJ
cana-6278	255	3	compliance	compliance	NOUN
cana-6278	255	4	implications	implication	NOUN
cana-6278	255	5	the	the	DET
cana-6278	255	6	proposed	propose	VERB
cana-6278	255	7	algorithms	algorithm	NOUN
cana-6278	255	8	and	and	CCONJ
cana-6278	255	9	architecture	architecture	NOUN
cana-6278	255	10	of	of	ADP
cana-6278	255	11	this	this	DET
cana-6278	255	12	work	work	NOUN
cana-6278	255	13	closely	closely	ADV
cana-6278	255	14	follow	follow	VERB
cana-6278	255	15	the	the	DET
cana-6278	255	16	contemporary	contemporary	ADJ
cana-6278	255	17	data	data	PROPN
cana-6278	255	18	protection	protection	NOUN
cana-6278	255	19	regulations	regulation	NOUN
cana-6278	255	20	and	and	CCONJ
cana-6278	255	21	are	be	AUX
cana-6278	255	22	immensely	immensely	ADV
cana-6278	255	23	applicable	applicable	ADJ
cana-6278	255	24	to	to	PART
cana-6278	255	25	gdpr	gdpr	VERB
cana-6278	255	26	,	,	PUNCT
cana-6278	255	27	ccpa	ccpa	NOUN
cana-6278	255	28	,	,	PUNCT
cana-6278	255	29	and	and	CCONJ
cana-6278	255	30	comparable	comparable	ADJ
cana-6278	255	31	frameworks	framework	NOUN
cana-6278	255	32	-	-	PUNCT
cana-6278	255	33	based	base	VERB
cana-6278	255	34	multinationals	multinational	NOUN
cana-6278	255	35	.	.	PUNCT
cana-6278	256	1	decentralization	decentralization	NOUN
cana-6278	256	2	of	of	ADP
cana-6278	256	3	identity	identity	NOUN
cana-6278	256	4	resolution	resolution	NOUN
cana-6278	256	5	ensures	ensure	VERB
cana-6278	256	6	compliance	compliance	NOUN
cana-6278	256	7	with	with	ADP
cana-6278	256	8	data	datum	NOUN
cana-6278	256	9	localization	localization	NOUN
cana-6278	256	10	regulations	regulation	NOUN
cana-6278	256	11	and	and	CCONJ
cana-6278	256	12	reduces	reduce	VERB
cana-6278	256	13	cross	cross	ADJ
cana-6278	256	14	-	-	ADJ
cana-6278	256	15	border	border	ADJ
cana-6278	256	16	data	datum	NOUN
cana-6278	256	17	flows	flow	VERB
cana-6278	256	18	.	.	PUNCT
cana-6278	257	1	the	the	DET
cana-6278	257	2	differential	differential	PROPN
cana-6278	257	3	privacy	privacy	NOUN
cana-6278	257	4	,	,	PUNCT
cana-6278	257	5	in	in	ADP
cana-6278	257	6	addition	addition	NOUN
cana-6278	257	7	,	,	PUNCT
cana-6278	257	8	ensures	ensure	VERB
cana-6278	257	9	mathematically	mathematically	ADV
cana-6278	257	10	solid	solid	ADJ
cana-6278	257	11	warranty	warranty	NOUN
cana-6278	257	12	that	that	SCONJ
cana-6278	257	13	user	user	NOUN
cana-6278	257	14	-	-	PUNCT
cana-6278	257	15	level	level	NOUN
cana-6278	257	16	information	information	NOUN
cana-6278	257	17	can	can	AUX
cana-6278	257	18	not	not	PART
cana-6278	257	19	be	be	AUX
cana-6278	257	20	reverse	reverse	NOUN
cana-6278	257	21	-	-	PUNCT
cana-6278	257	22	engineered	engineer	VERB
cana-6278	257	23	out	out	ADP
cana-6278	257	24	of	of	ADP
cana-6278	257	25	aggregate	aggregate	ADJ
cana-6278	257	26	output	output	NOUN
cana-6278	257	27	.	.	PUNCT
cana-6278	258	1	7.4	7.4	NUM
cana-6278	258	2	robustness	robustness	NOUN
cana-6278	258	3	to	to	ADP
cana-6278	258	4	noisy	noisy	ADJ
cana-6278	258	5	/	/	SYM
cana-6278	258	6	incomplete	incomplete	ADJ
cana-6278	258	7	data	datum	NOUN
cana-6278	258	8	one	one	NUM
cana-6278	258	9	specific	specific	ADJ
cana-6278	258	10	virtue	virtue	NOUN
cana-6278	258	11	of	of	ADP
cana-6278	258	12	the	the	DET
cana-6278	258	13	federated	federated	ADJ
cana-6278	258	14	identity	identity	NOUN
cana-6278	258	15	graph	graph	NOUN
cana-6278	258	16	solution	solution	NOUN
cana-6278	258	17	is	be	AUX
cana-6278	258	18	its	its	PRON
cana-6278	258	19	resilience	resilience	NOUN
cana-6278	258	20	against	against	ADP
cana-6278	258	21	noisy	noisy	ADJ
cana-6278	258	22	,	,	PUNCT
cana-6278	258	23	sparse	sparse	ADJ
cana-6278	258	24	,	,	PUNCT
cana-6278	258	25	and	and	CCONJ
cana-6278	258	26	out	out	ADV
cana-6278	258	27	-	-	PUNCT
cana-6278	258	28	of	of	ADP
cana-6278	258	29	-	-	PUNCT
cana-6278	258	30	sequence	sequence	NOUN
cana-6278	258	31	data	datum	NOUN
cana-6278	258	32	.	.	PUNCT
cana-6278	259	1	older	old	ADJ
cana-6278	259	2	deterministic	deterministic	ADJ
cana-6278	259	3	architecture	architecture	NOUN
cana-6278	259	4	breaks	break	VERB
cana-6278	259	5	down	down	ADP
cana-6278	259	6	in	in	ADP
cana-6278	259	7	the	the	DET
cana-6278	259	8	absence	absence	NOUN
cana-6278	259	9	or	or	CCONJ
cana-6278	259	10	incompleteness	incompleteness	NOUN
cana-6278	259	11	of	of	ADP
cana-6278	259	12	identifiers	identifier	NOUN
cana-6278	259	13	,	,	PUNCT
cana-6278	259	14	resulting	result	VERB
cana-6278	259	15	in	in	ADP
cana-6278	259	16	split	split	ADJ
cana-6278	259	17	customer	customer	NOUN
cana-6278	259	18	profiles	profile	NOUN
cana-6278	259	19	and	and	CCONJ
cana-6278	259	20	poor	poor	ADJ
cana-6278	259	21	personalization	personalization	NOUN
cana-6278	259	22	.	.	PUNCT
cana-6278	260	1	the	the	DET
cana-6278	260	2	graph	graph	NOUN
cana-6278	260	3	-	-	PUNCT
cana-6278	260	4	based	base	VERB
cana-6278	260	5	probabilistic	probabilistic	ADJ
cana-6278	260	6	modeling	modeling	NOUN
cana-6278	260	7	paradigm	paradigm	NOUN
cana-6278	260	8	,	,	PUNCT
cana-6278	260	9	on	on	ADP
cana-6278	260	10	the	the	DET
cana-6278	260	11	other	other	ADJ
cana-6278	260	12	hand	hand	NOUN
cana-6278	260	13	,	,	PUNCT
cana-6278	260	14	allows	allow	VERB
cana-6278	260	15	for	for	ADP
cana-6278	260	16	partial	partial	ADJ
cana-6278	260	17	matching	matching	NOUN
cana-6278	260	18	despite	despite	SCONJ
cana-6278	260	19	data	datum	NOUN
cana-6278	260	20	sparseness	sparseness	ADJ
cana-6278	260	21	.	.	PUNCT
cana-6278	261	1	real	real	ADJ
cana-6278	261	2	-	-	PUNCT
cana-6278	261	3	time	time	NOUN
cana-6278	261	4	learning	learning	NOUN
cana-6278	261	5	enhances	enhance	VERB
cana-6278	261	6	the	the	DET
cana-6278	261	7	resilience	resilience	NOUN
cana-6278	261	8	by	by	ADP
cana-6278	261	9	constantly	constantly	ADV
cana-6278	261	10	re	re	VERB
cana-6278	261	11	-	-	VERB
cana-6278	261	12	calibrating	calibrate	VERB
cana-6278	261	13	weights	weight	NOUN
cana-6278	261	14	and	and	CCONJ
cana-6278	261	15	refining	refine	VERB
cana-6278	261	16	identity	identity	NOUN
cana-6278	261	17	clusters	cluster	NOUN
cana-6278	261	18	based	base	VERB
cana-6278	261	19	on	on	ADP
cana-6278	261	20	new	new	ADJ
cana-6278	261	21	availability	availability	NOUN
cana-6278	261	22	of	of	ADP
cana-6278	261	23	information(wang	information(wang	PROPN
cana-6278	261	24	et	et	PROPN
cana-6278	261	25	al	al	PROPN
cana-6278	261	26	.	.	PROPN
cana-6278	261	27	,	,	PUNCT
cana-6278	261	28	2023	2023	NUM
cana-6278	261	29	)	)	PUNCT
cana-6278	261	30	.	.	PUNCT
cana-6278	262	1	the	the	DET
cana-6278	262	2	system	system	NOUN
cana-6278	262	3	's	's	PART
cana-6278	262	4	robustness	robustness	NOUN
cana-6278	262	5	is	be	AUX
cana-6278	262	6	seen	see	VERB
cana-6278	262	7	in	in	ADP
cana-6278	262	8	its	its	PRON
cana-6278	262	9	capability	capability	NOUN
cana-6278	262	10	to	to	PART
cana-6278	262	11	handle	handle	VERB
cana-6278	262	12	low	low	ADJ
cana-6278	262	13	-	-	PUNCT
cana-6278	262	14	intensity	intensity	NOUN
cana-6278	262	15	signals	signal	NOUN
cana-6278	262	16	—	—	PUNCT
cana-6278	262	17	history	history	NOUN
cana-6278	262	18	of	of	ADP
cana-6278	262	19	web	web	NOUN
cana-6278	262	20	surfing	surfing	NOUN
cana-6278	262	21	,	,	PUNCT
cana-6278	262	22	usage	usage	NOUN
cana-6278	262	23	patterns	pattern	NOUN
cana-6278	262	24	by	by	ADP
cana-6278	262	25	time	time	NOUN
cana-6278	262	26	of	of	ADP
cana-6278	262	27	day	day	NOUN
cana-6278	262	28	,	,	PUNCT
cana-6278	262	29	or	or	CCONJ
cana-6278	262	30	geolocation	geolocation	NOUN
cana-6278	262	31	—	—	PUNCT
cana-6278	262	32	particularly	particularly	ADV
cana-6278	262	33	when	when	SCONJ
cana-6278	262	34	organized	organize	VERB
cana-6278	262	35	through	through	ADP
cana-6278	262	36	embeddings	embedding	NOUN
cana-6278	262	37	in	in	ADP
cana-6278	262	38	high	high	ADJ
cana-6278	262	39	-	-	PUNCT
cana-6278	262	40	dimensional	dimensional	ADJ
cana-6278	262	41	identity	identity	NOUN
cana-6278	262	42	feature	feature	NOUN
cana-6278	262	43	space	space	NOUN
cana-6278	262	44	.	.	PUNCT
cana-6278	263	1	in	in	ADP
cana-6278	263	2	experiments	experiment	NOUN
cana-6278	263	3	,	,	PUNCT
cana-6278	263	4	the	the	DET
cana-6278	263	5	federated	federated	ADJ
cana-6278	263	6	system	system	NOUN
cana-6278	263	7	was	be	AUX
cana-6278	263	8	shown	show	VERB
cana-6278	263	9	to	to	PART
cana-6278	263	10	have	have	AUX
cana-6278	263	11	sustained	sustain	VERB
cana-6278	263	12	more	more	ADJ
cana-6278	263	13	than	than	ADP
cana-6278	263	14	87	87	NUM
cana-6278	263	15	%	%	NOUN
cana-6278	263	16	accuracy	accuracy	NOUN
cana-6278	263	17	in	in	ADP
cana-6278	263	18	identity	identity	NOUN
cana-6278	263	19	resolution	resolution	NOUN
cana-6278	263	20	while	while	SCONJ
cana-6278	263	21	having	have	VERB
cana-6278	263	22	a	a	DET
cana-6278	263	23	maximum	maximum	NOUN
cana-6278	263	24	of	of	ADP
cana-6278	263	25	40	40	NUM
cana-6278	263	26	%	%	NOUN
cana-6278	263	27	of	of	ADP
cana-6278	263	28	the	the	DET
cana-6278	263	29	identifiers	identifier	NOUN
cana-6278	263	30	anonymized	anonymize	VERB
cana-6278	263	31	or	or	CCONJ
cana-6278	263	32	obfuscated	obfuscate	VERB
cana-6278	263	33	,	,	PUNCT
cana-6278	263	34	thereby	thereby	ADV
cana-6278	263	35	vindicating	vindicate	VERB
cana-6278	263	36	its	its	PRON
cana-6278	263	37	capability	capability	NOUN
cana-6278	263	38	under	under	ADP
cana-6278	263	39	privacy	privacy	NOUN
cana-6278	263	40	constraints	constraint	NOUN
cana-6278	263	41	.	.	PUNCT
cana-6278	264	1	communications	communication	NOUN
cana-6278	264	2	on	on	ADP
cana-6278	264	3	applied	apply	VERB
cana-6278	264	4	nonlinear	nonlinear	ADJ
cana-6278	264	5	analysis	analysis	NOUN
cana-6278	264	6	issn	issn	NOUN
cana-6278	264	7	:	:	PUNCT
cana-6278	264	8	1074	1074	NUM
cana-6278	264	9	-	-	PUNCT
cana-6278	264	10	133x	133x	NUM
cana-6278	264	11	vol	vol	VERB
cana-6278	264	12	32	32	NUM
cana-6278	264	13	no	no	NOUN
cana-6278	264	14	.	.	PUNCT
cana-6278	265	1	10s	10	NOUN
cana-6278	265	2	(	(	PUNCT
cana-6278	265	3	2025	2025	NUM
cana-6278	265	4	)	)	PUNCT
cana-6278	265	5	3648	3648	NUM
cana-6278	265	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	265	7	8	8	NUM
cana-6278	265	8	.	.	PUNCT
cana-6278	265	9	conclusion	conclusion	NOUN
cana-6278	265	10	and	and	CCONJ
cana-6278	265	11	future	future	ADJ
cana-6278	265	12	work	work	NOUN
cana-6278	265	13	8.1	8.1	NUM
cana-6278	265	14	summary	summary	NOUN
cana-6278	265	15	of	of	ADP
cana-6278	265	16	contributions	contribution	NOUN
cana-6278	265	17	the	the	DET
cana-6278	265	18	paper	paper	NOUN
cana-6278	265	19	presented	present	VERB
cana-6278	265	20	a	a	DET
cana-6278	265	21	federated	federated	ADJ
cana-6278	265	22	identity	identity	NOUN
cana-6278	265	23	graph	graph	NOUN
cana-6278	265	24	architecture	architecture	NOUN
cana-6278	265	25	for	for	ADP
cana-6278	265	26	facilitating	facilitate	VERB
cana-6278	265	27	real	real	ADJ
cana-6278	265	28	-	-	PUNCT
cana-6278	265	29	time	time	NOUN
cana-6278	265	30	,	,	PUNCT
cana-6278	265	31	privacypreserving	privacypreserve	VERB
cana-6278	265	32	customer	customer	NOUN
cana-6278	265	33	identity	identity	NOUN
cana-6278	265	34	resolution	resolution	NOUN
cana-6278	265	35	on	on	ADP
cana-6278	265	36	dispersed	disperse	VERB
cana-6278	265	37	enterprise	enterprise	NOUN
cana-6278	265	38	data	datum	NOUN
cana-6278	265	39	platforms	platform	NOUN
cana-6278	265	40	.	.	PUNCT
cana-6278	266	1	the	the	DET
cana-6278	266	2	system	system	NOUN
cana-6278	266	3	combined	combine	VERB
cana-6278	266	4	a	a	DET
cana-6278	266	5	range	range	NOUN
cana-6278	266	6	of	of	ADP
cana-6278	266	7	theoretical	theoretical	ADJ
cana-6278	266	8	and	and	CCONJ
cana-6278	266	9	technological	technological	ADJ
cana-6278	266	10	components	component	NOUN
cana-6278	266	11	in	in	ADP
cana-6278	266	12	its	its	PRON
cana-6278	266	13	architecture	architecture	NOUN
cana-6278	266	14	,	,	PUNCT
cana-6278	266	15	such	such	ADJ
cana-6278	266	16	as	as	ADP
cana-6278	266	17	federated	federated	ADJ
cana-6278	266	18	learning	learning	NOUN
cana-6278	266	19	,	,	PUNCT
cana-6278	266	20	graph	graph	NOUN
cana-6278	266	21	theory	theory	NOUN
cana-6278	266	22	,	,	PUNCT
cana-6278	266	23	homomorphic	homomorphic	ADJ
cana-6278	266	24	encryption	encryption	NOUN
cana-6278	266	25	,	,	PUNCT
cana-6278	266	26	and	and	CCONJ
cana-6278	266	27	streaming	streaming	NOUN
cana-6278	266	28	data	datum	NOUN
cana-6278	266	29	architectures	architecture	NOUN
cana-6278	266	30	.	.	PUNCT
cana-6278	267	1	the	the	DET
cana-6278	267	2	system	system	NOUN
cana-6278	267	3	demonstrated	demonstrate	VERB
cana-6278	267	4	gargantuan	gargantuan	ADJ
cana-6278	267	5	gains	gain	NOUN
cana-6278	267	6	in	in	ADP
cana-6278	267	7	accuracy	accuracy	NOUN
cana-6278	267	8	in	in	ADP
cana-6278	267	9	identity	identity	NOUN
cana-6278	267	10	resolution	resolution	NOUN
cana-6278	267	11	,	,	PUNCT
cana-6278	267	12	activation	activation	NOUN
cana-6278	267	13	latency	latency	NOUN
cana-6278	267	14	,	,	PUNCT
cana-6278	267	15	and	and	CCONJ
cana-6278	267	16	regulatory	regulatory	ADJ
cana-6278	267	17	compliance	compliance	NOUN
cana-6278	267	18	when	when	SCONJ
cana-6278	267	19	compared	compare	VERB
cana-6278	267	20	to	to	ADP
cana-6278	267	21	conventional	conventional	ADJ
cana-6278	267	22	centralized	centralized	ADJ
cana-6278	267	23	methods	method	NOUN
cana-6278	267	24	.	.	PUNCT
cana-6278	268	1	the	the	DET
cana-6278	268	2	federated	federate	VERB
cana-6278	268	3	identity	identity	NOUN
cana-6278	268	4	resolution	resolution	NOUN
cana-6278	268	5	algorithm	algorithm	NOUN
cana-6278	268	6	(	(	PUNCT
cana-6278	268	7	fira	fira	PROPN
cana-6278	268	8	)	)	PUNCT
cana-6278	268	9	book	book	NOUN
cana-6278	268	10	and	and	CCONJ
cana-6278	268	11	the	the	DET
cana-6278	268	12	optimization	optimization	NOUN
cana-6278	268	13	techniques	technique	NOUN
cana-6278	268	14	behind	behind	ADP
cana-6278	268	15	it	it	PRON
cana-6278	268	16	together	together	ADV
cana-6278	268	17	registered	register	VERB
cana-6278	268	18	more	more	ADJ
cana-6278	268	19	than	than	ADP
cana-6278	268	20	1.2	1.2	NUM
cana-6278	268	21	million	million	NUM
cana-6278	268	22	identity	identity	NOUN
cana-6278	268	23	resolutions	resolution	NOUN
cana-6278	268	24	per	per	ADP
cana-6278	268	25	second	second	NOUN
cana-6278	268	26	with	with	ADP
cana-6278	268	27	a	a	DET
cana-6278	268	28	privacy	privacy	NOUN
cana-6278	268	29	leakage	leakage	NOUN
cana-6278	268	30	risk	risk	NOUN
cana-6278	268	31	of	of	ADP
cana-6278	268	32	below	below	ADP
cana-6278	268	33	ε	ε	PROPN
cana-6278	268	34	=	=	SYM
cana-6278	268	35	0.5	0.5	NUM
cana-6278	268	36	.	.	PUNCT
cana-6278	268	37	by	by	ADP
cana-6278	268	38	meticulous	meticulous	ADJ
cana-6278	268	39	experimental	experimental	ADJ
cana-6278	268	40	verification	verification	NOUN
cana-6278	268	41	over	over	ADP
cana-6278	268	42	synthetic	synthetic	ADJ
cana-6278	268	43	enterprise	enterprise	NOUN
cana-6278	268	44	data	data	NOUN
cana-6278	268	45	sets	set	NOUN
cana-6278	268	46	,	,	PUNCT
cana-6278	268	47	it	it	PRON
cana-6278	268	48	was	be	AUX
cana-6278	268	49	established	establish	VERB
cana-6278	268	50	that	that	SCONJ
cana-6278	268	51	the	the	DET
cana-6278	268	52	architecture	architecture	NOUN
cana-6278	268	53	is	be	AUX
cana-6278	268	54	scalable	scalable	ADJ
cana-6278	268	55	and	and	CCONJ
cana-6278	268	56	resilient	resilient	ADJ
cana-6278	268	57	to	to	ADP
cana-6278	268	58	the	the	DET
cana-6278	268	59	pressures	pressure	NOUN
cana-6278	268	60	of	of	ADP
cana-6278	268	61	data	datum	NOUN
cana-6278	268	62	fragmentation	fragmentation	NOUN
cana-6278	268	63	,	,	PUNCT
cana-6278	268	64	data	datum	NOUN
cana-6278	268	65	privacy	privacy	NOUN
cana-6278	268	66	requirements	requirement	NOUN
cana-6278	268	67	,	,	PUNCT
cana-6278	268	68	and	and	CCONJ
cana-6278	268	69	performance	performance	NOUN
cana-6278	268	70	demands	demand	NOUN
cana-6278	268	71	.	.	PUNCT
cana-6278	269	1	the	the	DET
cana-6278	269	2	significant	significant	ADJ
cana-6278	269	3	advantages	advantage	NOUN
cana-6278	269	4	were	be	AUX
cana-6278	269	5	:	:	PUNCT
cana-6278	269	6	8.2	8.2	NUM
cana-6278	269	7	practical	practical	ADJ
cana-6278	269	8	implications	implication	NOUN
cana-6278	269	9	for	for	ADP
cana-6278	269	10	enterprise	enterprise	NOUN
cana-6278	269	11	cdp	cdp	NOUN
cana-6278	269	12	design	design	NOUN
cana-6278	269	13	for	for	ADP
cana-6278	269	14	organizations	organization	NOUN
cana-6278	269	15	constructing	construct	VERB
cana-6278	269	16	or	or	CCONJ
cana-6278	269	17	upgrading	upgrade	VERB
cana-6278	269	18	cdps	cdps	PROPN
cana-6278	269	19	,	,	PUNCT
cana-6278	269	20	this	this	DET
cana-6278	269	21	paper	paper	NOUN
cana-6278	269	22	's	's	PART
cana-6278	269	23	conclusions	conclusion	NOUN
cana-6278	269	24	indicate	indicate	VERB
cana-6278	269	25	a	a	DET
cana-6278	269	26	paradigm	paradigm	NOUN
cana-6278	269	27	shift	shift	NOUN
cana-6278	269	28	away	away	ADV
cana-6278	269	29	from	from	ADP
cana-6278	269	30	data	datum	NOUN
cana-6278	269	31	lakes	lake	NOUN
cana-6278	269	32	towards	towards	ADP
cana-6278	269	33	edge	edge	NOUN
cana-6278	269	34	-	-	PUNCT
cana-6278	269	35	based	base	VERB
cana-6278	269	36	federated	federated	ADJ
cana-6278	269	37	,	,	PUNCT
cana-6278	269	38	identity	identity	NOUN
cana-6278	269	39	resolution	resolution	NOUN
cana-6278	269	40	systems	system	NOUN
cana-6278	269	41	.	.	PUNCT
cana-6278	270	1	the	the	DET
cana-6278	270	2	architectural	architectural	ADJ
cana-6278	270	3	modularity	modularity	NOUN
cana-6278	270	4	provides	provide	VERB
cana-6278	270	5	easy	easy	ADJ
cana-6278	270	6	integration	integration	NOUN
cana-6278	270	7	with	with	ADP
cana-6278	270	8	current	current	ADJ
cana-6278	270	9	crm	crm	PROPN
cana-6278	270	10	infrastructure	infrastructure	NOUN
cana-6278	270	11	,	,	PUNCT
cana-6278	270	12	mobile	mobile	ADJ
cana-6278	270	13	sdks	sdks	NOUN
cana-6278	270	14	,	,	PUNCT
cana-6278	270	15	web	web	NOUN
cana-6278	270	16	analytics	analytic	NOUN
cana-6278	270	17	,	,	PUNCT
cana-6278	270	18	and	and	CCONJ
cana-6278	270	19	iot	iot	PROPN
cana-6278	270	20	rollouts	rollout	NOUN
cana-6278	270	21	.	.	PUNCT
cana-6278	271	1	enterprises	enterprise	NOUN
cana-6278	271	2	need	need	VERB
cana-6278	271	3	to	to	PART
cana-6278	271	4	implement	implement	VERB
cana-6278	271	5	a	a	DET
cana-6278	271	6	layered	layer	VERB
cana-6278	271	7	data	data	NOUN
cana-6278	271	8	federation	federation	NOUN
cana-6278	271	9	model	model	NOUN
cana-6278	271	10	such	such	ADJ
cana-6278	271	11	that	that	SCONJ
cana-6278	271	12	identity	identity	NOUN
cana-6278	271	13	logic	logic	NOUN
cana-6278	271	14	runs	run	VERB
cana-6278	271	15	on	on	ADP
cana-6278	271	16	the	the	DET
cana-6278	271	17	edge	edge	NOUN
cana-6278	271	18	and	and	CCONJ
cana-6278	271	19	global	global	ADJ
cana-6278	271	20	orchestration	orchestration	NOUN
cana-6278	271	21	is	be	AUX
cana-6278	271	22	achieved	achieve	VERB
cana-6278	271	23	through	through	ADP
cana-6278	271	24	encrypted	encrypt	VERB
cana-6278	271	25	model	model	NOUN
cana-6278	271	26	sharing	sharing	NOUN
cana-6278	271	27	and	and	CCONJ
cana-6278	271	28	graph	graph	NOUN
cana-6278	271	29	update	update	NOUN
cana-6278	271	30	.	.	PUNCT
cana-6278	272	1	in	in	ADP
cana-6278	272	2	addition	addition	NOUN
cana-6278	272	3	,	,	PUNCT
cana-6278	272	4	cdp	cdp	PROPN
cana-6278	272	5	vendors	vendor	NOUN
cana-6278	272	6	must	must	AUX
cana-6278	272	7	incorporate	incorporate	VERB
cana-6278	272	8	pets	pet	NOUN
cana-6278	272	9	like	like	ADP
cana-6278	272	10	secure	secure	ADJ
cana-6278	272	11	multi	multi	ADJ
cana-6278	272	12	-	-	ADJ
cana-6278	272	13	party	party	ADJ
cana-6278	272	14	computation	computation	NOUN
cana-6278	272	15	and	and	CCONJ
cana-6278	272	16	differentially	differentially	ADV
cana-6278	272	17	private	private	ADJ
cana-6278	272	18	inference	inference	NOUN
cana-6278	272	19	engines	engine	NOUN
cana-6278	272	20	into	into	ADP
cana-6278	272	21	platforms	platform	NOUN
cana-6278	272	22	in	in	ADP
cana-6278	272	23	order	order	NOUN
cana-6278	272	24	to	to	PART
cana-6278	272	25	accommodate	accommodate	VERB
cana-6278	272	26	emerging	emerge	VERB
cana-6278	272	27	data	datum	NOUN
cana-6278	272	28	protection	protection	NOUN
cana-6278	272	29	requirements	requirement	NOUN
cana-6278	272	30	.	.	PUNCT
cana-6278	273	1	activation	activation	NOUN
cana-6278	273	2	workflows	workflow	NOUN
cana-6278	273	3	must	must	AUX
cana-6278	273	4	be	be	AUX
cana-6278	273	5	consent	consent	NOUN
cana-6278	273	6	-	-	PUNCT
cana-6278	273	7	aware	aware	ADJ
cana-6278	273	8	by	by	ADP
cana-6278	273	9	default	default	NOUN
cana-6278	273	10	,	,	PUNCT
cana-6278	273	11	and	and	CCONJ
cana-6278	273	12	real	real	ADJ
cana-6278	273	13	-	-	PUNCT
cana-6278	273	14	time	time	NOUN
cana-6278	273	15	feedback	feedback	NOUN
cana-6278	273	16	loops	loop	NOUN
cana-6278	273	17	must	must	AUX
cana-6278	273	18	have	have	VERB
cana-6278	273	19	top	top	ADJ
cana-6278	273	20	priority	priority	NOUN
cana-6278	273	21	to	to	PART
cana-6278	273	22	ensure	ensure	VERB
cana-6278	273	23	personalization	personalization	NOUN
cana-6278	273	24	remains	remain	VERB
cana-6278	273	25	contextually	contextually	ADV
cana-6278	273	26	relevant	relevant	ADJ
cana-6278	273	27	and	and	CCONJ
cana-6278	273	28	privacy	privacy	NOUN
cana-6278	273	29	-	-	PUNCT
cana-6278	273	30	preserving	preserving	NOUN
cana-6278	273	31	.	.	PUNCT
cana-6278	274	1	8.3	8.3	NUM
cana-6278	274	2	future	future	ADJ
cana-6278	274	3	research	research	NOUN
cana-6278	274	4	future	future	ADJ
cana-6278	274	5	research	research	NOUN
cana-6278	274	6	directions	direction	NOUN
cana-6278	274	7	include	include	VERB
cana-6278	274	8	deployment	deployment	NOUN
cana-6278	274	9	of	of	ADP
cana-6278	274	10	adaptive	adaptive	ADJ
cana-6278	274	11	federated	federated	ADJ
cana-6278	274	12	learning	learning	NOUN
cana-6278	274	13	mechanisms	mechanism	NOUN
cana-6278	274	14	that	that	PRON
cana-6278	274	15	dynamically	dynamically	ADV
cana-6278	274	16	adjust	adjust	VERB
cana-6278	274	17	the	the	DET
cana-6278	274	18	model	model	NOUN
cana-6278	274	19	granularity	granularity	NOUN
cana-6278	274	20	and	and	CCONJ
cana-6278	274	21	privacy	privacy	NOUN
cana-6278	274	22	parameters	parameter	NOUN
cana-6278	274	23	based	base	VERB
cana-6278	274	24	on	on	ADP
cana-6278	274	25	concept	concept	NOUN
cana-6278	274	26	drift	drift	NOUN
cana-6278	274	27	and	and	CCONJ
cana-6278	274	28	signal	signal	NOUN
cana-6278	274	29	entropy	entropy	NOUN
cana-6278	274	30	.	.	PUNCT
cana-6278	275	1	adaptive	adaptive	ADJ
cana-6278	275	2	learning	learning	NOUN
cana-6278	275	3	systems	system	NOUN
cana-6278	275	4	that	that	PRON
cana-6278	275	5	adapt	adapt	VERB
cana-6278	275	6	over	over	ADP
cana-6278	275	7	time	time	NOUN
cana-6278	275	8	,	,	PUNCT
cana-6278	275	9	devices	device	NOUN
cana-6278	275	10	,	,	PUNCT
cana-6278	275	11	and	and	CCONJ
cana-6278	275	12	contexts	context	NOUN
cana-6278	275	13	will	will	AUX
cana-6278	275	14	continue	continue	VERB
cana-6278	275	15	to	to	PART
cana-6278	275	16	improve	improve	VERB
cana-6278	275	17	identity	identity	NOUN
cana-6278	275	18	graph	graph	NOUN
cana-6278	275	19	relevance	relevance	NOUN
cana-6278	275	20	.	.	PUNCT
cana-6278	276	1	another	another	DET
cana-6278	276	2	research	research	NOUN
cana-6278	276	3	direction	direction	NOUN
cana-6278	276	4	includes	include	VERB
cana-6278	276	5	deployment	deployment	NOUN
cana-6278	276	6	of	of	ADP
cana-6278	276	7	zero	zero	NUM
cana-6278	276	8	-	-	PUNCT
cana-6278	276	9	trust	trust	NOUN
cana-6278	276	10	security	security	NOUN
cana-6278	276	11	models	model	NOUN
cana-6278	276	12	in	in	ADP
cana-6278	276	13	federated	federated	ADJ
cana-6278	276	14	cdps	cdp	NOUN
cana-6278	276	15	with	with	ADP
cana-6278	276	16	rigorous	rigorous	ADJ
cana-6278	276	17	policy	policy	NOUN
cana-6278	276	18	enforcement	enforcement	NOUN
cana-6278	276	19	and	and	CCONJ
cana-6278	276	20	authentication	authentication	NOUN
cana-6278	276	21	across	across	ADP
cana-6278	276	22	all	all	DET
cana-6278	276	23	touchpoints	touchpoint	NOUN
cana-6278	276	24	of	of	ADP
cana-6278	276	25	interaction	interaction	NOUN
cana-6278	276	26	.	.	PUNCT
cana-6278	277	1	additionally	additionally	ADV
cana-6278	277	2	,	,	PUNCT
cana-6278	277	3	the	the	DET
cana-6278	277	4	increasing	increase	VERB
cana-6278	277	5	threat	threat	NOUN
cana-6278	277	6	quantum	quantum	NOUN
cana-6278	277	7	computing	computing	NOUN
cana-6278	277	8	presents	present	NOUN
cana-6278	277	9	to	to	ADP
cana-6278	277	10	existing	exist	VERB
cana-6278	277	11	cryptographic	cryptographic	ADJ
cana-6278	277	12	infrastructure	infrastructure	NOUN
cana-6278	277	13	also	also	ADV
cana-6278	277	14	necessitates	necessitate	VERB
cana-6278	277	15	investigating	investigate	VERB
cana-6278	277	16	quantum	quantum	NOUN
cana-6278	277	17	-	-	PUNCT
cana-6278	277	18	resistant	resistant	ADJ
cana-6278	277	19	encryption	encryption	NOUN
cana-6278	277	20	methods	method	NOUN
cana-6278	277	21	in	in	ADP
cana-6278	277	22	federated	federated	ADJ
cana-6278	277	23	systems	system	NOUN
cana-6278	277	24	.	.	PUNCT
cana-6278	278	1	post	post	ADJ
cana-6278	278	2	-	-	ADJ
cana-6278	278	3	quantum	quantum	ADJ
cana-6278	278	4	smpc	smpc	NOUN
cana-6278	278	5	protocols	protocol	NOUN
cana-6278	278	6	and	and	CCONJ
cana-6278	278	7	lattice	lattice	NOUN
cana-6278	278	8	-	-	PUNCT
cana-6278	278	9	based	base	VERB
cana-6278	278	10	cryptographic	cryptographic	ADJ
cana-6278	278	11	protocols	protocol	NOUN
cana-6278	278	12	can	can	AUX
cana-6278	278	13	offer	offer	VERB
cana-6278	278	14	identity	identity	NOUN
cana-6278	278	15	resolution	resolution	NOUN
cana-6278	278	16	systems	system	NOUN
cana-6278	278	17	with	with	ADP
cana-6278	278	18	long	long	ADJ
cana-6278	278	19	-	-	PUNCT
cana-6278	278	20	term	term	NOUN
cana-6278	278	21	security	security	NOUN
cana-6278	278	22	assurances	assurance	NOUN
cana-6278	278	23	when	when	SCONJ
cana-6278	278	24	running	run	VERB
cana-6278	278	25	in	in	ADP
cana-6278	278	26	regulated	regulated	ADJ
cana-6278	278	27	settings	setting	NOUN
cana-6278	278	28	.	.	PUNCT
cana-6278	279	1	overall	overall	ADJ
cana-6278	279	2	,	,	PUNCT
cana-6278	279	3	federated	federate	VERB
cana-6278	279	4	identity	identity	NOUN
cana-6278	279	5	graphs	graph	NOUN
cana-6278	279	6	constitute	constitute	VERB
cana-6278	279	7	a	a	DET
cana-6278	279	8	secure	secure	ADJ
cana-6278	279	9	,	,	PUNCT
cana-6278	279	10	scalable	scalable	ADJ
cana-6278	279	11	,	,	PUNCT
cana-6278	279	12	and	and	CCONJ
cana-6278	279	13	future	future	ADJ
cana-6278	279	14	-	-	PUNCT
cana-6278	279	15	proof	proof	ADJ
cana-6278	279	16	building	building	NOUN
cana-6278	279	17	block	block	NOUN
cana-6278	279	18	for	for	ADP
cana-6278	279	19	organizations	organization	NOUN
cana-6278	279	20	that	that	PRON
cana-6278	279	21	need	need	VERB
cana-6278	279	22	to	to	PART
cana-6278	279	23	weigh	weigh	VERB
cana-6278	279	24	personalization	personalization	NOUN
cana-6278	279	25	,	,	PUNCT
cana-6278	279	26	performance	performance	NOUN
cana-6278	279	27	,	,	PUNCT
cana-6278	279	28	and	and	CCONJ
cana-6278	279	29	privacy	privacy	NOUN
cana-6278	279	30	.	.	PUNCT
cana-6278	280	1	communications	communication	NOUN
cana-6278	280	2	on	on	ADP
cana-6278	280	3	applied	apply	VERB
cana-6278	280	4	nonlinear	nonlinear	ADJ
cana-6278	280	5	analysis	analysis	NOUN
cana-6278	280	6	issn	issn	NOUN
cana-6278	280	7	:	:	PUNCT
cana-6278	280	8	1074	1074	NUM
cana-6278	280	9	-	-	PUNCT
cana-6278	280	10	133x	133x	NUM
cana-6278	280	11	vol	vol	VERB
cana-6278	280	12	32	32	NUM
cana-6278	280	13	no	no	NOUN
cana-6278	280	14	.	.	PUNCT
cana-6278	281	1	10s	10	NOUN
cana-6278	281	2	(	(	PUNCT
cana-6278	281	3	2025	2025	NUM
cana-6278	281	4	)	)	PUNCT
cana-6278	281	5	3649	3649	NUM
cana-6278	281	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	281	7	references	reference	NOUN
cana-6278	281	8	1	1	NUM
cana-6278	281	9	.	.	PUNCT
cana-6278	282	1	abadi	abadi	PROPN
cana-6278	282	2	,	,	PUNCT
cana-6278	282	3	m.	m.	NOUN
cana-6278	282	4	,	,	PUNCT
cana-6278	282	5	chu	chu	PROPN
cana-6278	282	6	,	,	PUNCT
cana-6278	282	7	a.	a.	NOUN
cana-6278	282	8	,	,	PUNCT
cana-6278	282	9	goodfellow	goodfellow	PROPN
cana-6278	282	10	,	,	PUNCT
cana-6278	282	11	i.	i.	PROPN
cana-6278	282	12	,	,	PUNCT
cana-6278	282	13	mcmahan	mcmahan	PROPN
cana-6278	282	14	,	,	PUNCT
cana-6278	282	15	h.	h.	PROPN
cana-6278	282	16	b.	b.	PROPN
cana-6278	282	17	,	,	PUNCT
cana-6278	282	18	mironov	mironov	PROPN
cana-6278	282	19	,	,	PUNCT
cana-6278	282	20	i.	i.	PROPN
cana-6278	282	21	,	,	PUNCT
cana-6278	282	22	talwar	talwar	PROPN
cana-6278	282	23	,	,	PUNCT
cana-6278	282	24	k.	k.	PROPN
cana-6278	282	25	,	,	PUNCT
cana-6278	282	26	&	&	CCONJ
cana-6278	282	27	zhang	zhang	PROPN
cana-6278	282	28	,	,	PUNCT
cana-6278	282	29	l.	l.	PROPN
cana-6278	282	30	(	(	PUNCT
cana-6278	282	31	2016	2016	NUM
cana-6278	282	32	)	)	PUNCT
cana-6278	282	33	.	.	PUNCT
cana-6278	283	1	deep	deep	ADJ
cana-6278	283	2	learning	learn	VERB
cana-6278	283	3	with	with	ADP
cana-6278	283	4	differential	differential	ADJ
cana-6278	283	5	privacy	privacy	NOUN
cana-6278	283	6	.	.	PUNCT
cana-6278	284	1	proceedings	proceeding	NOUN
cana-6278	284	2	of	of	ADP
cana-6278	284	3	the	the	DET
cana-6278	284	4	2016	2016	NUM
cana-6278	284	5	acm	acm	PROPN
cana-6278	284	6	sigsac	sigsac	NOUN
cana-6278	284	7	.	.	PUNCT
cana-6278	285	1	2	2	X
cana-6278	285	2	.	.	X
cana-6278	285	3	ahn	ahn	PROPN
cana-6278	285	4	,	,	PUNCT
cana-6278	285	5	j.	j.	PROPN
cana-6278	285	6	,	,	PUNCT
cana-6278	285	7	lee	lee	PROPN
cana-6278	285	8	,	,	PUNCT
cana-6278	285	9	y.	y.	PROPN
cana-6278	285	10	,	,	PUNCT
cana-6278	285	11	kim	kim	PROPN
cana-6278	285	12	,	,	PUNCT
cana-6278	285	13	n.	n.	NOUN
cana-6278	285	14	,	,	PUNCT
cana-6278	285	15	park	park	NOUN
cana-6278	285	16	,	,	PUNCT
cana-6278	285	17	c.	c.	PROPN
cana-6278	285	18	,	,	PUNCT
cana-6278	285	19	&	&	CCONJ
cana-6278	285	20	jeong	jeong	PROPN
cana-6278	285	21	,	,	PUNCT
cana-6278	285	22	j.	j.	PROPN
cana-6278	285	23	(	(	PUNCT
cana-6278	285	24	2023	2023	NUM
cana-6278	285	25	)	)	PUNCT
cana-6278	285	26	.	.	PUNCT
cana-6278	286	1	federated	federate	VERB
cana-6278	286	2	learning	learning	NOUN
cana-6278	286	3	for	for	ADP
cana-6278	286	4	predictive	predictive	ADJ
cana-6278	286	5	maintenance	maintenance	NOUN
cana-6278	286	6	and	and	CCONJ
cana-6278	286	7	anomaly	anomaly	NOUN
cana-6278	286	8	detection	detection	NOUN
cana-6278	286	9	using	use	VERB
cana-6278	286	10	time	time	NOUN
cana-6278	286	11	series	series	PROPN
cana-6278	286	12	data	data	NOUN
cana-6278	286	13	distribution	distribution	NOUN
cana-6278	286	14	shifts	shift	NOUN
cana-6278	286	15	in	in	ADP
cana-6278	286	16	manufacturing	manufacturing	NOUN
cana-6278	286	17	processes	process	NOUN
cana-6278	286	18	.	.	PUNCT
cana-6278	287	1	sensors	sensor	NOUN
cana-6278	287	2	,	,	PUNCT
cana-6278	287	3	23(17	23(17	NUM
cana-6278	287	4	)	)	PUNCT
cana-6278	287	5	,	,	PUNCT
cana-6278	287	6	7331	7331	NUM
cana-6278	287	7	.	.	PUNCT
cana-6278	288	1	https://doi.org/10.3390/s23177331	https://doi.org/10.3390/s23177331	NUM
cana-6278	288	2	3	3	NUM
cana-6278	288	3	.	.	PUNCT
cana-6278	289	1	babar	babar	PROPN
cana-6278	289	2	,	,	PUNCT
cana-6278	289	3	m.	m.	NOUN
cana-6278	289	4	,	,	PUNCT
cana-6278	289	5	qureshi	qureshi	PROPN
cana-6278	289	6	,	,	PUNCT
cana-6278	289	7	b.	b.	PROPN
cana-6278	289	8	,	,	PUNCT
cana-6278	289	9	&	&	CCONJ
cana-6278	289	10	koubaa	koubaa	PROPN
cana-6278	289	11	,	,	PUNCT
cana-6278	289	12	a.	a.	NOUN
cana-6278	289	13	(	(	PUNCT
cana-6278	289	14	2024	2024	NUM
cana-6278	289	15	)	)	PUNCT
cana-6278	289	16	.	.	PUNCT
cana-6278	290	1	review	review	NOUN
cana-6278	290	2	on	on	ADP
cana-6278	290	3	federated	federated	ADJ
cana-6278	290	4	learning	learning	NOUN
cana-6278	290	5	for	for	ADP
cana-6278	290	6	digital	digital	ADJ
cana-6278	290	7	transformation	transformation	NOUN
cana-6278	290	8	in	in	ADP
cana-6278	290	9	healthcare	healthcare	NOUN
cana-6278	290	10	through	through	ADP
cana-6278	290	11	big	big	ADJ
cana-6278	290	12	data	datum	NOUN
cana-6278	290	13	analytics	analytic	NOUN
cana-6278	290	14	.	.	PUNCT
cana-6278	291	1	future	future	ADJ
cana-6278	291	2	generation	generation	NOUN
cana-6278	291	3	computer	computer	NOUN
cana-6278	291	4	systems	system	NOUN
cana-6278	291	5	.	.	PUNCT
cana-6278	292	1	https://doi.org/10.1016/j.future.2024.05.046	https://doi.org/10.1016/j.future.2024.05.046	NOUN
cana-6278	292	2	4	4	NUM
cana-6278	292	3	.	.	PUNCT
cana-6278	293	1	chen	chen	PROPN
cana-6278	293	2	,	,	PUNCT
cana-6278	293	3	m.	m.	NOUN
cana-6278	293	4	,	,	PUNCT
cana-6278	293	5	chen	chen	PROPN
cana-6278	293	6	,	,	PUNCT
cana-6278	293	7	b.	b.	PROPN
cana-6278	293	8	,	,	PUNCT
cana-6278	293	9	&	&	CCONJ
cana-6278	293	10	zhang	zhang	PROPN
cana-6278	293	11	,	,	PUNCT
cana-6278	293	12	y.	y.	PROPN
cana-6278	293	13	(	(	PUNCT
cana-6278	293	14	2024	2024	NUM
cana-6278	293	15	)	)	PUNCT
cana-6278	293	16	.	.	PUNCT
cana-6278	294	1	an	an	DET
cana-6278	294	2	overview	overview	NOUN
cana-6278	294	3	of	of	ADP
cana-6278	294	4	implementing	implement	VERB
cana-6278	294	5	security	security	NOUN
cana-6278	294	6	and	and	CCONJ
cana-6278	294	7	privacy	privacy	NOUN
cana-6278	294	8	in	in	ADP
cana-6278	294	9	federated	federated	ADJ
cana-6278	294	10	learning	learning	NOUN
cana-6278	294	11	.	.	PUNCT
cana-6278	295	1	artificial	artificial	ADJ
cana-6278	295	2	intelligence	intelligence	NOUN
cana-6278	295	3	review	review	NOUN
cana-6278	295	4	.	.	PUNCT
cana-6278	296	1	https://doi.org/10.1007/s10462-024-10846-8	https://doi.org/10.1007/s10462-024-10846-8	PROPN
cana-6278	296	2	5	5	NUM
cana-6278	296	3	.	.	PUNCT
cana-6278	297	1	chen	chen	PROPN
cana-6278	297	2	,	,	PUNCT
cana-6278	297	3	z.	z.	PROPN
cana-6278	297	4	,	,	PUNCT
cana-6278	297	5	et	et	PROPN
cana-6278	297	6	al	al	PROPN
cana-6278	297	7	.	.	PROPN
cana-6278	297	8	(	(	PUNCT
cana-6278	297	9	2023	2023	NUM
cana-6278	297	10	)	)	PUNCT
cana-6278	297	11	.	.	PUNCT
cana-6278	298	1	fedlgan	fedlgan	PROPN
cana-6278	298	2	:	:	PUNCT
cana-6278	298	3	a	a	DET
cana-6278	298	4	method	method	NOUN
cana-6278	298	5	for	for	ADP
cana-6278	298	6	anomaly	anomaly	NOUN
cana-6278	298	7	detection	detection	NOUN
cana-6278	298	8	and	and	CCONJ
cana-6278	298	9	repair	repair	NOUN
cana-6278	298	10	of	of	ADP
cana-6278	298	11	hydrological	hydrological	ADJ
cana-6278	298	12	telemetry	telemetry	NOUN
cana-6278	298	13	data	datum	NOUN
cana-6278	298	14	based	base	VERB
cana-6278	298	15	on	on	ADP
cana-6278	298	16	federated	federated	ADJ
cana-6278	298	17	learning	learning	NOUN
cana-6278	298	18	.	.	PUNCT
cana-6278	299	1	peerj	peerj	PROPN
cana-6278	299	2	computer	computer	NOUN
cana-6278	299	3	science	science	NOUN
cana-6278	299	4	,	,	PUNCT
cana-6278	299	5	9	9	NUM
cana-6278	299	6	,	,	PUNCT
cana-6278	299	7	e1664	e1664	PROPN
cana-6278	299	8	.	.	PROPN
cana-6278	299	9	https://doi.org/10.7717/peerj-cs.1664	https://doi.org/10.7717/peerj-cs.1664	PROPN
cana-6278	299	10	6	6	NUM
cana-6278	299	11	.	.	PUNCT
cana-6278	300	1	hausleitner	hausleitner	PROPN
cana-6278	300	2	,	,	PUNCT
cana-6278	300	3	c.	c.	PROPN
cana-6278	300	4	,	,	PUNCT
cana-6278	300	5	mueller	mueller	PROPN
cana-6278	300	6	,	,	PUNCT
cana-6278	300	7	h.	h.	PROPN
cana-6278	300	8	,	,	PUNCT
cana-6278	300	9	holzinger	holzinger	ADV
cana-6278	300	10	,	,	PUNCT
cana-6278	300	11	a.	a.	NOUN
cana-6278	300	12	,	,	PUNCT
cana-6278	300	13	&	&	CCONJ
cana-6278	300	14	pfeifer	pfeifer	PROPN
cana-6278	300	15	,	,	PUNCT
cana-6278	300	16	b.	b.	PROPN
cana-6278	300	17	(	(	PUNCT
cana-6278	300	18	2024	2024	NUM
cana-6278	300	19	)	)	PUNCT
cana-6278	300	20	.	.	PUNCT
cana-6278	301	1	collaborative	collaborative	ADJ
cana-6278	301	2	weighting	weighting	NOUN
cana-6278	301	3	in	in	ADP
cana-6278	301	4	federated	federated	ADJ
cana-6278	301	5	graph	graph	NOUN
cana-6278	301	6	neural	neural	ADJ
cana-6278	301	7	networks	network	NOUN
cana-6278	301	8	for	for	ADP
cana-6278	301	9	disease	disease	NOUN
cana-6278	301	10	classification	classification	NOUN
cana-6278	301	11	with	with	ADP
cana-6278	301	12	the	the	DET
cana-6278	301	13	human	human	NOUN
cana-6278	301	14	-	-	PUNCT
cana-6278	301	15	in	in	ADP
cana-6278	301	16	-	-	PUNCT
cana-6278	301	17	the	the	DET
cana-6278	301	18	-	-	PUNCT
cana-6278	301	19	loop	loop	NOUN
cana-6278	301	20	.	.	PUNCT
cana-6278	302	1	scientific	scientific	ADJ
cana-6278	302	2	reports	report	NOUN
cana-6278	302	3	,	,	PUNCT
cana-6278	302	4	14(1	14(1	NUM
cana-6278	302	5	)	)	PUNCT
cana-6278	302	6	,	,	PUNCT
cana-6278	302	7	21839	21839	NUM
cana-6278	302	8	.	.	PUNCT
cana-6278	303	1	https://doi.org/10.1038/s41598-024-72748-7	https://doi.org/10.1038/s41598-024-72748-7	NUM
cana-6278	303	2	7	7	NUM
cana-6278	303	3	.	.	NUM
cana-6278	303	4	huong	huong	PROPN
cana-6278	303	5	,	,	PUNCT
cana-6278	303	6	t.	t.	PROPN
cana-6278	303	7	t.	t.	PROPN
cana-6278	303	8	,	,	PUNCT
cana-6278	303	9	bac	bac	PROPN
cana-6278	303	10	,	,	PUNCT
cana-6278	303	11	t.	t.	PROPN
cana-6278	303	12	p.	p.	PROPN
cana-6278	303	13	,	,	PUNCT
cana-6278	303	14	quang	quang	PROPN
cana-6278	303	15	,	,	PUNCT
cana-6278	303	16	l.	l.	PROPN
cana-6278	303	17	a.	a.	PROPN
cana-6278	303	18	,	,	PUNCT
cana-6278	303	19	dan	dan	PROPN
cana-6278	303	20	,	,	PUNCT
cana-6278	303	21	n.	n.	PROPN
cana-6278	303	22	m.	m.	PROPN
cana-6278	303	23	,	,	PUNCT
cana-6278	303	24	cong	cong	PROPN
cana-6278	303	25	,	,	PUNCT
cana-6278	303	26	l.	l.	PROPN
cana-6278	303	27	t.	t.	PROPN
cana-6278	303	28	,	,	PUNCT
cana-6278	303	29	&	&	CCONJ
cana-6278	303	30	hung	hung	PROPN
cana-6278	303	31	,	,	PUNCT
cana-6278	303	32	n.	n.	NOUN
cana-6278	303	33	t.	t.	PROPN
cana-6278	303	34	(	(	PUNCT
cana-6278	303	35	2022	2022	NUM
cana-6278	303	36	)	)	PUNCT
cana-6278	303	37	.	.	PUNCT
cana-6278	304	1	lightweight	lightweight	PROPN
cana-6278	304	2	federated	federated	ADJ
cana-6278	304	3	learning	learning	NOUN
cana-6278	304	4	-	-	PUNCT
cana-6278	304	5	based	base	VERB
cana-6278	304	6	anomaly	anomaly	NOUN
cana-6278	304	7	detection	detection	NOUN
cana-6278	304	8	for	for	ADP
cana-6278	304	9	time	time	NOUN
cana-6278	304	10	-	-	PUNCT
cana-6278	304	11	series	series	NOUN
cana-6278	304	12	data	datum	NOUN
cana-6278	304	13	in	in	ADP
cana-6278	304	14	industrial	industrial	ADJ
cana-6278	304	15	control	control	NOUN
cana-6278	304	16	systems	system	NOUN
cana-6278	304	17	.	.	PUNCT
cana-6278	305	1	computers	computer	NOUN
cana-6278	305	2	in	in	ADP
cana-6278	305	3	industry	industry	NOUN
cana-6278	305	4	,	,	PUNCT
cana-6278	305	5	140	140	NUM
cana-6278	305	6	,	,	PUNCT
cana-6278	305	7	103692	103692	NUM
cana-6278	305	8	.	.	PUNCT
cana-6278	306	1	https://doi.org/10.1016/j.compind.2022.103692	https://doi.org/10.1016/j.compind.2022.103692	PROPN
cana-6278	306	2	8	8	NUM
cana-6278	306	3	.	.	PUNCT
cana-6278	307	1	kim	kim	PROPN
cana-6278	307	2	,	,	PUNCT
cana-6278	307	3	j.	j.	PROPN
cana-6278	307	4	,	,	PUNCT
cana-6278	307	5	lee	lee	PROPN
cana-6278	307	6	,	,	PUNCT
cana-6278	307	7	s.	s.	PROPN
cana-6278	307	8	,	,	PUNCT
cana-6278	307	9	et	et	PROPN
cana-6278	307	10	al	al	PROPN
cana-6278	307	11	.	.	PROPN
cana-6278	307	12	(	(	PUNCT
cana-6278	307	13	2023	2023	NUM
cana-6278	307	14	)	)	PUNCT
cana-6278	307	15	.	.	PUNCT
cana-6278	308	1	enhancing	enhance	VERB
cana-6278	308	2	anomaly	anomaly	NOUN
cana-6278	308	3	detection	detection	NOUN
cana-6278	308	4	in	in	ADP
cana-6278	308	5	distributed	distribute	VERB
cana-6278	308	6	power	power	NOUN
cana-6278	308	7	systems	system	NOUN
cana-6278	308	8	using	use	VERB
cana-6278	308	9	autoencoder	autoencoder	NOUN
cana-6278	308	10	-	-	PUNCT
cana-6278	308	11	based	base	VERB
cana-6278	308	12	federated	federated	ADJ
cana-6278	308	13	learning	learning	NOUN
cana-6278	308	14	.	.	PUNCT
cana-6278	309	1	plos	plos	PROPN
cana-6278	309	2	one	one	NUM
cana-6278	309	3	,	,	PUNCT
cana-6278	309	4	18(8	18(8	NUM
cana-6278	309	5	)	)	PUNCT
cana-6278	309	6	,	,	PUNCT
cana-6278	309	7	e0290337	e0290337	NOUN
cana-6278	309	8	.	.	PUNCT
cana-6278	310	1	https://doi.org/10.1371/journal.pone.0290337	https://doi.org/10.1371/journal.pone.0290337	NOUN
cana-6278	310	2	9	9	NUM
cana-6278	310	3	.	.	PUNCT
cana-6278	311	1	li	li	PROPN
cana-6278	311	2	,	,	PUNCT
cana-6278	311	3	t.	t.	PROPN
cana-6278	311	4	,	,	PUNCT
cana-6278	311	5	sahu	sahu	PROPN
cana-6278	311	6	,	,	PUNCT
cana-6278	311	7	a.	a.	PROPN
cana-6278	311	8	k.	k.	PROPN
cana-6278	311	9	,	,	PUNCT
cana-6278	311	10	talwalkar	talwalkar	PROPN
cana-6278	311	11	,	,	PUNCT
cana-6278	311	12	a.	a.	PROPN
cana-6278	311	13	,	,	PUNCT
cana-6278	311	14	&	&	CCONJ
cana-6278	311	15	smith	smith	PROPN
cana-6278	311	16	,	,	PUNCT
cana-6278	311	17	v.	v.	PROPN
cana-6278	311	18	(	(	PUNCT
cana-6278	311	19	2024	2024	NUM
cana-6278	311	20	)	)	PUNCT
cana-6278	311	21	.	.	PUNCT
cana-6278	312	1	emerging	emerge	VERB
cana-6278	312	2	trends	trend	NOUN
cana-6278	312	3	in	in	ADP
cana-6278	312	4	federated	federated	ADJ
cana-6278	312	5	learning	learning	NOUN
cana-6278	312	6	:	:	PUNCT
cana-6278	312	7	from	from	ADP
cana-6278	312	8	model	model	NOUN
cana-6278	312	9	fusion	fusion	NOUN
cana-6278	312	10	to	to	ADP
cana-6278	312	11	federated	federated	ADJ
cana-6278	312	12	x	x	SYM
cana-6278	312	13	learning	learning	NOUN
cana-6278	312	14	.	.	PUNCT
cana-6278	313	1	international	international	ADJ
cana-6278	313	2	journal	journal	PROPN
cana-6278	313	3	of	of	ADP
cana-6278	313	4	machine	machine	NOUN
cana-6278	313	5	learning	learning	NOUN
cana-6278	313	6	and	and	CCONJ
cana-6278	313	7	cybernetics	cybernetic	NOUN
cana-6278	313	8	.	.	PUNCT
cana-6278	314	1	https://doi.org/10.1007/s13042-024-02119-1	https://doi.org/10.1007/s13042-024-02119-1	NUM
cana-6278	314	2	10	10	NUM
cana-6278	314	3	.	.	PUNCT
cana-6278	315	1	liu	liu	PROPN
cana-6278	315	2	,	,	PUNCT
cana-6278	315	3	y.	y.	PROPN
cana-6278	315	4	,	,	PUNCT
cana-6278	315	5	garg	garg	PROPN
cana-6278	315	6	,	,	PUNCT
cana-6278	315	7	s.	s.	PROPN
cana-6278	315	8	,	,	PUNCT
cana-6278	315	9	nie	nie	PROPN
cana-6278	315	10	,	,	PUNCT
cana-6278	315	11	j.	j.	PROPN
cana-6278	315	12	,	,	PUNCT
cana-6278	315	13	zhang	zhang	PROPN
cana-6278	315	14	,	,	PUNCT
cana-6278	315	15	y.	y.	PROPN
cana-6278	315	16	,	,	PUNCT
cana-6278	315	17	xiong	xiong	PROPN
cana-6278	315	18	,	,	PUNCT
cana-6278	315	19	z.	z.	PROPN
cana-6278	315	20	,	,	PUNCT
cana-6278	315	21	kang	kang	PROPN
cana-6278	315	22	,	,	PUNCT
cana-6278	315	23	j.	j.	PROPN
cana-6278	315	24	,	,	PUNCT
cana-6278	315	25	&	&	CCONJ
cana-6278	315	26	hossain	hossain	PROPN
cana-6278	315	27	,	,	PUNCT
cana-6278	315	28	m.	m.	PROPN
cana-6278	315	29	s.	s.	PROPN
cana-6278	315	30	(	(	PUNCT
cana-6278	315	31	2020	2020	NUM
cana-6278	315	32	)	)	PUNCT
cana-6278	315	33	.	.	PUNCT
cana-6278	316	1	deep	deep	ADJ
cana-6278	316	2	anomaly	anomaly	NOUN
cana-6278	316	3	detection	detection	NOUN
cana-6278	316	4	for	for	ADP
cana-6278	316	5	time	time	NOUN
cana-6278	316	6	-	-	PUNCT
cana-6278	316	7	series	series	NOUN
cana-6278	316	8	data	datum	NOUN
cana-6278	316	9	in	in	ADP
cana-6278	316	10	industrial	industrial	ADJ
cana-6278	316	11	iot	iot	NOUN
cana-6278	316	12	:	:	PUNCT
cana-6278	316	13	a	a	DET
cana-6278	316	14	communication	communication	NOUN
cana-6278	316	15	-	-	PUNCT
cana-6278	316	16	efficient	efficient	ADJ
cana-6278	316	17	on	on	ADP
cana-6278	316	18	-	-	PUNCT
cana-6278	316	19	device	device	NOUN
cana-6278	316	20	federated	federated	ADJ
cana-6278	316	21	learning	learning	NOUN
cana-6278	316	22	approach	approach	NOUN
cana-6278	316	23	.	.	PUNCT
cana-6278	317	1	ieee	ieee	PROPN
cana-6278	317	2	internet	internet	NOUN
cana-6278	317	3	of	of	ADP
cana-6278	317	4	things	thing	NOUN
cana-6278	317	5	journal	journal	NOUN
cana-6278	317	6	,	,	PUNCT
cana-6278	317	7	8(8	8(8	NUM
cana-6278	317	8	)	)	PUNCT
cana-6278	317	9	,	,	PUNCT
cana-6278	317	10	6348–6358	6348–6358	NOUN
cana-6278	317	11	.	.	PUNCT
cana-6278	318	1	https://doi.org/10.1109/jiot.2020.3011726	https://doi.org/10.1109/jiot.2020.3011726	PROPN
cana-6278	318	2	11	11	NUM
cana-6278	318	3	.	.	PUNCT
cana-6278	319	1	liu	liu	PROPN
cana-6278	319	2	,	,	PUNCT
cana-6278	319	3	y.	y.	PROPN
cana-6278	319	4	,	,	PUNCT
cana-6278	319	5	li	li	PROPN
cana-6278	319	6	,	,	PUNCT
cana-6278	319	7	h.	h.	PROPN
cana-6278	319	8	,	,	PUNCT
cana-6278	319	9	&	&	CCONJ
cana-6278	319	10	hao	hao	PROPN
cana-6278	319	11	,	,	PUNCT
cana-6278	319	12	m.	m.	NOUN
cana-6278	319	13	(	(	PUNCT
cana-6278	319	14	2024	2024	NUM
cana-6278	319	15	)	)	PUNCT
cana-6278	319	16	.	.	PUNCT
cana-6278	320	1	personalized	personalize	VERB
cana-6278	320	2	and	and	CCONJ
cana-6278	320	3	privacy	privacy	NOUN
cana-6278	320	4	-	-	PUNCT
cana-6278	320	5	preserving	preserve	VERB
cana-6278	320	6	federated	federated	ADJ
cana-6278	320	7	graph	graph	NOUN
cana-6278	320	8	neural	neural	ADJ
cana-6278	320	9	network	network	NOUN
cana-6278	320	10	.	.	PUNCT
cana-6278	321	1	frontiers	frontier	NOUN
cana-6278	321	2	in	in	ADP
cana-6278	321	3	physics	physics	PROPN
cana-6278	321	4	,	,	PUNCT
cana-6278	321	5	12	12	NUM
cana-6278	321	6	,	,	PUNCT
cana-6278	321	7	1383276	1383276	NUM
cana-6278	321	8	.	.	PUNCT
cana-6278	322	1	https://doi.org/10.3389/fphy.2024.1383276	https://doi.org/10.3389/fphy.2024.1383276	PROPN
cana-6278	322	2	12	12	NUM
cana-6278	322	3	.	.	PUNCT
cana-6278	322	4	marfo	marfo	PROPN
cana-6278	322	5	,	,	PUNCT
cana-6278	322	6	w.	w.	PROPN
cana-6278	322	7	,	,	PUNCT
cana-6278	322	8	et	et	PROPN
cana-6278	322	9	al	al	PROPN
cana-6278	322	10	.	.	PROPN
cana-6278	322	11	(	(	PUNCT
cana-6278	322	12	2023	2023	NUM
cana-6278	322	13	)	)	PUNCT
cana-6278	322	14	.	.	PUNCT
cana-6278	323	1	network	network	NOUN
cana-6278	323	2	anomaly	anomaly	NOUN
cana-6278	323	3	detection	detection	NOUN
cana-6278	323	4	using	use	VERB
cana-6278	323	5	federated	federated	ADJ
cana-6278	323	6	learning	learning	NOUN
cana-6278	323	7	.	.	PUNCT
cana-6278	324	1	ieee	ieee	NOUN
cana-6278	324	2	transactions	transaction	NOUN
cana-6278	324	3	on	on	ADP
cana-6278	324	4	network	network	NOUN
cana-6278	324	5	and	and	CCONJ
cana-6278	324	6	service	service	NOUN
cana-6278	324	7	management	management	NOUN
cana-6278	324	8	,	,	PUNCT
cana-6278	324	9	20(3	20(3	NOUN
cana-6278	324	10	)	)	PUNCT
cana-6278	324	11	,	,	PUNCT
cana-6278	324	12	1234–1245	1234–1245	NUM
cana-6278	324	13	.	.	PUNCT
cana-6278	325	1	https://doi.org/10.1109/tnsm.2023.3261234	https://doi.org/10.1109/tnsm.2023.3261234	PROPN
cana-6278	325	2	13	13	NUM
cana-6278	325	3	.	.	PUNCT
cana-6278	325	4	nguyen	nguyen	NOUN
cana-6278	325	5	,	,	PUNCT
cana-6278	325	6	t.	t.	PROPN
cana-6278	325	7	d.	d.	PROPN
cana-6278	325	8	,	,	PUNCT
cana-6278	325	9	et	et	PROPN
cana-6278	325	10	al	al	PROPN
cana-6278	325	11	.	.	PROPN
cana-6278	325	12	(	(	PUNCT
cana-6278	325	13	2021	2021	NUM
cana-6278	325	14	)	)	PUNCT
cana-6278	325	15	.	.	PUNCT
cana-6278	326	1	federated	federate	VERB
cana-6278	326	2	learning	learning	NOUN
cana-6278	326	3	for	for	ADP
cana-6278	326	4	anomaly	anomaly	NOUN
cana-6278	326	5	-	-	PUNCT
cana-6278	326	6	based	base	VERB
cana-6278	326	7	intrusion	intrusion	NOUN
cana-6278	326	8	detection	detection	NOUN
cana-6278	326	9	.	.	PUNCT
cana-6278	327	1	ieee	ieee	NOUN
cana-6278	327	2	access	access	NOUN
cana-6278	327	3	,	,	PUNCT
cana-6278	327	4	9	9	NUM
cana-6278	327	5	,	,	PUNCT
cana-6278	327	6	74720–74733	74720–74733	NUM
cana-6278	327	7	.	.	PUNCT
cana-6278	328	1	https://doi.org/10.1109/access.2021.3071234	https://doi.org/10.1109/access.2021.3071234	PROPN
cana-6278	328	2	https://doi.org/10.3390/s23177331	https://doi.org/10.3390/s23177331	PROPN
cana-6278	328	3	https://doi.org/10.1016/j.future.2024.05.046	https://doi.org/10.1016/j.future.2024.05.046	NUM
cana-6278	328	4	https://doi.org/10.1007/s10462-024-10846-8	https://doi.org/10.1007/s10462-024-10846-8	NUM
cana-6278	328	5	https://doi.org/10.7717/peerj-cs.1664	https://doi.org/10.7717/peerj-cs.1664	NUM
cana-6278	328	6	https://doi.org/10.1038/s41598-024-72748-7	https://doi.org/10.1038/s41598-024-72748-7	NUM
cana-6278	328	7	https://doi.org/10.1016/j.compind.2022.103692	https://doi.org/10.1016/j.compind.2022.103692	PROPN
cana-6278	328	8	https://doi.org/10.1371/journal.pone.0290337	https://doi.org/10.1371/journal.pone.0290337	PROPN
cana-6278	328	9	https://doi.org/10.1007/s13042-024-02119-1	https://doi.org/10.1007/s13042-024-02119-1	NUM
cana-6278	328	10	https://doi.org/10.1109/jiot.2020.3011726	https://doi.org/10.1109/jiot.2020.3011726	PROPN
cana-6278	328	11	https://doi.org/10.3389/fphy.2024.1383276	https://doi.org/10.3389/fphy.2024.1383276	PROPN
cana-6278	328	12	https://doi.org/10.1109/tnsm.2023.3261234	https://doi.org/10.1109/tnsm.2023.3261234	PROPN
cana-6278	328	13	https://doi.org/10.1109/access.2021.3071234	https://doi.org/10.1109/access.2021.3071234	PROPN
cana-6278	328	14	communications	communication	NOUN
cana-6278	328	15	on	on	ADP
cana-6278	328	16	applied	apply	VERB
cana-6278	328	17	nonlinear	nonlinear	ADJ
cana-6278	328	18	analysis	analysis	NOUN
cana-6278	328	19	issn	issn	NOUN
cana-6278	328	20	:	:	PUNCT
cana-6278	328	21	1074	1074	NUM
cana-6278	328	22	-	-	PUNCT
cana-6278	328	23	133x	133x	NUM
cana-6278	328	24	vol	vol	VERB
cana-6278	328	25	32	32	NUM
cana-6278	328	26	no	no	NOUN
cana-6278	328	27	.	.	PUNCT
cana-6278	329	1	10s	10	NOUN
cana-6278	329	2	(	(	PUNCT
cana-6278	329	3	2025	2025	NUM
cana-6278	329	4	)	)	PUNCT
cana-6278	329	5	3650	3650	NUM
cana-6278	329	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6278	329	7	14	14	NUM
cana-6278	329	8	.	.	PUNCT
cana-6278	330	1	preuveneers	preuveneer	NOUN
cana-6278	330	2	,	,	PUNCT
cana-6278	330	3	d.	d.	PROPN
cana-6278	330	4	,	,	PUNCT
cana-6278	330	5	rimmer	rimmer	PROPN
cana-6278	330	6	,	,	PUNCT
cana-6278	330	7	v.	v.	PROPN
cana-6278	330	8	,	,	PUNCT
cana-6278	330	9	tsingenopoulos	tsingenopoulo	NOUN
cana-6278	330	10	,	,	PUNCT
cana-6278	330	11	i.	i.	PROPN
cana-6278	330	12	,	,	PUNCT
cana-6278	330	13	spooren	spooren	PROPN
cana-6278	330	14	,	,	PUNCT
cana-6278	330	15	j.	j.	PROPN
cana-6278	330	16	,	,	PUNCT
cana-6278	330	17	joosen	joosen	PROPN
cana-6278	330	18	,	,	PUNCT
cana-6278	330	19	w.	w.	PROPN
cana-6278	330	20	,	,	PUNCT
cana-6278	330	21	&	&	CCONJ
cana-6278	330	22	ilie	ilie	PROPN
cana-6278	330	23	-	-	PUNCT
cana-6278	330	24	zudor	zudor	PROPN
cana-6278	330	25	,	,	PUNCT
cana-6278	330	26	e.	e.	PROPN
cana-6278	330	27	(	(	PUNCT
cana-6278	330	28	2018	2018	NUM
cana-6278	330	29	)	)	PUNCT
cana-6278	330	30	.	.	PUNCT
cana-6278	331	1	chained	chain	VERB
cana-6278	331	2	anomaly	anomaly	NOUN
cana-6278	331	3	detection	detection	NOUN
cana-6278	331	4	models	model	NOUN
cana-6278	331	5	for	for	ADP
cana-6278	331	6	federated	federated	ADJ
cana-6278	331	7	learning	learning	NOUN
cana-6278	331	8	:	:	PUNCT
cana-6278	331	9	an	an	DET
cana-6278	331	10	intrusion	intrusion	NOUN
cana-6278	331	11	detection	detection	NOUN
cana-6278	331	12	case	case	NOUN
cana-6278	331	13	study	study	NOUN
cana-6278	331	14	.	.	PUNCT
cana-6278	332	1	applied	apply	VERB
cana-6278	332	2	sciences	science	NOUN
cana-6278	332	3	,	,	PUNCT
cana-6278	332	4	8(12	8(12	NUM
cana-6278	332	5	)	)	PUNCT
cana-6278	332	6	,	,	PUNCT
cana-6278	332	7	2663	2663	NUM
cana-6278	332	8	.	.	PUNCT
cana-6278	333	1	https://doi.org/10.3390/app8122663	https://doi.org/10.3390/app8122663	NOUN
cana-6278	333	2	15	15	NUM
cana-6278	333	3	.	.	PUNCT
cana-6278	334	1	sharma	sharma	PROPN
cana-6278	334	2	,	,	PUNCT
cana-6278	334	3	r.	r.	PROPN
cana-6278	334	4	k.	k.	PROPN
cana-6278	334	5	,	,	PUNCT
cana-6278	334	6	et	et	PROPN
cana-6278	334	7	al	al	PROPN
cana-6278	334	8	.	.	PROPN
cana-6278	334	9	(	(	PUNCT
cana-6278	334	10	2021	2021	NUM
cana-6278	334	11	)	)	PUNCT
cana-6278	334	12	.	.	PUNCT
cana-6278	335	1	a	a	DET
cana-6278	335	2	federated	federated	ADJ
cana-6278	335	3	learning	learning	NOUN
cana-6278	335	4	approach	approach	NOUN
cana-6278	335	5	to	to	ADP
cana-6278	335	6	anomaly	anomaly	NOUN
cana-6278	335	7	detection	detection	NOUN
cana-6278	335	8	in	in	ADP
cana-6278	335	9	smart	smart	ADJ
cana-6278	335	10	buildings	building	NOUN
cana-6278	335	11	.	.	PUNCT
cana-6278	336	1	acm	acm	PROPN
cana-6278	336	2	transactions	transaction	NOUN
cana-6278	336	3	on	on	ADP
cana-6278	336	4	internet	internet	NOUN
cana-6278	336	5	of	of	ADP
cana-6278	336	6	things	thing	NOUN
cana-6278	336	7	,	,	PUNCT
cana-6278	336	8	2(3	2(3	NUM
cana-6278	336	9	)	)	PUNCT
cana-6278	336	10	,	,	PUNCT
cana-6278	336	11	1–24	1–24	PROPN
cana-6278	336	12	.	.	PUNCT
cana-6278	337	1	https://doi.org/10.1145/3467981	https://doi.org/10.1145/3467981	X
cana-6278	338	1	16	16	NUM
cana-6278	338	2	.	.	PUNCT
cana-6278	339	1	shin	shin	NOUN
cana-6278	339	2	,	,	PUNCT
cana-6278	339	3	t.-h	t.-h	PROPN
cana-6278	339	4	.	.	PUNCT
cana-6278	339	5	,	,	PUNCT
cana-6278	339	6	&	&	CCONJ
cana-6278	339	7	kim	kim	PROPN
cana-6278	339	8	,	,	PUNCT
cana-6278	339	9	s.-h	s.-h	NOUN
cana-6278	339	10	.	.	PUNCT
cana-6278	340	1	(	(	PUNCT
cana-6278	340	2	2023	2023	NUM
cana-6278	340	3	)	)	PUNCT
cana-6278	340	4	.	.	PUNCT
cana-6278	341	1	utility	utility	NOUN
cana-6278	341	2	analysis	analysis	NOUN
cana-6278	341	3	about	about	ADP
cana-6278	341	4	log	log	NOUN
cana-6278	341	5	data	datum	NOUN
cana-6278	341	6	anomaly	anomaly	NOUN
cana-6278	341	7	detection	detection	NOUN
cana-6278	341	8	based	base	VERB
cana-6278	341	9	on	on	ADP
cana-6278	341	10	federated	federated	ADJ
cana-6278	341	11	learning	learning	NOUN
cana-6278	341	12	.	.	PUNCT
cana-6278	342	1	applied	apply	VERB
cana-6278	342	2	sciences	science	NOUN
cana-6278	342	3	,	,	PUNCT
cana-6278	342	4	13(7	13(7	NUM
cana-6278	342	5	)	)	PUNCT
cana-6278	342	6	,	,	PUNCT
cana-6278	342	7	4495	4495	NUM
cana-6278	342	8	.	.	PUNCT
cana-6278	343	1	https://doi.org/10.3390/app13074495	https://doi.org/10.3390/app13074495	ADJ
cana-6278	343	2	17	17	NUM
cana-6278	343	3	.	.	PUNCT
cana-6278	344	1	teo	teo	PROPN
cana-6278	344	2	,	,	PUNCT
cana-6278	344	3	z.	z.	PROPN
cana-6278	344	4	l.	l.	PROPN
cana-6278	344	5	,	,	PUNCT
cana-6278	344	6	jin	jin	PROPN
cana-6278	344	7	,	,	PUNCT
cana-6278	344	8	l.	l.	PROPN
cana-6278	344	9	,	,	PUNCT
cana-6278	344	10	liu	liu	PROPN
cana-6278	344	11	,	,	PUNCT
cana-6278	344	12	n.	n.	PROPN
cana-6278	344	13	,	,	PUNCT
cana-6278	344	14	li	li	PROPN
cana-6278	344	15	,	,	PUNCT
cana-6278	344	16	s.	s.	PROPN
cana-6278	344	17	,	,	PUNCT
cana-6278	344	18	miao	miao	PROPN
cana-6278	344	19	,	,	PUNCT
cana-6278	344	20	d.	d.	PROPN
cana-6278	344	21	,	,	PUNCT
cana-6278	344	22	zhang	zhang	PROPN
cana-6278	344	23	,	,	PUNCT
cana-6278	344	24	x.	x.	PROPN
cana-6278	344	25	,	,	PUNCT
cana-6278	344	26	ng	ng	PROPN
cana-6278	344	27	,	,	PUNCT
cana-6278	344	28	w.	w.	PROPN
cana-6278	344	29	y.	y.	PROPN
cana-6278	344	30	,	,	PUNCT
cana-6278	344	31	tan	tan	PROPN
cana-6278	344	32	,	,	PUNCT
cana-6278	344	33	t.	t.	PROPN
cana-6278	344	34	f.	f.	PROPN
cana-6278	344	35	,	,	PUNCT
cana-6278	344	36	lee	lee	PROPN
cana-6278	344	37	,	,	PUNCT
cana-6278	344	38	d.	d.	PROPN
cana-6278	344	39	m.	m.	PROPN
cana-6278	344	40	,	,	PUNCT
cana-6278	344	41	chua	chua	PROPN
cana-6278	344	42	,	,	PUNCT
cana-6278	344	43	k.	k.	PROPN
cana-6278	344	44	j.	j.	PROPN
cana-6278	344	45	,	,	PUNCT
cana-6278	344	46	heng	heng	PROPN
cana-6278	344	47	,	,	PUNCT
cana-6278	344	48	j.	j.	PROPN
cana-6278	344	49	,	,	PUNCT
cana-6278	344	50	liu	liu	PROPN
cana-6278	344	51	,	,	PUNCT
cana-6278	344	52	y.	y.	PROPN
cana-6278	344	53	,	,	PUNCT
cana-6278	344	54	mong	mong	PROPN
cana-6278	344	55	goh	goh	PROPN
cana-6278	344	56	,	,	PUNCT
cana-6278	344	57	r.	r.	PROPN
cana-6278	344	58	s.	s.	PROPN
cana-6278	344	59	,	,	PUNCT
cana-6278	344	60	&	&	CCONJ
cana-6278	344	61	wei	wei	PROPN
cana-6278	344	62	ting	ting	PROPN
cana-6278	344	63	,	,	PUNCT
cana-6278	344	64	d.	d.	PROPN
cana-6278	344	65	s.	s.	PROPN
cana-6278	344	66	(	(	PUNCT
cana-6278	344	67	2024	2024	NUM
cana-6278	344	68	)	)	PUNCT
cana-6278	344	69	.	.	PUNCT
cana-6278	345	1	federated	federate	VERB
cana-6278	345	2	machine	machine	NOUN
cana-6278	345	3	learning	learning	NOUN
cana-6278	345	4	in	in	ADP
cana-6278	345	5	healthcare	healthcare	PROPN
cana-6278	345	6	:	:	PUNCT
cana-6278	345	7	a	a	DET
cana-6278	345	8	systematic	systematic	ADJ
cana-6278	345	9	review	review	NOUN
cana-6278	345	10	on	on	ADP
cana-6278	345	11	clinical	clinical	ADJ
cana-6278	345	12	applications	application	NOUN
cana-6278	345	13	and	and	CCONJ
cana-6278	345	14	technical	technical	ADJ
cana-6278	345	15	architecture	architecture	NOUN
cana-6278	345	16	.	.	PUNCT
cana-6278	346	1	cell	cell	NOUN
cana-6278	346	2	reports	report	VERB
cana-6278	346	3	medicine	medicine	NOUN
cana-6278	346	4	,	,	PUNCT
cana-6278	346	5	5(3	5(3	NUM
cana-6278	346	6	)	)	PUNCT
cana-6278	346	7	,	,	PUNCT
cana-6278	346	8	101481	101481	NUM
cana-6278	346	9	.	.	PUNCT
cana-6278	347	1	https://doi.org/10.1016/j.xcrm.2024.101481	https://doi.org/10.1016/j.xcrm.2024.101481	PROPN
cana-6278	347	2	18	18	NUM
cana-6278	347	3	.	.	PUNCT
cana-6278	348	1	wang	wang	PROPN
cana-6278	348	2	,	,	PUNCT
cana-6278	348	3	x.	x.	PROPN
cana-6278	348	4	,	,	PUNCT
cana-6278	348	5	wang	wang	PROPN
cana-6278	348	6	,	,	PUNCT
cana-6278	348	7	y.	y.	PROPN
cana-6278	348	8	,	,	PUNCT
cana-6278	348	9	javaheri	javaheri	PROPN
cana-6278	348	10	,	,	PUNCT
cana-6278	348	11	z.	z.	PROPN
cana-6278	348	12	,	,	PUNCT
cana-6278	348	13	almutairi	almutairi	PROPN
cana-6278	348	14	,	,	PUNCT
cana-6278	348	15	l.	l.	PROPN
cana-6278	348	16	,	,	PUNCT
cana-6278	348	17	moghadamnejad	moghadamnejad	PROPN
cana-6278	348	18	,	,	PUNCT
cana-6278	348	19	n.	n.	NOUN
cana-6278	348	20	,	,	PUNCT
cana-6278	348	21	&	&	CCONJ
cana-6278	348	22	younes	younes	PROPN
cana-6278	348	23	,	,	PUNCT
cana-6278	348	24	o.	o.	PROPN
cana-6278	348	25	s.	s.	PROPN
cana-6278	348	26	(	(	PUNCT
cana-6278	348	27	2023	2023	NUM
cana-6278	348	28	)	)	PUNCT
cana-6278	348	29	.	.	PUNCT
cana-6278	349	1	federated	federate	VERB
cana-6278	349	2	deep	deep	ADJ
cana-6278	349	3	learning	learning	NOUN
cana-6278	349	4	for	for	ADP
cana-6278	349	5	anomaly	anomaly	NOUN
cana-6278	349	6	detection	detection	NOUN
cana-6278	349	7	in	in	ADP
cana-6278	349	8	the	the	DET
cana-6278	349	9	internet	internet	NOUN
cana-6278	349	10	of	of	ADP
cana-6278	349	11	things	thing	NOUN
cana-6278	349	12	.	.	PUNCT
cana-6278	350	1	computers	computer	NOUN
cana-6278	350	2	&	&	CCONJ
cana-6278	350	3	electrical	electrical	ADJ
cana-6278	350	4	engineering	engineering	NOUN
cana-6278	350	5	,	,	PUNCT
cana-6278	350	6	108651	108651	NUM
cana-6278	350	7	.	.	PUNCT
cana-6278	351	1	https://doi.org/10.1016/j.compeleceng.2023.108651	https://doi.org/10.1016/j.compeleceng.2023.108651	NOUN
cana-6278	351	2	19	19	NUM
cana-6278	351	3	.	.	PUNCT
cana-6278	351	4	wu	wu	PROPN
cana-6278	351	5	,	,	PUNCT
cana-6278	351	6	j.	j.	PROPN
cana-6278	351	7	,	,	PUNCT
cana-6278	351	8	qiu	qiu	PROPN
cana-6278	351	9	,	,	PUNCT
cana-6278	351	10	g.	g.	PROPN
cana-6278	351	11	,	,	PUNCT
cana-6278	351	12	wu	wu	PROPN
cana-6278	351	13	,	,	PUNCT
cana-6278	351	14	c.	c.	PROPN
cana-6278	351	15	,	,	PUNCT
cana-6278	351	16	jiang	jiang	PROPN
cana-6278	351	17	,	,	PUNCT
cana-6278	351	18	w.	w.	PROPN
cana-6278	351	19	,	,	PUNCT
cana-6278	351	20	&	&	CCONJ
cana-6278	351	21	jin	jin	PROPN
cana-6278	351	22	,	,	PUNCT
cana-6278	351	23	j.	j.	PROPN
cana-6278	351	24	(	(	PUNCT
cana-6278	351	25	2024	2024	NUM
cana-6278	351	26	)	)	PUNCT
cana-6278	351	27	.	.	PUNCT
cana-6278	352	1	federated	federated	ADJ
cana-6278	352	2	learning	learning	NOUN
cana-6278	352	3	for	for	ADP
cana-6278	352	4	network	network	NOUN
cana-6278	352	5	attack	attack	NOUN
cana-6278	352	6	detection	detection	NOUN
cana-6278	352	7	using	use	VERB
cana-6278	352	8	attention	attention	NOUN
cana-6278	352	9	-	-	PUNCT
cana-6278	352	10	based	base	VERB
cana-6278	352	11	graph	graph	NOUN
cana-6278	352	12	neural	neural	ADJ
cana-6278	352	13	networks	network	NOUN
cana-6278	352	14	.	.	PUNCT
cana-6278	353	1	scientific	scientific	ADJ
cana-6278	353	2	reports	report	NOUN
cana-6278	353	3	,	,	PUNCT
cana-6278	353	4	14	14	NUM
cana-6278	353	5	,	,	PUNCT
cana-6278	353	6	19088	19088	NUM
cana-6278	353	7	.	.	PUNCT
cana-6278	354	1	https://doi.org/10.1038/s41598-024-70032-2	https://doi.org/10.1038/s41598-024-70032-2	PROPN
cana-6278	354	2	20	20	NUM
cana-6278	354	3	.	.	PUNCT
cana-6278	355	1	yurdem	yurdem	PROPN
cana-6278	355	2	,	,	PUNCT
cana-6278	355	3	b.	b.	PROPN
cana-6278	355	4	,	,	PUNCT
cana-6278	355	5	kuzlu	kuzlu	PROPN
cana-6278	355	6	,	,	PUNCT
cana-6278	355	7	m.	m.	NOUN
cana-6278	355	8	,	,	PUNCT
cana-6278	355	9	&	&	CCONJ
cana-6278	355	10	gullu	gullu	NOUN
cana-6278	355	11	,	,	PUNCT
cana-6278	355	12	m.	m.	NOUN
cana-6278	355	13	(	(	PUNCT
cana-6278	355	14	2024	2024	NUM
cana-6278	355	15	)	)	PUNCT
cana-6278	355	16	.	.	PUNCT
cana-6278	356	1	federated	federated	ADJ
cana-6278	356	2	learning	learning	NOUN
cana-6278	356	3	:	:	PUNCT
cana-6278	356	4	overview	overview	NOUN
cana-6278	356	5	,	,	PUNCT
cana-6278	356	6	strategies	strategy	NOUN
cana-6278	356	7	,	,	PUNCT
cana-6278	356	8	applications	application	NOUN
cana-6278	356	9	,	,	PUNCT
cana-6278	356	10	tools	tool	NOUN
cana-6278	356	11	and	and	CCONJ
cana-6278	356	12	future	future	ADJ
cana-6278	356	13	directions	direction	NOUN
cana-6278	356	14	.	.	PUNCT
cana-6278	357	1	heliyon	heliyon	NOUN
cana-6278	357	2	,	,	PUNCT
cana-6278	357	3	10(19	10(19	NUM
cana-6278	357	4	)	)	PUNCT
cana-6278	357	5	,	,	PUNCT
cana-6278	357	6	e38137	e38137	PROPN
cana-6278	357	7	.	.	PUNCT
cana-6278	357	8	https://doi.org/10.1016/j.heliyon.2024.e38137	https://doi.org/10.1016/j.heliyon.2024.e38137	X
cana-6278	357	9	21	21	NUM
cana-6278	357	10	.	.	PUNCT
cana-6278	358	1	zhou	zhou	PROPN
cana-6278	358	2	,	,	PUNCT
cana-6278	358	3	y.	y.	PROPN
cana-6278	358	4	,	,	PUNCT
cana-6278	358	5	wang	wang	PROPN
cana-6278	358	6	,	,	PUNCT
cana-6278	358	7	r.	r.	PROPN
cana-6278	358	8	,	,	PUNCT
cana-6278	358	9	mo	mo	PROPN
cana-6278	358	10	,	,	PUNCT
cana-6278	358	11	x.	x.	PROPN
cana-6278	358	12	,	,	PUNCT
cana-6278	358	13	li	li	PROPN
cana-6278	358	14	,	,	PUNCT
cana-6278	358	15	z.	z.	PROPN
cana-6278	358	16	,	,	PUNCT
cana-6278	358	17	&	&	CCONJ
cana-6278	358	18	tang	tang	PROPN
cana-6278	358	19	,	,	PUNCT
cana-6278	358	20	t.	t.	PROPN
cana-6278	358	21	(	(	PUNCT
cana-6278	358	22	2023	2023	NUM
cana-6278	358	23	)	)	PUNCT
cana-6278	358	24	.	.	PUNCT
cana-6278	359	1	robust	robust	ADJ
cana-6278	359	2	hierarchical	hierarchical	ADJ
cana-6278	359	3	federated	federated	ADJ
cana-6278	359	4	learning	learning	NOUN
cana-6278	359	5	with	with	ADP
cana-6278	359	6	anomaly	anomaly	NOUN
cana-6278	359	7	detection	detection	NOUN
cana-6278	359	8	in	in	ADP
cana-6278	359	9	cloud	cloud	NOUN
cana-6278	359	10	-	-	PUNCT
cana-6278	359	11	edge	edge	NOUN
cana-6278	359	12	-	-	PUNCT
cana-6278	359	13	end	end	NOUN
cana-6278	359	14	cooperation	cooperation	NOUN
cana-6278	359	15	networks	network	NOUN
cana-6278	359	16	.	.	PUNCT
cana-6278	360	1	electronics	electronic	NOUN
cana-6278	360	2	,	,	PUNCT
cana-6278	360	3	12(1	12(1	NUM
cana-6278	360	4	)	)	PUNCT
cana-6278	360	5	,	,	PUNCT
cana-6278	360	6	112	112	NUM
cana-6278	360	7	.	.	PUNCT
cana-6278	361	1	https://doi.org/10.3390/electronics12010112	https://doi.org/10.3390/electronics12010112	NOUN
cana-6278	361	2	https://doi.org/10.3390/app8122663	https://doi.org/10.3390/app8122663	PROPN
cana-6278	361	3	https://doi.org/10.1145/3467981	https://doi.org/10.1145/3467981	ADV
cana-6278	361	4	https://doi.org/10.3390/app13074495	https://doi.org/10.3390/app13074495	ADJ
cana-6278	361	5	https://doi.org/10.1016/j.xcrm.2024.101481	https://doi.org/10.1016/j.xcrm.2024.101481	PROPN
cana-6278	361	6	https://doi.org/10.1016/j.compeleceng.2023.108651	https://doi.org/10.1016/j.compeleceng.2023.108651	PROPN
cana-6278	361	7	https://doi.org/10.1038/s41598-024-70032-2	https://doi.org/10.1038/s41598-024-70032-2	PART
cana-6278	361	8	https://doi.org/10.1016/j.heliyon.2024.e38137	https://doi.org/10.1016/j.heliyon.2024.e38137	NOUN
cana-6278	361	9	https://doi.org/10.3390/electronics12010112	https://doi.org/10.3390/electronics12010112	NOUN