id	sid	tid	token	lemma	pos
bracis-33569	1	1	deployment	deployment	NOUN
bracis-33569	1	2	of	of	ADP
bracis-33569	1	3	 	 	SPACE
bracis-33569	1	4	ibm	ibm	PROPN
bracis-33569	1	5	federated	federated	ADJ
bracis-33569	1	6	learning	learning	NOUN
bracis-33569	1	7	platform	platform	NOUN
bracis-33569	1	8	and	and	CCONJ
bracis-33569	1	9	 	 	SPACE
bracis-33569	1	10	aggregation	aggregation	NOUN
bracis-33569	1	11	algorithm	algorithm	NOUN
bracis-33569	1	12	comparison	comparison	NOUN
bracis-33569	1	13	:	:	PUNCT
bracis-33569	1	14	a	a	DET
bracis-33569	1	15	case	case	NOUN
bracis-33569	1	16	study	study	NOUN
bracis-33569	1	17	using	use	VERB
bracis-33569	1	18	the	the	DET
bracis-33569	1	19	 	 	SPACE
bracis-33569	1	20	mnist	mnist	NOUN
bracis-33569	1	21	dataset	dataset	NOUN
bracis-33569	2	1	|	|	NOUN
bracis-33569	2	2	springer	springer	NOUN
bracis-33569	2	3	nature	nature	PROPN
bracis-33569	2	4	link	link	PROPN
bracis-33569	2	5	(	(	PUNCT
bracis-33569	2	6	formerly	formerly	ADV
bracis-33569	2	7	springerlink	springerlink	NOUN
bracis-33569	2	8	)	)	PUNCT
bracis-33569	2	9	skip	skip	VERB
bracis-33569	2	10	to	to	ADP
bracis-33569	2	11	main	main	ADJ
bracis-33569	2	12	content	content	NOUN
bracis-33569	2	13	advertisement	advertisement	NOUN
bracis-33569	2	14	log	log	NOUN
bracis-33569	2	15	in	in	ADP
bracis-33569	2	16	menu	menu	NOUN
bracis-33569	2	17	find	find	VERB
bracis-33569	2	18	a	a	DET
bracis-33569	2	19	journal	journal	NOUN
bracis-33569	2	20	publish	publish	VERB
bracis-33569	2	21	with	with	ADP
bracis-33569	2	22	us	we	PRON
bracis-33569	2	23	track	track	VERB
bracis-33569	2	24	your	your	PRON
bracis-33569	2	25	research	research	NOUN
bracis-33569	2	26	search	search	NOUN
bracis-33569	2	27	cart	cart	NOUN
bracis-33569	2	28	home	home	NOUN
bracis-33569	2	29	intelligent	intelligent	ADJ
bracis-33569	2	30	systems	system	NOUN
bracis-33569	2	31	conference	conference	NOUN
bracis-33569	2	32	paper	paper	NOUN
bracis-33569	2	33	deployment	deployment	NOUN
bracis-33569	2	34	of	of	ADP
bracis-33569	2	35	 	 	SPACE
bracis-33569	2	36	ibm	ibm	PROPN
bracis-33569	2	37	federated	federated	ADJ
bracis-33569	2	38	learning	learning	NOUN
bracis-33569	2	39	platform	platform	NOUN
bracis-33569	2	40	and	and	CCONJ
bracis-33569	2	41	 	 	SPACE
bracis-33569	2	42	aggregation	aggregation	NOUN
bracis-33569	2	43	algorithm	algorithm	NOUN
bracis-33569	2	44	comparison	comparison	NOUN
bracis-33569	2	45	:	:	PUNCT
bracis-33569	2	46	a	a	DET
bracis-33569	2	47	case	case	NOUN
bracis-33569	2	48	study	study	NOUN
bracis-33569	2	49	using	use	VERB
bracis-33569	2	50	the	the	DET
bracis-33569	2	51	 	 	SPACE
bracis-33569	2	52	mnist	mnist	NOUN
bracis-33569	2	53	dataset	dataset	PROPN
bracis-33569	2	54	conference	conference	PROPN
bracis-33569	2	55	paper	paper	NOUN
bracis-33569	2	56	first	first	ADV
bracis-33569	2	57	online	online	ADV
bracis-33569	2	58	:	:	PUNCT
bracis-33569	2	59	30	30	NUM
bracis-33569	2	60	january	january	NOUN
bracis-33569	2	61	2025	2025	NUM
bracis-33569	2	62	pp	pp	CCONJ
bracis-33569	3	1	310–323	310–323	NUM
bracis-33569	3	2	cite	cite	VERB
bracis-33569	3	3	this	this	DET
bracis-33569	3	4	conference	conference	NOUN
bracis-33569	3	5	paper	paper	NOUN
bracis-33569	3	6	access	access	NOUN
bracis-33569	3	7	provided	provide	VERB
bracis-33569	3	8	by	by	ADP
bracis-33569	3	9	university	university	PROPN
bracis-33569	3	10	of	of	ADP
bracis-33569	3	11	notre	notre	PROPN
bracis-33569	3	12	dame	dame	PROPN
bracis-33569	3	13	hesburgh	hesburgh	PROPN
bracis-33569	3	14	library	library	PROPN
bracis-33569	3	15	download	download	PROPN
bracis-33569	3	16	book	book	NOUN
bracis-33569	3	17	pdf	pdf	PROPN
bracis-33569	3	18	download	download	NOUN
bracis-33569	3	19	book	book	NOUN
bracis-33569	3	20	epub	epub	PROPN
bracis-33569	3	21	intelligent	intelligent	ADJ
bracis-33569	3	22	systems	system	NOUN
bracis-33569	3	23	(	(	PUNCT
bracis-33569	3	24	bracis	bracis	NOUN
bracis-33569	3	25	2024	2024	NUM
bracis-33569	3	26	)	)	PUNCT
bracis-33569	3	27	deployment	deployment	NOUN
bracis-33569	3	28	of	of	ADP
bracis-33569	3	29	 	 	SPACE
bracis-33569	3	30	ibm	ibm	PROPN
bracis-33569	3	31	federated	federated	ADJ
bracis-33569	3	32	learning	learning	NOUN
bracis-33569	3	33	platform	platform	NOUN
bracis-33569	3	34	and	and	CCONJ
bracis-33569	3	35	 	 	SPACE
bracis-33569	3	36	aggregation	aggregation	NOUN
bracis-33569	3	37	algorithm	algorithm	NOUN
bracis-33569	3	38	comparison	comparison	NOUN
bracis-33569	3	39	:	:	PUNCT
bracis-33569	3	40	a	a	DET
bracis-33569	3	41	case	case	NOUN
bracis-33569	3	42	study	study	NOUN
bracis-33569	3	43	using	use	VERB
bracis-33569	3	44	the	the	DET
bracis-33569	3	45	 	 	SPACE
bracis-33569	3	46	mnist	mnist	NOUN
bracis-33569	3	47	dataset	dataset	PROPN
bracis-33569	3	48	download	download	PROPN
bracis-33569	3	49	book	book	NOUN
bracis-33569	3	50	pdf	pdf	PROPN
bracis-33569	3	51	download	download	NOUN
bracis-33569	3	52	book	book	PROPN
bracis-33569	3	53	epub	epub	PROPN
bracis-33569	3	54	hans	hans	PROPN
bracis-33569	3	55	herbert	herbert	PROPN
bracis-33569	3	56	schulz	schulz	PROPN
bracis-33569	3	57	  	  	SPACE
bracis-33569	3	58	orcid	orcid	PROPN
bracis-33569	3	59	:	:	PUNCT
bracis-33569	3	60	orcid.org/0009-0003-5342-84579	orcid.org/0009-0003-5342-84579	PROPN
bracis-33569	3	61	&	&	CCONJ
bracis-33569	3	62	benjamin	benjamin	PROPN
bracis-33569	3	63	grando	grando	PROPN
bracis-33569	3	64	moreira	moreira	PROPN
bracis-33569	3	65	  	  	SPACE
bracis-33569	3	66	orcid	orcid	NOUN
bracis-33569	3	67	:	:	PUNCT
bracis-33569	3	68	orcid.org/0000-0002-0339-40129	orcid.org/0000-0002-0339-40129	VERB
bracis-33569	3	69	  	  	SPACE
bracis-33569	3	70	part	part	NOUN
bracis-33569	3	71	of	of	ADP
bracis-33569	3	72	the	the	DET
bracis-33569	3	73	book	book	NOUN
bracis-33569	3	74	series	series	NOUN
bracis-33569	3	75	:	:	PUNCT
bracis-33569	3	76	lecture	lecture	NOUN
bracis-33569	3	77	notes	note	NOUN
bracis-33569	3	78	in	in	ADP
bracis-33569	3	79	computer	computer	NOUN
bracis-33569	3	80	science	science	NOUN
bracis-33569	3	81	(	(	PUNCT
bracis-33569	3	82	(	(	PUNCT
bracis-33569	3	83	lnai	lnai	ADJ
bracis-33569	3	84	,	,	PUNCT
bracis-33569	3	85	volume	volume	NOUN
bracis-33569	3	86	15412	15412	NUM
bracis-33569	3	87	)	)	PUNCT
bracis-33569	3	88	)	)	PUNCT
bracis-33569	3	89	included	include	VERB
bracis-33569	3	90	in	in	ADP
bracis-33569	3	91	the	the	DET
bracis-33569	3	92	following	follow	VERB
bracis-33569	3	93	conference	conference	NOUN
bracis-33569	3	94	series	series	NOUN
bracis-33569	3	95	:	:	PUNCT
bracis-33569	3	96	brazilian	brazilian	ADJ
bracis-33569	3	97	conference	conference	NOUN
bracis-33569	3	98	on	on	ADP
bracis-33569	3	99	intelligent	intelligent	ADJ
bracis-33569	3	100	systems	system	NOUN
bracis-33569	3	101	475	475	NUM
bracis-33569	3	102	accesses	access	NOUN
bracis-33569	3	103	1	1	NUM
bracis-33569	3	104	citation	citation	NOUN
bracis-33569	3	105	abstract	abstract	NOUN
bracis-33569	3	106	with	with	ADP
bracis-33569	3	107	the	the	DET
bracis-33569	3	108	exponential	exponential	ADJ
bracis-33569	3	109	growth	growth	NOUN
bracis-33569	3	110	in	in	ADP
bracis-33569	3	111	artificial	artificial	ADJ
bracis-33569	3	112	intelligence	intelligence	NOUN
bracis-33569	3	113	,	,	PUNCT
bracis-33569	3	114	privacy	privacy	NOUN
bracis-33569	3	115	and	and	CCONJ
bracis-33569	3	116	data	datum	NOUN
bracis-33569	3	117	acquisition	acquisition	NOUN
bracis-33569	3	118	concerns	concern	NOUN
bracis-33569	3	119	have	have	AUX
bracis-33569	3	120	surged	surge	VERB
bracis-33569	3	121	,	,	PUNCT
bracis-33569	3	122	prompting	prompt	VERB
bracis-33569	3	123	stricter	strict	ADJ
bracis-33569	3	124	data	datum	NOUN
bracis-33569	3	125	protection	protection	NOUN
bracis-33569	3	126	laws	law	NOUN
bracis-33569	3	127	.	.	PUNCT
bracis-33569	4	1	federated	federated	ADJ
bracis-33569	4	2	learning	learning	NOUN
bracis-33569	4	3	(	(	PUNCT
bracis-33569	4	4	fl	fl	NOUN
bracis-33569	4	5	)	)	PUNCT
bracis-33569	4	6	addresses	address	NOUN
bracis-33569	4	7	these	these	DET
bracis-33569	4	8	issues	issue	NOUN
bracis-33569	4	9	by	by	ADP
bracis-33569	4	10	enabling	enable	VERB
bracis-33569	4	11	model	model	NOUN
bracis-33569	4	12	training	training	NOUN
bracis-33569	4	13	without	without	ADP
bracis-33569	4	14	accessing	access	VERB
bracis-33569	4	15	private	private	ADJ
bracis-33569	4	16	data	datum	NOUN
bracis-33569	4	17	,	,	PUNCT
bracis-33569	4	18	allowing	allow	VERB
bracis-33569	4	19	geographically	geographically	ADV
bracis-33569	4	20	dispersed	disperse	VERB
bracis-33569	4	21	clients	client	NOUN
bracis-33569	4	22	to	to	PART
bracis-33569	4	23	participate	participate	VERB
bracis-33569	4	24	without	without	ADP
bracis-33569	4	25	sharing	share	VERB
bracis-33569	4	26	data	datum	NOUN
bracis-33569	4	27	.	.	PUNCT
bracis-33569	5	1	this	this	DET
bracis-33569	5	2	study	study	NOUN
bracis-33569	5	3	deployed	deploy	VERB
bracis-33569	5	4	an	an	DET
bracis-33569	5	5	ibm	ibm	PROPN
bracis-33569	5	6	fl	fl	PRON
bracis-33569	5	7	platform	platform	NOUN
bracis-33569	5	8	using	use	VERB
bracis-33569	5	9	docker	docker	PROPN
bracis-33569	5	10	containers	container	NOUN
bracis-33569	5	11	across	across	ADP
bracis-33569	5	12	two	two	NUM
bracis-33569	5	13	clients	client	NOUN
bracis-33569	5	14	and	and	CCONJ
bracis-33569	5	15	conducted	conduct	VERB
bracis-33569	5	16	training	training	NOUN
bracis-33569	5	17	with	with	ADP
bracis-33569	5	18	the	the	DET
bracis-33569	5	19	mnist	mnist	NOUN
bracis-33569	5	20	dataset	dataset	NOUN
bracis-33569	5	21	using	use	VERB
bracis-33569	5	22	the	the	DET
bracis-33569	5	23	two	two	NUM
bracis-33569	5	24	most	most	ADV
bracis-33569	5	25	common	common	ADJ
bracis-33569	5	26	fl	fl	NOUN
bracis-33569	5	27	strategies	strategy	NOUN
bracis-33569	5	28	:	:	PUNCT
bracis-33569	5	29	federated	federated	ADJ
bracis-33569	5	30	stochastic	stochastic	ADJ
bracis-33569	5	31	gradient	gradient	ADJ
bracis-33569	5	32	descent	descent	NOUN
bracis-33569	5	33	(	(	PUNCT
bracis-33569	5	34	fedsgd	fedsgd	NOUN
bracis-33569	5	35	)	)	PUNCT
bracis-33569	5	36	and	and	CCONJ
bracis-33569	5	37	federated	federated	ADJ
bracis-33569	5	38	averaging	averaging	NOUN
bracis-33569	5	39	(	(	PUNCT
bracis-33569	5	40	fedavg	fedavg	PROPN
bracis-33569	5	41	)	)	PUNCT
bracis-33569	5	42	.	.	PUNCT
bracis-33569	6	1	the	the	DET
bracis-33569	6	2	results	result	NOUN
bracis-33569	6	3	validated	validate	VERB
bracis-33569	6	4	the	the	DET
bracis-33569	6	5	platform	platform	NOUN
bracis-33569	6	6	’s	’s	PART
bracis-33569	6	7	deployment	deployment	NOUN
bracis-33569	6	8	and	and	CCONJ
bracis-33569	6	9	assessed	assess	VERB
bracis-33569	6	10	the	the	DET
bracis-33569	6	11	performance	performance	NOUN
bracis-33569	6	12	of	of	ADP
bracis-33569	6	13	each	each	DET
bracis-33569	6	14	strategy	strategy	NOUN
bracis-33569	6	15	in	in	ADP
bracis-33569	6	16	terms	term	NOUN
bracis-33569	6	17	of	of	ADP
bracis-33569	6	18	model	model	NOUN
bracis-33569	6	19	accuracy	accuracy	NOUN
bracis-33569	6	20	and	and	CCONJ
bracis-33569	6	21	client	client	NOUN
bracis-33569	6	22	hardware	hardware	NOUN
bracis-33569	6	23	capabilities	capability	NOUN
bracis-33569	6	24	.	.	PUNCT
bracis-33569	7	1	performance	performance	NOUN
bracis-33569	7	2	metrics	metric	NOUN
bracis-33569	7	3	,	,	PUNCT
bracis-33569	7	4	including	include	VERB
bracis-33569	7	5	cpu	cpu	NOUN
bracis-33569	7	6	and	and	CCONJ
bracis-33569	7	7	ram	ram	NOUN
bracis-33569	7	8	usage	usage	NOUN
bracis-33569	7	9	,	,	PUNCT
bracis-33569	7	10	network	network	NOUN
bracis-33569	7	11	traffic	traffic	NOUN
bracis-33569	7	12	,	,	PUNCT
bracis-33569	7	13	and	and	CCONJ
bracis-33569	7	14	model	model	NOUN
bracis-33569	7	15	accuracy	accuracy	NOUN
bracis-33569	7	16	,	,	PUNCT
bracis-33569	7	17	were	be	AUX
bracis-33569	7	18	collected	collect	VERB
bracis-33569	7	19	.	.	PUNCT
bracis-33569	8	1	despite	despite	SCONJ
bracis-33569	8	2	the	the	DET
bracis-33569	8	3	higher	high	ADJ
bracis-33569	8	4	resource	resource	NOUN
bracis-33569	8	5	demands	demand	NOUN
bracis-33569	8	6	,	,	PUNCT
bracis-33569	8	7	both	both	DET
bracis-33569	8	8	strategies	strategy	NOUN
bracis-33569	8	9	achieved	achieve	VERB
bracis-33569	8	10	satisfactory	satisfactory	ADJ
bracis-33569	8	11	model	model	NOUN
bracis-33569	8	12	accuracy	accuracy	NOUN
bracis-33569	8	13	,	,	PUNCT
bracis-33569	8	14	with	with	ADP
bracis-33569	8	15	fedavg	fedavg	NOUN
bracis-33569	8	16	showing	show	VERB
bracis-33569	8	17	slightly	slightly	ADV
bracis-33569	8	18	better	well	ADJ
bracis-33569	8	19	efficiency	efficiency	NOUN
bracis-33569	8	20	for	for	ADP
bracis-33569	8	21	the	the	DET
bracis-33569	8	22	small	small	ADJ
bracis-33569	8	23	-	-	PUNCT
bracis-33569	8	24	scale	scale	NOUN
bracis-33569	8	25	deployment	deployment	NOUN
bracis-33569	8	26	.	.	PUNCT
bracis-33569	9	1	the	the	DET
bracis-33569	9	2	results	result	NOUN
bracis-33569	9	3	emphasize	emphasize	VERB
bracis-33569	9	4	the	the	DET
bracis-33569	9	5	potential	potential	NOUN
bracis-33569	9	6	of	of	ADP
bracis-33569	9	7	fl	fl	NUM
bracis-33569	9	8	for	for	ADP
bracis-33569	9	9	predictive	predictive	ADJ
bracis-33569	9	10	maintenance	maintenance	NOUN
bracis-33569	9	11	in	in	ADP
bracis-33569	9	12	industrial	industrial	ADJ
bracis-33569	9	13	applications	application	NOUN
bracis-33569	9	14	,	,	PUNCT
bracis-33569	9	15	enabling	enable	VERB
bracis-33569	9	16	decentralized	decentralize	VERB
bracis-33569	9	17	data	datum	NOUN
bracis-33569	9	18	utilization	utilization	NOUN
bracis-33569	9	19	while	while	SCONJ
bracis-33569	9	20	ensuring	ensure	VERB
bracis-33569	9	21	data	datum	NOUN
bracis-33569	9	22	privacy	privacy	NOUN
bracis-33569	9	23	and	and	CCONJ
bracis-33569	9	24	security	security	NOUN
bracis-33569	9	25	.	.	PUNCT
bracis-33569	10	1	access	access	NOUN
bracis-33569	10	2	provided	provide	VERB
bracis-33569	10	3	by	by	ADP
bracis-33569	10	4	university	university	PROPN
bracis-33569	10	5	of	of	ADP
bracis-33569	10	6	notre	notre	PROPN
bracis-33569	10	7	dame	dame	PROPN
bracis-33569	10	8	hesburgh	hesburgh	PROPN
bracis-33569	10	9	library	library	PROPN
bracis-33569	10	10	.	.	PUNCT
bracis-33569	11	1	download	download	PROPN
bracis-33569	11	2	conference	conference	NOUN
bracis-33569	11	3	paper	paper	NOUN
bracis-33569	11	4	pdf	pdf	NOUN
bracis-33569	11	5	similar	similar	ADJ
bracis-33569	11	6	content	content	NOUN
bracis-33569	11	7	being	be	AUX
bracis-33569	11	8	viewed	view	VERB
bracis-33569	11	9	by	by	ADP
bracis-33569	11	10	others	other	NOUN
bracis-33569	11	11	federated	federated	ADJ
bracis-33569	11	12	learning	learn	VERB
bracis-33569	11	13	client	client	NOUN
bracis-33569	11	14	selection	selection	NOUN
bracis-33569	11	15	algorithm	algorithm	NOUN
bracis-33569	11	16	based	base	VERB
bracis-33569	11	17	on	on	ADP
bracis-33569	11	18	gradient	gradient	ADJ
bracis-33569	11	19	similarity	similarity	NOUN
bracis-33569	11	20	article	article	NOUN
bracis-33569	11	21	26	26	NUM
bracis-33569	11	22	november	november	PROPN
bracis-33569	11	23	2024	2024	NUM
bracis-33569	11	24	model	model	NOUN
bracis-33569	11	25	poisoning	poisoning	NOUN
bracis-33569	11	26	attack	attack	NOUN
bracis-33569	11	27	against	against	ADP
bracis-33569	11	28	federated	federated	ADJ
bracis-33569	11	29	learning	learning	NOUN
bracis-33569	11	30	with	with	ADP
bracis-33569	11	31	adaptive	adaptive	ADJ
bracis-33569	11	32	aggregation	aggregation	NOUN
bracis-33569	11	33	chapter	chapter	NOUN
bracis-33569	11	34	©	©	ADP
bracis-33569	11	35	2024	2024	NUM
bracis-33569	11	36	towards	towards	ADP
bracis-33569	11	37	effective	effective	ADJ
bracis-33569	11	38	device	device	NOUN
bracis-33569	11	39	-	-	PUNCT
bracis-33569	11	40	aware	aware	ADJ
bracis-33569	11	41	federated	federated	ADJ
bracis-33569	11	42	learning	learning	NOUN
bracis-33569	11	43	chapter	chapter	NOUN
bracis-33569	11	44	©	©	PROPN
bracis-33569	11	45	2019	2019	NUM
bracis-33569	11	46	1	1	NUM
bracis-33569	11	47	introduction	introduction	NOUN
bracis-33569	11	48	traditional	traditional	ADJ
bracis-33569	11	49	machine	machine	NOUN
bracis-33569	11	50	learning	learn	VERB
bracis-33569	11	51	methods	method	NOUN
bracis-33569	11	52	typically	typically	ADV
bracis-33569	11	53	rely	rely	VERB
bracis-33569	11	54	on	on	ADP
bracis-33569	11	55	centralized	centralized	ADJ
bracis-33569	11	56	datasets	dataset	NOUN
bracis-33569	11	57	to	to	PART
bracis-33569	11	58	train	train	NOUN
bracis-33569	11	59	models	model	NOUN
bracis-33569	11	60	.	.	PUNCT
bracis-33569	12	1	however	however	ADV
bracis-33569	12	2	,	,	PUNCT
bracis-33569	12	3	this	this	DET
bracis-33569	12	4	centralized	centralized	ADJ
bracis-33569	12	5	approach	approach	NOUN
bracis-33569	12	6	carries	carry	VERB
bracis-33569	12	7	significant	significant	ADJ
bracis-33569	12	8	risks	risk	NOUN
bracis-33569	12	9	,	,	PUNCT
bracis-33569	12	10	especially	especially	ADV
bracis-33569	12	11	concerning	concern	VERB
bracis-33569	12	12	data	data	NOUN
bracis-33569	12	13	breaches	breach	NOUN
bracis-33569	12	14	that	that	PRON
bracis-33569	12	15	could	could	AUX
bracis-33569	12	16	expose	expose	VERB
bracis-33569	12	17	all	all	DET
bracis-33569	12	18	the	the	DET
bracis-33569	12	19	training	training	NOUN
bracis-33569	12	20	data	datum	NOUN
bracis-33569	12	21	[	[	X
bracis-33569	12	22	1	1	NUM
bracis-33569	12	23	,	,	PUNCT
bracis-33569	12	24	9	9	NUM
bracis-33569	12	25	]	]	PUNCT
bracis-33569	12	26	.	.	PUNCT
bracis-33569	13	1	in	in	ADP
bracis-33569	13	2	response	response	NOUN
bracis-33569	13	3	to	to	ADP
bracis-33569	13	4	these	these	DET
bracis-33569	13	5	concerns	concern	NOUN
bracis-33569	13	6	,	,	PUNCT
bracis-33569	13	7	federated	federated	ADJ
bracis-33569	13	8	learning	learning	NOUN
bracis-33569	13	9	(	(	PUNCT
bracis-33569	13	10	fl	fl	NOUN
bracis-33569	13	11	)	)	PUNCT
bracis-33569	13	12	has	have	AUX
bracis-33569	13	13	emerged	emerge	VERB
bracis-33569	13	14	as	as	ADP
bracis-33569	13	15	a	a	DET
bracis-33569	13	16	promising	promising	ADJ
bracis-33569	13	17	solution	solution	NOUN
bracis-33569	13	18	.	.	PUNCT
bracis-33569	14	1	fl	fl	PROPN
bracis-33569	14	2	enables	enable	VERB
bracis-33569	14	3	model	model	NOUN
bracis-33569	14	4	training	training	NOUN
bracis-33569	14	5	across	across	ADP
bracis-33569	14	6	geographically	geographically	ADV
bracis-33569	14	7	dispersed	disperse	VERB
bracis-33569	14	8	clients	client	NOUN
bracis-33569	14	9	without	without	ADP
bracis-33569	14	10	the	the	DET
bracis-33569	14	11	need	need	NOUN
bracis-33569	14	12	to	to	PART
bracis-33569	14	13	share	share	VERB
bracis-33569	14	14	their	their	PRON
bracis-33569	14	15	private	private	ADJ
bracis-33569	14	16	data	datum	NOUN
bracis-33569	14	17	,	,	PUNCT
bracis-33569	14	18	thereby	thereby	ADV
bracis-33569	14	19	preserving	preserve	VERB
bracis-33569	14	20	data	datum	NOUN
bracis-33569	14	21	privacy	privacy	NOUN
bracis-33569	14	22	and	and	CCONJ
bracis-33569	14	23	security	security	NOUN
bracis-33569	14	24	.	.	PUNCT
bracis-33569	15	1	this	this	DET
bracis-33569	15	2	work	work	NOUN
bracis-33569	15	3	is	be	AUX
bracis-33569	15	4	part	part	NOUN
bracis-33569	15	5	of	of	ADP
bracis-33569	15	6	an	an	DET
bracis-33569	15	7	industrial	industrial	ADJ
bracis-33569	15	8	solution	solution	NOUN
bracis-33569	15	9	to	to	PART
bracis-33569	15	10	enhance	enhance	VERB
bracis-33569	15	11	predictive	predictive	ADJ
bracis-33569	15	12	maintenance	maintenance	NOUN
bracis-33569	15	13	within	within	ADP
bracis-33569	15	14	production	production	NOUN
bracis-33569	15	15	engineering	engineering	NOUN
bracis-33569	15	16	.	.	PUNCT
bracis-33569	16	1	the	the	DET
bracis-33569	16	2	project	project	NOUN
bracis-33569	16	3	focuses	focus	VERB
bracis-33569	16	4	on	on	ADP
bracis-33569	16	5	developing	develop	VERB
bracis-33569	16	6	a	a	DET
bracis-33569	16	7	multi	multi	ADJ
bracis-33569	16	8	-	-	ADJ
bracis-33569	16	9	sensory	sensory	ADJ
bracis-33569	16	10	platform	platform	NOUN
bracis-33569	16	11	capable	capable	ADJ
bracis-33569	16	12	of	of	ADP
bracis-33569	16	13	acquiring	acquire	VERB
bracis-33569	16	14	and	and	CCONJ
bracis-33569	16	15	transmitting	transmit	VERB
bracis-33569	16	16	air	air	NOUN
bracis-33569	16	17	parameters	parameter	NOUN
bracis-33569	16	18	(	(	PUNCT
bracis-33569	16	19	e.g.	e.g.	ADV
bracis-33569	16	20	,	,	PUNCT
bracis-33569	16	21	saturation	saturation	NOUN
bracis-33569	16	22	,	,	PUNCT
bracis-33569	16	23	temperature	temperature	NOUN
bracis-33569	16	24	,	,	PUNCT
bracis-33569	16	25	and	and	CCONJ
bracis-33569	16	26	flow	flow	NOUN
bracis-33569	16	27	speed	speed	NOUN
bracis-33569	16	28	)	)	PUNCT
bracis-33569	16	29	from	from	ADP
bracis-33569	16	30	geographically	geographically	ADV
bracis-33569	16	31	apart	apart	ADP
bracis-33569	16	32	industrial	industrial	ADJ
bracis-33569	16	33	air	air	NOUN
bracis-33569	16	34	exchange	exchange	NOUN
bracis-33569	16	35	systems	system	NOUN
bracis-33569	16	36	.	.	PUNCT
bracis-33569	17	1	the	the	DET
bracis-33569	17	2	collected	collect	VERB
bracis-33569	17	3	data	datum	NOUN
bracis-33569	17	4	will	will	AUX
bracis-33569	17	5	be	be	AUX
bracis-33569	17	6	used	use	VERB
bracis-33569	17	7	to	to	PART
bracis-33569	17	8	train	train	VERB
bracis-33569	17	9	machine	machine	NOUN
bracis-33569	17	10	learning	learning	NOUN
bracis-33569	17	11	models	model	NOUN
bracis-33569	17	12	to	to	PART
bracis-33569	17	13	improve	improve	VERB
bracis-33569	17	14	predictive	predictive	ADJ
bracis-33569	17	15	maintenance	maintenance	NOUN
bracis-33569	17	16	routines	routine	NOUN
bracis-33569	17	17	.	.	PUNCT
bracis-33569	18	1	the	the	DET
bracis-33569	18	2	primary	primary	ADJ
bracis-33569	18	3	goal	goal	NOUN
bracis-33569	18	4	of	of	ADP
bracis-33569	18	5	this	this	DET
bracis-33569	18	6	study	study	NOUN
bracis-33569	18	7	is	be	AUX
bracis-33569	18	8	to	to	PART
bracis-33569	18	9	deploy	deploy	VERB
bracis-33569	18	10	an	an	DET
bracis-33569	18	11	fl	fl	NOUN
bracis-33569	18	12	platform	platform	NOUN
bracis-33569	18	13	using	use	VERB
bracis-33569	18	14	docker	docker	PROPN
bracis-33569	18	15	container	container	NOUN
bracis-33569	18	16	technology	technology	NOUN
bracis-33569	18	17	to	to	PART
bracis-33569	18	18	train	train	VERB
bracis-33569	18	19	models	model	NOUN
bracis-33569	18	20	and	and	CCONJ
bracis-33569	18	21	check	check	VERB
bracis-33569	18	22	its	its	PRON
bracis-33569	18	23	functionality	functionality	NOUN
bracis-33569	18	24	by	by	ADP
bracis-33569	18	25	comparing	compare	VERB
bracis-33569	18	26	the	the	DET
bracis-33569	18	27	performance	performance	NOUN
bracis-33569	18	28	of	of	ADP
bracis-33569	18	29	machine	machine	NOUN
bracis-33569	18	30	learning	learning	NOUN
bracis-33569	18	31	models	model	NOUN
bracis-33569	18	32	using	use	VERB
bracis-33569	18	33	different	different	ADJ
bracis-33569	18	34	fl	fl	NOUN
bracis-33569	18	35	strategies	strategy	NOUN
bracis-33569	18	36	.	.	PUNCT
bracis-33569	19	1	the	the	DET
bracis-33569	19	2	deployment	deployment	NOUN
bracis-33569	19	3	process	process	NOUN
bracis-33569	19	4	involves	involve	VERB
bracis-33569	19	5	several	several	ADJ
bracis-33569	19	6	tasks	task	NOUN
bracis-33569	19	7	aimed	aim	VERB
bracis-33569	19	8	at	at	ADP
bracis-33569	19	9	installing	instal	VERB
bracis-33569	19	10	a	a	DET
bracis-33569	19	11	pre	pre	ADJ
bracis-33569	19	12	-	-	ADJ
bracis-33569	19	13	developed	developed	ADJ
bracis-33569	19	14	application	application	NOUN
bracis-33569	19	15	into	into	ADP
bracis-33569	19	16	its	its	PRON
bracis-33569	19	17	intended	intend	VERB
bracis-33569	19	18	operational	operational	ADJ
bracis-33569	19	19	environment	environment	NOUN
bracis-33569	20	1	[	[	X
bracis-33569	20	2	5	5	NUM
bracis-33569	20	3	]	]	PUNCT
bracis-33569	20	4	.	.	PUNCT
bracis-33569	21	1	after	after	ADP
bracis-33569	21	2	a	a	DET
bracis-33569	21	3	successful	successful	ADJ
bracis-33569	21	4	deployment	deployment	NOUN
bracis-33569	21	5	,	,	PUNCT
bracis-33569	21	6	performance	performance	NOUN
bracis-33569	21	7	tests	test	NOUN
bracis-33569	21	8	are	be	AUX
bracis-33569	21	9	conducted	conduct	VERB
bracis-33569	21	10	utilizing	utilize	VERB
bracis-33569	21	11	the	the	DET
bracis-33569	21	12	usual	usual	ADJ
bracis-33569	21	13	fl	fl	NOUN
bracis-33569	21	14	techniques	technique	NOUN
bracis-33569	21	15	for	for	ADP
bracis-33569	21	16	machine	machine	NOUN
bracis-33569	21	17	-	-	PUNCT
bracis-33569	21	18	learning	learn	VERB
bracis-33569	21	19	model	model	NOUN
bracis-33569	21	20	algorithms	algorithm	NOUN
bracis-33569	21	21	and	and	CCONJ
bracis-33569	21	22	the	the	DET
bracis-33569	21	23	results	result	NOUN
bracis-33569	21	24	are	be	AUX
bracis-33569	21	25	discussed	discuss	VERB
bracis-33569	21	26	.	.	PUNCT
bracis-33569	21	27	2	2	NUM
bracis-33569	21	28	federated	federate	VERB
bracis-33569	21	29	learning	learning	NOUN
bracis-33569	21	30	overview	overview	NOUN
bracis-33569	21	31	as	as	SCONJ
bracis-33569	21	32	industries	industry	NOUN
bracis-33569	21	33	grow	grow	VERB
bracis-33569	21	34	,	,	PUNCT
bracis-33569	21	35	more	more	ADJ
bracis-33569	21	36	technology	technology	NOUN
bracis-33569	21	37	is	be	AUX
bracis-33569	21	38	being	be	AUX
bracis-33569	21	39	required	require	VERB
bracis-33569	21	40	 	 	SPACE
bracis-33569	21	41	and	and	CCONJ
bracis-33569	21	42	developed	develop	VERB
bracis-33569	21	43	.	.	PUNCT
bracis-33569	22	1	among	among	ADP
bracis-33569	22	2	those	those	DET
bracis-33569	22	3	technologies	technology	NOUN
bracis-33569	22	4	,	,	PUNCT
bracis-33569	22	5	federated	federated	ADJ
bracis-33569	22	6	learning	learning	NOUN
bracis-33569	22	7	is	be	AUX
bracis-33569	22	8	proposed	propose	VERB
bracis-33569	22	9	as	as	ADP
bracis-33569	22	10	a	a	DET
bracis-33569	22	11	pioneering	pioneer	VERB
bracis-33569	22	12	approach	approach	NOUN
bracis-33569	22	13	to	to	ADP
bracis-33569	22	14	some	some	DET
bracis-33569	22	15	common	common	ADJ
bracis-33569	22	16	issues	issue	NOUN
bracis-33569	22	17	faced	face	VERB
bracis-33569	22	18	in	in	ADP
bracis-33569	22	19	machine	machine	NOUN
bracis-33569	22	20	learning	learning	NOUN
bracis-33569	22	21	,	,	PUNCT
bracis-33569	22	22	such	such	ADJ
bracis-33569	22	23	as	as	ADP
bracis-33569	22	24	privacy	privacy	NOUN
bracis-33569	22	25	and	and	CCONJ
bracis-33569	22	26	data	datum	NOUN
bracis-33569	22	27	storage	storage	NOUN
bracis-33569	22	28	.	.	PUNCT
bracis-33569	23	1	in	in	ADP
bracis-33569	23	2	[	[	X
bracis-33569	23	3	7	7	X
bracis-33569	23	4	]	]	PUNCT
bracis-33569	23	5	a	a	DET
bracis-33569	23	6	review	review	NOUN
bracis-33569	23	7	application	application	NOUN
bracis-33569	23	8	in	in	ADP
bracis-33569	23	9	industrial	industrial	ADJ
bracis-33569	23	10	engineering	engineering	NOUN
bracis-33569	23	11	is	be	AUX
bracis-33569	23	12	presented	present	VERB
bracis-33569	23	13	.	.	PUNCT
bracis-33569	24	1	with	with	ADP
bracis-33569	24	2	the	the	DET
bracis-33569	24	3	advent	advent	NOUN
bracis-33569	24	4	of	of	ADP
bracis-33569	24	5	deep	deep	ADJ
bracis-33569	24	6	learning	learning	NOUN
bracis-33569	24	7	(	(	PUNCT
bracis-33569	24	8	dl	dl	PROPN
bracis-33569	24	9	)	)	PUNCT
bracis-33569	24	10	,	,	PUNCT
bracis-33569	24	11	the	the	DET
bracis-33569	24	12	need	need	NOUN
bracis-33569	24	13	for	for	ADP
bracis-33569	24	14	data	datum	NOUN
bracis-33569	24	15	acquisition	acquisition	NOUN
bracis-33569	24	16	in	in	ADP
bracis-33569	24	17	several	several	ADJ
bracis-33569	24	18	science	science	NOUN
bracis-33569	24	19	instances	instance	NOUN
bracis-33569	24	20	has	have	AUX
bracis-33569	24	21	increased	increase	VERB
bracis-33569	24	22	.	.	PUNCT
bracis-33569	25	1	this	this	PRON
bracis-33569	25	2	is	be	AUX
bracis-33569	25	3	mainly	mainly	ADV
bracis-33569	25	4	because	because	SCONJ
bracis-33569	25	5	dl	dl	PROPN
bracis-33569	25	6	models	model	NOUN
bracis-33569	25	7	are	be	AUX
bracis-33569	25	8	usually	usually	ADV
bracis-33569	25	9	interpolators	interpolator	NOUN
bracis-33569	25	10	,	,	PUNCT
bracis-33569	25	11	meaning	mean	VERB
bracis-33569	25	12	they	they	PRON
bracis-33569	25	13	present	present	VERB
bracis-33569	25	14	the	the	DET
bracis-33569	25	15	best	good	ADJ
bracis-33569	25	16	results	result	NOUN
bracis-33569	25	17	when	when	SCONJ
bracis-33569	25	18	the	the	DET
bracis-33569	25	19	input	input	NOUN
bracis-33569	25	20	is	be	AUX
bracis-33569	25	21	similar	similar	ADJ
bracis-33569	25	22	to	to	ADP
bracis-33569	25	23	the	the	DET
bracis-33569	25	24	data	datum	NOUN
bracis-33569	25	25	used	use	VERB
bracis-33569	25	26	for	for	ADP
bracis-33569	25	27	training	training	NOUN
bracis-33569	25	28	models	model	NOUN
bracis-33569	25	29	.	.	PUNCT
bracis-33569	26	1	therefore	therefore	ADV
bracis-33569	26	2	,	,	PUNCT
bracis-33569	26	3	a	a	DET
bracis-33569	26	4	huge	huge	ADJ
bracis-33569	26	5	amount	amount	NOUN
bracis-33569	26	6	of	of	ADP
bracis-33569	26	7	heterogeneous	heterogeneous	ADJ
bracis-33569	26	8	data	datum	NOUN
bracis-33569	26	9	is	be	AUX
bracis-33569	26	10	required	require	VERB
bracis-33569	26	11	to	to	PART
bracis-33569	26	12	achieve	achieve	VERB
bracis-33569	26	13	decent	decent	ADJ
bracis-33569	26	14	accuracy	accuracy	NOUN
bracis-33569	27	1	[	[	X
bracis-33569	27	2	16	16	NUM
bracis-33569	27	3	]	]	PUNCT
bracis-33569	27	4	.	.	PUNCT
bracis-33569	28	1	in	in	ADP
bracis-33569	28	2	light	light	NOUN
bracis-33569	28	3	of	of	ADP
bracis-33569	28	4	this	this	DET
bracis-33569	28	5	characteristic	characteristic	NOUN
bracis-33569	28	6	,	,	PUNCT
bracis-33569	28	7	google	google	PROPN
bracis-33569	28	8	presented	present	VERB
bracis-33569	28	9	in	in	ADP
bracis-33569	28	10	2016	2016	NUM
bracis-33569	28	11	the	the	DET
bracis-33569	28	12	concept	concept	NOUN
bracis-33569	28	13	of	of	ADP
bracis-33569	28	14	federated	federated	ADJ
bracis-33569	28	15	learning	learning	NOUN
bracis-33569	28	16	(	(	PUNCT
bracis-33569	28	17	fl	fl	NOUN
bracis-33569	28	18	)	)	PUNCT
bracis-33569	28	19	,	,	PUNCT
bracis-33569	28	20	which	which	PRON
bracis-33569	28	21	can	can	AUX
bracis-33569	28	22	be	be	AUX
bracis-33569	28	23	described	describe	VERB
bracis-33569	28	24	as	as	ADP
bracis-33569	28	25	a	a	DET
bracis-33569	28	26	machine	machine	NOUN
bracis-33569	28	27	learning	learning	NOUN
bracis-33569	28	28	technique	technique	NOUN
bracis-33569	28	29	to	to	PART
bracis-33569	28	30	provide	provide	VERB
bracis-33569	28	31	decentralized	decentralize	VERB
bracis-33569	28	32	collaborative	collaborative	ADJ
bracis-33569	28	33	learning	learning	NOUN
bracis-33569	28	34	across	across	ADP
bracis-33569	28	35	different	different	ADJ
bracis-33569	28	36	nodes	node	NOUN
bracis-33569	28	37	[	[	X
bracis-33569	28	38	10	10	NUM
bracis-33569	28	39	]	]	PUNCT
bracis-33569	28	40	.	.	PUNCT
bracis-33569	29	1	the	the	DET
bracis-33569	29	2	fl	fl	PROPN
bracis-33569	29	3	architecture	architecture	NOUN
bracis-33569	29	4	comprises	comprise	VERB
bracis-33569	29	5	multiple	multiple	ADJ
bracis-33569	29	6	parties	party	NOUN
bracis-33569	29	7	and	and	CCONJ
bracis-33569	29	8	an	an	DET
bracis-33569	29	9	aggregator	aggregator	NOUN
bracis-33569	29	10	agent	agent	NOUN
bracis-33569	29	11	.	.	PUNCT
bracis-33569	30	1	firstly	firstly	ADV
bracis-33569	30	2	,	,	PUNCT
bracis-33569	30	3	a	a	DET
bracis-33569	30	4	global	global	ADJ
bracis-33569	30	5	model	model	NOUN
bracis-33569	30	6	is	be	AUX
bracis-33569	30	7	generated	generate	VERB
bracis-33569	30	8	and	and	CCONJ
bracis-33569	30	9	sent	send	VERB
bracis-33569	30	10	to	to	ADP
bracis-33569	30	11	each	each	DET
bracis-33569	30	12	party	party	NOUN
bracis-33569	30	13	.	.	PUNCT
bracis-33569	31	1	then	then	ADV
bracis-33569	31	2	,	,	PUNCT
bracis-33569	31	3	the	the	DET
bracis-33569	31	4	model	model	NOUN
bracis-33569	31	5	will	will	AUX
bracis-33569	31	6	be	be	AUX
bracis-33569	31	7	trained	train	VERB
bracis-33569	31	8	in	in	ADP
bracis-33569	31	9	each	each	DET
bracis-33569	31	10	party	party	NOUN
bracis-33569	31	11	with	with	ADP
bracis-33569	31	12	its	its	PRON
bracis-33569	31	13	own	own	ADJ
bracis-33569	31	14	data	datum	NOUN
bracis-33569	31	15	set	set	VERB
bracis-33569	31	16	,	,	PUNCT
bracis-33569	31	17	meaning	mean	VERB
bracis-33569	31	18	each	each	DET
bracis-33569	31	19	model	model	NOUN
bracis-33569	31	20	will	will	AUX
bracis-33569	31	21	have	have	VERB
bracis-33569	31	22	a	a	DET
bracis-33569	31	23	different	different	ADJ
bracis-33569	31	24	result	result	NOUN
bracis-33569	31	25	by	by	ADP
bracis-33569	31	26	the	the	DET
bracis-33569	31	27	end	end	NOUN
bracis-33569	31	28	of	of	ADP
bracis-33569	31	29	the	the	DET
bracis-33569	31	30	process	process	NOUN
bracis-33569	31	31	[	[	X
bracis-33569	31	32	9	9	NUM
bracis-33569	31	33	]	]	PUNCT
bracis-33569	31	34	.	.	PUNCT
bracis-33569	32	1	an	an	DET
bracis-33569	32	2	update	update	NOUN
bracis-33569	32	3	that	that	PRON
bracis-33569	32	4	contains	contain	VERB
bracis-33569	32	5	the	the	DET
bracis-33569	32	6	difference	difference	NOUN
bracis-33569	32	7	between	between	ADP
bracis-33569	32	8	the	the	DET
bracis-33569	32	9	base	base	NOUN
bracis-33569	32	10	model	model	NOUN
bracis-33569	32	11	and	and	CCONJ
bracis-33569	32	12	the	the	DET
bracis-33569	32	13	new	new	ADJ
bracis-33569	32	14	one	one	NOUN
bracis-33569	32	15	is	be	AUX
bracis-33569	32	16	then	then	ADV
bracis-33569	32	17	generated	generate	VERB
bracis-33569	32	18	by	by	ADP
bracis-33569	32	19	the	the	DET
bracis-33569	32	20	parties	party	NOUN
bracis-33569	32	21	and	and	CCONJ
bracis-33569	32	22	sent	send	VERB
bracis-33569	32	23	to	to	ADP
bracis-33569	32	24	the	the	DET
bracis-33569	32	25	aggregator	aggregator	NOUN
bracis-33569	32	26	agent	agent	NOUN
bracis-33569	32	27	.	.	PUNCT
bracis-33569	33	1	the	the	DET
bracis-33569	33	2	agent	agent	NOUN
bracis-33569	33	3	then	then	ADV
bracis-33569	33	4	merges	merge	VERB
bracis-33569	33	5	the	the	DET
bracis-33569	33	6	updates	update	NOUN
bracis-33569	33	7	and	and	CCONJ
bracis-33569	33	8	creates	create	VERB
bracis-33569	33	9	a	a	DET
bracis-33569	33	10	new	new	ADJ
bracis-33569	33	11	global	global	ADJ
bracis-33569	33	12	model	model	NOUN
bracis-33569	33	13	sent	send	VERB
bracis-33569	33	14	to	to	ADP
bracis-33569	33	15	each	each	DET
bracis-33569	33	16	party	party	NOUN
bracis-33569	33	17	,	,	PUNCT
bracis-33569	33	18	and	and	CCONJ
bracis-33569	33	19	so	so	ADV
bracis-33569	33	20	on	on	ADP
bracis-33569	33	21	[	[	PUNCT
bracis-33569	33	22	10	10	NUM
bracis-33569	33	23	]	]	PUNCT
bracis-33569	33	24	.	.	PUNCT
bracis-33569	34	1	to	to	PART
bracis-33569	34	2	understand	understand	VERB
bracis-33569	34	3	federated	federated	ADJ
bracis-33569	34	4	learning	learning	NOUN
bracis-33569	34	5	comprehensively	comprehensively	ADV
bracis-33569	34	6	,	,	PUNCT
bracis-33569	34	7	we	we	PRON
bracis-33569	34	8	will	will	AUX
bracis-33569	34	9	explore	explore	VERB
bracis-33569	34	10	its	its	PRON
bracis-33569	34	11	key	key	ADJ
bracis-33569	34	12	components	component	NOUN
bracis-33569	34	13	and	and	CCONJ
bracis-33569	34	14	methodologies	methodology	NOUN
bracis-33569	34	15	.	.	PUNCT
bracis-33569	35	1	the	the	DET
bracis-33569	35	2	following	follow	VERB
bracis-33569	35	3	subsections	subsection	NOUN
bracis-33569	35	4	will	will	AUX
bracis-33569	35	5	delve	delve	VERB
bracis-33569	35	6	into	into	ADP
bracis-33569	35	7	data	datum	NOUN
bracis-33569	35	8	distribution	distribution	NOUN
bracis-33569	35	9	methods	method	NOUN
bracis-33569	35	10	,	,	PUNCT
bracis-33569	35	11	training	training	NOUN
bracis-33569	35	12	models	model	NOUN
bracis-33569	35	13	,	,	PUNCT
bracis-33569	35	14	and	and	CCONJ
bracis-33569	35	15	essential	essential	ADJ
bracis-33569	35	16	algorithms	algorithm	NOUN
bracis-33569	35	17	that	that	PRON
bracis-33569	35	18	form	form	VERB
bracis-33569	35	19	the	the	DET
bracis-33569	35	20	backbone	backbone	NOUN
bracis-33569	35	21	of	of	ADP
bracis-33569	35	22	federated	federated	ADJ
bracis-33569	35	23	learning	learning	NOUN
bracis-33569	35	24	.	.	PUNCT
bracis-33569	36	1	2.1	2.1	NUM
bracis-33569	36	2	data	datum	NOUN
bracis-33569	36	3	distribution	distribution	NOUN
bracis-33569	36	4	data	datum	NOUN
bracis-33569	36	5	can	can	AUX
bracis-33569	36	6	be	be	AUX
bracis-33569	36	7	distributed	distribute	VERB
bracis-33569	36	8	and	and	CCONJ
bracis-33569	36	9	used	use	VERB
bracis-33569	36	10	in	in	ADP
bracis-33569	36	11	the	the	DET
bracis-33569	36	12	fl	fl	PROPN
bracis-33569	36	13	context	context	NOUN
bracis-33569	36	14	in	in	ADP
bracis-33569	36	15	different	different	ADJ
bracis-33569	36	16	ways	way	NOUN
bracis-33569	36	17	.	.	PUNCT
bracis-33569	37	1	the	the	DET
bracis-33569	37	2	conventional	conventional	ADJ
bracis-33569	37	3	way	way	NOUN
bracis-33569	37	4	consists	consist	VERB
bracis-33569	37	5	of	of	ADP
bracis-33569	37	6	having	have	VERB
bracis-33569	37	7	multiple	multiple	ADJ
bracis-33569	37	8	parties	party	NOUN
bracis-33569	37	9	training	train	VERB
bracis-33569	37	10	a	a	DET
bracis-33569	37	11	model	model	NOUN
bracis-33569	37	12	independently	independently	ADV
bracis-33569	37	13	,	,	PUNCT
bracis-33569	37	14	and	and	CCONJ
bracis-33569	37	15	the	the	DET
bracis-33569	37	16	data	datum	NOUN
bracis-33569	37	17	in	in	ADP
bracis-33569	37	18	all	all	DET
bracis-33569	37	19	parties	party	NOUN
bracis-33569	37	20	possess	possess	VERB
bracis-33569	37	21	the	the	DET
bracis-33569	37	22	same	same	ADJ
bracis-33569	37	23	features	feature	NOUN
bracis-33569	37	24	.	.	PUNCT
bracis-33569	38	1	such	such	ADJ
bracis-33569	38	2	distribution	distribution	NOUN
bracis-33569	38	3	results	result	NOUN
bracis-33569	38	4	in	in	ADP
bracis-33569	38	5	the	the	DET
bracis-33569	38	6	so	so	ADV
bracis-33569	38	7	-	-	PUNCT
bracis-33569	38	8	called	call	VERB
bracis-33569	38	9	horizontal	horizontal	ADJ
bracis-33569	38	10	federated	federated	ADJ
bracis-33569	38	11	learning	learning	NOUN
bracis-33569	38	12	(	(	PUNCT
bracis-33569	38	13	hfl	hfl	NOUN
bracis-33569	38	14	)	)	PUNCT
bracis-33569	38	15	approach	approach	NOUN
bracis-33569	38	16	[	[	X
bracis-33569	38	17	8	8	NUM
bracis-33569	38	18	]	]	PUNCT
bracis-33569	38	19	.	.	PUNCT
bracis-33569	39	1	in	in	ADP
bracis-33569	39	2	contrast	contrast	NOUN
bracis-33569	39	3	to	to	ADP
bracis-33569	39	4	hfl	hfl	NOUN
bracis-33569	39	5	,	,	PUNCT
bracis-33569	39	6	one	one	PRON
bracis-33569	39	7	can	can	AUX
bracis-33569	39	8	find	find	VERB
bracis-33569	39	9	the	the	DET
bracis-33569	39	10	vertical	vertical	ADJ
bracis-33569	39	11	federated	federated	ADJ
bracis-33569	39	12	learning	learning	NOUN
bracis-33569	39	13	(	(	PUNCT
bracis-33569	39	14	vfl	vfl	PROPN
bracis-33569	39	15	)	)	PUNCT
bracis-33569	39	16	which	which	PRON
bracis-33569	39	17	consists	consist	VERB
bracis-33569	39	18	of	of	ADP
bracis-33569	39	19	training	train	VERB
bracis-33569	39	20	a	a	DET
bracis-33569	39	21	model	model	NOUN
bracis-33569	39	22	where	where	SCONJ
bracis-33569	39	23	each	each	DET
bracis-33569	39	24	party	party	NOUN
bracis-33569	39	25	’s	’s	PART
bracis-33569	39	26	data	datum	NOUN
bracis-33569	39	27	contains	contain	VERB
bracis-33569	39	28	different	different	ADJ
bracis-33569	39	29	features	feature	NOUN
bracis-33569	39	30	of	of	ADP
bracis-33569	39	31	the	the	DET
bracis-33569	39	32	same	same	ADJ
bracis-33569	39	33	set	set	NOUN
bracis-33569	39	34	of	of	ADP
bracis-33569	39	35	individuals	individual	NOUN
bracis-33569	39	36	[	[	X
bracis-33569	39	37	8	8	NUM
bracis-33569	39	38	]	]	PUNCT
bracis-33569	39	39	.	.	PUNCT
bracis-33569	40	1	essentially	essentially	ADV
bracis-33569	40	2	,	,	PUNCT
bracis-33569	40	3	all	all	DET
bracis-33569	40	4	parties	party	NOUN
bracis-33569	40	5	have	have	VERB
bracis-33569	40	6	data	datum	NOUN
bracis-33569	40	7	related	relate	VERB
bracis-33569	40	8	to	to	ADP
bracis-33569	40	9	the	the	DET
bracis-33569	40	10	same	same	ADJ
bracis-33569	40	11	entities	entity	NOUN
bracis-33569	40	12	but	but	CCONJ
bracis-33569	40	13	with	with	ADP
bracis-33569	40	14	different	different	ADJ
bracis-33569	40	15	features	feature	NOUN
bracis-33569	40	16	.	.	PUNCT
bracis-33569	41	1	for	for	ADP
bracis-33569	41	2	example	example	NOUN
bracis-33569	41	3	,	,	PUNCT
bracis-33569	41	4	in	in	ADP
bracis-33569	41	5	a	a	DET
bracis-33569	41	6	healthcare	healthcare	NOUN
bracis-33569	41	7	scenario	scenario	NOUN
bracis-33569	41	8	,	,	PUNCT
bracis-33569	41	9	one	one	NUM
bracis-33569	41	10	party	party	NOUN
bracis-33569	41	11	might	might	AUX
bracis-33569	41	12	have	have	VERB
bracis-33569	41	13	medical	medical	ADJ
bracis-33569	41	14	records	record	NOUN
bracis-33569	41	15	(	(	PUNCT
bracis-33569	41	16	features	feature	NOUN
bracis-33569	41	17	)	)	PUNCT
bracis-33569	41	18	for	for	ADP
bracis-33569	41	19	a	a	DET
bracis-33569	41	20	set	set	NOUN
bracis-33569	41	21	of	of	ADP
bracis-33569	41	22	patients	patient	NOUN
bracis-33569	41	23	(	(	PUNCT
bracis-33569	41	24	entities	entity	NOUN
bracis-33569	41	25	)	)	PUNCT
bracis-33569	41	26	,	,	PUNCT
bracis-33569	41	27	while	while	SCONJ
bracis-33569	41	28	another	another	DET
bracis-33569	41	29	party	party	NOUN
bracis-33569	41	30	might	might	AUX
bracis-33569	41	31	have	have	VERB
bracis-33569	41	32	lifestyle	lifestyle	NOUN
bracis-33569	41	33	information	information	NOUN
bracis-33569	41	34	(	(	PUNCT
bracis-33569	41	35	different	different	ADJ
bracis-33569	41	36	features	feature	NOUN
bracis-33569	41	37	)	)	PUNCT
bracis-33569	41	38	for	for	ADP
bracis-33569	41	39	the	the	DET
bracis-33569	41	40	same	same	ADJ
bracis-33569	41	41	set	set	NOUN
bracis-33569	41	42	of	of	ADP
bracis-33569	41	43	patients	patient	NOUN
bracis-33569	41	44	.	.	PUNCT
bracis-33569	42	1	to	to	PART
bracis-33569	42	2	summarize	summarize	VERB
bracis-33569	42	3	,	,	PUNCT
bracis-33569	42	4	the	the	DET
bracis-33569	42	5	main	main	ADJ
bracis-33569	42	6	difference	difference	NOUN
bracis-33569	42	7	between	between	ADP
bracis-33569	42	8	hfl	hfl	NOUN
bracis-33569	42	9	and	and	CCONJ
bracis-33569	42	10	vfl	vfl	PROPN
bracis-33569	42	11	lies	lie	VERB
bracis-33569	42	12	in	in	ADP
bracis-33569	42	13	how	how	SCONJ
bracis-33569	42	14	the	the	DET
bracis-33569	42	15	training	training	NOUN
bracis-33569	42	16	data	data	NOUN
bracis-33569	42	17	is	be	AUX
bracis-33569	42	18	distributed	distribute	VERB
bracis-33569	42	19	among	among	ADP
bracis-33569	42	20	parties	party	NOUN
bracis-33569	42	21	.	.	PUNCT
bracis-33569	43	1	the	the	DET
bracis-33569	43	2	hfl	hfl	NOUN
bracis-33569	43	3	will	will	AUX
bracis-33569	43	4	focus	focus	VERB
bracis-33569	43	5	on	on	ADP
bracis-33569	43	6	training	train	VERB
bracis-33569	43	7	multiple	multiple	ADJ
bracis-33569	43	8	data	datum	NOUN
bracis-33569	43	9	samples	sample	NOUN
bracis-33569	43	10	sharing	share	VERB
bracis-33569	43	11	the	the	DET
bracis-33569	43	12	same	same	ADJ
bracis-33569	43	13	features	feature	NOUN
bracis-33569	43	14	,	,	PUNCT
bracis-33569	43	15	whereas	whereas	SCONJ
bracis-33569	43	16	the	the	DET
bracis-33569	43	17	vfl	vfl	PROPN
bracis-33569	43	18	will	will	AUX
bracis-33569	43	19	use	use	VERB
bracis-33569	43	20	the	the	DET
bracis-33569	43	21	same	same	ADJ
bracis-33569	43	22	sample	sample	NOUN
bracis-33569	43	23	but	but	CCONJ
bracis-33569	43	24	different	different	ADJ
bracis-33569	43	25	features	feature	NOUN
bracis-33569	43	26	[	[	X
bracis-33569	43	27	13	13	NUM
bracis-33569	43	28	]	]	PUNCT
bracis-33569	43	29	.	.	PUNCT
bracis-33569	44	1	2.2	2.2	NUM
bracis-33569	44	2	fl	fl	NOUN
bracis-33569	44	3	training	training	NOUN
bracis-33569	44	4	design	design	NOUN
bracis-33569	44	5	from	from	ADP
bracis-33569	44	6	a	a	DET
bracis-33569	44	7	system	system	NOUN
bracis-33569	44	8	perspective	perspective	NOUN
bracis-33569	44	9	,	,	PUNCT
bracis-33569	44	10	the	the	DET
bracis-33569	44	11	fl	fl	PROPN
bracis-33569	44	12	scenarios	scenario	NOUN
bracis-33569	44	13	aim	aim	VERB
bracis-33569	44	14	to	to	PART
bracis-33569	44	15	train	train	VERB
bracis-33569	44	16	machine	machine	NOUN
bracis-33569	44	17	learning	learning	NOUN
bracis-33569	44	18	models	model	NOUN
bracis-33569	44	19	using	use	VERB
bracis-33569	44	20	disparate	disparate	ADJ
bracis-33569	44	21	data	datum	NOUN
bracis-33569	44	22	to	to	PART
bracis-33569	44	23	maintain	maintain	VERB
bracis-33569	44	24	privacy	privacy	NOUN
bracis-33569	44	25	and	and	CCONJ
bracis-33569	44	26	overall	overall	ADJ
bracis-33569	44	27	model	model	NOUN
bracis-33569	44	28	performance	performance	NOUN
bracis-33569	44	29	.	.	PUNCT
bracis-33569	45	1	it	it	PRON
bracis-33569	45	2	is	be	AUX
bracis-33569	45	3	imperative	imperative	ADJ
bracis-33569	45	4	that	that	SCONJ
bracis-33569	45	5	data	datum	NOUN
bracis-33569	45	6	is	be	AUX
bracis-33569	45	7	not	not	PART
bracis-33569	45	8	moved	move	VERB
bracis-33569	45	9	across	across	ADP
bracis-33569	45	10	parties	party	NOUN
bracis-33569	45	11	and	and	CCONJ
bracis-33569	45	12	not	not	PART
bracis-33569	45	13	even	even	ADV
bracis-33569	45	14	visualized	visualize	VERB
bracis-33569	45	15	by	by	ADP
bracis-33569	45	16	 	 	SPACE
bracis-33569	45	17	the	the	DET
bracis-33569	45	18	central	central	ADJ
bracis-33569	45	19	server	server	NOUN
bracis-33569	45	20	.	.	PUNCT
bracis-33569	46	1	to	to	PART
bracis-33569	46	2	achieve	achieve	VERB
bracis-33569	46	3	that	that	SCONJ
bracis-33569	46	4	,	,	PUNCT
bracis-33569	46	5	there	there	PRON
bracis-33569	46	6	are	be	VERB
bracis-33569	46	7	mainly	mainly	ADV
bracis-33569	46	8	two	two	NUM
bracis-33569	46	9	system	system	NOUN
bracis-33569	46	10	designs	design	NOUN
bracis-33569	46	11	:	:	PUNCT
bracis-33569	46	12	cross	cross	ADJ
bracis-33569	46	13	-	-	NOUN
bracis-33569	46	14	device	device	NOUN
bracis-33569	46	15	 	 	SPACE
bracis-33569	46	16	and	and	CCONJ
bracis-33569	46	17	cross	cross	ADJ
bracis-33569	46	18	-	-	ADJ
bracis-33569	46	19	silo	silo	ADJ
bracis-33569	46	20	[	[	X
bracis-33569	46	21	9	9	NUM
bracis-33569	46	22	]	]	PUNCT
bracis-33569	46	23	.	.	PUNCT
bracis-33569	47	1	the	the	DET
bracis-33569	47	2	objective	objective	NOUN
bracis-33569	47	3	of	of	ADP
bracis-33569	47	4	cross	cross	ADJ
bracis-33569	47	5	-	-	ADJ
bracis-33569	47	6	device	device	ADJ
bracis-33569	47	7	fl	fl	NOUN
bracis-33569	47	8	is	be	AUX
bracis-33569	47	9	minimizing	minimize	VERB
bracis-33569	47	10	the	the	DET
bracis-33569	47	11	function	function	NOUN
bracis-33569	47	12	f(w	f(w	PROPN
bracis-33569	47	13	)	)	PUNCT
bracis-33569	47	14	,	,	PUNCT
bracis-33569	47	15	which	which	PRON
bracis-33569	47	16	is	be	AUX
bracis-33569	47	17	defined	define	VERB
bracis-33569	47	18	by	by	ADP
bracis-33569	47	19	eq	eq	PROPN
bracis-33569	47	20	.	.	PUNCT
bracis-33569	47	21	 	 	SPACE
bracis-33569	47	22	1	1	NUM
bracis-33569	48	1	[	[	X
bracis-33569	48	2	9	9	NUM
bracis-33569	48	3	]	]	SYM
bracis-33569	48	4	:	:	PUNCT
bracis-33569	48	5	$	$	SYM
bracis-33569	48	6	$	$	SYM
bracis-33569	48	7	\begin{aligned	\begin{aligne	VERB
bracis-33569	48	8	}	}	PUNCT
bracis-33569	48	9	f(w	f(w	PROPN
bracis-33569	48	10	)	)	PUNCT
bracis-33569	48	11	=	=	SYM
bracis-33569	48	12	\sum	\sum	NOUN
bracis-33569	48	13	_	_	PUNCT
bracis-33569	48	14	{	{	PUNCT
bracis-33569	48	15	k=1}^n	k=1}^n	PROPN
bracis-33569	48	16	p_kf_k(w	p_kf_k(w	PROPN
bracis-33569	48	17	)	)	PUNCT
bracis-33569	48	18	\end{aligned}$$	\end{aligned}$$	X
bracis-33569	48	19	(	(	PUNCT
bracis-33569	48	20	1	1	NUM
bracis-33569	48	21	)	)	PUNCT
bracis-33569	48	22	in	in	ADP
bracis-33569	48	23	eq	eq	ADP
bracis-33569	48	24	.	.	PUNCT
bracis-33569	48	25	 	 	SPACE
bracis-33569	48	26	1	1	NUM
bracis-33569	48	27	,	,	PUNCT
bracis-33569	48	28	\(f_k(w)\	\(f_k(w)\	CCONJ
bracis-33569	48	29	)	)	PUNCT
bracis-33569	48	30	is	be	AUX
bracis-33569	48	31	the	the	DET
bracis-33569	48	32	local	local	ADJ
bracis-33569	48	33	objective	objective	ADJ
bracis-33569	48	34	function	function	NOUN
bracis-33569	48	35	for	for	ADP
bracis-33569	48	36	the	the	DET
bracis-33569	48	37	device	device	NOUN
bracis-33569	48	38	k	k	NOUN
bracis-33569	48	39	with	with	ADP
bracis-33569	48	40	model	model	NOUN
bracis-33569	48	41	weights	weight	VERB
bracis-33569	48	42	w.	w.	PROPN
bracis-33569	48	43	the	the	DET
bracis-33569	48	44	term	term	NOUN
bracis-33569	48	45	\(p_k\	\(p_k\	PROPN
bracis-33569	48	46	)	)	PUNCT
bracis-33569	49	1	represents	represent	VERB
bracis-33569	49	2	the	the	DET
bracis-33569	49	3	importance	importance	NOUN
bracis-33569	49	4	given	give	VERB
bracis-33569	49	5	to	to	ADP
bracis-33569	49	6	the	the	DET
bracis-33569	49	7	contribution	contribution	NOUN
bracis-33569	49	8	of	of	ADP
bracis-33569	49	9	the	the	DET
bracis-33569	49	10	k	k	PROPN
bracis-33569	49	11	device	device	NOUN
bracis-33569	49	12	to	to	ADP
bracis-33569	49	13	the	the	DET
bracis-33569	49	14	global	global	ADJ
bracis-33569	49	15	model	model	PROPN
bracis-33569	49	16	objective	objective	ADJ
bracis-33569	49	17	function	function	NOUN
bracis-33569	49	18	.	.	PUNCT
bracis-33569	50	1	usually	usually	ADV
bracis-33569	50	2	,	,	PUNCT
bracis-33569	50	3	in	in	ADP
bracis-33569	50	4	the	the	DET
bracis-33569	50	5	cross	cross	ADJ
bracis-33569	50	6	-	-	ADJ
bracis-33569	50	7	device	device	ADJ
bracis-33569	50	8	setting	setting	NOUN
bracis-33569	50	9	,	,	PUNCT
bracis-33569	50	10	the	the	DET
bracis-33569	50	11	parties	party	NOUN
bracis-33569	50	12	are	be	AUX
bracis-33569	50	13	user	user	NOUN
bracis-33569	50	14	-	-	PUNCT
bracis-33569	50	15	owned	own	VERB
bracis-33569	50	16	iot	iot	NOUN
bracis-33569	50	17	(	(	PUNCT
bracis-33569	50	18	internet	internet	NOUN
bracis-33569	50	19	of	of	ADP
bracis-33569	50	20	things	thing	NOUN
bracis-33569	50	21	)	)	PUNCT
bracis-33569	50	22	instruments	instrument	NOUN
bracis-33569	50	23	such	such	ADJ
bracis-33569	50	24	as	as	ADP
bracis-33569	50	25	cell	cell	NOUN
bracis-33569	50	26	phones	phone	NOUN
bracis-33569	50	27	,	,	PUNCT
bracis-33569	50	28	tablets	tablet	NOUN
bracis-33569	50	29	,	,	PUNCT
bracis-33569	50	30	edge	edge	NOUN
bracis-33569	50	31	devices	device	NOUN
bracis-33569	50	32	,	,	PUNCT
bracis-33569	50	33	and	and	CCONJ
bracis-33569	50	34	others	other	NOUN
bracis-33569	50	35	 	 	SPACE
bracis-33569	51	1	[	[	X
bracis-33569	51	2	8	8	NUM
bracis-33569	51	3	]	]	PUNCT
bracis-33569	51	4	.	.	PUNCT
bracis-33569	52	1	figure	figure	NOUN
bracis-33569	52	2	 	 	SPACE
bracis-33569	52	3	1	1	NUM
bracis-33569	52	4	depicts	depict	VERB
bracis-33569	52	5	the	the	DET
bracis-33569	52	6	covered	cover	VERB
bracis-33569	52	7	steps	step	NOUN
bracis-33569	52	8	of	of	ADP
bracis-33569	52	9	the	the	DET
bracis-33569	52	10	cross	cross	ADJ
bracis-33569	52	11	-	-	ADJ
bracis-33569	52	12	device	device	ADJ
bracis-33569	52	13	learning	learning	NOUN
bracis-33569	52	14	system	system	NOUN
bracis-33569	52	15	whose	whose	DET
bracis-33569	52	16	main	main	ADJ
bracis-33569	52	17	steps	step	NOUN
bracis-33569	52	18	are	be	AUX
bracis-33569	52	19	[	[	X
bracis-33569	52	20	8	8	NUM
bracis-33569	52	21	]	]	SYM
bracis-33569	52	22	:	:	PUNCT
bracis-33569	52	23	1	1	X
bracis-33569	52	24	.	.	PUNCT
bracis-33569	52	25	initially	initially	ADV
bracis-33569	52	26	,	,	PUNCT
bracis-33569	52	27	the	the	DET
bracis-33569	52	28	model	model	NOUN
bracis-33569	52	29	\	\	PROPN
bracis-33569	52	30	(	(	PUNCT
bracis-33569	52	31	g_0	g_0	PROPN
bracis-33569	52	32	\	\	PROPN
bracis-33569	52	33	)	)	PUNCT
bracis-33569	52	34	(	(	PUNCT
bracis-33569	52	35	represented	represent	VERB
bracis-33569	52	36	as	as	ADP
bracis-33569	52	37	a	a	DET
bracis-33569	52	38	neural	neural	ADJ
bracis-33569	52	39	network	network	NOUN
bracis-33569	52	40	image	image	NOUN
bracis-33569	52	41	in	in	ADP
bracis-33569	52	42	the	the	DET
bracis-33569	52	43	upper	upper	ADJ
bracis-33569	52	44	rectangle	rectangle	NOUN
bracis-33569	52	45	)	)	PUNCT
bracis-33569	52	46	is	be	AUX
bracis-33569	52	47	untrained	untrained	ADJ
bracis-33569	52	48	and	and	CCONJ
bracis-33569	52	49	initialized	initialize	VERB
bracis-33569	52	50	with	with	ADP
bracis-33569	52	51	random	random	ADJ
bracis-33569	52	52	weights	weight	NOUN
bracis-33569	52	53	.	.	PUNCT
bracis-33569	53	1	a	a	DET
bracis-33569	53	2	subset	subset	NOUN
bracis-33569	53	3	of	of	ADP
bracis-33569	53	4	the	the	DET
bracis-33569	53	5	available	available	ADJ
bracis-33569	53	6	devices	device	NOUN
bracis-33569	53	7	is	be	AUX
bracis-33569	53	8	selected	select	VERB
bracis-33569	53	9	at	at	ADP
bracis-33569	53	10	the	the	DET
bracis-33569	53	11	beginning	beginning	NOUN
bracis-33569	53	12	of	of	ADP
bracis-33569	53	13	each	each	DET
bracis-33569	53	14	round	round	NOUN
bracis-33569	53	15	;	;	PUNCT
bracis-33569	53	16	2	2	X
bracis-33569	53	17	.	.	X
bracis-33569	53	18	after	after	ADP
bracis-33569	53	19	selecting	select	VERB
bracis-33569	53	20	\	\	PROPN
bracis-33569	53	21	(	(	PUNCT
bracis-33569	53	22	k	k	PROPN
bracis-33569	53	23	\	\	ADJ
bracis-33569	53	24	)	)	PUNCT
bracis-33569	53	25	devices	device	NOUN
bracis-33569	53	26	,	,	PUNCT
bracis-33569	53	27	the	the	DET
bracis-33569	53	28	initial	initial	ADJ
bracis-33569	53	29	weights	weight	NOUN
bracis-33569	54	1	\	\	PROPN
bracis-33569	54	2	(	(	PUNCT
bracis-33569	54	3	w	w	PROPN
bracis-33569	54	4	\	\	NOUN
bracis-33569	54	5	)	)	PUNCT
bracis-33569	54	6	of	of	ADP
bracis-33569	54	7	the	the	DET
bracis-33569	54	8	global	global	ADJ
bracis-33569	54	9	model	model	NOUN
bracis-33569	54	10	\	\	PROPN
bracis-33569	54	11	(	(	PUNCT
bracis-33569	54	12	g_n	g_n	SYM
bracis-33569	54	13	\	\	NOUN
bracis-33569	54	14	)	)	PUNCT
bracis-33569	54	15	are	be	AUX
bracis-33569	54	16	sent	send	VERB
bracis-33569	54	17	to	to	ADP
bracis-33569	54	18	the	the	DET
bracis-33569	54	19	devices	device	NOUN
bracis-33569	54	20	;	;	PUNCT
bracis-33569	55	1	3	3	X
bracis-33569	55	2	.	.	X
bracis-33569	56	1	each	each	DET
bracis-33569	56	2	device	device	NOUN
bracis-33569	56	3	trains	train	VERB
bracis-33569	56	4	the	the	DET
bracis-33569	56	5	model	model	NOUN
bracis-33569	56	6	on	on	ADP
bracis-33569	56	7	its	its	PRON
bracis-33569	56	8	dataset	dataset	NOUN
bracis-33569	56	9	\	\	PROPN
bracis-33569	56	10	(	(	PUNCT
bracis-33569	56	11	d_k	d_k	NUM
bracis-33569	56	12	\	\	NOUN
bracis-33569	56	13	)	)	PUNCT
bracis-33569	56	14	,	,	PUNCT
bracis-33569	56	15	resulting	result	VERB
bracis-33569	56	16	in	in	ADP
bracis-33569	56	17	local	local	ADJ
bracis-33569	56	18	models	model	NOUN
bracis-33569	56	19	\	\	PROPN
bracis-33569	56	20	(	(	PUNCT
bracis-33569	56	21	g_{nk	g_{nk	PROPN
bracis-33569	56	22	}	}	PUNCT
bracis-33569	56	23	\	\	PROPN
bracis-33569	56	24	)	)	PUNCT
bracis-33569	56	25	;	;	PUNCT
bracis-33569	56	26	4	4	X
bracis-33569	56	27	.	.	X
bracis-33569	56	28	privacy	privacy	NOUN
bracis-33569	56	29	mechanisms	mechanism	NOUN
bracis-33569	56	30	anonymize	anonymize	VERB
bracis-33569	56	31	the	the	DET
bracis-33569	56	32	local	local	ADJ
bracis-33569	56	33	models	model	NOUN
bracis-33569	56	34	,	,	PUNCT
bracis-33569	56	35	which	which	PRON
bracis-33569	56	36	are	be	AUX
bracis-33569	56	37	then	then	ADV
bracis-33569	56	38	sent	send	VERB
bracis-33569	56	39	to	to	ADP
bracis-33569	56	40	the	the	DET
bracis-33569	56	41	aggregator	aggregator	NOUN
bracis-33569	56	42	;	;	PUNCT
bracis-33569	56	43	5	5	NUM
bracis-33569	56	44	.	.	PUNCT
bracis-33569	57	1	the	the	DET
bracis-33569	57	2	aggregator	aggregator	NOUN
bracis-33569	57	3	combines	combine	VERB
bracis-33569	57	4	local	local	ADJ
bracis-33569	57	5	models	model	NOUN
bracis-33569	57	6	using	use	VERB
bracis-33569	57	7	an	an	DET
bracis-33569	57	8	aggregation	aggregation	NOUN
bracis-33569	57	9	algorithm	algorithm	NOUN
bracis-33569	57	10	to	to	PART
bracis-33569	57	11	create	create	VERB
bracis-33569	57	12	a	a	DET
bracis-33569	57	13	new	new	ADJ
bracis-33569	57	14	global	global	ADJ
bracis-33569	57	15	model	model	NOUN
bracis-33569	57	16	\	\	PROPN
bracis-33569	57	17	(	(	PUNCT
bracis-33569	57	18	g_{n+1	g_{n+1	ADJ
bracis-33569	57	19	}	}	PUNCT
bracis-33569	57	20	\	\	PROPN
bracis-33569	57	21	)	)	PUNCT
bracis-33569	57	22	.	.	PUNCT
bracis-33569	58	1	the	the	DET
bracis-33569	58	2	process	process	NOUN
bracis-33569	58	3	repeats	repeat	VERB
bracis-33569	58	4	from	from	ADP
bracis-33569	58	5	step	step	NOUN
bracis-33569	58	6	1	1	NUM
bracis-33569	58	7	until	until	ADP
bracis-33569	58	8	a	a	DET
bracis-33569	58	9	stopping	stop	VERB
bracis-33569	58	10	condition	condition	NOUN
bracis-33569	58	11	,	,	PUNCT
bracis-33569	58	12	like	like	ADP
bracis-33569	58	13	the	the	DET
bracis-33569	58	14	maximum	maximum	ADJ
bracis-33569	58	15	number	number	NOUN
bracis-33569	58	16	of	of	ADP
bracis-33569	58	17	rounds	round	NOUN
bracis-33569	58	18	or	or	CCONJ
bracis-33569	58	19	model	model	NOUN
bracis-33569	58	20	convergence	convergence	NOUN
bracis-33569	58	21	,	,	PUNCT
bracis-33569	58	22	is	be	AUX
bracis-33569	58	23	met	meet	VERB
bracis-33569	58	24	.	.	PUNCT
bracis-33569	59	1	fig	fig	NOUN
bracis-33569	59	2	.	.	PUNCT
bracis-33569	60	1	1	1	X
bracis-33569	60	2	.	.	X
bracis-33569	60	3	cross	cross	ADJ
bracis-33569	60	4	-	-	ADJ
bracis-33569	60	5	device	device	ADJ
bracis-33569	60	6	federated	federated	ADJ
bracis-33569	60	7	learning	learning	NOUN
bracis-33569	60	8	system	system	NOUN
bracis-33569	60	9	overview	overview	NOUN
bracis-33569	60	10	.	.	PUNCT
bracis-33569	61	1	source	source	NOUN
bracis-33569	61	2	:	:	PUNCT
bracis-33569	62	1	[	[	X
bracis-33569	62	2	8	8	X
bracis-33569	62	3	]	]	SYM
bracis-33569	62	4	full	full	ADJ
bracis-33569	62	5	size	size	NOUN
bracis-33569	62	6	image	image	NOUN
bracis-33569	62	7	on	on	ADP
bracis-33569	62	8	the	the	DET
bracis-33569	62	9	other	other	ADJ
bracis-33569	62	10	hand	hand	NOUN
bracis-33569	62	11	,	,	PUNCT
bracis-33569	62	12	the	the	DET
bracis-33569	62	13	main	main	ADJ
bracis-33569	62	14	objective	objective	NOUN
bracis-33569	62	15	of	of	ADP
bracis-33569	62	16	cross	cross	ADJ
bracis-33569	62	17	-	-	ADJ
bracis-33569	62	18	silo	silo	ADJ
bracis-33569	62	19	federated	federated	ADJ
bracis-33569	62	20	learning	learning	NOUN
bracis-33569	62	21	can	can	AUX
bracis-33569	62	22	be	be	AUX
bracis-33569	62	23	formally	formally	ADV
bracis-33569	62	24	described	describe	VERB
bracis-33569	62	25	as	as	ADP
bracis-33569	62	26	minimizing	minimize	VERB
bracis-33569	62	27	the	the	DET
bracis-33569	62	28	l(w	l(w	PROPN
bracis-33569	62	29	)	)	PUNCT
bracis-33569	62	30	function	function	NOUN
bracis-33569	62	31	described	describe	VERB
bracis-33569	62	32	by	by	ADP
bracis-33569	62	33	eq	eq	PROPN
bracis-33569	62	34	.	.	PROPN
bracis-33569	62	35	 	 	SPACE
bracis-33569	62	36	2	2	NUM
bracis-33569	62	37	.	.	X
bracis-33569	62	38	$	$	SYM
bracis-33569	62	39	$	$	SYM
bracis-33569	62	40	\begin{aligned	\begin{aligne	VERB
bracis-33569	62	41	}	}	PUNCT
bracis-33569	62	42	l(w	l(w	PROPN
bracis-33569	62	43	)	)	PUNCT
bracis-33569	62	44	=	=	SYM
bracis-33569	62	45	\sum	\sum	NOUN
bracis-33569	62	46	_	_	PUNCT
bracis-33569	62	47	{	{	PUNCT
bracis-33569	62	48	j=1}^m	j=1}^m	PROPN
bracis-33569	62	49	\sum	\sum	PROPN
bracis-33569	62	50	_	_	PUNCT
bracis-33569	62	51	{	{	PUNCT
bracis-33569	62	52	i=1}^n	i=1}^n	X
bracis-33569	62	53	l(w_j	l(w_j	NOUN
bracis-33569	62	54	,	,	PUNCT
bracis-33569	62	55	x_j^i	x_j^i	NUM
bracis-33569	62	56	)	)	PUNCT
bracis-33569	62	57	\end{aligned}$$	\end{aligned}$$	X
bracis-33569	63	1	(	(	PUNCT
bracis-33569	63	2	2	2	NUM
bracis-33569	63	3	)	)	PUNCT
bracis-33569	63	4	where	where	SCONJ
bracis-33569	63	5	l(w	l(w	NOUN
bracis-33569	63	6	)	)	PUNCT
bracis-33569	63	7	is	be	AUX
bracis-33569	63	8	the	the	DET
bracis-33569	63	9	global	global	ADJ
bracis-33569	63	10	loss	loss	NOUN
bracis-33569	63	11	function	function	NOUN
bracis-33569	63	12	for	for	ADP
bracis-33569	63	13	the	the	DET
bracis-33569	63	14	global	global	ADJ
bracis-33569	63	15	model	model	PROPN
bracis-33569	63	16	w	w	PROPN
bracis-33569	63	17	,	,	PUNCT
bracis-33569	63	18	i	i	PRON
bracis-33569	63	19	represents	represent	VERB
bracis-33569	63	20	the	the	DET
bracis-33569	63	21	client	client	NOUN
bracis-33569	63	22	,	,	PUNCT
bracis-33569	63	23	j	j	PROPN
bracis-33569	63	24	is	be	AUX
bracis-33569	63	25	the	the	DET
bracis-33569	63	26	data	data	NOUN
bracis-33569	63	27	provider	provider	NOUN
bracis-33569	63	28	(	(	PUNCT
bracis-33569	63	29	i.e.	i.e.	X
bracis-33569	63	30	,	,	PUNCT
bracis-33569	63	31	silos	silo	NOUN
bracis-33569	63	32	)	)	PUNCT
bracis-33569	63	33	with	with	ADP
bracis-33569	63	34	the	the	DET
bracis-33569	63	35	local	local	ADJ
bracis-33569	63	36	model	model	NOUN
bracis-33569	63	37	\(w_j\	\(w_j\	PROPN
bracis-33569	63	38	)	)	PUNCT
bracis-33569	63	39	trained	train	VERB
bracis-33569	63	40	from	from	ADP
bracis-33569	63	41	data	datum	NOUN
bracis-33569	63	42	feature	feature	NOUN
bracis-33569	63	43	\(x^i_j\	\(x^i_j\	NOUN
bracis-33569	63	44	)	)	PUNCT
bracis-33569	64	1	[	[	X
bracis-33569	64	2	8	8	NUM
bracis-33569	64	3	]	]	PUNCT
bracis-33569	64	4	.	.	PUNCT
bracis-33569	65	1	in	in	ADP
bracis-33569	65	2	the	the	DET
bracis-33569	65	3	context	context	NOUN
bracis-33569	65	4	 	 	SPACE
bracis-33569	65	5	of	of	ADP
bracis-33569	65	6	cross	cross	NOUN
bracis-33569	65	7	-	-	ADJ
bracis-33569	65	8	silo	silo	ADJ
bracis-33569	65	9	,	,	PUNCT
bracis-33569	65	10	the	the	DET
bracis-33569	65	11	data	data	NOUN
bracis-33569	65	12	silos	silo	NOUN
bracis-33569	65	13	used	use	VERB
bracis-33569	65	14	as	as	ADP
bracis-33569	65	15	parties	party	NOUN
bracis-33569	65	16	tend	tend	VERB
bracis-33569	65	17	to	to	PART
bracis-33569	65	18	be	be	AUX
bracis-33569	65	19	of	of	ADP
bracis-33569	65	20	commercial	commercial	ADJ
bracis-33569	65	21	grade	grade	NOUN
bracis-33569	65	22	,	,	PUNCT
bracis-33569	65	23	providing	provide	VERB
bracis-33569	65	24	 	 	SPACE
bracis-33569	65	25	a	a	DET
bracis-33569	65	26	less	less	ADV
bracis-33569	65	27	heterogeneous	heterogeneous	ADJ
bracis-33569	65	28	environment	environment	NOUN
bracis-33569	65	29	and	and	CCONJ
bracis-33569	65	30	generally	generally	ADV
bracis-33569	65	31	having	have	VERB
bracis-33569	65	32	better	well	ADJ
bracis-33569	65	33	computational	computational	ADJ
bracis-33569	65	34	resources	resource	NOUN
bracis-33569	65	35	than	than	ADP
bracis-33569	65	36	iot	iot	PROPN
bracis-33569	65	37	devices	device	NOUN
bracis-33569	65	38	[	[	X
bracis-33569	65	39	8	8	NUM
bracis-33569	65	40	]	]	PUNCT
bracis-33569	65	41	.	.	PUNCT
bracis-33569	66	1	figure	figure	NOUN
bracis-33569	66	2	 	 	SPACE
bracis-33569	66	3	2	2	NUM
bracis-33569	66	4	depicts	depict	VERB
bracis-33569	66	5	the	the	DET
bracis-33569	66	6	chain	chain	NOUN
bracis-33569	66	7	of	of	ADP
bracis-33569	66	8	events	event	NOUN
bracis-33569	66	9	for	for	ADP
bracis-33569	66	10	the	the	DET
bracis-33569	66	11	cross	cross	ADJ
bracis-33569	66	12	-	-	ADJ
bracis-33569	66	13	silo	silo	ADJ
bracis-33569	66	14	system	system	NOUN
bracis-33569	66	15	whose	whose	DET
bracis-33569	66	16	main	main	ADJ
bracis-33569	66	17	steps	step	NOUN
bracis-33569	66	18	are	be	AUX
bracis-33569	66	19	[	[	X
bracis-33569	66	20	8	8	NUM
bracis-33569	66	21	]	]	SYM
bracis-33569	66	22	:	:	PUNCT
bracis-33569	67	1	0	0	X
bracis-33569	67	2	.	.	X
bracis-33569	68	1	participants	participant	NOUN
bracis-33569	68	2	align	align	VERB
bracis-33569	68	3	datasets	dataset	NOUN
bracis-33569	68	4	using	use	VERB
bracis-33569	68	5	techniques	technique	NOUN
bracis-33569	68	6	like	like	ADP
bracis-33569	68	7	secure	secure	VERB
bracis-33569	68	8	multi	multi	ADJ
bracis-33569	68	9	-	-	ADJ
bracis-33569	68	10	party	party	ADJ
bracis-33569	68	11	communication	communication	NOUN
bracis-33569	68	12	or	or	CCONJ
bracis-33569	68	13	key	key	ADJ
bracis-33569	68	14	-	-	PUNCT
bracis-33569	68	15	sharing	sharing	NOUN
bracis-33569	68	16	,	,	PUNCT
bracis-33569	68	17	ensuring	ensure	VERB
bracis-33569	68	18	data	datum	NOUN
bracis-33569	68	19	alignment	alignment	NOUN
bracis-33569	68	20	by	by	ADP
bracis-33569	68	21	i	i	PROPN
bracis-33569	68	22	d.	d.	PROPN
bracis-33569	68	23	unmatched	unmatched	PROPN
bracis-33569	68	24	data	datum	NOUN
bracis-33569	68	25	is	be	AUX
bracis-33569	68	26	discarded	discard	VERB
bracis-33569	68	27	;	;	PUNCT
bracis-33569	68	28	1	1	X
bracis-33569	68	29	.	.	X
bracis-33569	68	30	a	a	DET
bracis-33569	68	31	third	third	ADJ
bracis-33569	68	32	-	-	PUNCT
bracis-33569	68	33	party	party	NOUN
bracis-33569	68	34	aggregator	aggregator	NOUN
bracis-33569	68	35	distributes	distribute	VERB
bracis-33569	68	36	encryption	encryption	NOUN
bracis-33569	68	37	key	key	NOUN
bracis-33569	68	38	pairs	pair	NOUN
bracis-33569	68	39	to	to	ADP
bracis-33569	68	40	each	each	DET
bracis-33569	68	41	party	party	NOUN
bracis-33569	68	42	and	and	CCONJ
bracis-33569	68	43	initializes	initialize	VERB
bracis-33569	68	44	partial	partial	ADJ
bracis-33569	68	45	models	model	NOUN
bracis-33569	68	46	.	.	PUNCT
bracis-33569	69	1	the	the	DET
bracis-33569	69	2	last	last	ADJ
bracis-33569	69	3	party	party	NOUN
bracis-33569	69	4	usually	usually	ADV
bracis-33569	69	5	holds	hold	VERB
bracis-33569	69	6	the	the	DET
bracis-33569	69	7	labels	label	NOUN
bracis-33569	69	8	,	,	PUNCT
bracis-33569	69	9	while	while	SCONJ
bracis-33569	69	10	others	other	NOUN
bracis-33569	69	11	have	have	VERB
bracis-33569	69	12	training	training	NOUN
bracis-33569	69	13	features	feature	NOUN
bracis-33569	69	14	;	;	PUNCT
bracis-33569	69	15	2	2	X
bracis-33569	69	16	.	.	X
bracis-33569	69	17	the	the	DET
bracis-33569	69	18	first	first	ADJ
bracis-33569	69	19	party	party	NOUN
bracis-33569	69	20	trains	train	NOUN
bracis-33569	69	21	on	on	ADP
bracis-33569	69	22	a	a	DET
bracis-33569	69	23	mini	mini	NOUN
bracis-33569	69	24	-	-	NOUN
bracis-33569	69	25	batch	batch	NOUN
bracis-33569	69	26	of	of	ADP
bracis-33569	69	27	local	local	ADJ
bracis-33569	69	28	data	datum	NOUN
bracis-33569	69	29	,	,	PUNCT
bracis-33569	69	30	encrypts	encrypt	VERB
bracis-33569	69	31	the	the	DET
bracis-33569	69	32	output	output	NOUN
bracis-33569	69	33	with	with	ADP
bracis-33569	69	34	homomorphic	homomorphic	ADJ
bracis-33569	69	35	encryption	encryption	NOUN
bracis-33569	69	36	,	,	PUNCT
bracis-33569	69	37	and	and	CCONJ
bracis-33569	69	38	sends	send	VERB
bracis-33569	69	39	it	it	PRON
bracis-33569	69	40	to	to	ADP
bracis-33569	69	41	the	the	DET
bracis-33569	69	42	next	next	ADJ
bracis-33569	69	43	party	party	NOUN
bracis-33569	69	44	;	;	PUNCT
bracis-33569	70	1	3	3	X
bracis-33569	70	2	.	.	X
bracis-33569	71	1	the	the	DET
bracis-33569	71	2	second	second	ADJ
bracis-33569	71	3	party	party	NOUN
bracis-33569	71	4	performs	perform	VERB
bracis-33569	71	5	a	a	DET
bracis-33569	71	6	forward	forward	ADJ
bracis-33569	71	7	pass	pass	NOUN
bracis-33569	71	8	,	,	PUNCT
bracis-33569	71	9	calculates	calculate	VERB
bracis-33569	71	10	the	the	DET
bracis-33569	71	11	loss	loss	NOUN
bracis-33569	71	12	(	(	PUNCT
bracis-33569	71	13	since	since	SCONJ
bracis-33569	71	14	it	it	PRON
bracis-33569	71	15	holds	hold	VERB
bracis-33569	71	16	the	the	DET
bracis-33569	71	17	labels	label	NOUN
bracis-33569	71	18	)	)	PUNCT
bracis-33569	71	19	,	,	PUNCT
bracis-33569	71	20	and	and	CCONJ
bracis-33569	71	21	sends	send	VERB
bracis-33569	71	22	intermediate	intermediate	ADJ
bracis-33569	71	23	outputs	output	NOUN
bracis-33569	71	24	to	to	ADP
bracis-33569	71	25	the	the	DET
bracis-33569	71	26	first	first	ADJ
bracis-33569	71	27	party	party	NOUN
bracis-33569	71	28	.	.	PUNCT
bracis-33569	72	1	the	the	DET
bracis-33569	72	2	loss	loss	NOUN
bracis-33569	72	3	is	be	AUX
bracis-33569	72	4	sent	send	VERB
bracis-33569	72	5	to	to	ADP
bracis-33569	72	6	the	the	DET
bracis-33569	72	7	aggregator	aggregator	NOUN
bracis-33569	72	8	;	;	PUNCT
bracis-33569	72	9	4	4	X
bracis-33569	72	10	.	.	X
bracis-33569	73	1	both	both	DET
bracis-33569	73	2	parties	party	NOUN
bracis-33569	73	3	compute	compute	VERB
bracis-33569	73	4	partial	partial	ADJ
bracis-33569	73	5	gradients	gradient	NOUN
bracis-33569	73	6	,	,	PUNCT
bracis-33569	73	7	add	add	VERB
bracis-33569	73	8	encryption	encryption	NOUN
bracis-33569	73	9	,	,	PUNCT
bracis-33569	73	10	and	and	CCONJ
bracis-33569	73	11	send	send	VERB
bracis-33569	73	12	them	they	PRON
bracis-33569	73	13	to	to	ADP
bracis-33569	73	14	the	the	DET
bracis-33569	73	15	aggregator	aggregator	NOUN
bracis-33569	73	16	to	to	PART
bracis-33569	73	17	prevent	prevent	VERB
bracis-33569	73	18	data	datum	NOUN
bracis-33569	73	19	leakage	leakage	NOUN
bracis-33569	73	20	;	;	PUNCT
bracis-33569	73	21	5	5	X
bracis-33569	73	22	.	.	X
bracis-33569	74	1	the	the	DET
bracis-33569	74	2	aggregator	aggregator	NOUN
bracis-33569	74	3	decrypts	decrypt	VERB
bracis-33569	74	4	the	the	DET
bracis-33569	74	5	gradients	gradient	NOUN
bracis-33569	74	6	,	,	PUNCT
bracis-33569	74	7	calculates	calculate	VERB
bracis-33569	74	8	exact	exact	ADJ
bracis-33569	74	9	gradients	gradient	NOUN
bracis-33569	74	10	using	use	VERB
bracis-33569	74	11	the	the	DET
bracis-33569	74	12	loss	loss	NOUN
bracis-33569	74	13	,	,	PUNCT
bracis-33569	74	14	and	and	CCONJ
bracis-33569	74	15	sends	send	VERB
bracis-33569	74	16	them	they	PRON
bracis-33569	74	17	back	back	ADV
bracis-33569	74	18	to	to	ADP
bracis-33569	74	19	the	the	DET
bracis-33569	74	20	parties	party	NOUN
bracis-33569	74	21	for	for	ADP
bracis-33569	74	22	model	model	NOUN
bracis-33569	74	23	updates	update	NOUN
bracis-33569	74	24	.	.	PUNCT
bracis-33569	75	1	the	the	DET
bracis-33569	75	2	process	process	NOUN
bracis-33569	75	3	repeats	repeat	VERB
bracis-33569	75	4	from	from	ADP
bracis-33569	75	5	step	step	NOUN
bracis-33569	75	6	1	1	NUM
bracis-33569	75	7	.	.	PUNCT
bracis-33569	75	8	fig	fig	NOUN
bracis-33569	75	9	.	.	PUNCT
bracis-33569	76	1	2	2	X
bracis-33569	76	2	.	.	X
bracis-33569	76	3	cross	cross	ADJ
bracis-33569	76	4	-	-	ADJ
bracis-33569	76	5	silo	silo	ADJ
bracis-33569	76	6	federated	federated	ADJ
bracis-33569	76	7	learning	learning	NOUN
bracis-33569	76	8	system	system	NOUN
bracis-33569	76	9	overview	overview	NOUN
bracis-33569	76	10	.	.	PUNCT
bracis-33569	77	1	source	source	NOUN
bracis-33569	77	2	:	:	PUNCT
bracis-33569	78	1	[	[	X
bracis-33569	78	2	8	8	X
bracis-33569	78	3	]	]	SYM
bracis-33569	78	4	full	full	ADJ
bracis-33569	78	5	size	size	NOUN
bracis-33569	78	6	image	image	NOUN
bracis-33569	78	7	the	the	DET
bracis-33569	78	8	training	training	NOUN
bracis-33569	78	9	procedure	procedure	NOUN
bracis-33569	78	10	for	for	ADP
bracis-33569	78	11	cross	cross	ADJ
bracis-33569	78	12	-	-	ADJ
bracis-33569	78	13	silo	silo	ADJ
bracis-33569	78	14	fl	fl	NOUN
bracis-33569	78	15	also	also	ADV
bracis-33569	78	16	happens	happen	VERB
bracis-33569	78	17	in	in	ADP
bracis-33569	78	18	rounds	round	NOUN
bracis-33569	78	19	but	but	CCONJ
bracis-33569	78	20	with	with	ADP
bracis-33569	78	21	one	one	NUM
bracis-33569	78	22	significant	significant	ADJ
bracis-33569	78	23	difference	difference	NOUN
bracis-33569	78	24	:	:	PUNCT
bracis-33569	78	25	all	all	DET
bracis-33569	78	26	silos	silo	NOUN
bracis-33569	78	27	take	take	VERB
bracis-33569	78	28	part	part	NOUN
bracis-33569	78	29	in	in	ADP
bracis-33569	78	30	every	every	DET
bracis-33569	78	31	round	round	NOUN
bracis-33569	78	32	of	of	ADP
bracis-33569	78	33	the	the	DET
bracis-33569	78	34	training	training	NOUN
bracis-33569	78	35	.	.	PUNCT
bracis-33569	79	1	therefore	therefore	ADV
bracis-33569	79	2	,	,	PUNCT
bracis-33569	79	3	the	the	DET
bracis-33569	79	4	choice	choice	NOUN
bracis-33569	79	5	of	of	ADP
bracis-33569	79	6	targeted	target	VERB
bracis-33569	79	7	devices	device	NOUN
bracis-33569	79	8	significantly	significantly	ADV
bracis-33569	79	9	influences	influence	VERB
bracis-33569	79	10	the	the	DET
bracis-33569	79	11	system	system	NOUN
bracis-33569	79	12	selection	selection	NOUN
bracis-33569	79	13	.	.	PUNCT
bracis-33569	80	1	in	in	ADP
bracis-33569	80	2	cross	cross	ADJ
bracis-33569	80	3	-	-	ADJ
bracis-33569	80	4	device	device	ADJ
bracis-33569	80	5	fl	fl	NOUN
bracis-33569	80	6	,	,	PUNCT
bracis-33569	80	7	user	user	NOUN
bracis-33569	80	8	-	-	PUNCT
bracis-33569	80	9	owned	own	VERB
bracis-33569	80	10	iot	iot	NOUN
bracis-33569	80	11	devices	device	NOUN
bracis-33569	80	12	like	like	ADP
bracis-33569	80	13	cellphones	cellphone	NOUN
bracis-33569	80	14	,	,	PUNCT
bracis-33569	80	15	tablets	tablet	NOUN
bracis-33569	80	16	,	,	PUNCT
bracis-33569	80	17	and	and	CCONJ
bracis-33569	80	18	edge	edge	NOUN
bracis-33569	80	19	devices	device	NOUN
bracis-33569	80	20	are	be	AUX
bracis-33569	80	21	common	common	ADJ
bracis-33569	80	22	,	,	PUNCT
bracis-33569	80	23	leading	lead	VERB
bracis-33569	80	24	to	to	ADP
bracis-33569	80	25	a	a	DET
bracis-33569	80	26	diverse	diverse	ADJ
bracis-33569	80	27	range	range	NOUN
bracis-33569	80	28	of	of	ADP
bracis-33569	80	29	specifications	specification	NOUN
bracis-33569	80	30	.	.	PUNCT
bracis-33569	81	1	conversely	conversely	ADV
bracis-33569	81	2	,	,	PUNCT
bracis-33569	81	3	cross	cross	ADJ
bracis-33569	81	4	-	-	ADJ
bracis-33569	81	5	silo	silo	ADJ
bracis-33569	81	6	fl	fl	NOUN
bracis-33569	81	7	typically	typically	ADV
bracis-33569	81	8	involves	involve	VERB
bracis-33569	81	9	commercial	commercial	ADJ
bracis-33569	81	10	-	-	PUNCT
bracis-33569	81	11	grade	grade	NOUN
bracis-33569	81	12	data	datum	NOUN
bracis-33569	81	13	silos	silo	NOUN
bracis-33569	81	14	,	,	PUNCT
bracis-33569	81	15	offering	offer	VERB
bracis-33569	81	16	a	a	DET
bracis-33569	81	17	more	more	ADV
bracis-33569	81	18	uniform	uniform	ADJ
bracis-33569	81	19	environment	environment	NOUN
bracis-33569	81	20	with	with	ADP
bracis-33569	81	21	superior	superior	ADJ
bracis-33569	81	22	computational	computational	ADJ
bracis-33569	81	23	resources	resource	NOUN
bracis-33569	81	24	compared	compare	VERB
bracis-33569	81	25	to	to	ADP
bracis-33569	81	26	iot	iot	PROPN
bracis-33569	81	27	devices	device	NOUN
bracis-33569	81	28	[	[	X
bracis-33569	81	29	8	8	NUM
bracis-33569	81	30	]	]	PUNCT
bracis-33569	81	31	.	.	PUNCT
bracis-33569	82	1	thus	thus	ADV
bracis-33569	82	2	,	,	PUNCT
bracis-33569	82	3	the	the	DET
bracis-33569	82	4	type	type	NOUN
bracis-33569	82	5	of	of	ADP
bracis-33569	82	6	devices	device	NOUN
bracis-33569	82	7	used	use	VERB
bracis-33569	82	8	as	as	ADP
bracis-33569	82	9	parties	party	NOUN
bracis-33569	82	10	in	in	ADP
bracis-33569	82	11	training	training	NOUN
bracis-33569	82	12	will	will	AUX
bracis-33569	82	13	determine	determine	VERB
bracis-33569	82	14	the	the	DET
bracis-33569	82	15	most	most	ADV
bracis-33569	82	16	suitable	suitable	ADJ
bracis-33569	82	17	fl	fl	NOUN
bracis-33569	82	18	system	system	NOUN
bracis-33569	82	19	.	.	PUNCT
bracis-33569	83	1	2.3	2.3	NUM
bracis-33569	83	2	federated	federate	VERB
bracis-33569	83	3	learning	learning	NOUN
bracis-33569	83	4	algorithms	algorithm	NOUN
bracis-33569	83	5	after	after	ADP
bracis-33569	83	6	establishing	establish	VERB
bracis-33569	83	7	the	the	DET
bracis-33569	83	8	main	main	ADJ
bracis-33569	83	9	concepts	concept	NOUN
bracis-33569	83	10	of	of	ADP
bracis-33569	83	11	fl	fl	NUM
bracis-33569	83	12	and	and	CCONJ
bracis-33569	83	13	its	its	PRON
bracis-33569	83	14	benefits	benefit	NOUN
bracis-33569	83	15	and	and	CCONJ
bracis-33569	83	16	challenges	challenge	NOUN
bracis-33569	83	17	,	,	PUNCT
bracis-33569	83	18	 	 	SPACE
bracis-33569	83	19	it	it	PRON
bracis-33569	83	20	becomes	become	VERB
bracis-33569	83	21	clear	clear	ADJ
bracis-33569	83	22	that	that	SCONJ
bracis-33569	83	23	the	the	DET
bracis-33569	83	24	next	next	ADJ
bracis-33569	83	25	step	step	NOUN
bracis-33569	83	26	is	be	AUX
bracis-33569	83	27	optimization	optimization	NOUN
bracis-33569	83	28	to	to	PART
bracis-33569	83	29	address	address	VERB
bracis-33569	83	30	common	common	ADJ
bracis-33569	83	31	issues	issue	NOUN
bracis-33569	83	32	,	,	PUNCT
bracis-33569	83	33	such	such	ADJ
bracis-33569	83	34	 	 	SPACE
bracis-33569	83	35	as	as	ADP
bracis-33569	83	36	unbalanced	unbalanced	ADJ
bracis-33569	83	37	data	data	NOUN
bracis-33569	83	38	sets	set	NOUN
bracis-33569	83	39	and	and	CCONJ
bracis-33569	83	40	limited	limited	ADJ
bracis-33569	83	41	communication	communication	NOUN
bracis-33569	83	42	.	.	PUNCT
bracis-33569	84	1	two	two	NUM
bracis-33569	84	2	algorithms	algorithm	NOUN
bracis-33569	84	3	used	use	VERB
bracis-33569	84	4	to	to	PART
bracis-33569	84	5	contour	contour	VERB
bracis-33569	84	6	these	these	DET
bracis-33569	84	7	challenges	challenge	NOUN
bracis-33569	84	8	are	be	AUX
bracis-33569	84	9	the	the	DET
bracis-33569	84	10	federated	federated	ADJ
bracis-33569	84	11	stochastic	stochastic	ADJ
bracis-33569	84	12	gradient	gradient	ADJ
bracis-33569	84	13	descent	descent	NOUN
bracis-33569	84	14	(	(	PUNCT
bracis-33569	84	15	fedsdg	fedsdg	PROPN
bracis-33569	84	16	)	)	PUNCT
bracis-33569	84	17	and	and	CCONJ
bracis-33569	84	18	the	the	DET
bracis-33569	84	19	federated	federated	ADJ
bracis-33569	84	20	averaging	averaging	NOUN
bracis-33569	84	21	(	(	PUNCT
bracis-33569	84	22	fedavg	fedavg	NOUN
bracis-33569	84	23	)	)	PUNCT
bracis-33569	84	24	as	as	SCONJ
bracis-33569	84	25	they	they	PRON
bracis-33569	84	26	are	be	AUX
bracis-33569	84	27	 	 	SPACE
bracis-33569	84	28	the	the	DET
bracis-33569	84	29	most	most	ADV
bracis-33569	84	30	common	common	ADJ
bracis-33569	84	31	in	in	ADP
bracis-33569	84	32	the	the	DET
bracis-33569	84	33	fl	fl	ADJ
bracis-33569	84	34	context	context	NOUN
bracis-33569	84	35	[	[	X
bracis-33569	84	36	8	8	NUM
bracis-33569	84	37	]	]	PUNCT
bracis-33569	84	38	.	.	PUNCT
bracis-33569	85	1	to	to	PART
bracis-33569	85	2	apply	apply	VERB
bracis-33569	85	3	the	the	DET
bracis-33569	85	4	fedsdg	fedsdg	NOUN
bracis-33569	85	5	in	in	ADP
bracis-33569	85	6	fl	fl	PROPN
bracis-33569	85	7	,	,	PUNCT
bracis-33569	85	8	a	a	DET
bracis-33569	85	9	c	c	NOUN
bracis-33569	85	10	fraction	fraction	NOUN
bracis-33569	85	11	of	of	ADP
bracis-33569	85	12	clients	client	NOUN
bracis-33569	85	13	is	be	AUX
bracis-33569	85	14	chosen	choose	VERB
bracis-33569	85	15	in	in	ADP
bracis-33569	85	16	each	each	DET
bracis-33569	85	17	round	round	NOUN
bracis-33569	85	18	and	and	CCONJ
bracis-33569	85	19	the	the	DET
bracis-33569	85	20	gradient	gradient	NOUN
bracis-33569	85	21	of	of	ADP
bracis-33569	85	22	the	the	DET
bracis-33569	85	23	loss	loss	NOUN
bracis-33569	85	24	over	over	ADP
bracis-33569	85	25	all	all	DET
bracis-33569	85	26	the	the	DET
bracis-33569	85	27	data	datum	NOUN
bracis-33569	85	28	held	hold	VERB
bracis-33569	85	29	by	by	ADP
bracis-33569	85	30	the	the	DET
bracis-33569	85	31	clients	client	NOUN
bracis-33569	85	32	is	be	AUX
bracis-33569	85	33	computed	compute	VERB
bracis-33569	85	34	.	.	PUNCT
bracis-33569	86	1	therefore	therefore	ADV
bracis-33569	86	2	,	,	PUNCT
bracis-33569	86	3	c	c	PROPN
bracis-33569	86	4	refers	refer	VERB
bracis-33569	86	5	to	to	ADP
bracis-33569	86	6	the	the	DET
bracis-33569	86	7	global	global	ADJ
bracis-33569	86	8	batch	batch	NOUN
bracis-33569	86	9	size	size	NOUN
bracis-33569	86	10	with	with	ADP
bracis-33569	86	11	\(c	\(c	NOUN
bracis-33569	86	12	=	=	SYM
bracis-33569	86	13	1\	1\	NUM
bracis-33569	86	14	)	)	PUNCT
bracis-33569	86	15	representing	represent	VERB
bracis-33569	86	16	the	the	DET
bracis-33569	86	17	full	full	ADJ
bracis-33569	86	18	batch	batch	NOUN
bracis-33569	86	19	setup	setup	NOUN
bracis-33569	86	20	[	[	X
bracis-33569	86	21	11	11	NUM
bracis-33569	86	22	]	]	PUNCT
bracis-33569	86	23	.	.	PUNCT
bracis-33569	87	1	a	a	DET
bracis-33569	87	2	typical	typical	ADJ
bracis-33569	87	3	implementation	implementation	NOUN
bracis-33569	87	4	is	be	AUX
bracis-33569	87	5	with	with	ADP
bracis-33569	87	6	\(c=1\	\(c=1\	NOUN
bracis-33569	87	7	)	)	PUNCT
bracis-33569	87	8	and	and	CCONJ
bracis-33569	87	9	a	a	DET
bracis-33569	87	10	fixed	fix	VERB
bracis-33569	87	11	learning	learning	NOUN
bracis-33569	87	12	rate	rate	NOUN
bracis-33569	87	13	\(\eta	\(\eta	NOUN
bracis-33569	87	14	\	\	NOUN
bracis-33569	87	15	)	)	PUNCT
bracis-33569	88	1	[	[	X
bracis-33569	88	2	11	11	NUM
bracis-33569	88	3	]	]	PUNCT
bracis-33569	88	4	.	.	PUNCT
bracis-33569	89	1	in	in	ADP
bracis-33569	89	2	this	this	DET
bracis-33569	89	3	scenario	scenario	NOUN
bracis-33569	89	4	,	,	PUNCT
bracis-33569	89	5	each	each	DET
bracis-33569	89	6	client	client	NOUN
bracis-33569	89	7	k	k	PROPN
bracis-33569	89	8	will	will	AUX
bracis-33569	89	9	compute	compute	VERB
bracis-33569	89	10	\(g_k	\(g_k	NOUN
bracis-33569	89	11	=	=	SYM
bracis-33569	89	12	\nabla	\nabla	PROPN
bracis-33569	89	13	f_k(w_t)\	f_k(w_t)\	NUM
bracis-33569	89	14	)	)	PUNCT
bracis-33569	89	15	(	(	PUNCT
bracis-33569	89	16	the	the	DET
bracis-33569	89	17	average	average	ADJ
bracis-33569	89	18	gradient	gradient	NOUN
bracis-33569	89	19	on	on	ADP
bracis-33569	89	20	its	its	PRON
bracis-33569	89	21	local	local	ADJ
bracis-33569	89	22	data	datum	NOUN
bracis-33569	89	23	for	for	ADP
bracis-33569	89	24	model	model	NOUN
bracis-33569	89	25	\(w_t\	\(w_t\	PROPN
bracis-33569	89	26	)	)	PUNCT
bracis-33569	89	27	)	)	PUNCT
bracis-33569	89	28	.	.	PUNCT
bracis-33569	90	1	then	then	ADV
bracis-33569	90	2	,	,	PUNCT
bracis-33569	90	3	the	the	DET
bracis-33569	90	4	central	central	ADJ
bracis-33569	90	5	server	server	NOUN
bracis-33569	90	6	aggregates	aggregate	VERB
bracis-33569	90	7	these	these	DET
bracis-33569	90	8	gradients	gradient	NOUN
bracis-33569	90	9	and	and	CCONJ
bracis-33569	90	10	applies	apply	VERB
bracis-33569	90	11	the	the	DET
bracis-33569	90	12	update	update	NOUN
bracis-33569	90	13	\(w_{t+1	\(w_{t+1	NOUN
bracis-33569	90	14	}	}	PUNCT
bracis-33569	90	15	\leftarrow	\leftarrow	VERB
bracis-33569	90	16	w_t	w_t	NOUN
bracis-33569	90	17	\eta	\eta	PROPN
bracis-33569	90	18	\sum	\sum	NOUN
bracis-33569	90	19	_	_	PUNCT
bracis-33569	90	20	{	{	PUNCT
bracis-33569	90	21	k=1}^k	k=1}^k	PROPN
bracis-33569	90	22	\dfrac{n_k}{n	\dfrac{n_k}{n	PROPN
bracis-33569	90	23	}	}	PUNCT
bracis-33569	90	24	g_k\	g_k\	PROPN
bracis-33569	90	25	)	)	PUNCT
bracis-33569	90	26	since	since	SCONJ
bracis-33569	90	27	that	that	PRON
bracis-33569	90	28	\(\sum	\(\sum	VERB
bracis-33569	91	1	_	_	PRON
bracis-33569	91	2	{	{	PUNCT
bracis-33569	91	3	k=1}^k	k=1}^k	PROPN
bracis-33569	91	4	\dfrac{n_k}{n	\dfrac{n_k}{n	PROPN
bracis-33569	91	5	}	}	PUNCT
bracis-33569	91	6	g_k	g_k	PUNCT
bracis-33569	91	7	=	=	PUNCT
bracis-33569	92	1	\nabla	\nabla	PROPN
bracis-33569	92	2	f	f	PROPN
bracis-33569	92	3	(	(	PUNCT
bracis-33569	92	4	w_t)\	w_t)\	PROPN
bracis-33569	92	5	)	)	PUNCT
bracis-33569	92	6	.	.	PUNCT
bracis-33569	93	1	an	an	DET
bracis-33569	93	2	equivalent	equivalent	ADJ
bracis-33569	93	3	update	update	NOUN
bracis-33569	93	4	is	be	AUX
bracis-33569	93	5	found	find	VERB
bracis-33569	93	6	by	by	ADP
bracis-33569	93	7	\(\forall	\(\forall	ADV
bracis-33569	93	8	k	k	PROPN
bracis-33569	93	9	,	,	PUNCT
bracis-33569	93	10	w_{t+1}^k	w_{t+1}^k	PUNCT
bracis-33569	93	11	\leftarrow	\leftarrow	VERB
bracis-33569	93	12	w_t	w_t	PROPN
bracis-33569	93	13	\eta	\eta	PROPN
bracis-33569	93	14	g_k\	g_k\	PROPN
bracis-33569	93	15	)	)	PUNCT
bracis-33569	93	16	followed	follow	VERB
bracis-33569	93	17	by	by	ADP
bracis-33569	93	18	\(w_{t+1	\(w_{t+1	NOUN
bracis-33569	93	19	}	}	PUNCT
bracis-33569	93	20	\leftarrow	\leftarrow	VERB
bracis-33569	93	21	\sum	\sum	NOUN
bracis-33569	93	22	_	_	PUNCT
bracis-33569	93	23	{	{	PUNCT
bracis-33569	93	24	k=1}^k	k=1}^k	PROPN
bracis-33569	93	25	\dfrac{n_k}{n	\dfrac{n_k}{n	PROPN
bracis-33569	93	26	}	}	PUNCT
bracis-33569	93	27	w_{t+1	w_{t+1	PROPN
bracis-33569	93	28	}	}	PUNCT
bracis-33569	93	29	^	^	PUNCT
bracis-33569	93	30	k\	k\	PROPN
bracis-33569	93	31	)	)	PUNCT
bracis-33569	93	32	.	.	PUNCT
bracis-33569	94	1	this	this	PRON
bracis-33569	94	2	means	mean	VERB
bracis-33569	94	3	that	that	SCONJ
bracis-33569	94	4	each	each	DET
bracis-33569	94	5	client	client	NOUN
bracis-33569	94	6	will	will	AUX
bracis-33569	94	7	locally	locally	ADV
bracis-33569	94	8	take	take	VERB
bracis-33569	94	9	one	one	NUM
bracis-33569	94	10	step	step	NOUN
bracis-33569	94	11	of	of	ADP
bracis-33569	94	12	gradient	gradient	ADJ
bracis-33569	94	13	descent	descent	NOUN
bracis-33569	94	14	on	on	ADP
bracis-33569	94	15	the	the	DET
bracis-33569	94	16	current	current	ADJ
bracis-33569	94	17	model	model	NOUN
bracis-33569	94	18	using	use	VERB
bracis-33569	94	19	its	its	PRON
bracis-33569	94	20	local	local	ADJ
bracis-33569	94	21	data	datum	NOUN
bracis-33569	94	22	.	.	PUNCT
bracis-33569	95	1	the	the	DET
bracis-33569	95	2	server	server	NOUN
bracis-33569	95	3	then	then	ADV
bracis-33569	95	4	takes	take	VERB
bracis-33569	95	5	a	a	DET
bracis-33569	95	6	weighted	weighted	ADJ
bracis-33569	95	7	average	average	NOUN
bracis-33569	95	8	of	of	ADP
bracis-33569	95	9	the	the	DET
bracis-33569	95	10	resulting	result	VERB
bracis-33569	95	11	models	model	NOUN
bracis-33569	95	12	[	[	X
bracis-33569	95	13	11	11	NUM
bracis-33569	95	14	]	]	PUNCT
bracis-33569	95	15	.	.	PUNCT
bracis-33569	96	1	conversely	conversely	ADV
bracis-33569	96	2	,	,	PUNCT
bracis-33569	96	3	the	the	DET
bracis-33569	96	4	federated	federated	ADJ
bracis-33569	96	5	averaging	averaging	NOUN
bracis-33569	96	6	algorithm	algorithm	NOUN
bracis-33569	96	7	,	,	PUNCT
bracis-33569	96	8	fedavg	fedavg	PROPN
bracis-33569	96	9	,	,	PUNCT
bracis-33569	96	10	is	be	AUX
bracis-33569	96	11	an	an	DET
bracis-33569	96	12	extension	extension	NOUN
bracis-33569	96	13	of	of	ADP
bracis-33569	96	14	the	the	DET
bracis-33569	96	15	fedsdg	fedsdg	NOUN
bracis-33569	96	16	.	.	PUNCT
bracis-33569	97	1	the	the	DET
bracis-33569	97	2	main	main	ADJ
bracis-33569	97	3	concept	concept	NOUN
bracis-33569	97	4	is	be	AUX
bracis-33569	97	5	following	follow	VERB
bracis-33569	97	6	the	the	DET
bracis-33569	97	7	same	same	ADJ
bracis-33569	97	8	steps	step	NOUN
bracis-33569	97	9	motioned	motion	VERB
bracis-33569	97	10	above	above	ADV
bracis-33569	97	11	,	,	PUNCT
bracis-33569	97	12	but	but	CCONJ
bracis-33569	97	13	also	also	ADV
bracis-33569	97	14	iterating	iterate	VERB
bracis-33569	97	15	the	the	DET
bracis-33569	97	16	local	local	ADJ
bracis-33569	97	17	update	update	NOUN
bracis-33569	97	18	\(w_k	\(w_k	PUNCT
bracis-33569	97	19	\leftarrow	\leftarrow	PROPN
bracis-33569	97	20	w^k	w^k	PROPN
bracis-33569	97	21	\eta	\eta	PROPN
bracis-33569	97	22	\nabla	\nabla	PROPN
bracis-33569	97	23	f_k(w^k)\	f_k(w^k)\	NUM
bracis-33569	97	24	)	)	PUNCT
bracis-33569	97	25	in	in	ADP
bracis-33569	97	26	each	each	DET
bracis-33569	97	27	client	client	NOUN
bracis-33569	97	28	multiple	multiple	ADJ
bracis-33569	97	29	times	time	NOUN
bracis-33569	97	30	before	before	ADP
bracis-33569	97	31	the	the	DET
bracis-33569	97	32	averaging	averaging	NOUN
bracis-33569	97	33	step	step	NOUN
bracis-33569	97	34	[	[	X
bracis-33569	97	35	11	11	NUM
bracis-33569	97	36	]	]	PUNCT
bracis-33569	97	37	.	.	PUNCT
bracis-33569	98	1	besides	besides	SCONJ
bracis-33569	98	2	the	the	DET
bracis-33569	98	3	previous	previous	ADJ
bracis-33569	98	4	hyperparameters	hyperparameter	NOUN
bracis-33569	98	5	c	c	NOUN
bracis-33569	98	6	and	and	CCONJ
bracis-33569	98	7	\(\eta	\(\eta	ADJ
bracis-33569	98	8	\	\	NOUN
bracis-33569	98	9	)	)	PUNCT
bracis-33569	98	10	,	,	PUNCT
bracis-33569	98	11	the	the	DET
bracis-33569	98	12	fedavg	fedavg	NOUN
bracis-33569	98	13	will	will	AUX
bracis-33569	98	14	count	count	VERB
bracis-33569	98	15	with	with	ADP
bracis-33569	98	16	two	two	NUM
bracis-33569	98	17	more	more	ADJ
bracis-33569	98	18	.	.	PUNCT
bracis-33569	99	1	b	b	NOUN
bracis-33569	99	2	represents	represent	VERB
bracis-33569	99	3	the	the	DET
bracis-33569	99	4	local	local	ADJ
bracis-33569	99	5	mini	mini	ADJ
bracis-33569	99	6	-	-	NOUN
bracis-33569	99	7	batch	batch	NOUN
bracis-33569	99	8	size	size	NOUN
bracis-33569	99	9	and	and	CCONJ
bracis-33569	99	10	e	e	NOUN
bracis-33569	99	11	is	be	AUX
bracis-33569	99	12	the	the	DET
bracis-33569	99	13	number	number	NOUN
bracis-33569	99	14	of	of	ADP
bracis-33569	99	15	iterations	iteration	NOUN
bracis-33569	99	16	through	through	ADP
bracis-33569	99	17	the	the	DET
bracis-33569	99	18	local	local	ADJ
bracis-33569	99	19	data	datum	NOUN
bracis-33569	99	20	before	before	SCONJ
bracis-33569	99	21	the	the	DET
bracis-33569	99	22	global	global	ADJ
bracis-33569	99	23	model	model	NOUN
bracis-33569	99	24	is	be	AUX
bracis-33569	99	25	updated	update	VERB
bracis-33569	99	26	 	 	SPACE
bracis-33569	100	1	[	[	X
bracis-33569	100	2	14	14	NUM
bracis-33569	100	3	]	]	PUNCT
bracis-33569	100	4	.	.	PUNCT
bracis-33569	101	1	it	it	PRON
bracis-33569	101	2	is	be	AUX
bracis-33569	101	3	worth	worth	ADJ
bracis-33569	101	4	noting	note	VERB
bracis-33569	101	5	that	that	SCONJ
bracis-33569	101	6	both	both	DET
bracis-33569	101	7	algorithms	algorithm	NOUN
bracis-33569	101	8	work	work	VERB
bracis-33569	101	9	with	with	ADP
bracis-33569	101	10	cross	cross	ADJ
bracis-33569	101	11	-	-	ADJ
bracis-33569	101	12	silo	silo	ADJ
bracis-33569	101	13	and	and	CCONJ
bracis-33569	101	14	cross	cross	ADJ
bracis-33569	101	15	-	-	ADJ
bracis-33569	101	16	device	device	ADJ
bracis-33569	101	17	training	training	NOUN
bracis-33569	101	18	design	design	NOUN
bracis-33569	101	19	.	.	PUNCT
bracis-33569	102	1	for	for	ADP
bracis-33569	102	2	this	this	DET
bracis-33569	102	3	work	work	NOUN
bracis-33569	102	4	,	,	PUNCT
bracis-33569	102	5	cross	cross	ADJ
bracis-33569	102	6	-	-	ADJ
bracis-33569	102	7	silo	silo	NOUN
bracis-33569	102	8	was	be	AUX
bracis-33569	102	9	used	use	VERB
bracis-33569	102	10	since	since	SCONJ
bracis-33569	102	11	it	it	PRON
bracis-33569	102	12	is	be	AUX
bracis-33569	102	13	an	an	DET
bracis-33569	102	14	industry	industry	NOUN
bracis-33569	102	15	-	-	PUNCT
bracis-33569	102	16	oriented	orient	VERB
bracis-33569	102	17	project	project	NOUN
bracis-33569	102	18	.	.	PUNCT
bracis-33569	103	1	3	3	NUM
bracis-33569	103	2	methodology	methodology	NOUN
bracis-33569	103	3	this	this	DET
bracis-33569	103	4	section	section	NOUN
bracis-33569	103	5	outlines	outline	VERB
bracis-33569	103	6	the	the	DET
bracis-33569	103	7	sequential	sequential	ADJ
bracis-33569	103	8	steps	step	NOUN
bracis-33569	103	9	taken	take	VERB
bracis-33569	103	10	in	in	ADP
bracis-33569	103	11	this	this	DET
bracis-33569	103	12	study	study	NOUN
bracis-33569	103	13	,	,	PUNCT
bracis-33569	103	14	including	include	VERB
bracis-33569	103	15	the	the	DET
bracis-33569	103	16	selection	selection	NOUN
bracis-33569	103	17	of	of	ADP
bracis-33569	103	18	the	the	DET
bracis-33569	103	19	federated	federated	ADJ
bracis-33569	103	20	learning	learning	NOUN
bracis-33569	103	21	(	(	PUNCT
bracis-33569	103	22	fl	fl	NOUN
bracis-33569	103	23	)	)	PUNCT
bracis-33569	103	24	library	library	NOUN
bracis-33569	103	25	,	,	PUNCT
bracis-33569	103	26	deployment	deployment	NOUN
bracis-33569	103	27	mechanism	mechanism	NOUN
bracis-33569	103	28	,	,	PUNCT
bracis-33569	103	29	hardware	hardware	NOUN
bracis-33569	103	30	setup	setup	NOUN
bracis-33569	103	31	,	,	PUNCT
bracis-33569	103	32	dataset	dataset	NOUN
bracis-33569	103	33	,	,	PUNCT
bracis-33569	103	34	neural	neural	ADJ
bracis-33569	103	35	network	network	NOUN
bracis-33569	103	36	model	model	NOUN
bracis-33569	103	37	,	,	PUNCT
bracis-33569	103	38	fl	fl	PRON
bracis-33569	103	39	parameters	parameter	NOUN
bracis-33569	103	40	,	,	PUNCT
bracis-33569	103	41	network	network	NOUN
bracis-33569	103	42	configuration	configuration	NOUN
bracis-33569	103	43	,	,	PUNCT
bracis-33569	103	44	and	and	CCONJ
bracis-33569	103	45	evaluation	evaluation	NOUN
bracis-33569	103	46	criteria	criterion	NOUN
bracis-33569	103	47	.	.	PUNCT
bracis-33569	104	1	3.1	3.1	NUM
bracis-33569	104	2	fl	fl	PROPN
bracis-33569	104	3	library	library	NOUN
bracis-33569	104	4	given	give	VERB
bracis-33569	104	5	the	the	DET
bracis-33569	104	6	enterprise	enterprise	NOUN
bracis-33569	104	7	-	-	PUNCT
bracis-33569	104	8	oriented	orient	VERB
bracis-33569	104	9	nature	nature	NOUN
bracis-33569	104	10	of	of	ADP
bracis-33569	104	11	the	the	DET
bracis-33569	104	12	application	application	NOUN
bracis-33569	104	13	,	,	PUNCT
bracis-33569	104	14	which	which	PRON
bracis-33569	104	15	prioritizes	prioritize	VERB
bracis-33569	104	16	privacy	privacy	NOUN
bracis-33569	104	17	,	,	PUNCT
bracis-33569	104	18	security	security	NOUN
bracis-33569	104	19	,	,	PUNCT
bracis-33569	104	20	and	and	CCONJ
bracis-33569	104	21	rapid	rapid	ADJ
bracis-33569	104	22	model	model	NOUN
bracis-33569	104	23	specification	specification	NOUN
bracis-33569	104	24	,	,	PUNCT
bracis-33569	104	25	the	the	DET
bracis-33569	104	26	ibm	ibm	PROPN
bracis-33569	104	27	fl	fl	PROPN
bracis-33569	104	28	library	library	NOUN
bracis-33569	104	29	was	be	AUX
bracis-33569	104	30	selected	select	VERB
bracis-33569	104	31	for	for	ADP
bracis-33569	104	32	this	this	DET
bracis-33569	104	33	project	project	NOUN
bracis-33569	104	34	.	.	PUNCT
bracis-33569	105	1	this	this	DET
bracis-33569	105	2	library	library	NOUN
bracis-33569	105	3	was	be	AUX
bracis-33569	105	4	chosen	choose	VERB
bracis-33569	105	5	for	for	ADP
bracis-33569	105	6	its	its	PRON
bracis-33569	105	7	robust	robust	ADJ
bracis-33569	105	8	cryptographic	cryptographic	ADJ
bracis-33569	105	9	methods	method	NOUN
bracis-33569	105	10	,	,	PUNCT
bracis-33569	105	11	extensive	extensive	ADJ
bracis-33569	105	12	range	range	NOUN
bracis-33569	105	13	of	of	ADP
bracis-33569	105	14	fl	fl	NUM
bracis-33569	105	15	strategies	strategy	NOUN
bracis-33569	105	16	,	,	PUNCT
bracis-33569	105	17	and	and	CCONJ
bracis-33569	105	18	support	support	NOUN
bracis-33569	105	19	for	for	ADP
bracis-33569	105	20	various	various	ADJ
bracis-33569	105	21	machine	machine	NOUN
bracis-33569	105	22	learning	learning	NOUN
bracis-33569	105	23	models	model	NOUN
bracis-33569	105	24	.	.	PUNCT
bracis-33569	106	1	according	accord	VERB
bracis-33569	106	2	to	to	ADP
bracis-33569	106	3	[	[	X
bracis-33569	106	4	15	15	NUM
bracis-33569	106	5	]	]	PUNCT
bracis-33569	106	6	,	,	PUNCT
bracis-33569	106	7	from	from	ADP
bracis-33569	106	8	the	the	DET
bracis-33569	106	9	most	most	ADV
bracis-33569	106	10	notable	notable	ADJ
bracis-33569	106	11	libraries	library	NOUN
bracis-33569	106	12	,	,	PUNCT
bracis-33569	106	13	only	only	ADV
bracis-33569	106	14	flower	flower	NOUN
bracis-33569	106	15	and	and	CCONJ
bracis-33569	106	16	ibm	ibm	PROPN
bracis-33569	106	17	fl	fl	PROPN
bracis-33569	106	18	are	be	AUX
bracis-33569	106	19	production	production	NOUN
bracis-33569	106	20	-	-	PUNCT
bracis-33569	106	21	ready	ready	ADJ
bracis-33569	106	22	libraries	library	NOUN
bracis-33569	106	23	.	.	PUNCT
bracis-33569	107	1	a	a	DET
bracis-33569	107	2	comparison	comparison	NOUN
bracis-33569	107	3	between	between	ADP
bracis-33569	107	4	fl	fl	PROPN
bracis-33569	107	5	platforms	platform	NOUN
bracis-33569	107	6	(	(	PUNCT
bracis-33569	107	7	pysyft	pysyft	NOUN
bracis-33569	107	8	,	,	PUNCT
bracis-33569	107	9	flower	flower	NOUN
bracis-33569	107	10	,	,	PUNCT
bracis-33569	107	11	ibm	ibm	PROPN
bracis-33569	107	12	fl	fl	PROPN
bracis-33569	107	13	,	,	PUNCT
bracis-33569	107	14	tff	tff	NOUN
bracis-33569	107	15	and	and	CCONJ
bracis-33569	107	16	fedml	fedml	NOUN
bracis-33569	107	17	)	)	PUNCT
bracis-33569	107	18	was	be	AUX
bracis-33569	107	19	performed	perform	VERB
bracis-33569	107	20	and	and	CCONJ
bracis-33569	107	21	is	be	AUX
bracis-33569	107	22	available	available	ADJ
bracis-33569	107	23	at	at	ADP
bracis-33569	107	24	[	[	X
bracis-33569	107	25	17	17	NUM
bracis-33569	107	26	]	]	SYM
bracis-33569	107	27	.	.	PUNCT
bracis-33569	108	1	3.2	3.2	NUM
bracis-33569	108	2	hardware	hardware	NOUN
bracis-33569	108	3	the	the	DET
bracis-33569	108	4	fl	fl	PROPN
bracis-33569	108	5	platform	platform	NOUN
bracis-33569	108	6	’s	’s	PART
bracis-33569	108	7	main	main	ADJ
bracis-33569	108	8	components	component	NOUN
bracis-33569	108	9	include	include	VERB
bracis-33569	108	10	a	a	DET
bracis-33569	108	11	central	central	ADJ
bracis-33569	108	12	server	server	NOUN
bracis-33569	108	13	(	(	PUNCT
bracis-33569	108	14	aggregator	aggregator	NOUN
bracis-33569	108	15	)	)	PUNCT
bracis-33569	108	16	and	and	CCONJ
bracis-33569	108	17	client	client	NOUN
bracis-33569	108	18	devices	device	NOUN
bracis-33569	108	19	.	.	PUNCT
bracis-33569	109	1	two	two	NUM
bracis-33569	109	2	devices	device	NOUN
bracis-33569	109	3	were	be	AUX
bracis-33569	109	4	chosen	choose	VERB
bracis-33569	109	5	as	as	ADP
bracis-33569	109	6	silos	silo	NOUN
bracis-33569	109	7	for	for	ADP
bracis-33569	109	8	this	this	DET
bracis-33569	109	9	study	study	NOUN
bracis-33569	109	10	.	.	PUNCT
bracis-33569	110	1	table	table	NOUN
bracis-33569	110	2	 	 	SPACE
bracis-33569	110	3	1	1	NUM
bracis-33569	110	4	presents	present	VERB
bracis-33569	110	5	the	the	DET
bracis-33569	110	6	hardware	hardware	NOUN
bracis-33569	110	7	configurations	configuration	NOUN
bracis-33569	110	8	for	for	ADP
bracis-33569	110	9	each	each	DET
bracis-33569	110	10	device	device	NOUN
bracis-33569	110	11	(	(	PUNCT
bracis-33569	110	12	silo	silo	NOUN
bracis-33569	110	13	)	)	PUNCT
bracis-33569	110	14	.	.	PUNCT
bracis-33569	111	1	table	table	NOUN
bracis-33569	111	2	1	1	NUM
bracis-33569	111	3	.	.	PUNCT
bracis-33569	111	4	hardware	hardware	NOUN
bracis-33569	111	5	configurations	configuration	NOUN
bracis-33569	111	6	of	of	ADP
bracis-33569	111	7	federated	federated	ADJ
bracis-33569	111	8	learning	learning	NOUN
bracis-33569	111	9	client	client	NOUN
bracis-33569	111	10	devicesfull	devicesfull	ADJ
bracis-33569	111	11	size	size	NOUN
bracis-33569	111	12	table	table	NOUN
bracis-33569	111	13	3.3	3.3	NUM
bracis-33569	111	14	dataset	dataset	NOUN
bracis-33569	111	15	to	to	PART
bracis-33569	111	16	test	test	VERB
bracis-33569	111	17	the	the	DET
bracis-33569	111	18	platform	platform	NOUN
bracis-33569	111	19	,	,	PUNCT
bracis-33569	111	20	the	the	DET
bracis-33569	111	21	modified	modify	VERB
bracis-33569	111	22	national	national	PROPN
bracis-33569	111	23	institute	institute	PROPN
bracis-33569	111	24	of	of	ADP
bracis-33569	111	25	standards	standard	NOUN
bracis-33569	111	26	and	and	CCONJ
bracis-33569	111	27	technology	technology	NOUN
bracis-33569	111	28	(	(	PUNCT
bracis-33569	111	29	mnist	mnist	NOUN
bracis-33569	111	30	)	)	PUNCT
bracis-33569	111	31	dataset	dataset	NOUN
bracis-33569	112	1	[	[	X
bracis-33569	112	2	3	3	NUM
bracis-33569	112	3	]	]	PUNCT
bracis-33569	112	4	was	be	AUX
bracis-33569	112	5	used	use	VERB
bracis-33569	112	6	.	.	PUNCT
bracis-33569	113	1	this	this	DET
bracis-33569	113	2	dataset	dataset	NOUN
bracis-33569	113	3	contains	contain	VERB
bracis-33569	113	4	28\(\,\times	28\(\,\times	NUM
bracis-33569	113	5	\,\)28	\,\)28	PROPN
bracis-33569	113	6	pixel	pixel	NOUN
bracis-33569	113	7	grayscale	grayscale	NOUN
bracis-33569	113	8	images	image	NOUN
bracis-33569	113	9	of	of	ADP
bracis-33569	113	10	handwritten	handwritten	ADJ
bracis-33569	113	11	digits	digit	NOUN
bracis-33569	113	12	(	(	PUNCT
bracis-33569	113	13	0	0	NUM
bracis-33569	113	14	through	through	ADP
bracis-33569	113	15	9	9	NUM
bracis-33569	113	16	)	)	PUNCT
bracis-33569	113	17	and	and	CCONJ
bracis-33569	113	18	corresponding	corresponding	ADJ
bracis-33569	113	19	labels	label	NOUN
bracis-33569	113	20	.	.	PUNCT
bracis-33569	114	1	it	it	PRON
bracis-33569	114	2	is	be	AUX
bracis-33569	114	3	a	a	DET
bracis-33569	114	4	standard	standard	ADJ
bracis-33569	114	5	benchmark	benchmark	NOUN
bracis-33569	114	6	for	for	ADP
bracis-33569	114	7	machine	machine	NOUN
bracis-33569	114	8	learning	learning	NOUN
bracis-33569	114	9	algorithms	algorithm	NOUN
bracis-33569	114	10	.	.	PUNCT
bracis-33569	115	1	3.4	3.4	NUM
bracis-33569	115	2	neural	neural	ADJ
bracis-33569	115	3	network	network	NOUN
bracis-33569	115	4	overview	overview	NOUN
bracis-33569	115	5	for	for	ADP
bracis-33569	115	6	pattern	pattern	NOUN
bracis-33569	115	7	recognition	recognition	NOUN
bracis-33569	115	8	tasks	task	NOUN
bracis-33569	115	9	involving	involve	VERB
bracis-33569	115	10	images	image	NOUN
bracis-33569	115	11	,	,	PUNCT
bracis-33569	115	12	convolutional	convolutional	ADJ
bracis-33569	115	13	neural	neural	ADJ
bracis-33569	115	14	networks	network	NOUN
bracis-33569	115	15	(	(	PUNCT
bracis-33569	115	16	cnn	cnn	PROPN
bracis-33569	115	17	)	)	PUNCT
bracis-33569	115	18	are	be	AUX
bracis-33569	115	19	commonly	commonly	ADV
bracis-33569	115	20	used	use	VERB
bracis-33569	115	21	[	[	PUNCT
bracis-33569	115	22	4	4	NUM
bracis-33569	115	23	]	]	PUNCT
bracis-33569	115	24	.	.	PUNCT
bracis-33569	116	1	the	the	DET
bracis-33569	116	2	training	training	NOUN
bracis-33569	116	3	model	model	NOUN
bracis-33569	116	4	used	use	VERB
bracis-33569	116	5	in	in	ADP
bracis-33569	116	6	the	the	DET
bracis-33569	116	7	experiment	experiment	NOUN
bracis-33569	116	8	is	be	AUX
bracis-33569	116	9	a	a	DET
bracis-33569	116	10	keras	keras	PROPN
bracis-33569	116	11	cnn	cnn	PROPN
bracis-33569	116	12	classifier	classifier	NOUN
bracis-33569	116	13	,	,	PUNCT
bracis-33569	116	14	a	a	DET
bracis-33569	116	15	built	build	VERB
bracis-33569	116	16	-	-	PUNCT
bracis-33569	116	17	in	in	ADP
bracis-33569	116	18	feature	feature	NOUN
bracis-33569	116	19	in	in	ADP
bracis-33569	116	20	the	the	DET
bracis-33569	116	21	fl	fl	PROPN
bracis-33569	116	22	library	library	NOUN
bracis-33569	116	23	.	.	PUNCT
bracis-33569	117	1	since	since	SCONJ
bracis-33569	117	2	this	this	DET
bracis-33569	117	3	model	model	NOUN
bracis-33569	117	4	aims	aim	VERB
bracis-33569	117	5	to	to	PART
bracis-33569	117	6	test	test	VERB
bracis-33569	117	7	the	the	DET
bracis-33569	117	8	platform	platform	NOUN
bracis-33569	117	9	,	,	PUNCT
bracis-33569	117	10	the	the	DET
bracis-33569	117	11	suggested	suggest	VERB
bracis-33569	117	12	model	model	NOUN
bracis-33569	117	13	in	in	ADP
bracis-33569	117	14	the	the	DET
bracis-33569	117	15	ibm	ibm	PROPN
bracis-33569	117	16	guide	guide	NOUN
bracis-33569	117	17	was	be	AUX
bracis-33569	117	18	used	use	VERB
bracis-33569	117	19	.	.	PUNCT
bracis-33569	118	1	it	it	PRON
bracis-33569	118	2	was	be	AUX
bracis-33569	118	3	configured	configure	VERB
bracis-33569	118	4	to	to	PART
bracis-33569	118	5	possess	possess	VERB
bracis-33569	118	6	two	two	NUM
bracis-33569	118	7	convolutional	convolutional	ADJ
bracis-33569	118	8	layers	layer	NOUN
bracis-33569	118	9	with	with	ADP
bracis-33569	118	10	activated	activated	ADJ
bracis-33569	118	11	relu	relu	NOUN
bracis-33569	118	12	,	,	PUNCT
bracis-33569	118	13	one	one	NUM
bracis-33569	118	14	pooling	pool	VERB
bracis-33569	118	15	layer	layer	NOUN
bracis-33569	118	16	,	,	PUNCT
bracis-33569	118	17	one	one	NUM
bracis-33569	118	18	dropout	dropout	NOUN
bracis-33569	118	19	,	,	PUNCT
bracis-33569	118	20	flatten	flatten	VERB
bracis-33569	118	21	,	,	PUNCT
bracis-33569	118	22	and	and	CCONJ
bracis-33569	118	23	two	two	NUM
bracis-33569	118	24	dense	dense	ADJ
bracis-33569	118	25	layers	layer	NOUN
bracis-33569	118	26	to	to	PART
bracis-33569	118	27	compose	compose	VERB
bracis-33569	118	28	the	the	DET
bracis-33569	118	29	fully	fully	ADV
bracis-33569	118	30	-	-	PUNCT
bracis-33569	118	31	connected	connect	VERB
bracis-33569	118	32	layers	layer	NOUN
bracis-33569	118	33	segment	segment	NOUN
bracis-33569	118	34	.	.	PUNCT
bracis-33569	119	1	3.5	3.5	NUM
bracis-33569	119	2	fl	fl	PROPN
bracis-33569	119	3	parameters	parameter	NOUN
bracis-33569	119	4	two	two	NUM
bracis-33569	119	5	categories	category	NOUN
bracis-33569	119	6	of	of	ADP
bracis-33569	119	7	tests	test	NOUN
bracis-33569	119	8	were	be	AUX
bracis-33569	119	9	conducted	conduct	VERB
bracis-33569	119	10	to	to	PART
bracis-33569	119	11	explore	explore	VERB
bracis-33569	119	12	the	the	DET
bracis-33569	119	13	platform	platform	NOUN
bracis-33569	119	14	’s	’s	PART
bracis-33569	119	15	capabilities	capability	NOUN
bracis-33569	119	16	,	,	PUNCT
bracis-33569	119	17	each	each	PRON
bracis-33569	119	18	repeated	repeat	VERB
bracis-33569	119	19	five	five	NUM
bracis-33569	119	20	times	time	NOUN
bracis-33569	119	21	.	.	PUNCT
bracis-33569	120	1	the	the	DET
bracis-33569	120	2	main	main	ADJ
bracis-33569	120	3	variable	variable	NOUN
bracis-33569	120	4	between	between	ADP
bracis-33569	120	5	the	the	DET
bracis-33569	120	6	tests	test	NOUN
bracis-33569	120	7	was	be	AUX
bracis-33569	120	8	the	the	DET
bracis-33569	120	9	fl	fl	PROPN
bracis-33569	120	10	strategy	strategy	NOUN
bracis-33569	120	11	used	use	VERB
bracis-33569	120	12	:	:	PUNCT
bracis-33569	120	13	fedsgd	fedsgd	NOUN
bracis-33569	120	14	and	and	CCONJ
bracis-33569	120	15	fedavg	fedavg	NOUN
bracis-33569	120	16	.	.	PUNCT
bracis-33569	121	1	table	table	NOUN
bracis-33569	121	2	 	 	SPACE
bracis-33569	121	3	2	2	NUM
bracis-33569	121	4	summarizes	summarize	NOUN
bracis-33569	121	5	the	the	DET
bracis-33569	121	6	training	training	NOUN
bracis-33569	121	7	parameters	parameter	NOUN
bracis-33569	121	8	.	.	PUNCT
bracis-33569	122	1	table	table	NOUN
bracis-33569	122	2	2	2	NUM
bracis-33569	122	3	.	.	PUNCT
bracis-33569	122	4	federated	federated	ADJ
bracis-33569	122	5	learning	learning	NOUN
bracis-33569	122	6	training	train	VERB
bracis-33569	122	7	parametersfull	parametersfull	ADJ
bracis-33569	122	8	size	size	NOUN
bracis-33569	122	9	table	table	NOUN
bracis-33569	122	10	3.6	3.6	NUM
bracis-33569	122	11	network	network	NOUN
bracis-33569	122	12	configuration	configuration	NOUN
bracis-33569	122	13	the	the	DET
bracis-33569	122	14	platform	platform	NOUN
bracis-33569	122	15	’s	’s	PART
bracis-33569	122	16	deployment	deployment	NOUN
bracis-33569	122	17	involved	involve	VERB
bracis-33569	122	18	creating	create	VERB
bracis-33569	122	19	a	a	DET
bracis-33569	122	20	private	private	ADJ
bracis-33569	122	21	vpn	vpn	NOUN
bracis-33569	122	22	connection	connection	NOUN
bracis-33569	122	23	to	to	PART
bracis-33569	122	24	ensure	ensure	VERB
bracis-33569	122	25	secure	secure	ADJ
bracis-33569	122	26	data	datum	NOUN
bracis-33569	122	27	transmission	transmission	NOUN
bracis-33569	122	28	.	.	PUNCT
bracis-33569	123	1	a	a	DET
bracis-33569	123	2	websocket	websocket	NOUN
bracis-33569	123	3	connection	connection	NOUN
bracis-33569	123	4	was	be	AUX
bracis-33569	123	5	established	establish	VERB
bracis-33569	123	6	between	between	ADP
bracis-33569	123	7	the	the	DET
bracis-33569	123	8	fl	fl	PROPN
bracis-33569	123	9	client	client	NOUN
bracis-33569	123	10	app	app	NOUN
bracis-33569	123	11	and	and	CCONJ
bracis-33569	123	12	the	the	DET
bracis-33569	123	13	web	web	NOUN
bracis-33569	123	14	app	app	NOUN
bracis-33569	123	15	backend	backend	NOUN
bracis-33569	123	16	,	,	PUNCT
bracis-33569	123	17	along	along	ADP
bracis-33569	123	18	with	with	ADP
bracis-33569	123	19	a	a	DET
bracis-33569	123	20	flask	flask	NOUN
bracis-33569	123	21	connection	connection	NOUN
bracis-33569	123	22	between	between	ADP
bracis-33569	123	23	the	the	DET
bracis-33569	123	24	aggregation	aggregation	NOUN
bracis-33569	123	25	service	service	NOUN
bracis-33569	123	26	and	and	CCONJ
bracis-33569	123	27	local	local	ADJ
bracis-33569	123	28	training	training	NOUN
bracis-33569	123	29	services	service	NOUN
bracis-33569	123	30	.	.	PUNCT
bracis-33569	124	1	3.7	3.7	NUM
bracis-33569	124	2	evaluation	evaluation	NOUN
bracis-33569	124	3	criteria	criterion	NOUN
bracis-33569	124	4	in	in	ADP
bracis-33569	124	5	terms	term	NOUN
bracis-33569	124	6	of	of	ADP
bracis-33569	124	7	model	model	NOUN
bracis-33569	124	8	training	training	NOUN
bracis-33569	124	9	,	,	PUNCT
bracis-33569	124	10	threshold	threshold	NOUN
bracis-33569	124	11	metrics	metric	NOUN
bracis-33569	124	12	were	be	AUX
bracis-33569	124	13	used	use	VERB
bracis-33569	124	14	.	.	PUNCT
bracis-33569	125	1	a	a	DET
bracis-33569	125	2	threshold	threshold	NOUN
bracis-33569	125	3	metric	metric	ADJ
bracis-33569	125	4	quantifies	quantifie	NOUN
bracis-33569	125	5	classification	classification	NOUN
bracis-33569	125	6	prediction	prediction	NOUN
bracis-33569	125	7	errors	error	NOUN
bracis-33569	125	8	,	,	PUNCT
bracis-33569	125	9	meaning	mean	VERB
bracis-33569	125	10	that	that	SCONJ
bracis-33569	125	11	it	it	PRON
bracis-33569	125	12	is	be	AUX
bracis-33569	125	13	a	a	DET
bracis-33569	125	14	fraction	fraction	NOUN
bracis-33569	125	15	or	or	CCONJ
bracis-33569	125	16	ratio	ratio	NOUN
bracis-33569	125	17	of	of	ADP
bracis-33569	125	18	a	a	DET
bracis-33569	125	19	class	class	NOUN
bracis-33569	125	20	classification	classification	NOUN
bracis-33569	125	21	and	and	CCONJ
bracis-33569	125	22	its	its	PRON
bracis-33569	125	23	expected	expect	VERB
bracis-33569	125	24	classification	classification	NOUN
bracis-33569	125	25	.	.	PUNCT
bracis-33569	126	1	they	they	PRON
bracis-33569	126	2	are	be	AUX
bracis-33569	126	3	usually	usually	ADV
bracis-33569	126	4	used	use	VERB
bracis-33569	126	5	when	when	SCONJ
bracis-33569	126	6	it	it	PRON
bracis-33569	126	7	is	be	AUX
bracis-33569	126	8	expected	expect	VERB
bracis-33569	126	9	to	to	PART
bracis-33569	126	10	minimize	minimize	VERB
bracis-33569	126	11	the	the	DET
bracis-33569	126	12	number	number	NOUN
bracis-33569	126	13	of	of	ADP
bracis-33569	126	14	errors	error	NOUN
bracis-33569	126	15	[	[	X
bracis-33569	126	16	2	2	NUM
bracis-33569	126	17	]	]	PUNCT
bracis-33569	126	18	.	.	PUNCT
bracis-33569	127	1	the	the	DET
bracis-33569	127	2	platform	platform	NOUN
bracis-33569	127	3	’s	’s	PART
bracis-33569	127	4	performance	performance	NOUN
bracis-33569	127	5	was	be	AUX
bracis-33569	127	6	evaluated	evaluate	VERB
bracis-33569	127	7	based	base	VERB
bracis-33569	127	8	on	on	ADP
bracis-33569	127	9	hardware	hardware	NOUN
bracis-33569	127	10	metrics	metric	NOUN
bracis-33569	127	11	(	(	PUNCT
bracis-33569	127	12	cpu	cpu	VERB
bracis-33569	127	13	and	and	CCONJ
bracis-33569	127	14	ram	ram	VERB
bracis-33569	127	15	usage	usage	NOUN
bracis-33569	127	16	)	)	PUNCT
bracis-33569	127	17	,	,	PUNCT
bracis-33569	127	18	network	network	NOUN
bracis-33569	127	19	traffic	traffic	NOUN
bracis-33569	127	20	,	,	PUNCT
bracis-33569	127	21	and	and	CCONJ
bracis-33569	127	22	model	model	NOUN
bracis-33569	127	23	training	training	NOUN
bracis-33569	127	24	metrics	metric	NOUN
bracis-33569	127	25	.	.	PUNCT
bracis-33569	128	1	threshold	threshold	NOUN
bracis-33569	128	2	metrics	metric	NOUN
bracis-33569	128	3	,	,	PUNCT
bracis-33569	128	4	which	which	PRON
bracis-33569	128	5	measure	measure	VERB
bracis-33569	128	6	classification	classification	NOUN
bracis-33569	128	7	prediction	prediction	NOUN
bracis-33569	128	8	errors	error	NOUN
bracis-33569	128	9	,	,	PUNCT
bracis-33569	128	10	were	be	AUX
bracis-33569	128	11	used	use	VERB
bracis-33569	128	12	to	to	PART
bracis-33569	128	13	assess	assess	VERB
bracis-33569	128	14	accuracy	accuracy	NOUN
bracis-33569	128	15	,	,	PUNCT
bracis-33569	128	16	loss	loss	NOUN
bracis-33569	128	17	,	,	PUNCT
bracis-33569	128	18	precision	precision	NOUN
bracis-33569	128	19	,	,	PUNCT
bracis-33569	128	20	recall	recall	NOUN
bracis-33569	128	21	,	,	PUNCT
bracis-33569	128	22	f1	f1	NOUN
bracis-33569	128	23	score	score	NOUN
bracis-33569	128	24	,	,	PUNCT
bracis-33569	128	25	and	and	CCONJ
bracis-33569	128	26	the	the	DET
bracis-33569	128	27	confusion	confusion	NOUN
bracis-33569	128	28	matrix	matrix	NOUN
bracis-33569	128	29	for	for	ADP
bracis-33569	128	30	each	each	DET
bracis-33569	128	31	global	global	ADJ
bracis-33569	128	32	model	model	NOUN
bracis-33569	128	33	.	.	PUNCT
bracis-33569	129	1	4	4	NUM
bracis-33569	129	2	results	result	VERB
bracis-33569	129	3	this	this	DET
bracis-33569	129	4	section	section	NOUN
bracis-33569	129	5	addresses	address	VERB
bracis-33569	129	6	the	the	DET
bracis-33569	129	7	achieved	achieve	VERB
bracis-33569	129	8	results	result	NOUN
bracis-33569	129	9	and	and	CCONJ
bracis-33569	129	10	discusses	discuss	VERB
bracis-33569	129	11	how	how	SCONJ
bracis-33569	129	12	they	they	PRON
bracis-33569	129	13	compare	compare	VERB
bracis-33569	129	14	to	to	ADP
bracis-33569	129	15	the	the	DET
bracis-33569	129	16	expected	expect	VERB
bracis-33569	129	17	output	output	NOUN
bracis-33569	129	18	from	from	ADP
bracis-33569	129	19	the	the	DET
bracis-33569	129	20	platform	platform	NOUN
bracis-33569	129	21	setup	setup	NOUN
bracis-33569	129	22	.	.	PUNCT
bracis-33569	130	1	data	datum	NOUN
bracis-33569	130	2	was	be	AUX
bracis-33569	130	3	collected	collect	VERB
bracis-33569	130	4	from	from	ADP
bracis-33569	130	5	each	each	DET
bracis-33569	130	6	fl	fl	NOUN
bracis-33569	130	7	strategy	strategy	NOUN
bracis-33569	130	8	(	(	PUNCT
bracis-33569	130	9	fedavg	fedavg	NOUN
bracis-33569	130	10	and	and	CCONJ
bracis-33569	130	11	fedsdg	fedsdg	PROPN
bracis-33569	130	12	)	)	PUNCT
bracis-33569	130	13	through	through	ADP
bracis-33569	130	14	a	a	DET
bracis-33569	130	15	python	python	NOUN
bracis-33569	130	16	script	script	NOUN
bracis-33569	130	17	using	use	VERB
bracis-33569	130	18	the	the	DET
bracis-33569	130	19	psutil	psutil	NOUN
bracis-33569	130	20	and	and	CCONJ
bracis-33569	130	21	time	time	NOUN
bracis-33569	130	22	libraries	library	NOUN
bracis-33569	130	23	.	.	PUNCT
bracis-33569	131	1	4.1	4.1	NUM
bracis-33569	131	2	resource	resource	NOUN
bracis-33569	131	3	usage	usage	NOUN
bracis-33569	131	4	for	for	ADP
bracis-33569	131	5	 	 	SPACE
bracis-33569	131	6	fedavg	fedavg	NOUN
bracis-33569	131	7	strategy	strategy	VERB
bracis-33569	131	8	the	the	DET
bracis-33569	131	9	project	project	NOUN
bracis-33569	131	10	’s	’s	PART
bracis-33569	131	11	initial	initial	ADJ
bracis-33569	131	12	proposition	proposition	NOUN
bracis-33569	131	13	was	be	AUX
bracis-33569	131	14	to	to	PART
bracis-33569	131	15	use	use	VERB
bracis-33569	131	16	edge	edge	NOUN
bracis-33569	131	17	devices	device	NOUN
bracis-33569	131	18	such	such	ADJ
bracis-33569	131	19	as	as	ADP
bracis-33569	131	20	raspberry	raspberry	NOUN
bracis-33569	131	21	pi	pi	NOUN
bracis-33569	131	22	devices	device	NOUN
bracis-33569	131	23	to	to	PART
bracis-33569	131	24	perform	perform	VERB
bracis-33569	131	25	the	the	DET
bracis-33569	131	26	role	role	NOUN
bracis-33569	131	27	of	of	ADP
bracis-33569	131	28	parties	party	NOUN
bracis-33569	131	29	.	.	PUNCT
bracis-33569	132	1	therefore	therefore	ADV
bracis-33569	132	2	,	,	PUNCT
bracis-33569	132	3	the	the	DET
bracis-33569	132	4	main	main	ADJ
bracis-33569	132	5	concern	concern	NOUN
bracis-33569	132	6	with	with	ADP
bracis-33569	132	7	the	the	DET
bracis-33569	132	8	deployment	deployment	NOUN
bracis-33569	132	9	was	be	AUX
bracis-33569	132	10	the	the	DET
bracis-33569	132	11	resources	resource	NOUN
bracis-33569	132	12	required	require	VERB
bracis-33569	132	13	to	to	PART
bracis-33569	132	14	execute	execute	VERB
bracis-33569	132	15	a	a	DET
bracis-33569	132	16	full	full	ADJ
bracis-33569	132	17	fl	fl	NOUN
bracis-33569	132	18	round	round	NOUN
bracis-33569	132	19	,	,	PUNCT
bracis-33569	132	20	given	give	VERB
bracis-33569	132	21	that	that	DET
bracis-33569	132	22	edge	edge	NOUN
bracis-33569	132	23	devices	device	NOUN
bracis-33569	132	24	are	be	AUX
bracis-33569	132	25	known	know	VERB
bracis-33569	132	26	for	for	ADP
bracis-33569	132	27	their	their	PRON
bracis-33569	132	28	limited	limited	ADJ
bracis-33569	132	29	hardware	hardware	NOUN
bracis-33569	132	30	capabilities	capability	NOUN
bracis-33569	132	31	.	.	PUNCT
bracis-33569	133	1	figure	figure	NOUN
bracis-33569	133	2	 	 	SPACE
bracis-33569	133	3	3(a	3(a	NUM
bracis-33569	133	4	)	)	PUNCT
bracis-33569	133	5	and	and	CCONJ
bracis-33569	133	6	fig	fig	NOUN
bracis-33569	133	7	.	.	PUNCT
bracis-33569	133	8	 	 	SPACE
bracis-33569	133	9	3(b	3(b	NUM
bracis-33569	133	10	)	)	PUNCT
bracis-33569	133	11	show	show	VERB
bracis-33569	133	12	the	the	DET
bracis-33569	133	13	cpu	cpu	NOUN
bracis-33569	133	14	usage	usage	NOUN
bracis-33569	133	15	while	while	SCONJ
bracis-33569	133	16	using	use	VERB
bracis-33569	133	17	the	the	DET
bracis-33569	133	18	fedavg	fedavg	NOUN
bracis-33569	133	19	strategy	strategy	NOUN
bracis-33569	133	20	from	from	ADP
bracis-33569	133	21	clients	client	NOUN
bracis-33569	133	22	ipt	ipt	PROPN
bracis-33569	133	23	-	-	PUNCT
bracis-33569	133	24	n-0007	n-0007	PROPN
bracis-33569	133	25	and	and	CCONJ
bracis-33569	133	26	ipt	ipt	PROPN
bracis-33569	133	27	-	-	PUNCT
bracis-33569	133	28	n-0311	n-0311	PROPN
bracis-33569	133	29	respectively	respectively	ADV
bracis-33569	133	30	.	.	PUNCT
bracis-33569	134	1	each	each	DET
bracis-33569	134	2	cpu	cpu	NOUN
bracis-33569	134	3	presents	present	VERB
bracis-33569	134	4	the	the	DET
bracis-33569	134	5	same	same	ADJ
bracis-33569	134	6	20	20	NUM
bracis-33569	134	7	-	-	PUNCT
bracis-33569	134	8	peak	peak	NOUN
bracis-33569	134	9	behavior	behavior	NOUN
bracis-33569	134	10	,	,	PUNCT
bracis-33569	134	11	indicating	indicate	VERB
bracis-33569	134	12	that	that	SCONJ
bracis-33569	134	13	model	model	NOUN
bracis-33569	134	14	training	training	NOUN
bracis-33569	134	15	occurred	occur	VERB
bracis-33569	134	16	as	as	SCONJ
bracis-33569	134	17	expected	expect	VERB
bracis-33569	134	18	,	,	PUNCT
bracis-33569	134	19	with	with	ADP
bracis-33569	134	20	each	each	DET
bracis-33569	134	21	peak	peak	NOUN
bracis-33569	134	22	representing	represent	VERB
bracis-33569	134	23	one	one	NUM
bracis-33569	134	24	training	training	NOUN
bracis-33569	134	25	round	round	NOUN
bracis-33569	134	26	.	.	PUNCT
bracis-33569	135	1	fig	fig	NOUN
bracis-33569	135	2	.	.	PUNCT
bracis-33569	136	1	3	3	X
bracis-33569	136	2	.	.	X
bracis-33569	136	3	(	(	PUNCT
bracis-33569	136	4	a	a	X
bracis-33569	136	5	)	)	PUNCT
bracis-33569	136	6	cpu	cpu	NOUN
bracis-33569	136	7	usage	usage	NOUN
bracis-33569	136	8	from	from	ADP
bracis-33569	136	9	device	device	NOUN
bracis-33569	136	10	ipt	ipt	NOUN
bracis-33569	136	11	-	-	PUNCT
bracis-33569	136	12	n-0007	n-0007	PROPN
bracis-33569	136	13	in	in	ADP
bracis-33569	136	14	fedavg	fedavg	PROPN
bracis-33569	136	15	.	.	PUNCT
bracis-33569	137	1	(	(	PUNCT
bracis-33569	137	2	b	b	X
bracis-33569	137	3	)	)	PUNCT
bracis-33569	137	4	cpu	cpu	ADJ
bracis-33569	137	5	usage	usage	NOUN
bracis-33569	137	6	from	from	ADP
bracis-33569	137	7	device	device	NOUN
bracis-33569	137	8	ipt	ipt	NOUN
bracis-33569	137	9	-	-	PUNCT
bracis-33569	137	10	n-0311	n-0311	PROPN
bracis-33569	137	11	in	in	ADP
bracis-33569	137	12	fedavg	fedavg	PROPN
bracis-33569	137	13	.	.	PUNCT
bracis-33569	138	1	full	full	ADJ
bracis-33569	138	2	size	size	NOUN
bracis-33569	138	3	image	image	NOUN
bracis-33569	138	4	figures	figure	NOUN
bracis-33569	138	5	 	 	SPACE
bracis-33569	138	6	4(a	4(a	NUM
bracis-33569	138	7	)	)	PUNCT
bracis-33569	138	8	and	and	CCONJ
bracis-33569	138	9	4(b	4(b	NUM
bracis-33569	138	10	)	)	PUNCT
bracis-33569	138	11	show	show	VERB
bracis-33569	138	12	the	the	DET
bracis-33569	138	13	ram	ram	NOUN
bracis-33569	138	14	usage	usage	NOUN
bracis-33569	138	15	for	for	ADP
bracis-33569	138	16	both	both	DET
bracis-33569	138	17	devices	device	NOUN
bracis-33569	138	18	during	during	ADP
bracis-33569	138	19	the	the	DET
bracis-33569	138	20	experiment	experiment	NOUN
bracis-33569	138	21	.	.	PUNCT
bracis-33569	139	1	the	the	DET
bracis-33569	139	2	scale	scale	NOUN
bracis-33569	139	3	indicates	indicate	VERB
bracis-33569	139	4	that	that	SCONJ
bracis-33569	139	5	device	device	NOUN
bracis-33569	139	6	ipt	ipt	NOUN
bracis-33569	139	7	-	-	PUNCT
bracis-33569	139	8	n-0311	n-0311	NOUN
bracis-33569	139	9	uses	use	VERB
bracis-33569	139	10	almost	almost	ADV
bracis-33569	139	11	600	600	NUM
bracis-33569	139	12	mb	mb	NOUN
bracis-33569	139	13	/	/	SYM
bracis-33569	139	14	s	s	PART
bracis-33569	139	15	more	more	ADJ
bracis-33569	139	16	ram	ram	NOUN
bracis-33569	139	17	than	than	ADP
bracis-33569	139	18	ipt	ipt	NOUN
bracis-33569	139	19	-	-	PUNCT
bracis-33569	139	20	n-0007	n-0007	ADJ
bracis-33569	139	21	,	,	PUNCT
bracis-33569	139	22	likely	likely	ADJ
bracis-33569	139	23	due	due	ADJ
bracis-33569	139	24	to	to	ADP
bracis-33569	139	25	having	have	VERB
bracis-33569	139	26	more	more	ADV
bracis-33569	139	27	available	available	ADJ
bracis-33569	139	28	memory	memory	NOUN
bracis-33569	139	29	.	.	PUNCT
bracis-33569	140	1	this	this	PRON
bracis-33569	140	2	may	may	AUX
bracis-33569	140	3	jeopardize	jeopardize	VERB
bracis-33569	140	4	using	use	VERB
bracis-33569	140	5	edge	edge	NOUN
bracis-33569	140	6	devices	device	NOUN
bracis-33569	140	7	as	as	ADP
bracis-33569	140	8	parties	party	NOUN
bracis-33569	140	9	due	due	ADJ
bracis-33569	140	10	to	to	ADP
bracis-33569	140	11	their	their	PRON
bracis-33569	140	12	limited	limited	ADJ
bracis-33569	140	13	ram	ram	NOUN
bracis-33569	140	14	resources	resource	NOUN
bracis-33569	140	15	.	.	PUNCT
bracis-33569	141	1	fig	fig	NOUN
bracis-33569	141	2	.	.	PUNCT
bracis-33569	142	1	4	4	X
bracis-33569	142	2	.	.	X
bracis-33569	142	3	(	(	PUNCT
bracis-33569	142	4	a	a	X
bracis-33569	142	5	)	)	PUNCT
bracis-33569	142	6	ram	ram	NOUN
bracis-33569	142	7	usage	usage	NOUN
bracis-33569	142	8	from	from	ADP
bracis-33569	142	9	device	device	NOUN
bracis-33569	142	10	ipt	ipt	NOUN
bracis-33569	142	11	-	-	PUNCT
bracis-33569	142	12	n-0007	n-0007	PROPN
bracis-33569	142	13	in	in	ADP
bracis-33569	142	14	fedavg	fedavg	PROPN
bracis-33569	142	15	.	.	PUNCT
bracis-33569	143	1	(	(	PUNCT
bracis-33569	143	2	b	b	X
bracis-33569	143	3	)	)	PUNCT
bracis-33569	143	4	ram	ram	NOUN
bracis-33569	143	5	usage	usage	NOUN
bracis-33569	143	6	from	from	ADP
bracis-33569	143	7	device	device	NOUN
bracis-33569	143	8	ipt	ipt	NOUN
bracis-33569	143	9	-	-	PUNCT
bracis-33569	143	10	n-0311	n-0311	PROPN
bracis-33569	143	11	in	in	ADP
bracis-33569	143	12	fedavg	fedavg	PROPN
bracis-33569	143	13	.	.	PUNCT
bracis-33569	144	1	full	full	ADJ
bracis-33569	144	2	size	size	NOUN
bracis-33569	144	3	image	image	NOUN
bracis-33569	144	4	the	the	DET
bracis-33569	144	5	next	next	ADJ
bracis-33569	144	6	criterion	criterion	NOUN
bracis-33569	144	7	to	to	PART
bracis-33569	144	8	analyze	analyze	VERB
bracis-33569	144	9	is	be	AUX
bracis-33569	144	10	the	the	DET
bracis-33569	144	11	network	network	NOUN
bracis-33569	144	12	traffic	traffic	NOUN
bracis-33569	144	13	from	from	ADP
bracis-33569	144	14	both	both	DET
bracis-33569	144	15	parties	party	NOUN
bracis-33569	144	16	.	.	PUNCT
bracis-33569	145	1	figure	figure	NOUN
bracis-33569	145	2	 	 	SPACE
bracis-33569	145	3	5(a	5(a	NUM
bracis-33569	145	4	)	)	PUNCT
bracis-33569	145	5	and	and	CCONJ
bracis-33569	145	6	5(b	5(b	NUM
bracis-33569	145	7	)	)	PUNCT
bracis-33569	145	8	depicts	depict	VERB
bracis-33569	145	9	both	both	DET
bracis-33569	145	10	devices	device	NOUN
bracis-33569	145	11	network	network	NOUN
bracis-33569	145	12	traffic	traffic	NOUN
bracis-33569	145	13	.	.	PUNCT
bracis-33569	146	1	since	since	SCONJ
bracis-33569	146	2	the	the	DET
bracis-33569	146	3	training	training	NOUN
bracis-33569	146	4	procedure	procedure	NOUN
bracis-33569	146	5	encloses	enclose	NOUN
bracis-33569	146	6	receiving	receive	VERB
bracis-33569	146	7	and	and	CCONJ
bracis-33569	146	8	sending	send	VERB
bracis-33569	146	9	the	the	DET
bracis-33569	146	10	model	model	NOUN
bracis-33569	146	11	parameters	parameter	NOUN
bracis-33569	146	12	,	,	PUNCT
bracis-33569	146	13	peak	peak	NOUN
bracis-33569	146	14	patterns	pattern	NOUN
bracis-33569	146	15	like	like	ADP
bracis-33569	146	16	cpu	cpu	NOUN
bracis-33569	146	17	usage	usage	NOUN
bracis-33569	146	18	are	be	AUX
bracis-33569	146	19	also	also	ADV
bracis-33569	146	20	expected	expect	VERB
bracis-33569	146	21	.	.	PUNCT
bracis-33569	147	1	fig	fig	NOUN
bracis-33569	147	2	.	.	PUNCT
bracis-33569	148	1	5	5	NUM
bracis-33569	148	2	.	.	X
bracis-33569	148	3	(	(	PUNCT
bracis-33569	148	4	a	a	X
bracis-33569	148	5	)	)	PUNCT
bracis-33569	148	6	network	network	NOUN
bracis-33569	148	7	traffic	traffic	NOUN
bracis-33569	148	8	from	from	ADP
bracis-33569	148	9	device	device	NOUN
bracis-33569	148	10	ipt	ipt	NOUN
bracis-33569	148	11	-	-	PUNCT
bracis-33569	148	12	n-0007	n-0007	PROPN
bracis-33569	148	13	in	in	ADP
bracis-33569	148	14	fedavg	fedavg	PROPN
bracis-33569	148	15	.	.	PUNCT
bracis-33569	149	1	(	(	PUNCT
bracis-33569	149	2	b	b	X
bracis-33569	149	3	)	)	PUNCT
bracis-33569	149	4	network	network	NOUN
bracis-33569	149	5	traffic	traffic	NOUN
bracis-33569	149	6	from	from	ADP
bracis-33569	149	7	device	device	NOUN
bracis-33569	149	8	ipt	ipt	NOUN
bracis-33569	149	9	-	-	PUNCT
bracis-33569	149	10	n-0311	n-0311	PROPN
bracis-33569	149	11	in	in	ADP
bracis-33569	149	12	fedavg	fedavg	PROPN
bracis-33569	149	13	.	.	PUNCT
bracis-33569	150	1	full	full	ADJ
bracis-33569	150	2	size	size	NOUN
bracis-33569	150	3	image	image	NOUN
bracis-33569	150	4	both	both	DET
bracis-33569	150	5	figures	figure	NOUN
bracis-33569	150	6	show	show	VERB
bracis-33569	150	7	a	a	DET
bracis-33569	150	8	very	very	ADV
bracis-33569	150	9	distinctive	distinctive	ADJ
bracis-33569	150	10	exponential	exponential	NOUN
bracis-33569	150	11	-	-	PUNCT
bracis-33569	150	12	shaped	shape	VERB
bracis-33569	150	13	curve	curve	NOUN
bracis-33569	150	14	from	from	ADP
bracis-33569	150	15	the	the	DET
bracis-33569	150	16	network	network	NOUN
bracis-33569	150	17	traffic	traffic	NOUN
bracis-33569	150	18	.	.	PUNCT
bracis-33569	151	1	that	that	PRON
bracis-33569	151	2	can	can	AUX
bracis-33569	151	3	happen	happen	VERB
bracis-33569	151	4	due	due	ADP
bracis-33569	151	5	to	to	ADP
bracis-33569	151	6	a	a	DET
bracis-33569	151	7	phenomenon	phenomenon	NOUN
bracis-33569	151	8	entitled	entitle	VERB
bracis-33569	151	9	communication	communication	NOUN
bracis-33569	151	10	overhead.footnote	overhead.footnote	NOUN
bracis-33569	151	11	1	1	NUM
bracis-33569	151	12	after	after	ADP
bracis-33569	151	13	every	every	DET
bracis-33569	151	14	round	round	NOUN
bracis-33569	151	15	,	,	PUNCT
bracis-33569	151	16	the	the	DET
bracis-33569	151	17	model	model	NOUN
bracis-33569	151	18	gets	get	VERB
bracis-33569	151	19	more	more	ADV
bracis-33569	151	20	accurate	accurate	ADJ
bracis-33569	151	21	,	,	PUNCT
bracis-33569	151	22	which	which	PRON
bracis-33569	151	23	means	mean	VERB
bracis-33569	151	24	that	that	SCONJ
bracis-33569	151	25	some	some	DET
bracis-33569	151	26	parameters	parameter	NOUN
bracis-33569	151	27	will	will	AUX
bracis-33569	151	28	no	no	ADV
bracis-33569	151	29	longer	long	ADV
bracis-33569	151	30	be	be	AUX
bracis-33569	151	31	altered	alter	VERB
bracis-33569	151	32	.	.	PUNCT
bracis-33569	152	1	therefore	therefore	ADV
bracis-33569	152	2	,	,	PUNCT
bracis-33569	152	3	the	the	DET
bracis-33569	152	4	size	size	NOUN
bracis-33569	152	5	of	of	ADP
bracis-33569	152	6	the	the	DET
bracis-33569	152	7	exchanged	exchange	VERB
bracis-33569	152	8	communication	communication	NOUN
bracis-33569	152	9	keeps	keep	VERB
bracis-33569	152	10	getting	get	VERB
bracis-33569	152	11	smaller	small	ADJ
bracis-33569	152	12	after	after	ADP
bracis-33569	152	13	every	every	DET
bracis-33569	152	14	round	round	NOUN
bracis-33569	152	15	.	.	PUNCT
bracis-33569	153	1	4.2	4.2	NUM
bracis-33569	153	2	resource	resource	NOUN
bracis-33569	153	3	usage	usage	NOUN
bracis-33569	153	4	for	for	ADP
bracis-33569	153	5	 	 	SPACE
bracis-33569	153	6	fedsdg	fedsdg	NOUN
bracis-33569	153	7	strategy	strategy	NOUN
bracis-33569	153	8	the	the	DET
bracis-33569	153	9	same	same	ADJ
bracis-33569	153	10	analysis	analysis	NOUN
bracis-33569	153	11	was	be	AUX
bracis-33569	153	12	conducted	conduct	VERB
bracis-33569	153	13	for	for	ADP
bracis-33569	153	14	the	the	DET
bracis-33569	153	15	fedsdg	fedsdg	NOUN
bracis-33569	153	16	strategy	strategy	NOUN
bracis-33569	153	17	.	.	PUNCT
bracis-33569	154	1	figure	figure	NOUN
bracis-33569	154	2	 	 	SPACE
bracis-33569	154	3	6	6	NUM
bracis-33569	154	4	show	show	VERB
bracis-33569	154	5	the	the	DET
bracis-33569	154	6	cpu	cpu	NOUN
bracis-33569	154	7	usage	usage	NOUN
bracis-33569	154	8	for	for	ADP
bracis-33569	154	9	both	both	DET
bracis-33569	154	10	parties	party	NOUN
bracis-33569	154	11	.	.	PUNCT
bracis-33569	155	1	fig	fig	NOUN
bracis-33569	155	2	.	.	PUNCT
bracis-33569	156	1	6	6	NUM
bracis-33569	156	2	.	.	X
bracis-33569	156	3	(	(	PUNCT
bracis-33569	156	4	a	a	X
bracis-33569	156	5	)	)	PUNCT
bracis-33569	156	6	cpu	cpu	NOUN
bracis-33569	156	7	usage	usage	NOUN
bracis-33569	156	8	from	from	ADP
bracis-33569	156	9	device	device	NOUN
bracis-33569	156	10	ipt	ipt	NOUN
bracis-33569	156	11	-	-	PUNCT
bracis-33569	156	12	n-0007	n-0007	PROPN
bracis-33569	156	13	in	in	ADP
bracis-33569	156	14	fedsdg	fedsdg	PROPN
bracis-33569	156	15	.	.	PUNCT
bracis-33569	157	1	(	(	PUNCT
bracis-33569	157	2	b	b	X
bracis-33569	157	3	)	)	PUNCT
bracis-33569	157	4	cpu	cpu	ADJ
bracis-33569	157	5	usage	usage	NOUN
bracis-33569	157	6	from	from	ADP
bracis-33569	157	7	device	device	NOUN
bracis-33569	157	8	ipt	ipt	NOUN
bracis-33569	157	9	-	-	PUNCT
bracis-33569	157	10	n-0311	n-0311	PROPN
bracis-33569	157	11	in	in	ADP
bracis-33569	157	12	fedsdg	fedsdg	PROPN
bracis-33569	157	13	.	.	PUNCT
bracis-33569	158	1	full	full	ADJ
bracis-33569	158	2	size	size	NOUN
bracis-33569	158	3	image	image	NOUN
bracis-33569	158	4	the	the	DET
bracis-33569	158	5	presented	present	VERB
bracis-33569	158	6	behavior	behavior	NOUN
bracis-33569	158	7	is	be	AUX
bracis-33569	158	8	almost	almost	ADV
bracis-33569	158	9	identical	identical	ADJ
bracis-33569	158	10	to	to	ADP
bracis-33569	158	11	the	the	DET
bracis-33569	158	12	one	one	NUM
bracis-33569	158	13	observed	observe	VERB
bracis-33569	158	14	while	while	SCONJ
bracis-33569	158	15	using	use	VERB
bracis-33569	158	16	the	the	DET
bracis-33569	158	17	fedavg	fedavg	PROPN
bracis-33569	158	18	strategy	strategy	NOUN
bracis-33569	158	19	.	.	PUNCT
bracis-33569	159	1	however	however	ADV
bracis-33569	159	2	,	,	PUNCT
bracis-33569	159	3	since	since	SCONJ
bracis-33569	159	4	the	the	DET
bracis-33569	159	5	fedavg	fedavg	PROPN
bracis-33569	159	6	algorithm	algorithm	NOUN
bracis-33569	159	7	is	be	AUX
bracis-33569	159	8	a	a	DET
bracis-33569	159	9	variation	variation	NOUN
bracis-33569	159	10	of	of	ADP
bracis-33569	159	11	the	the	DET
bracis-33569	159	12	fedsdg	fedsdg	NOUN
bracis-33569	159	13	,	,	PUNCT
bracis-33569	159	14	a	a	DET
bracis-33569	159	15	similar	similar	ADJ
bracis-33569	159	16	behavior	behavior	NOUN
bracis-33569	159	17	was	be	AUX
bracis-33569	159	18	expected	expect	VERB
bracis-33569	159	19	.	.	PUNCT
bracis-33569	160	1	ram	ram	VERB
bracis-33569	160	2	usage	usage	NOUN
bracis-33569	160	3	in	in	ADP
bracis-33569	160	4	the	the	DET
bracis-33569	160	5	experiment	experiment	NOUN
bracis-33569	160	6	has	have	AUX
bracis-33569	160	7	also	also	ADV
bracis-33569	160	8	been	be	AUX
bracis-33569	160	9	tracked	track	VERB
bracis-33569	160	10	and	and	CCONJ
bracis-33569	160	11	is	be	AUX
bracis-33569	160	12	shown	show	VERB
bracis-33569	160	13	in	in	ADP
bracis-33569	160	14	fig	fig	NOUN
bracis-33569	160	15	.	.	PUNCT
bracis-33569	160	16	 	 	SPACE
bracis-33569	161	1	7	7	NUM
bracis-33569	161	2	from	from	ADP
bracis-33569	161	3	devices	device	NOUN
bracis-33569	161	4	ipt	ipt	PROPN
bracis-33569	161	5	-	-	PUNCT
bracis-33569	161	6	n-0311	n-0311	PROPN
bracis-33569	161	7	and	and	CCONJ
bracis-33569	161	8	ipt	ipt	NOUN
bracis-33569	161	9	-	-	PUNCT
bracis-33569	161	10	n-0007	n-0007	PROPN
bracis-33569	161	11	respectively	respectively	ADV
bracis-33569	161	12	.	.	PUNCT
bracis-33569	162	1	once	once	ADV
bracis-33569	162	2	again	again	ADV
bracis-33569	162	3	,	,	PUNCT
bracis-33569	162	4	the	the	DET
bracis-33569	162	5	observed	observed	ADJ
bracis-33569	162	6	behavior	behavior	NOUN
bracis-33569	162	7	is	be	AUX
bracis-33569	162	8	similar	similar	ADJ
bracis-33569	162	9	to	to	ADP
bracis-33569	162	10	the	the	DET
bracis-33569	162	11	one	one	NUM
bracis-33569	162	12	observed	observe	VERB
bracis-33569	162	13	within	within	ADP
bracis-33569	162	14	the	the	DET
bracis-33569	162	15	fedavg	fedavg	PROPN
bracis-33569	162	16	strategy	strategy	NOUN
bracis-33569	162	17	.	.	PUNCT
bracis-33569	163	1	fig	fig	NOUN
bracis-33569	163	2	.	.	PUNCT
bracis-33569	164	1	7	7	X
bracis-33569	164	2	.	.	X
bracis-33569	164	3	(	(	PUNCT
bracis-33569	164	4	a	a	X
bracis-33569	164	5	)	)	PUNCT
bracis-33569	164	6	ram	ram	NOUN
bracis-33569	164	7	usage	usage	NOUN
bracis-33569	164	8	from	from	ADP
bracis-33569	164	9	device	device	NOUN
bracis-33569	164	10	ipt	ipt	NOUN
bracis-33569	164	11	-	-	PUNCT
bracis-33569	164	12	n-0007	n-0007	PROPN
bracis-33569	164	13	in	in	ADP
bracis-33569	164	14	fedsdg	fedsdg	PROPN
bracis-33569	164	15	.	.	PUNCT
bracis-33569	165	1	(	(	PUNCT
bracis-33569	165	2	b	b	X
bracis-33569	165	3	)	)	PUNCT
bracis-33569	165	4	ram	ram	NOUN
bracis-33569	165	5	usage	usage	NOUN
bracis-33569	165	6	from	from	ADP
bracis-33569	165	7	device	device	NOUN
bracis-33569	165	8	ipt	ipt	NOUN
bracis-33569	165	9	-	-	PUNCT
bracis-33569	165	10	n-0311	n-0311	PROPN
bracis-33569	165	11	in	in	ADP
bracis-33569	165	12	fedsdg	fedsdg	PROPN
bracis-33569	165	13	.	.	PUNCT
bracis-33569	166	1	full	full	ADJ
bracis-33569	166	2	size	size	NOUN
bracis-33569	166	3	image	image	NOUN
bracis-33569	166	4	finally	finally	ADV
bracis-33569	166	5	,	,	PUNCT
bracis-33569	166	6	the	the	DET
bracis-33569	166	7	network	network	NOUN
bracis-33569	166	8	traffic	traffic	NOUN
bracis-33569	166	9	is	be	AUX
bracis-33569	166	10	analyzed	analyze	VERB
bracis-33569	166	11	and	and	CCONJ
bracis-33569	166	12	the	the	DET
bracis-33569	166	13	results	result	NOUN
bracis-33569	166	14	are	be	AUX
bracis-33569	166	15	shown	show	VERB
bracis-33569	166	16	in	in	ADP
bracis-33569	166	17	fig	fig	NOUN
bracis-33569	166	18	.	.	PUNCT
bracis-33569	166	19	 	 	SPACE
bracis-33569	167	1	8(a	8(a	NUM
bracis-33569	167	2	)	)	PUNCT
bracis-33569	167	3	and	and	CCONJ
bracis-33569	167	4	8(b	8(b	NUM
bracis-33569	167	5	)	)	PUNCT
bracis-33569	167	6	for	for	ADP
bracis-33569	167	7	both	both	PRON
bracis-33569	167	8	ipt	ipt	PROPN
bracis-33569	167	9	-	-	PUNCT
bracis-33569	167	10	n-0311	n-0311	PROPN
bracis-33569	167	11	and	and	CCONJ
bracis-33569	167	12	ipt	ipt	NOUN
bracis-33569	167	13	-	-	PUNCT
bracis-33569	167	14	n-0007	n-0007	ADJ
bracis-33569	167	15	parties	party	NOUN
bracis-33569	167	16	respectively	respectively	ADV
bracis-33569	167	17	.	.	PUNCT
bracis-33569	168	1	fig	fig	NOUN
bracis-33569	168	2	.	.	PUNCT
bracis-33569	169	1	8	8	NUM
bracis-33569	169	2	.	.	PUNCT
bracis-33569	169	3	(	(	PUNCT
bracis-33569	169	4	a	a	X
bracis-33569	169	5	)	)	PUNCT
bracis-33569	169	6	network	network	NOUN
bracis-33569	169	7	traffic	traffic	NOUN
bracis-33569	169	8	from	from	ADP
bracis-33569	169	9	device	device	NOUN
bracis-33569	169	10	ipt	ipt	NOUN
bracis-33569	169	11	-	-	PUNCT
bracis-33569	169	12	n-0007	n-0007	PROPN
bracis-33569	169	13	in	in	ADP
bracis-33569	169	14	fedsdg	fedsdg	PROPN
bracis-33569	169	15	.	.	PUNCT
bracis-33569	170	1	(	(	PUNCT
bracis-33569	170	2	b	b	X
bracis-33569	170	3	)	)	PUNCT
bracis-33569	170	4	network	network	NOUN
bracis-33569	170	5	traffic	traffic	NOUN
bracis-33569	170	6	from	from	ADP
bracis-33569	170	7	device	device	NOUN
bracis-33569	170	8	ipt	ipt	NOUN
bracis-33569	170	9	-	-	PUNCT
bracis-33569	170	10	n-0311	n-0311	PROPN
bracis-33569	170	11	in	in	ADP
bracis-33569	170	12	fedsdg	fedsdg	PROPN
bracis-33569	170	13	.	.	PUNCT
bracis-33569	171	1	full	full	ADJ
bracis-33569	171	2	size	size	NOUN
bracis-33569	171	3	image	image	NOUN
bracis-33569	171	4	4.3	4.3	NUM
bracis-33569	171	5	training	training	NOUN
bracis-33569	171	6	results	result	NOUN
bracis-33569	171	7	for	for	ADP
bracis-33569	171	8	 	 	SPACE
bracis-33569	171	9	fedavg	fedavg	NOUN
bracis-33569	171	10	the	the	DET
bracis-33569	171	11	training	training	NOUN
bracis-33569	171	12	results	result	NOUN
bracis-33569	171	13	of	of	ADP
bracis-33569	171	14	the	the	DET
bracis-33569	171	15	5	5	NUM
bracis-33569	171	16	experiments	experiment	NOUN
bracis-33569	171	17	for	for	ADP
bracis-33569	171	18	fedavg	fedavg	NOUN
bracis-33569	171	19	is	be	AUX
bracis-33569	171	20	presented	present	VERB
bracis-33569	171	21	in	in	ADP
bracis-33569	171	22	table	table	NOUN
bracis-33569	171	23	 	 	SPACE
bracis-33569	171	24	3	3	NUM
bracis-33569	171	25	and	and	CCONJ
bracis-33569	171	26	a	a	DET
bracis-33569	171	27	confusion	confusion	NOUN
bracis-33569	171	28	matrix	matrix	NOUN
bracis-33569	171	29	is	be	AUX
bracis-33569	171	30	depicted	depict	VERB
bracis-33569	171	31	in	in	ADP
bracis-33569	171	32	fig	fig	NOUN
bracis-33569	171	33	.	.	PUNCT
bracis-33569	171	34	 	 	SPACE
bracis-33569	172	1	9	9	NUM
bracis-33569	172	2	.	.	PUNCT
bracis-33569	172	3	table	table	NOUN
bracis-33569	172	4	3	3	NUM
bracis-33569	172	5	.	.	PUNCT
bracis-33569	172	6	global	global	ADJ
bracis-33569	172	7	model	model	NOUN
bracis-33569	172	8	metrics	metric	NOUN
bracis-33569	172	9	achieved	achieve	VERB
bracis-33569	172	10	with	with	ADP
bracis-33569	172	11	fedavg	fedavg	NOUN
bracis-33569	172	12	strategyfull	strategyfull	NOUN
bracis-33569	172	13	size	size	NOUN
bracis-33569	172	14	table	table	NOUN
bracis-33569	172	15	the	the	DET
bracis-33569	172	16	f1	f1	NOUN
bracis-33569	172	17	score	score	NOUN
bracis-33569	172	18	for	for	ADP
bracis-33569	172	19	all	all	DET
bracis-33569	172	20	five	five	NUM
bracis-33569	172	21	experiments	experiment	NOUN
bracis-33569	172	22	was	be	AUX
bracis-33569	172	23	above	above	ADP
bracis-33569	172	24	0.87	0.87	NUM
bracis-33569	172	25	,	,	PUNCT
bracis-33569	172	26	indicating	indicate	VERB
bracis-33569	172	27	a	a	DET
bracis-33569	172	28	decent	decent	ADJ
bracis-33569	172	29	classification	classification	NOUN
bracis-33569	172	30	model	model	NOUN
bracis-33569	172	31	.	.	PUNCT
bracis-33569	173	1	since	since	SCONJ
bracis-33569	173	2	the	the	DET
bracis-33569	173	3	main	main	ADJ
bracis-33569	173	4	objective	objective	NOUN
bracis-33569	173	5	of	of	ADP
bracis-33569	173	6	the	the	DET
bracis-33569	173	7	experiments	experiment	NOUN
bracis-33569	173	8	was	be	AUX
bracis-33569	173	9	testing	test	VERB
bracis-33569	173	10	the	the	DET
bracis-33569	173	11	platform	platform	NOUN
bracis-33569	173	12	,	,	PUNCT
bracis-33569	173	13	the	the	DET
bracis-33569	173	14	enhancement	enhancement	NOUN
bracis-33569	173	15	of	of	ADP
bracis-33569	173	16	the	the	DET
bracis-33569	173	17	model	model	NOUN
bracis-33569	173	18	performance	performance	NOUN
bracis-33569	173	19	by	by	ADP
bracis-33569	173	20	using	use	VERB
bracis-33569	173	21	extra	extra	ADJ
bracis-33569	173	22	layers	layer	NOUN
bracis-33569	173	23	,	,	PUNCT
bracis-33569	173	24	for	for	ADP
bracis-33569	173	25	instance	instance	NOUN
bracis-33569	173	26	,	,	PUNCT
bracis-33569	173	27	was	be	AUX
bracis-33569	173	28	neglected	neglect	VERB
bracis-33569	173	29	.	.	PUNCT
bracis-33569	174	1	the	the	DET
bracis-33569	174	2	confusion	confusion	NOUN
bracis-33569	174	3	matrix	matrix	NOUN
bracis-33569	174	4	in	in	ADP
bracis-33569	174	5	fig	fig	NOUN
bracis-33569	174	6	.	.	PUNCT
bracis-33569	174	7	 	 	SPACE
bracis-33569	175	1	9	9	NUM
bracis-33569	175	2	shows	show	VERB
bracis-33569	175	3	clearly	clearly	ADV
bracis-33569	175	4	defined	define	VERB
bracis-33569	175	5	diagonal	diagonal	ADJ
bracis-33569	175	6	squares	square	NOUN
bracis-33569	175	7	.	.	PUNCT
bracis-33569	176	1	fig	fig	NOUN
bracis-33569	176	2	.	.	PUNCT
bracis-33569	177	1	9	9	X
bracis-33569	177	2	.	.	X
bracis-33569	177	3	confusion	confusion	NOUN
bracis-33569	177	4	matrix	matrix	NOUN
bracis-33569	177	5	for	for	ADP
bracis-33569	177	6	experiment	experiment	NOUN
bracis-33569	177	7	1	1	NUM
bracis-33569	177	8	using	use	VERB
bracis-33569	177	9	fedavg	fedavg	NOUN
bracis-33569	177	10	full	full	ADJ
bracis-33569	177	11	size	size	NOUN
bracis-33569	177	12	image	image	NOUN
bracis-33569	177	13	table	table	NOUN
bracis-33569	177	14	4	4	NUM
bracis-33569	177	15	.	.	PUNCT
bracis-33569	177	16	global	global	ADJ
bracis-33569	177	17	model	model	NOUN
bracis-33569	177	18	metrics	metric	NOUN
bracis-33569	177	19	achieved	achieve	VERB
bracis-33569	177	20	with	with	ADP
bracis-33569	177	21	fedsdg	fedsdg	PROPN
bracis-33569	177	22	strategyfull	strategyfull	NOUN
bracis-33569	177	23	size	size	NOUN
bracis-33569	177	24	table	table	NOUN
bracis-33569	177	25	fig	fig	NOUN
bracis-33569	177	26	.	.	PUNCT
bracis-33569	178	1	10	10	NUM
bracis-33569	178	2	.	.	PUNCT
bracis-33569	178	3	confusion	confusion	NOUN
bracis-33569	178	4	matrix	matrix	NOUN
bracis-33569	178	5	for	for	ADP
bracis-33569	178	6	experiment	experiment	NOUN
bracis-33569	178	7	1	1	NUM
bracis-33569	178	8	using	use	VERB
bracis-33569	178	9	fedsdg	fedsdg	PROPN
bracis-33569	178	10	full	full	ADJ
bracis-33569	178	11	size	size	NOUN
bracis-33569	178	12	image	image	NOUN
bracis-33569	178	13	4.4	4.4	NUM
bracis-33569	178	14	training	training	NOUN
bracis-33569	178	15	results	result	NOUN
bracis-33569	178	16	for	for	ADP
bracis-33569	178	17	 	 	SPACE
bracis-33569	178	18	fedsdg	fedsdg	NOUN
bracis-33569	178	19	table	table	NOUN
bracis-33569	178	20	 	 	SPACE
bracis-33569	178	21	4	4	NUM
bracis-33569	178	22	shows	show	VERB
bracis-33569	178	23	the	the	DET
bracis-33569	178	24	training	training	NOUN
bracis-33569	178	25	metrics	metric	NOUN
bracis-33569	178	26	for	for	ADP
bracis-33569	178	27	the	the	DET
bracis-33569	178	28	fedsdg	fedsdg	NOUN
bracis-33569	178	29	strategy	strategy	NOUN
bracis-33569	178	30	,	,	PUNCT
bracis-33569	178	31	with	with	ADP
bracis-33569	178	32	the	the	DET
bracis-33569	178	33	corresponding	corresponding	ADJ
bracis-33569	178	34	confusion	confusion	NOUN
bracis-33569	178	35	matrix	matrix	NOUN
bracis-33569	178	36	depicted	depict	VERB
bracis-33569	178	37	in	in	ADP
bracis-33569	178	38	fig	fig	NOUN
bracis-33569	178	39	.	.	PUNCT
bracis-33569	178	40	 	 	SPACE
bracis-33569	179	1	10	10	NUM
bracis-33569	179	2	.	.	PUNCT
bracis-33569	179	3	similar	similar	ADJ
bracis-33569	179	4	to	to	ADP
bracis-33569	179	5	the	the	DET
bracis-33569	179	6	fedavg	fedavg	PROPN
bracis-33569	179	7	experiments	experiment	NOUN
bracis-33569	179	8	,	,	PUNCT
bracis-33569	179	9	the	the	DET
bracis-33569	179	10	metrics	metric	NOUN
bracis-33569	179	11	for	for	ADP
bracis-33569	179	12	the	the	DET
bracis-33569	179	13	fedsdg	fedsdg	NOUN
bracis-33569	179	14	strategy	strategy	NOUN
bracis-33569	179	15	were	be	AUX
bracis-33569	179	16	within	within	ADP
bracis-33569	179	17	the	the	DET
bracis-33569	179	18	established	establish	VERB
bracis-33569	179	19	thresholds	threshold	NOUN
bracis-33569	179	20	.	.	PUNCT
bracis-33569	180	1	the	the	DET
bracis-33569	180	2	confusion	confusion	NOUN
bracis-33569	180	3	matrix	matrix	NOUN
bracis-33569	180	4	in	in	ADP
bracis-33569	180	5	fig	fig	NOUN
bracis-33569	180	6	.	.	PUNCT
bracis-33569	180	7	 	 	SPACE
bracis-33569	181	1	10	10	NUM
bracis-33569	181	2	shows	show	VERB
bracis-33569	181	3	well	well	ADV
bracis-33569	181	4	-	-	PUNCT
bracis-33569	181	5	defined	define	VERB
bracis-33569	181	6	diagonal	diagonal	ADJ
bracis-33569	181	7	squares	square	NOUN
bracis-33569	181	8	.	.	PUNCT
bracis-33569	182	1	the	the	DET
bracis-33569	182	2	results	result	NOUN
bracis-33569	182	3	evaluated	evaluate	VERB
bracis-33569	182	4	the	the	DET
bracis-33569	182	5	performance	performance	NOUN
bracis-33569	182	6	and	and	CCONJ
bracis-33569	182	7	resource	resource	NOUN
bracis-33569	182	8	usage	usage	NOUN
bracis-33569	182	9	of	of	ADP
bracis-33569	182	10	fedavg	fedavg	NOUN
bracis-33569	182	11	and	and	CCONJ
bracis-33569	182	12	fedsdg	fedsdg	PROPN
bracis-33569	182	13	federated	federated	ADJ
bracis-33569	182	14	learning	learning	NOUN
bracis-33569	182	15	strategies	strategy	NOUN
bracis-33569	182	16	using	use	VERB
bracis-33569	182	17	multi	multi	ADJ
bracis-33569	182	18	-	-	ADJ
bracis-33569	182	19	sensory	sensory	ADJ
bracis-33569	182	20	device	device	NOUN
bracis-33569	182	21	data	datum	NOUN
bracis-33569	182	22	.	.	PUNCT
bracis-33569	183	1	both	both	DET
bracis-33569	183	2	strategies	strategy	NOUN
bracis-33569	183	3	achieved	achieve	VERB
bracis-33569	183	4	high	high	ADJ
bracis-33569	183	5	accuracy	accuracy	NOUN
bracis-33569	183	6	and	and	CCONJ
bracis-33569	183	7	f1	f1	NOUN
bracis-33569	183	8	scores	score	NOUN
bracis-33569	183	9	,	,	PUNCT
bracis-33569	183	10	indicating	indicate	VERB
bracis-33569	183	11	effective	effective	ADJ
bracis-33569	183	12	classification	classification	NOUN
bracis-33569	183	13	models	model	NOUN
bracis-33569	183	14	,	,	PUNCT
bracis-33569	183	15	with	with	ADP
bracis-33569	183	16	fedavg	fedavg	NOUN
bracis-33569	183	17	showing	show	VERB
bracis-33569	183	18	slightly	slightly	ADV
bracis-33569	183	19	better	well	ADJ
bracis-33569	183	20	resource	resource	NOUN
bracis-33569	183	21	efficiency	efficiency	NOUN
bracis-33569	183	22	.	.	PUNCT
bracis-33569	184	1	cpu	cpu	VERB
bracis-33569	184	2	and	and	CCONJ
bracis-33569	184	3	ram	ram	NOUN
bracis-33569	184	4	usage	usage	NOUN
bracis-33569	184	5	were	be	AUX
bracis-33569	184	6	significant	significant	ADJ
bracis-33569	184	7	,	,	PUNCT
bracis-33569	184	8	particularly	particularly	ADV
bracis-33569	184	9	for	for	ADP
bracis-33569	184	10	devices	device	NOUN
bracis-33569	184	11	with	with	ADP
bracis-33569	184	12	lower	low	ADJ
bracis-33569	184	13	ram	ram	NOUN
bracis-33569	184	14	capacity	capacity	NOUN
bracis-33569	184	15	,	,	PUNCT
bracis-33569	184	16	and	and	CCONJ
bracis-33569	184	17	network	network	NOUN
bracis-33569	184	18	traffic	traffic	NOUN
bracis-33569	184	19	increased	increase	VERB
bracis-33569	184	20	with	with	ADP
bracis-33569	184	21	model	model	NOUN
bracis-33569	184	22	accuracy	accuracy	NOUN
bracis-33569	184	23	,	,	PUNCT
bracis-33569	184	24	with	with	ADP
bracis-33569	184	25	fedsdg	fedsdg	NOUN
bracis-33569	184	26	consuming	consume	VERB
bracis-33569	184	27	more	more	ADJ
bracis-33569	184	28	bandwidth	bandwidth	NOUN
bracis-33569	184	29	and	and	CCONJ
bracis-33569	184	30	taking	take	VERB
bracis-33569	184	31	longer	long	ADV
bracis-33569	184	32	.	.	PUNCT
bracis-33569	185	1	scalability	scalability	NOUN
bracis-33569	185	2	issues	issue	NOUN
bracis-33569	185	3	and	and	CCONJ
bracis-33569	185	4	data	datum	NOUN
bracis-33569	185	5	heterogeneity	heterogeneity	NOUN
bracis-33569	185	6	challenges	challenge	NOUN
bracis-33569	185	7	were	be	AUX
bracis-33569	185	8	noted	note	VERB
bracis-33569	185	9	,	,	PUNCT
bracis-33569	185	10	underscoring	underscore	VERB
bracis-33569	185	11	the	the	DET
bracis-33569	185	12	need	need	NOUN
bracis-33569	185	13	for	for	ADP
bracis-33569	185	14	careful	careful	ADJ
bracis-33569	185	15	consideration	consideration	NOUN
bracis-33569	185	16	in	in	ADP
bracis-33569	185	17	practical	practical	ADJ
bracis-33569	185	18	implementations	implementation	NOUN
bracis-33569	185	19	.	.	PUNCT
bracis-33569	186	1	5	5	NUM
bracis-33569	186	2	conclusion	conclusion	NOUN
bracis-33569	186	3	this	this	DET
bracis-33569	186	4	work	work	NOUN
bracis-33569	186	5	aimed	aim	VERB
bracis-33569	186	6	to	to	PART
bracis-33569	186	7	deploy	deploy	VERB
bracis-33569	186	8	a	a	DET
bracis-33569	186	9	federated	federated	ADJ
bracis-33569	186	10	learning	learn	VERB
bracis-33569	186	11	library	library	NOUN
bracis-33569	186	12	into	into	ADP
bracis-33569	186	13	an	an	DET
bracis-33569	186	14	industrial	industrial	ADJ
bracis-33569	186	15	platform	platform	NOUN
bracis-33569	186	16	and	and	CCONJ
bracis-33569	186	17	test	test	VERB
bracis-33569	186	18	its	its	PRON
bracis-33569	186	19	functionalities	functionality	NOUN
bracis-33569	186	20	so	so	SCONJ
bracis-33569	186	21	that	that	SCONJ
bracis-33569	186	22	it	it	PRON
bracis-33569	186	23	can	can	AUX
bracis-33569	186	24	later	later	ADV
bracis-33569	186	25	be	be	AUX
bracis-33569	186	26	adapted	adapt	VERB
bracis-33569	186	27	to	to	PART
bracis-33569	186	28	train	train	VERB
bracis-33569	186	29	with	with	ADP
bracis-33569	186	30	data	datum	NOUN
bracis-33569	186	31	acquired	acquire	VERB
bracis-33569	186	32	and	and	CCONJ
bracis-33569	186	33	transmitted	transmit	VERB
bracis-33569	186	34	from	from	ADP
bracis-33569	186	35	multi	multi	ADJ
bracis-33569	186	36	-	-	ADJ
bracis-33569	186	37	sensory	sensory	ADJ
bracis-33569	186	38	devices	device	NOUN
bracis-33569	186	39	.	.	PUNCT
bracis-33569	187	1	to	to	PART
bracis-33569	187	2	achieve	achieve	VERB
bracis-33569	187	3	the	the	DET
bracis-33569	187	4	main	main	ADJ
bracis-33569	187	5	objective	objective	NOUN
bracis-33569	187	6	,	,	PUNCT
bracis-33569	187	7	the	the	DET
bracis-33569	187	8	library	library	NOUN
bracis-33569	187	9	and	and	CCONJ
bracis-33569	187	10	several	several	ADJ
bracis-33569	187	11	other	other	ADJ
bracis-33569	187	12	features	feature	NOUN
bracis-33569	187	13	such	such	ADJ
bracis-33569	187	14	as	as	ADP
bracis-33569	187	15	the	the	DET
bracis-33569	187	16	dataset	dataset	NOUN
bracis-33569	187	17	itself	itself	PRON
bracis-33569	187	18	,	,	PUNCT
bracis-33569	187	19	were	be	AUX
bracis-33569	187	20	containerized	containerize	VERB
bracis-33569	187	21	and	and	CCONJ
bracis-33569	187	22	deployed	deploy	VERB
bracis-33569	187	23	in	in	ADP
bracis-33569	187	24	each	each	DET
bracis-33569	187	25	device	device	NOUN
bracis-33569	187	26	that	that	PRON
bracis-33569	187	27	worked	work	VERB
bracis-33569	187	28	as	as	ADP
bracis-33569	187	29	a	a	DET
bracis-33569	187	30	client	client	NOUN
bracis-33569	187	31	in	in	ADP
bracis-33569	187	32	the	the	DET
bracis-33569	187	33	training	training	NOUN
bracis-33569	187	34	process	process	NOUN
bracis-33569	187	35	,	,	PUNCT
bracis-33569	187	36	through	through	ADP
bracis-33569	187	37	a	a	DET
bracis-33569	187	38	docker	docker	PROPN
bracis-33569	187	39	container	container	NOUN
bracis-33569	187	40	.	.	PUNCT
bracis-33569	188	1	afterwards	afterwards	ADV
bracis-33569	188	2	,	,	PUNCT
bracis-33569	188	3	the	the	DET
bracis-33569	188	4	websocket	websocket	NOUN
bracis-33569	188	5	and	and	CCONJ
bracis-33569	188	6	flask	flask	NOUN
bracis-33569	188	7	connections	connection	NOUN
bracis-33569	188	8	were	be	AUX
bracis-33569	188	9	established	establish	VERB
bracis-33569	188	10	,	,	PUNCT
bracis-33569	188	11	and	and	CCONJ
bracis-33569	188	12	minor	minor	ADJ
bracis-33569	188	13	configurations	configuration	NOUN
bracis-33569	188	14	such	such	ADJ
bracis-33569	188	15	as	as	ADP
bracis-33569	188	16	export	export	NOUN
bracis-33569	188	17	model	model	NOUN
bracis-33569	188	18	function	function	NOUN
bracis-33569	188	19	buttons	button	NOUN
bracis-33569	188	20	were	be	AUX
bracis-33569	188	21	added	add	VERB
bracis-33569	188	22	.	.	PUNCT
bracis-33569	189	1	with	with	ADP
bracis-33569	189	2	the	the	DET
bracis-33569	189	3	deployment	deployment	NOUN
bracis-33569	189	4	process	process	NOUN
bracis-33569	189	5	completed	complete	VERB
bracis-33569	189	6	,	,	PUNCT
bracis-33569	189	7	two	two	NUM
bracis-33569	189	8	sets	set	NOUN
bracis-33569	189	9	of	of	ADP
bracis-33569	189	10	five	five	NUM
bracis-33569	189	11	different	different	ADJ
bracis-33569	189	12	global	global	ADJ
bracis-33569	189	13	model	model	NOUN
bracis-33569	189	14	training	training	NOUN
bracis-33569	189	15	were	be	AUX
bracis-33569	189	16	executed	execute	VERB
bracis-33569	189	17	using	use	VERB
bracis-33569	189	18	two	two	NUM
bracis-33569	189	19	different	different	ADJ
bracis-33569	189	20	fl	fl	NOUN
bracis-33569	189	21	strategies	strategy	NOUN
bracis-33569	189	22	,	,	PUNCT
bracis-33569	189	23	the	the	DET
bracis-33569	189	24	fedavg	fedavg	NOUN
bracis-33569	189	25	and	and	CCONJ
bracis-33569	189	26	fedsdg	fedsdg	PROPN
bracis-33569	189	27	.	.	PUNCT
bracis-33569	190	1	nevertheless	nevertheless	ADV
bracis-33569	190	2	,	,	PUNCT
bracis-33569	190	3	when	when	SCONJ
bracis-33569	190	4	comparing	compare	VERB
bracis-33569	190	5	the	the	DET
bracis-33569	190	6	strategies	strategy	NOUN
bracis-33569	190	7	hardware	hardware	NOUN
bracis-33569	190	8	-	-	PUNCT
bracis-33569	190	9	wise	wise	ADJ
bracis-33569	190	10	,	,	PUNCT
bracis-33569	190	11	the	the	DET
bracis-33569	190	12	results	result	NOUN
bracis-33569	190	13	have	have	AUX
bracis-33569	190	14	shown	show	VERB
bracis-33569	190	15	that	that	SCONJ
bracis-33569	190	16	the	the	DET
bracis-33569	190	17	fedsdg	fedsdg	NOUN
bracis-33569	190	18	strategy	strategy	NOUN
bracis-33569	190	19	consumes	consume	VERB
bracis-33569	190	20	higher	high	ADJ
bracis-33569	190	21	network	network	NOUN
bracis-33569	190	22	bandwidth	bandwidth	NOUN
bracis-33569	190	23	,	,	PUNCT
bracis-33569	190	24	ranging	range	VERB
bracis-33569	190	25	from	from	ADP
bracis-33569	190	26	30	30	NUM
bracis-33569	190	27	%	%	NOUN
bracis-33569	190	28	to	to	ADP
bracis-33569	190	29	almost	almost	ADV
bracis-33569	190	30	70	70	NUM
bracis-33569	190	31	%	%	NOUN
bracis-33569	190	32	more	more	ADJ
bracis-33569	190	33	,	,	PUNCT
bracis-33569	190	34	depending	depend	VERB
bracis-33569	190	35	on	on	ADP
bracis-33569	190	36	the	the	DET
bracis-33569	190	37	analyzed	analyze	VERB
bracis-33569	190	38	experiment	experiment	NOUN
bracis-33569	190	39	.	.	PUNCT
bracis-33569	191	1	moreover	moreover	ADV
bracis-33569	191	2	,	,	PUNCT
bracis-33569	191	3	the	the	DET
bracis-33569	191	4	fedsdg	fedsdg	NOUN
bracis-33569	191	5	took	take	VERB
bracis-33569	191	6	an	an	DET
bracis-33569	191	7	average	average	NOUN
bracis-33569	191	8	of	of	ADP
bracis-33569	191	9	1,8	1,8	NUM
bracis-33569	191	10	more	more	ADJ
bracis-33569	191	11	minutes	minute	NOUN
bracis-33569	191	12	to	to	PART
bracis-33569	191	13	finish	finish	VERB
bracis-33569	191	14	the	the	DET
bracis-33569	191	15	training	training	NOUN
bracis-33569	191	16	procedure	procedure	NOUN
bracis-33569	191	17	than	than	ADP
bracis-33569	191	18	the	the	DET
bracis-33569	191	19	fedavg	fedavg	NOUN
bracis-33569	191	20	.	.	PUNCT
bracis-33569	192	1	for	for	ADP
bracis-33569	192	2	a	a	DET
bracis-33569	192	3	test	test	NOUN
bracis-33569	192	4	training	training	NOUN
bracis-33569	192	5	with	with	ADP
bracis-33569	192	6	only	only	ADV
bracis-33569	192	7	two	two	NUM
bracis-33569	192	8	parties	party	NOUN
bracis-33569	192	9	,	,	PUNCT
bracis-33569	192	10	two	two	NUM
bracis-33569	192	11	minutes	minute	NOUN
bracis-33569	192	12	does	do	AUX
bracis-33569	192	13	not	not	PART
bracis-33569	192	14	impact	impact	VERB
bracis-33569	192	15	the	the	DET
bracis-33569	192	16	final	final	ADJ
bracis-33569	192	17	results	result	NOUN
bracis-33569	192	18	,	,	PUNCT
bracis-33569	192	19	however	however	ADV
bracis-33569	192	20	,	,	PUNCT
bracis-33569	192	21	the	the	DET
bracis-33569	192	22	full	full	ADJ
bracis-33569	192	23	concept	concept	NOUN
bracis-33569	192	24	of	of	ADP
bracis-33569	192	25	fl	fl	PROPN
bracis-33569	192	26	is	be	AUX
bracis-33569	192	27	to	to	PART
bracis-33569	192	28	be	be	AUX
bracis-33569	192	29	able	able	ADJ
bracis-33569	192	30	to	to	PART
bracis-33569	192	31	train	train	VERB
bracis-33569	192	32	on	on	ADP
bracis-33569	192	33	dozens	dozen	NOUN
bracis-33569	192	34	or	or	CCONJ
bracis-33569	192	35	hundreds	hundred	NOUN
bracis-33569	192	36	of	of	ADP
bracis-33569	192	37	devices	device	NOUN
bracis-33569	192	38	,	,	PUNCT
bracis-33569	192	39	meaning	meaning	NOUN
bracis-33569	192	40	,	,	PUNCT
bracis-33569	192	41	this	this	DET
bracis-33569	192	42	network	network	NOUN
bracis-33569	192	43	consumption	consumption	NOUN
bracis-33569	192	44	can	can	AUX
bracis-33569	192	45	exceed	exceed	VERB
bracis-33569	192	46	the	the	DET
bracis-33569	192	47	available	available	ADJ
bracis-33569	192	48	network	network	NOUN
bracis-33569	192	49	traffic	traffic	NOUN
bracis-33569	192	50	and	and	CCONJ
bracis-33569	192	51	impact	impact	NOUN
bracis-33569	192	52	on	on	ADP
bracis-33569	192	53	several	several	ADJ
bracis-33569	192	54	more	more	ADJ
bracis-33569	192	55	minutes	minute	NOUN
bracis-33569	192	56	of	of	ADP
bracis-33569	192	57	delay	delay	NOUN
bracis-33569	192	58	.	.	PUNCT
bracis-33569	193	1	although	although	SCONJ
bracis-33569	193	2	the	the	DET
bracis-33569	193	3	testing	testing	NOUN
bracis-33569	193	4	was	be	AUX
bracis-33569	193	5	a	a	DET
bracis-33569	193	6	proof	proof	NOUN
bracis-33569	193	7	of	of	ADP
bracis-33569	193	8	concept	concept	NOUN
bracis-33569	193	9	made	make	VERB
bracis-33569	193	10	with	with	ADP
bracis-33569	193	11	only	only	ADV
bracis-33569	193	12	two	two	NUM
bracis-33569	193	13	parties	party	NOUN
bracis-33569	193	14	,	,	PUNCT
bracis-33569	193	15	when	when	SCONJ
bracis-33569	193	16	extending	extend	VERB
bracis-33569	193	17	to	to	ADP
bracis-33569	193	18	dozens	dozen	NOUN
bracis-33569	193	19	of	of	ADP
bracis-33569	193	20	clients	client	NOUN
bracis-33569	193	21	,	,	PUNCT
bracis-33569	193	22	some	some	DET
bracis-33569	193	23	other	other	ADJ
bracis-33569	193	24	challenges	challenge	NOUN
bracis-33569	193	25	may	may	AUX
bracis-33569	193	26	appear	appear	VERB
bracis-33569	193	27	such	such	ADJ
bracis-33569	193	28	as	as	ADP
bracis-33569	193	29	the	the	DET
bracis-33569	193	30	heterogeneity	heterogeneity	NOUN
bracis-33569	193	31	of	of	ADP
bracis-33569	193	32	data	datum	NOUN
bracis-33569	193	33	.	.	PUNCT
bracis-33569	194	1	according	accord	VERB
bracis-33569	194	2	to	to	ADP
bracis-33569	194	3	[	[	X
bracis-33569	194	4	12	12	NUM
bracis-33569	194	5	]	]	PUNCT
bracis-33569	194	6	,	,	PUNCT
bracis-33569	194	7	since	since	SCONJ
bracis-33569	194	8	each	each	DET
bracis-33569	194	9	company	company	NOUN
bracis-33569	194	10	is	be	AUX
bracis-33569	194	11	physically	physically	ADV
bracis-33569	194	12	apart	apart	ADJ
bracis-33569	194	13	,	,	PUNCT
bracis-33569	194	14	the	the	DET
bracis-33569	194	15	way	way	NOUN
bracis-33569	194	16	data	datum	NOUN
bracis-33569	194	17	is	be	AUX
bracis-33569	194	18	sampled	sample	VERB
bracis-33569	194	19	can	can	AUX
bracis-33569	194	20	vary	vary	VERB
bracis-33569	194	21	for	for	ADP
bracis-33569	194	22	each	each	DET
bracis-33569	194	23	party	party	NOUN
bracis-33569	194	24	,	,	PUNCT
bracis-33569	194	25	and	and	CCONJ
bracis-33569	194	26	achieving	achieve	VERB
bracis-33569	194	27	a	a	DET
bracis-33569	194	28	good	good	ADJ
bracis-33569	194	29	performance	performance	NOUN
bracis-33569	194	30	model	model	NOUN
bracis-33569	194	31	requires	require	VERB
bracis-33569	194	32	similar	similar	ADJ
bracis-33569	194	33	data	datum	NOUN
bracis-33569	194	34	sets	set	NOUN
bracis-33569	194	35	in	in	ADP
bracis-33569	194	36	all	all	DET
bracis-33569	194	37	parties	party	NOUN
bracis-33569	194	38	.	.	PUNCT
bracis-33569	195	1	as	as	SCONJ
bracis-33569	195	2	the	the	DET
bracis-33569	195	3	project	project	NOUN
bracis-33569	195	4	unfolded	unfold	VERB
bracis-33569	195	5	,	,	PUNCT
bracis-33569	195	6	the	the	DET
bracis-33569	195	7	federated	federated	ADJ
bracis-33569	195	8	learning	learning	NOUN
bracis-33569	195	9	approach	approach	NOUN
bracis-33569	195	10	seemed	seem	VERB
bracis-33569	195	11	even	even	ADV
bracis-33569	195	12	more	more	ADV
bracis-33569	195	13	fitting	fitting	ADJ
bracis-33569	195	14	since	since	SCONJ
bracis-33569	195	15	one	one	NUM
bracis-33569	195	16	company	company	NOUN
bracis-33569	195	17	could	could	AUX
bracis-33569	195	18	train	train	VERB
bracis-33569	195	19	a	a	DET
bracis-33569	195	20	model	model	NOUN
bracis-33569	195	21	with	with	ADP
bracis-33569	195	22	data	datum	NOUN
bracis-33569	195	23	from	from	ADP
bracis-33569	195	24	multiple	multiple	ADJ
bracis-33569	195	25	branches	branch	NOUN
bracis-33569	195	26	,	,	PUNCT
bracis-33569	195	27	enhancing	enhance	VERB
bracis-33569	195	28	the	the	DET
bracis-33569	195	29	predictive	predictive	ADJ
bracis-33569	195	30	maintenance	maintenance	NOUN
bracis-33569	195	31	schedule	schedule	NOUN
bracis-33569	195	32	and	and	CCONJ
bracis-33569	195	33	mitigating	mitigate	VERB
bracis-33569	195	34	production	production	NOUN
bracis-33569	195	35	costs	cost	NOUN
bracis-33569	195	36	.	.	PUNCT
bracis-33569	196	1	moreover	moreover	ADV
bracis-33569	196	2	,	,	PUNCT
bracis-33569	196	3	this	this	DET
bracis-33569	196	4	approach	approach	NOUN
bracis-33569	196	5	affords	afford	VERB
bracis-33569	196	6	the	the	DET
bracis-33569	196	7	company	company	NOUN
bracis-33569	196	8	the	the	DET
bracis-33569	196	9	ability	ability	NOUN
bracis-33569	196	10	to	to	PART
bracis-33569	196	11	retain	retain	VERB
bracis-33569	196	12	all	all	DET
bracis-33569	196	13	data	datum	NOUN
bracis-33569	196	14	within	within	ADP
bracis-33569	196	15	its	its	PRON
bracis-33569	196	16	storage	storage	NOUN
bracis-33569	196	17	infrastructure	infrastructure	NOUN
bracis-33569	196	18	,	,	PUNCT
bracis-33569	196	19	thereby	thereby	ADV
bracis-33569	196	20	ensuring	ensure	VERB
bracis-33569	196	21	the	the	DET
bracis-33569	196	22	privacy	privacy	NOUN
bracis-33569	196	23	and	and	CCONJ
bracis-33569	196	24	governance	governance	NOUN
bracis-33569	196	25	of	of	ADP
bracis-33569	196	26	each	each	DET
bracis-33569	196	27	client	client	NOUN
bracis-33569	196	28	’s	’s	PART
bracis-33569	196	29	data	datum	NOUN
bracis-33569	196	30	.	.	PUNCT
bracis-33569	197	1	future	future	ADJ
bracis-33569	197	2	work	work	NOUN
bracis-33569	197	3	could	could	AUX
bracis-33569	197	4	explore	explore	VERB
bracis-33569	197	5	scalability	scalability	NOUN
bracis-33569	197	6	testing	testing	NOUN
bracis-33569	197	7	with	with	ADP
bracis-33569	197	8	larger	large	ADJ
bracis-33569	197	9	networks	network	NOUN
bracis-33569	197	10	,	,	PUNCT
bracis-33569	197	11	incorporating	incorporate	VERB
bracis-33569	197	12	more	more	ADV
bracis-33569	197	13	diverse	diverse	ADJ
bracis-33569	197	14	datasets	dataset	NOUN
bracis-33569	197	15	beyond	beyond	ADP
bracis-33569	197	16	mnist	mnist	NOUN
bracis-33569	197	17	,	,	PUNCT
bracis-33569	197	18	and	and	CCONJ
bracis-33569	197	19	investigating	investigate	VERB
bracis-33569	197	20	advanced	advanced	ADJ
bracis-33569	197	21	aggregation	aggregation	NOUN
bracis-33569	197	22	techniques	technique	NOUN
bracis-33569	197	23	to	to	PART
bracis-33569	197	24	improve	improve	VERB
bracis-33569	197	25	performance	performance	NOUN
bracis-33569	197	26	and	and	CCONJ
bracis-33569	197	27	privacy	privacy	NOUN
bracis-33569	197	28	.	.	PUNCT
bracis-33569	198	1	additionally	additionally	ADV
bracis-33569	198	2	,	,	PUNCT
bracis-33569	198	3	comparing	compare	VERB
bracis-33569	198	4	the	the	DET
bracis-33569	198	5	ibm	ibm	PROPN
bracis-33569	198	6	fl	fl	PROPN
bracis-33569	198	7	platform	platform	NOUN
bracis-33569	198	8	with	with	ADP
bracis-33569	198	9	other	other	ADJ
bracis-33569	198	10	frameworks	framework	NOUN
bracis-33569	198	11	,	,	PUNCT
bracis-33569	198	12	examining	examine	VERB
bracis-33569	198	13	the	the	DET
bracis-33569	198	14	impact	impact	NOUN
bracis-33569	198	15	of	of	ADP
bracis-33569	198	16	communication	communication	NOUN
bracis-33569	198	17	delays	delay	NOUN
bracis-33569	198	18	,	,	PUNCT
bracis-33569	198	19	and	and	CCONJ
bracis-33569	198	20	customizing	customize	VERB
bracis-33569	198	21	federated	federated	ADJ
bracis-33569	198	22	learning	learn	VERB
bracis-33569	198	23	algorithms	algorithm	NOUN
bracis-33569	198	24	for	for	ADP
bracis-33569	198	25	specific	specific	ADJ
bracis-33569	198	26	use	use	NOUN
bracis-33569	198	27	cases	case	NOUN
bracis-33569	198	28	could	could	AUX
bracis-33569	198	29	further	far	ADV
bracis-33569	198	30	refine	refine	VERB
bracis-33569	198	31	the	the	DET
bracis-33569	198	32	platform	platform	NOUN
bracis-33569	198	33	’s	’s	PART
bracis-33569	198	34	effectiveness	effectiveness	NOUN
bracis-33569	198	35	and	and	CCONJ
bracis-33569	198	36	applicability	applicability	NOUN
bracis-33569	198	37	.	.	PUNCT
bracis-33569	199	1	notes	note	VERB
bracis-33569	199	2	1.communication	1.communication	NUM
bracis-33569	199	3	overhead	overhead	NOUN
bracis-33569	199	4	is	be	AUX
bracis-33569	199	5	defined	define	VERB
bracis-33569	199	6	as	as	ADP
bracis-33569	199	7	the	the	DET
bracis-33569	199	8	total	total	ADJ
bracis-33569	199	9	number	number	NOUN
bracis-33569	199	10	of	of	ADP
bracis-33569	199	11	packets	packet	NOUN
bracis-33569	199	12	to	to	PART
bracis-33569	199	13	be	be	AUX
bracis-33569	199	14	transferred	transfer	VERB
bracis-33569	199	15	or	or	CCONJ
bracis-33569	199	16	transmitted	transmit	VERB
bracis-33569	199	17	from	from	ADP
bracis-33569	199	18	one	one	NUM
bracis-33569	199	19	node	node	NOUN
bracis-33569	199	20	to	to	ADP
bracis-33569	199	21	another	another	PRON
bracis-33569	199	22	[	[	X
bracis-33569	199	23	6	6	NUM
bracis-33569	199	24	]	]	PUNCT
bracis-33569	199	25	.	.	PUNCT
bracis-33569	200	1	references	reference	NOUN
bracis-33569	200	2	anthem	anthem	PROPN
bracis-33569	200	3	pays	pay	VERB
bracis-33569	200	4	ocr	ocr	PROPN
bracis-33569	200	5	\$16	\$16	PROPN
bracis-33569	200	6	million	million	NUM
bracis-33569	200	7	in	in	ADP
bracis-33569	200	8	record	record	NOUN
bracis-33569	200	9	hipaa	hipaa	NOUN
bracis-33569	200	10	settlement	settlement	NOUN
bracis-33569	200	11	following	follow	VERB
bracis-33569	200	12	largest	large	ADJ
bracis-33569	200	13	u.s	u.s	PROPN
bracis-33569	200	14	.	.	PROPN
bracis-33569	200	15	health	health	NOUN
bracis-33569	200	16	data	data	PROPN
bracis-33569	200	17	breach	breach	NOUN
bracis-33569	200	18	in	in	ADP
bracis-33569	200	19	history	history	NOUN
bracis-33569	200	20	(	(	PUNCT
bracis-33569	200	21	2020	2020	NUM
bracis-33569	200	22	)	)	PUNCT
bracis-33569	200	23	.	.	PUNCT
bracis-33569	201	1	https://www.hhs.gov/guidance/document/anthem-pays-ocr-16-million-record-hipaa-settlement-following-largest-us-health-data-breach	https://www.hhs.gov/guidance/document/anthem-pays-ocr-16-million-record-hipaa-settlement-following-largest-us-health-data-breach	PROPN
bracis-33569	201	2	brownlee	brownlee	PROPN
bracis-33569	201	3	,	,	PUNCT
bracis-33569	201	4	j.	j.	PROPN
bracis-33569	201	5	:	:	PUNCT
bracis-33569	201	6	imbalanced	imbalanced	ADJ
bracis-33569	201	7	classification	classification	NOUN
bracis-33569	201	8	with	with	ADP
bracis-33569	201	9	python	python	NOUN
bracis-33569	201	10	:	:	PUNCT
bracis-33569	201	11	better	well	ADJ
bracis-33569	201	12	metrics	metric	NOUN
bracis-33569	201	13	,	,	PUNCT
bracis-33569	201	14	balance	balance	NOUN
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bracis-33569	205	3	)	)	PUNCT
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bracis-33569	205	35	)	)	PUNCT
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bracis-33569	206	4	(	(	PUNCT
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bracis-33569	206	7	.	.	PUNCT
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bracis-33569	209	2	(	(	PUNCT
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bracis-33569	209	25	.	.	PUNCT
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bracis-33569	214	9	.	.	PUNCT
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bracis-33569	215	2	,	,	PUNCT
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bracis-33569	215	14	):	):	PUNCT
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bracis-33569	216	5	.	.	PUNCT
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bracis-33569	217	9	:	:	PUNCT
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bracis-33569	218	4	(	(	PUNCT
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bracis-33569	218	6	)	)	PUNCT
bracis-33569	218	7	.	.	PUNCT
bracis-33569	219	1	https://doi.org/10.48550/arxiv.2007.10987	https://doi.org/10.48550/arxiv.2007.10987	X
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bracis-33569	219	6	,	,	PUNCT
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bracis-33569	219	8	,	,	PUNCT
bracis-33569	219	9	a.	a.	NOUN
bracis-33569	219	10	:	:	PUNCT
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bracis-33569	220	3	35(3	35(3	NUM
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bracis-33569	220	7	(	(	PUNCT
bracis-33569	220	8	2021	2021	NUM
bracis-33569	220	9	)	)	PUNCT
bracis-33569	220	10	.	.	PUNCT
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bracis-33569	221	3	  	  	SPACE
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bracis-33569	221	5	  	  	SPACE
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bracis-33569	221	8	  	  	SPACE
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bracis-33569	221	27	 	 	SPACE
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bracis-33569	222	14	.	.	PUNCT
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bracis-33569	223	40	(	(	PUNCT
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bracis-33569	223	43	.	.	PUNCT
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bracis-33569	224	33	of	of	ADP
bracis-33569	224	34	things	thing	NOUN
bracis-33569	224	35	.	.	PUNCT
bracis-33569	225	1	ieee	ieee	PROPN
bracis-33569	225	2	commun	commun	PROPN
bracis-33569	225	3	.	.	PUNCT
bracis-33569	226	1	surv	surv	PROPN
bracis-33569	226	2	.	.	PUNCT
bracis-33569	227	1	tutor	tutor	NOUN
bracis-33569	227	2	.	.	PUNCT
bracis-33569	228	1	23(3	23(3	NUM
bracis-33569	228	2	)	)	PUNCT
bracis-33569	228	3	,	,	PUNCT
bracis-33569	228	4	1622–1658	1622–1658	NUM
bracis-33569	228	5	(	(	PUNCT
bracis-33569	228	6	2021	2021	NUM
bracis-33569	228	7	)	)	PUNCT
bracis-33569	228	8	.	.	PUNCT
bracis-33569	229	1	https://doi.org/10.1109/comst.2021.3075439	https://doi.org/10.1109/comst.2021.3075439	PROPN
bracis-33569	229	2	article	article	NOUN
bracis-33569	229	3	  	  	SPACE
bracis-33569	229	4	math	math	NOUN
bracis-33569	229	5	  	  	SPACE
bracis-33569	229	6	google	google	PROPN
bracis-33569	229	7	scholar	scholar	NOUN
bracis-33569	229	8	  	  	SPACE
bracis-33569	229	9	nilsson	nilsson	PROPN
bracis-33569	229	10	,	,	PUNCT
bracis-33569	229	11	a.	a.	PROPN
bracis-33569	229	12	,	,	PUNCT
bracis-33569	229	13	smith	smith	PROPN
bracis-33569	229	14	,	,	PUNCT
bracis-33569	229	15	s.	s.	PROPN
bracis-33569	229	16	,	,	PUNCT
bracis-33569	229	17	ulm	ulm	PROPN
bracis-33569	229	18	,	,	PUNCT
bracis-33569	229	19	g.	g.	PROPN
bracis-33569	229	20	,	,	PUNCT
bracis-33569	229	21	gustavsson	gustavsson	PROPN
bracis-33569	229	22	,	,	PUNCT
bracis-33569	229	23	e.	e.	PROPN
bracis-33569	229	24	,	,	PUNCT
bracis-33569	229	25	jirstrand	jirstrand	PROPN
bracis-33569	229	26	,	,	PUNCT
bracis-33569	229	27	m.	m.	NOUN
bracis-33569	229	28	:	:	PUNCT
bracis-33569	229	29	a	a	DET
bracis-33569	229	30	performance	performance	NOUN
bracis-33569	229	31	evaluation	evaluation	NOUN
bracis-33569	229	32	of	of	ADP
bracis-33569	229	33	federated	federated	ADJ
bracis-33569	229	34	learning	learning	NOUN
bracis-33569	229	35	algorithms	algorithm	NOUN
bracis-33569	229	36	.	.	PUNCT
bracis-33569	230	1	in	in	ADP
bracis-33569	230	2	:	:	PUNCT
bracis-33569	230	3	proceedings	proceeding	NOUN
bracis-33569	230	4	of	of	ADP
bracis-33569	230	5	the	the	DET
bracis-33569	230	6	second	second	ADJ
bracis-33569	230	7	workshop	workshop	NOUN
bracis-33569	230	8	on	on	ADP
bracis-33569	230	9	distributed	distribute	VERB
bracis-33569	230	10	infrastructures	infrastructure	NOUN
bracis-33569	230	11	for	for	ADP
bracis-33569	230	12	deep	deep	ADJ
bracis-33569	230	13	learning	learning	NOUN
bracis-33569	230	14	(	(	PUNCT
bracis-33569	230	15	2018	2018	NUM
bracis-33569	230	16	)	)	PUNCT
bracis-33569	230	17	.	.	PUNCT
bracis-33569	231	1	https://doi.org/10.1145/3286490.3286559	https://doi.org/10.1145/3286490.3286559	X
bracis-33569	231	2	,	,	PUNCT
bracis-33569	231	3	https://dl.acm.org/doi/pdf/10.1145/3286490.3286559	https://dl.acm.org/doi/pdf/10.1145/3286490.3286559	NOUN
bracis-33569	231	4	saidani	saidani	NOUN
bracis-33569	231	5	,	,	PUNCT
bracis-33569	231	6	a.	a.	NOUN
bracis-33569	231	7	:	:	PUNCT
bracis-33569	231	8	a	a	DET
bracis-33569	231	9	systematic	systematic	ADJ
bracis-33569	231	10	comparison	comparison	NOUN
bracis-33569	231	11	of	of	ADP
bracis-33569	231	12	federated	federated	ADJ
bracis-33569	231	13	machine	machine	NOUN
bracis-33569	231	14	learning	learning	NOUN
bracis-33569	231	15	libraries	library	NOUN
bracis-33569	231	16	.	.	PUNCT
bracis-33569	232	1	master	master	NOUN
bracis-33569	232	2	’s	’s	PART
bracis-33569	232	3	thesis	thesis	NOUN
bracis-33569	232	4	,	,	PUNCT
bracis-33569	232	5	technische	technische	PROPN
bracis-33569	232	6	universität	universität	PROPN
bracis-33569	232	7	münchen	münchen	NOUN
bracis-33569	232	8	(	(	PUNCT
bracis-33569	232	9	2023	2023	NUM
bracis-33569	232	10	)	)	PUNCT
bracis-33569	232	11	.	.	PUNCT
bracis-33569	233	1	https://wwwmatthes.in.tum.de/pages/1giyhi2qf7es2/master-s-thesis-ahmed-saidani	https://wwwmatthes.in.tum.de/pages/1giyhi2qf7es2/master-s-thesis-ahmed-saidani	PROPN
bracis-33569	233	2	sarma	sarma	PROPN
bracis-33569	233	3	,	,	PUNCT
bracis-33569	233	4	k.v	k.v	PROPN
bracis-33569	233	5	.	.	PROPN
bracis-33569	233	6	,	,	PUNCT
bracis-33569	233	7	et	et	PROPN
bracis-33569	233	8	al	al	PROPN
bracis-33569	233	9	.	.	PROPN
bracis-33569	233	10	:	:	PUNCT
bracis-33569	233	11	federated	federated	ADJ
bracis-33569	233	12	learning	learning	NOUN
bracis-33569	233	13	improves	improve	VERB
bracis-33569	233	14	site	site	NOUN
bracis-33569	233	15	performance	performance	NOUN
bracis-33569	233	16	in	in	ADP
bracis-33569	233	17	multicenter	multicenter	ADJ
bracis-33569	233	18	deep	deep	ADJ
bracis-33569	233	19	learning	learning	NOUN
bracis-33569	233	20	without	without	ADP
bracis-33569	233	21	data	datum	NOUN
bracis-33569	233	22	sharing	sharing	NOUN
bracis-33569	233	23	.	.	PUNCT
bracis-33569	234	1	j.	j.	PROPN
bracis-33569	234	2	am	am	PROPN
bracis-33569	234	3	.	.	PUNCT
bracis-33569	235	1	med	med	PROPN
bracis-33569	235	2	.	.	PUNCT
bracis-33569	236	1	inform	inform	NOUN
bracis-33569	236	2	.	.	PUNCT
bracis-33569	237	1	association	association	PROPN
bracis-33569	237	2	:	:	PUNCT
bracis-33569	237	3	jamia	jamia	PROPN
bracis-33569	237	4	28	28	NUM
bracis-33569	237	5	,	,	PUNCT
bracis-33569	237	6	1259–1264	1259–1264	NUM
bracis-33569	237	7	(	(	PUNCT
bracis-33569	237	8	2021	2021	NUM
bracis-33569	237	9	)	)	PUNCT
bracis-33569	237	10	article	article	NOUN
bracis-33569	237	11	  	  	SPACE
bracis-33569	237	12	math	math	NOUN
bracis-33569	237	13	  	  	SPACE
bracis-33569	237	14	google	google	PROPN
bracis-33569	237	15	scholar	scholar	NOUN
bracis-33569	237	16	  	  	SPACE
bracis-33569	237	17	schulz	schulz	PROPN
bracis-33569	237	18	,	,	PUNCT
bracis-33569	237	19	h.h	h.h	PROPN
bracis-33569	237	20	.	.	PROPN
bracis-33569	237	21	:	:	PUNCT
bracis-33569	237	22	decentralized	decentralized	ADJ
bracis-33569	237	23	brilliance	brilliance	NOUN
bracis-33569	237	24	:	:	PUNCT
bracis-33569	237	25	deploying	deploy	VERB
bracis-33569	237	26	a	a	DET
bracis-33569	237	27	federated	federated	ADJ
bracis-33569	237	28	learning	learning	NOUN
bracis-33569	237	29	platform	platform	NOUN
bracis-33569	237	30	and	and	CCONJ
bracis-33569	237	31	evaluating	evaluate	VERB
bracis-33569	237	32	aggregation	aggregation	NOUN
bracis-33569	237	33	algorithms	algorithm	NOUN
bracis-33569	237	34	(	(	PUNCT
bracis-33569	237	35	2024	2024	NUM
bracis-33569	237	36	)	)	PUNCT
bracis-33569	237	37	.	.	PUNCT
bracis-33569	238	1	https://repositorio.ufsc.br/handle/123456789/255868	https://repositorio.ufsc.br/handle/123456789/255868	ADP
bracis-33569	238	2	download	download	NOUN
bracis-33569	238	3	references	reference	NOUN
bracis-33569	238	4	author	author	NOUN
bracis-33569	238	5	information	information	NOUN
bracis-33569	238	6	authors	author	NOUN
bracis-33569	238	7	and	and	CCONJ
bracis-33569	238	8	affiliations	affiliation	NOUN
bracis-33569	238	9	joinville	joinville	PROPN
bracis-33569	238	10	technological	technological	ADJ
bracis-33569	238	11	center	center	NOUN
bracis-33569	238	12	(	(	PUNCT
bracis-33569	238	13	ctj	ctj	NOUN
bracis-33569	238	14	)	)	PUNCT
bracis-33569	238	15	,	,	PUNCT
bracis-33569	238	16	federal	federal	ADJ
bracis-33569	238	17	university	university	PROPN
bracis-33569	238	18	of	of	ADP
bracis-33569	238	19	santa	santa	PROPN
bracis-33569	238	20	catarina	catarina	PROPN
bracis-33569	238	21	(	(	PUNCT
bracis-33569	238	22	ufsc	ufsc	PROPN
bracis-33569	238	23	)	)	PUNCT
bracis-33569	238	24	,	,	PUNCT
bracis-33569	238	25	r.	r.	PROPN
bracis-33569	238	26	dona	dona	PROPN
bracis-33569	238	27	francisca	francisca	PROPN
bracis-33569	238	28	,	,	PUNCT
bracis-33569	238	29	8300	8300	NUM
bracis-33569	238	30	,	,	PUNCT
bracis-33569	238	31	cep	cep	NOUN
bracis-33569	238	32	89219	89219	NUM
bracis-33569	238	33	-	-	SYM
bracis-33569	238	34	600	600	NUM
bracis-33569	238	35	joinville	joinville	NOUN
bracis-33569	238	36	,	,	PUNCT
bracis-33569	238	37	santa	santa	PROPN
bracis-33569	238	38	catarina	catarina	PROPN
bracis-33569	238	39	,	,	PUNCT
bracis-33569	238	40	brazil	brazil	PROPN
bracis-33569	238	41	hans	hans	PROPN
bracis-33569	238	42	herbert	herbert	PROPN
bracis-33569	238	43	schulz	schulz	PROPN
bracis-33569	238	44	 	 	SPACE
bracis-33569	238	45	&	&	CCONJ
bracis-33569	238	46	 	 	SPACE
bracis-33569	238	47	benjamin	benjamin	PROPN
bracis-33569	238	48	grando	grando	PROPN
bracis-33569	238	49	moreira	moreira	PROPN
bracis-33569	238	50	authors	author	NOUN
bracis-33569	238	51	hans	hans	PROPN
bracis-33569	238	52	herbert	herbert	PROPN
bracis-33569	238	53	schulzview	schulzview	PROPN
bracis-33569	238	54	author	author	NOUN
bracis-33569	238	55	publications	publication	NOUN
bracis-33569	238	56	search	search	NOUN
bracis-33569	238	57	author	author	NOUN
bracis-33569	238	58	on	on	ADP
bracis-33569	238	59	:	:	PUNCT
bracis-33569	238	60	pubmed	pubmed	PROPN
bracis-33569	238	61	 	 	SPACE
bracis-33569	238	62	google	google	PROPN
bracis-33569	238	63	scholar	scholar	NOUN
bracis-33569	238	64	benjamin	benjamin	PROPN
bracis-33569	238	65	grando	grando	PROPN
bracis-33569	238	66	moreiraview	moreiraview	NOUN
bracis-33569	238	67	author	author	NOUN
bracis-33569	238	68	publications	publication	NOUN
bracis-33569	238	69	search	search	NOUN
bracis-33569	238	70	author	author	NOUN
bracis-33569	238	71	on	on	ADP
bracis-33569	238	72	:	:	PUNCT
bracis-33569	238	73	pubmed	pubmed	PROPN
bracis-33569	238	74	 	 	SPACE
bracis-33569	238	75	google	google	PROPN
bracis-33569	238	76	scholar	scholar	NOUN
bracis-33569	238	77	corresponding	correspond	VERB
bracis-33569	238	78	author	author	NOUN
bracis-33569	238	79	correspondence	correspondence	NOUN
bracis-33569	238	80	to	to	ADP
bracis-33569	238	81	hans	hans	PROPN
bracis-33569	238	82	herbert	herbert	PROPN
bracis-33569	238	83	schulz	schulz	PROPN
bracis-33569	238	84	.	.	PUNCT
bracis-33569	239	1	editor	editor	NOUN
bracis-33569	239	2	information	information	NOUN
bracis-33569	239	3	editors	editor	NOUN
bracis-33569	239	4	and	and	CCONJ
bracis-33569	239	5	affiliations	affiliation	NOUN
bracis-33569	239	6	universidade	universidade	VERB
bracis-33569	239	7	federal	federal	PROPN
bracis-33569	239	8	fluminense	fluminense	PROPN
bracis-33569	239	9	,	,	PUNCT
bracis-33569	239	10	niterói	niterói	PROPN
bracis-33569	239	11	,	,	PUNCT
bracis-33569	239	12	brazil	brazil	PROPN
bracis-33569	239	13	aline	aline	PROPN
bracis-33569	239	14	paes	paes	PROPN
bracis-33569	239	15	instituto	instituto	PROPN
bracis-33569	239	16	tecnológico	tecnológico	PROPN
bracis-33569	239	17	de	de	PROPN
bracis-33569	239	18	aeronáutica	aeronáutica	PROPN
bracis-33569	239	19	,	,	PUNCT
bracis-33569	239	20	são	são	PROPN
bracis-33569	239	21	josé	josé	PROPN
bracis-33569	239	22	dos	dos	PROPN
bracis-33569	239	23	campos	campos	PROPN
bracis-33569	239	24	,	,	PUNCT
bracis-33569	239	25	brazil	brazil	PROPN
bracis-33569	239	26	filipe	filipe	PROPN
bracis-33569	239	27	a.	a.	PROPN
bracis-33569	239	28	n.	n.	PROPN
bracis-33569	239	29	verri	verri	PROPN
bracis-33569	239	30	rights	right	NOUN
bracis-33569	239	31	and	and	CCONJ
bracis-33569	239	32	permissions	permission	NOUN
bracis-33569	239	33	reprints	reprint	NOUN
bracis-33569	239	34	and	and	CCONJ
bracis-33569	239	35	permissions	permission	VERB
bracis-33569	239	36	copyright	copyright	NOUN
bracis-33569	239	37	information	information	NOUN
bracis-33569	239	38	©	©	ADP
bracis-33569	239	39	2025	2025	NUM
bracis-33569	239	40	the	the	DET
bracis-33569	239	41	author(s	author(s	NOUN
bracis-33569	239	42	)	)	PUNCT
bracis-33569	239	43	,	,	PUNCT
bracis-33569	239	44	under	under	ADP
bracis-33569	239	45	exclusive	exclusive	ADJ
bracis-33569	239	46	license	license	NOUN
bracis-33569	239	47	to	to	ADP
bracis-33569	239	48	springer	springer	NOUN
bracis-33569	239	49	nature	nature	PROPN
bracis-33569	239	50	switzerland	switzerland	PROPN
bracis-33569	239	51	ag	ag	PROPN
bracis-33569	239	52	about	about	ADP
bracis-33569	239	53	this	this	DET
bracis-33569	239	54	paper	paper	NOUN
bracis-33569	239	55	cite	cite	VERB
bracis-33569	239	56	this	this	DET
bracis-33569	239	57	paper	paper	NOUN
bracis-33569	239	58	schulz	schulz	PROPN
bracis-33569	239	59	,	,	PUNCT
bracis-33569	239	60	h.h	h.h	PROPN
bracis-33569	239	61	.	.	PROPN
bracis-33569	239	62	,	,	PUNCT
bracis-33569	239	63	moreira	moreira	PROPN
bracis-33569	239	64	,	,	PUNCT
bracis-33569	239	65	b.g	b.g	PROPN
bracis-33569	239	66	.	.	PROPN
bracis-33569	239	67	(	(	PUNCT
bracis-33569	239	68	2025	2025	NUM
bracis-33569	239	69	)	)	PUNCT
bracis-33569	239	70	.	.	PUNCT
bracis-33569	240	1	deployment	deployment	NOUN
bracis-33569	240	2	of	of	ADP
bracis-33569	240	3	 	 	SPACE
bracis-33569	240	4	ibm	ibm	PROPN
bracis-33569	240	5	federated	federated	ADJ
bracis-33569	240	6	learning	learning	NOUN
bracis-33569	240	7	platform	platform	NOUN
bracis-33569	240	8	and	and	CCONJ
bracis-33569	240	9	 	 	SPACE
bracis-33569	240	10	aggregation	aggregation	NOUN
bracis-33569	240	11	algorithm	algorithm	NOUN
bracis-33569	240	12	comparison	comparison	NOUN
bracis-33569	240	13	:	:	PUNCT
bracis-33569	240	14	a	a	DET
bracis-33569	240	15	case	case	NOUN
bracis-33569	240	16	study	study	NOUN
bracis-33569	240	17	using	use	VERB
bracis-33569	240	18	the	the	DET
bracis-33569	240	19	 	 	SPACE
bracis-33569	240	20	mnist	mnist	NOUN
bracis-33569	240	21	dataset	dataset	NOUN
bracis-33569	240	22	.	.	PUNCT
bracis-33569	241	1	in	in	ADP
bracis-33569	241	2	:	:	PUNCT
bracis-33569	241	3	paes	paes	PROPN
bracis-33569	241	4	,	,	PUNCT
bracis-33569	241	5	a.	a.	PROPN
bracis-33569	241	6	,	,	PUNCT
bracis-33569	241	7	verri	verri	NOUN
bracis-33569	241	8	,	,	PUNCT
bracis-33569	241	9	f.a.n	f.a.n	ADJ
bracis-33569	241	10	.	.	PUNCT
bracis-33569	241	11	(	(	PUNCT
bracis-33569	241	12	eds	ed	NOUN
bracis-33569	241	13	)	)	PUNCT
bracis-33569	241	14	intelligent	intelligent	ADJ
bracis-33569	241	15	systems	system	NOUN
bracis-33569	241	16	.	.	PUNCT
bracis-33569	241	17	bracis	bracis	PROPN
bracis-33569	241	18	2024	2024	NUM
bracis-33569	241	19	.	.	PUNCT
bracis-33569	242	1	lecture	lecture	NOUN
bracis-33569	242	2	notes	note	NOUN
bracis-33569	242	3	in	in	ADP
bracis-33569	242	4	computer	computer	NOUN
bracis-33569	242	5	science	science	NOUN
bracis-33569	242	6	(	(	PUNCT
bracis-33569	242	7	)	)	PUNCT
bracis-33569	242	8	,	,	PUNCT
bracis-33569	242	9	vol	vol	NOUN
bracis-33569	242	10	15412	15412	NUM
bracis-33569	242	11	.	.	PUNCT
bracis-33569	243	1	springer	springer	NOUN
bracis-33569	243	2	,	,	PUNCT
bracis-33569	243	3	cham	cham	PROPN
bracis-33569	243	4	.	.	PUNCT
bracis-33569	244	1	https://doi.org/10.1007/978-3-031-79029-4_22	https://doi.org/10.1007/978-3-031-79029-4_22	PROPN
bracis-33569	244	2	download	download	NOUN
bracis-33569	244	3	citation	citation	NOUN
bracis-33569	244	4	.ris	.ris	PUNCT
bracis-33569	245	1	.enw	.enw	PROPN
bracis-33569	245	2	.bib	.bib	PUNCT
bracis-33569	246	1	doi	doi	PROPN
bracis-33569	246	2	:	:	PUNCT
bracis-33569	246	3	https://doi.org/10.1007/978-3-031-79029-4_22	https://doi.org/10.1007/978-3-031-79029-4_22	NOUN
bracis-33569	246	4	published	publish	VERB
bracis-33569	246	5	:	:	PUNCT
bracis-33569	246	6	30	30	NUM
bracis-33569	246	7	january	january	PROPN
bracis-33569	246	8	2025	2025	NUM
bracis-33569	246	9	publisher	publisher	NOUN
bracis-33569	246	10	name	name	NOUN
bracis-33569	246	11	:	:	PUNCT
bracis-33569	246	12	springer	springer	NOUN
bracis-33569	246	13	,	,	PUNCT
bracis-33569	246	14	cham	cham	PROPN
bracis-33569	246	15	print	print	PROPN
bracis-33569	246	16	isbn	isbn	PROPN
bracis-33569	246	17	:	:	PUNCT
bracis-33569	246	18	978	978	NUM
bracis-33569	246	19	-	-	SYM
bracis-33569	246	20	3	3	NUM
bracis-33569	246	21	-	-	PUNCT
bracis-33569	246	22	031	031	NUM
bracis-33569	246	23	-	-	PUNCT
bracis-33569	246	24	79028	79028	NUM
bracis-33569	246	25	-	-	SYM
bracis-33569	246	26	7	7	NUM
bracis-33569	246	27	online	online	ADJ
bracis-33569	246	28	isbn	isbn	NOUN
bracis-33569	246	29	:	:	PUNCT
bracis-33569	246	30	978	978	NUM
bracis-33569	246	31	-	-	SYM
bracis-33569	246	32	3	3	NUM
bracis-33569	246	33	-	-	PUNCT
bracis-33569	246	34	031	031	NUM
bracis-33569	246	35	-	-	PUNCT
bracis-33569	246	36	79029	79029	NUM
bracis-33569	246	37	-	-	SYM
bracis-33569	246	38	4	4	NUM
bracis-33569	246	39	ebook	ebook	NOUN
bracis-33569	246	40	packages	package	NOUN
bracis-33569	246	41	:	:	PUNCT
bracis-33569	246	42	computer	computer	NOUN
bracis-33569	246	43	sciencecomputer	sciencecomputer	NOUN
bracis-33569	246	44	science	science	NOUN
bracis-33569	246	45	(	(	PUNCT
bracis-33569	246	46	r0	r0	NOUN
bracis-33569	246	47	)	)	PUNCT
bracis-33569	246	48	share	share	VERB
bracis-33569	246	49	this	this	DET
bracis-33569	246	50	paper	paper	NOUN
bracis-33569	246	51	anyone	anyone	PRON
bracis-33569	246	52	you	you	PRON
bracis-33569	246	53	share	share	VERB
bracis-33569	246	54	the	the	DET
bracis-33569	246	55	following	follow	VERB
bracis-33569	246	56	link	link	NOUN
bracis-33569	246	57	with	with	ADP
bracis-33569	246	58	will	will	AUX
bracis-33569	246	59	be	be	AUX
bracis-33569	246	60	able	able	ADJ
bracis-33569	246	61	to	to	PART
bracis-33569	246	62	read	read	VERB
bracis-33569	246	63	this	this	DET
bracis-33569	246	64	content	content	NOUN
bracis-33569	246	65	:	:	PUNCT
bracis-33569	246	66	get	get	VERB
bracis-33569	246	67	shareable	shareable	ADJ
bracis-33569	246	68	linksorry	linksorry	NOUN
bracis-33569	246	69	,	,	PUNCT
bracis-33569	246	70	a	a	DET
bracis-33569	246	71	shareable	shareable	ADJ
bracis-33569	246	72	link	link	NOUN
bracis-33569	246	73	is	be	AUX
bracis-33569	246	74	not	not	PART
bracis-33569	246	75	currently	currently	ADV
bracis-33569	246	76	available	available	ADJ
bracis-33569	246	77	for	for	ADP
bracis-33569	246	78	this	this	DET
bracis-33569	246	79	article	article	NOUN
bracis-33569	246	80	.	.	PUNCT
bracis-33569	247	1	copy	copy	VERB
bracis-33569	247	2	shareable	shareable	ADJ
bracis-33569	247	3	link	link	NOUN
bracis-33569	247	4	to	to	PART
bracis-33569	247	5	clipboard	clipboard	NOUN
bracis-33569	247	6	provided	provide	VERB
bracis-33569	247	7	by	by	ADP
bracis-33569	247	8	the	the	DET
bracis-33569	247	9	springer	springer	NOUN
bracis-33569	247	10	nature	nature	PROPN
bracis-33569	247	11	sharedit	sharedit	PROPN
bracis-33569	247	12	content	content	NOUN
bracis-33569	247	13	-	-	PUNCT
bracis-33569	247	14	sharing	share	VERB
bracis-33569	247	15	initiative	initiative	NOUN
bracis-33569	247	16	keywords	keyword	NOUN
bracis-33569	247	17	federated	federate	VERB
bracis-33569	247	18	learning	learn	VERB
bracis-33569	247	19	data	data	PROPN
bracis-33569	247	20	privacy	privacy	PROPN
bracis-33569	247	21	ibm	ibm	PROPN
bracis-33569	247	22	federated	federated	ADJ
bracis-33569	247	23	learning	learning	NOUN
bracis-33569	247	24	platform	platform	NOUN
bracis-33569	247	25	publish	publish	VERB
bracis-33569	247	26	with	with	ADP
bracis-33569	247	27	us	us	PROPN
bracis-33569	247	28	policies	policy	NOUN
bracis-33569	247	29	and	and	CCONJ
bracis-33569	247	30	ethics	ethic	NOUN
bracis-33569	247	31	search	search	NOUN
bracis-33569	247	32	search	search	NOUN
bracis-33569	247	33	by	by	ADP
bracis-33569	247	34	keyword	keyword	NOUN
bracis-33569	247	35	or	or	CCONJ
bracis-33569	247	36	author	author	NOUN
bracis-33569	247	37	search	search	NOUN
bracis-33569	247	38	navigation	navigation	NOUN
bracis-33569	247	39	find	find	VERB
bracis-33569	247	40	a	a	DET
bracis-33569	247	41	journal	journal	NOUN
bracis-33569	247	42	publish	publish	VERB
bracis-33569	247	43	with	with	ADP
bracis-33569	247	44	us	we	PRON
bracis-33569	247	45	track	track	VERB
bracis-33569	247	46	your	your	PRON
bracis-33569	247	47	research	research	NOUN
bracis-33569	247	48	discover	discover	VERB
bracis-33569	247	49	content	content	NOUN
bracis-33569	247	50	journals	journal	NOUN
bracis-33569	247	51	a	a	DET
bracis-33569	247	52	-	-	PUNCT
bracis-33569	247	53	z	z	NOUN
bracis-33569	247	54	books	book	NOUN
bracis-33569	247	55	a	a	DET
bracis-33569	247	56	-	-	PUNCT
bracis-33569	247	57	z	z	NOUN
bracis-33569	247	58	publish	publish	NOUN
bracis-33569	247	59	with	with	ADP
bracis-33569	247	60	us	us	PROPN
bracis-33569	247	61	journal	journal	PROPN
bracis-33569	247	62	finder	finder	PROPN
bracis-33569	247	63	publish	publish	VERB
bracis-33569	247	64	your	your	PRON
bracis-33569	247	65	research	research	NOUN
bracis-33569	247	66	language	language	NOUN
bracis-33569	247	67	editing	edit	VERB
bracis-33569	247	68	open	open	ADJ
bracis-33569	247	69	access	access	NOUN
bracis-33569	247	70	publishing	publishing	NOUN
bracis-33569	247	71	products	product	NOUN
bracis-33569	247	72	and	and	CCONJ
bracis-33569	247	73	services	service	NOUN
bracis-33569	247	74	our	our	PRON
bracis-33569	247	75	products	product	NOUN
bracis-33569	247	76	librarians	librarian	VERB
bracis-33569	247	77	societies	society	NOUN
bracis-33569	247	78	partners	partner	NOUN
bracis-33569	247	79	and	and	CCONJ
bracis-33569	247	80	advertisers	advertiser	NOUN
bracis-33569	247	81	our	our	PRON
bracis-33569	247	82	brands	brand	NOUN
bracis-33569	247	83	springer	springer	NOUN
bracis-33569	247	84	nature	nature	PROPN
bracis-33569	247	85	portfolio	portfolio	PROPN
bracis-33569	247	86	bmc	bmc	PROPN
bracis-33569	247	87	palgrave	palgrave	PROPN
bracis-33569	247	88	macmillan	macmillan	PROPN
bracis-33569	247	89	apress	apress	PROPN
bracis-33569	247	90	discover	discover	VERB
bracis-33569	247	91	your	your	PRON
bracis-33569	247	92	privacy	privacy	NOUN
bracis-33569	247	93	choices	choice	NOUN
bracis-33569	247	94	/	/	SYM
bracis-33569	247	95	manage	manage	NOUN
bracis-33569	247	96	cookies	cookie	NOUN
bracis-33569	247	97	your	your	PRON
bracis-33569	247	98	us	us	PROPN
bracis-33569	248	1	state	state	NOUN
bracis-33569	248	2	privacy	privacy	NOUN
bracis-33569	248	3	rights	right	NOUN
bracis-33569	248	4	accessibility	accessibility	NOUN
bracis-33569	248	5	statement	statement	NOUN
bracis-33569	248	6	terms	term	NOUN
bracis-33569	248	7	and	and	CCONJ
bracis-33569	248	8	conditions	condition	NOUN
bracis-33569	248	9	privacy	privacy	NOUN
bracis-33569	248	10	policy	policy	NOUN
bracis-33569	248	11	help	help	NOUN
bracis-33569	248	12	and	and	CCONJ
bracis-33569	248	13	support	support	VERB
bracis-33569	248	14	legal	legal	ADJ
bracis-33569	248	15	notice	notice	NOUN
bracis-33569	248	16	cancel	cancel	VERB
bracis-33569	248	17	contracts	contract	NOUN
bracis-33569	248	18	here	here	ADV
bracis-33569	248	19	129.74.145.123	129.74.145.123	NUM
bracis-33569	248	20	hesburgh	hesburgh	PROPN
bracis-33569	248	21	library	library	PROPN
bracis-33569	248	22	er	er	INTJ
bracis-33569	248	23	unit	unit	NOUN
bracis-33569	248	24	(	(	PUNCT
bracis-33569	248	25	3005732405	3005732405	NUM
bracis-33569	248	26	)	)	PUNCT
bracis-33569	248	27	northeast	northeast	ADJ
bracis-33569	248	28	research	research	NOUN
bracis-33569	248	29	libraries	library	NOUN
bracis-33569	248	30	(	(	PUNCT
bracis-33569	248	31	nerl	nerl	PROPN
bracis-33569	248	32	)	)	PUNCT
bracis-33569	248	33	(	(	PUNCT
bracis-33569	248	34	8200828607	8200828607	NUM
bracis-33569	248	35	)	)	PUNCT
bracis-33569	248	36	nerl	nerl	VERB
bracis-33569	248	37	ta	ta	X
bracis-33569	248	38	account	account	NOUN
bracis-33569	248	39	(	(	PUNCT
bracis-33569	248	40	3006206169	3006206169	NUM
bracis-33569	248	41	)	)	PUNCT
bracis-33569	248	42	university	university	NOUN
bracis-33569	248	43	of	of	ADP
bracis-33569	248	44	notre	notre	PROPN
bracis-33569	248	45	dame	dame	PROPN
bracis-33569	248	46	hesburgh	hesburgh	PROPN
bracis-33569	248	47	library	library	NOUN
bracis-33569	248	48	(	(	PUNCT
bracis-33569	248	49	3000184373	3000184373	NUM
bracis-33569	248	50	)	)	PUNCT
bracis-33569	249	1	©	©	ADP
bracis-33569	249	2	2025	2025	NUM
bracis-33569	249	3	springer	springer	NOUN
bracis-33569	249	4	nature	nature	NOUN