id	sid	tid	token	lemma	pos
bracis-28427	1	1	federated	federated	ADJ
bracis-28427	1	2	learning	learning	NOUN
bracis-28427	1	3	and	and	CCONJ
bracis-28427	1	4	 	 	SPACE
bracis-28427	1	5	mel	mel	PROPN
bracis-28427	1	6	-	-	PUNCT
bracis-28427	1	7	spectrograms	spectrogram	NOUN
bracis-28427	1	8	for	for	ADP
bracis-28427	1	9	 	 	SPACE
bracis-28427	1	10	physical	physical	ADJ
bracis-28427	1	11	violence	violence	NOUN
bracis-28427	1	12	detection	detection	NOUN
bracis-28427	1	13	in	in	ADP
bracis-28427	1	14	 	 	SPACE
bracis-28427	1	15	audio	audio	ADJ
bracis-28427	1	16	|	|	NOUN
bracis-28427	1	17	springer	springer	NOUN
bracis-28427	1	18	nature	nature	NOUN
bracis-28427	1	19	link	link	PROPN
bracis-28427	1	20	(	(	PUNCT
bracis-28427	1	21	formerly	formerly	ADV
bracis-28427	1	22	springerlink	springerlink	NOUN
bracis-28427	1	23	)	)	PUNCT
bracis-28427	1	24	skip	skip	VERB
bracis-28427	1	25	to	to	ADP
bracis-28427	1	26	main	main	ADJ
bracis-28427	1	27	content	content	NOUN
bracis-28427	1	28	advertisement	advertisement	NOUN
bracis-28427	1	29	log	log	NOUN
bracis-28427	1	30	in	in	ADP
bracis-28427	1	31	menu	menu	NOUN
bracis-28427	1	32	find	find	VERB
bracis-28427	1	33	a	a	DET
bracis-28427	1	34	journal	journal	NOUN
bracis-28427	1	35	publish	publish	VERB
bracis-28427	1	36	with	with	ADP
bracis-28427	1	37	us	we	PRON
bracis-28427	1	38	track	track	VERB
bracis-28427	1	39	your	your	PRON
bracis-28427	1	40	research	research	NOUN
bracis-28427	1	41	search	search	NOUN
bracis-28427	1	42	cart	cart	NOUN
bracis-28427	1	43	home	home	NOUN
bracis-28427	1	44	intelligent	intelligent	ADJ
bracis-28427	1	45	systems	system	NOUN
bracis-28427	1	46	conference	conference	NOUN
bracis-28427	1	47	paper	paper	NOUN
bracis-28427	1	48	federated	federate	VERB
bracis-28427	1	49	learning	learning	NOUN
bracis-28427	1	50	and	and	CCONJ
bracis-28427	1	51	 	 	SPACE
bracis-28427	1	52	mel	mel	PROPN
bracis-28427	1	53	-	-	PUNCT
bracis-28427	1	54	spectrograms	spectrogram	NOUN
bracis-28427	1	55	for	for	ADP
bracis-28427	1	56	 	 	SPACE
bracis-28427	1	57	physical	physical	ADJ
bracis-28427	1	58	violence	violence	NOUN
bracis-28427	1	59	detection	detection	NOUN
bracis-28427	1	60	in	in	ADP
bracis-28427	1	61	 	 	SPACE
bracis-28427	1	62	audio	audio	NOUN
bracis-28427	1	63	conference	conference	NOUN
bracis-28427	1	64	paper	paper	NOUN
bracis-28427	1	65	first	first	ADV
bracis-28427	1	66	online	online	ADV
bracis-28427	1	67	:	:	PUNCT
bracis-28427	1	68	12	12	NUM
bracis-28427	1	69	october	october	NOUN
bracis-28427	1	70	2023	2023	NUM
bracis-28427	1	71	pp	pp	PROPN
bracis-28427	1	72	379–393	379–393	NUM
bracis-28427	1	73	cite	cite	VERB
bracis-28427	1	74	this	this	DET
bracis-28427	1	75	conference	conference	NOUN
bracis-28427	1	76	paper	paper	NOUN
bracis-28427	1	77	access	access	NOUN
bracis-28427	1	78	provided	provide	VERB
bracis-28427	1	79	by	by	ADP
bracis-28427	1	80	university	university	PROPN
bracis-28427	1	81	of	of	ADP
bracis-28427	1	82	notre	notre	PROPN
bracis-28427	1	83	dame	dame	PROPN
bracis-28427	1	84	hesburgh	hesburgh	PROPN
bracis-28427	1	85	library	library	PROPN
bracis-28427	1	86	download	download	PROPN
bracis-28427	1	87	book	book	NOUN
bracis-28427	1	88	pdf	pdf	PROPN
bracis-28427	1	89	download	download	NOUN
bracis-28427	1	90	book	book	NOUN
bracis-28427	1	91	epub	epub	PROPN
bracis-28427	1	92	intelligent	intelligent	ADJ
bracis-28427	1	93	systems	system	NOUN
bracis-28427	1	94	(	(	PUNCT
bracis-28427	1	95	bracis	bracis	NOUN
bracis-28427	1	96	2023	2023	NUM
bracis-28427	1	97	)	)	PUNCT
bracis-28427	1	98	federated	federated	ADJ
bracis-28427	1	99	learning	learning	NOUN
bracis-28427	1	100	and	and	CCONJ
bracis-28427	1	101	 	 	SPACE
bracis-28427	1	102	mel	mel	PROPN
bracis-28427	1	103	-	-	PUNCT
bracis-28427	1	104	spectrograms	spectrogram	NOUN
bracis-28427	1	105	for	for	ADP
bracis-28427	1	106	 	 	SPACE
bracis-28427	1	107	physical	physical	ADJ
bracis-28427	1	108	violence	violence	NOUN
bracis-28427	1	109	detection	detection	NOUN
bracis-28427	1	110	in	in	ADP
bracis-28427	1	111	 	 	SPACE
bracis-28427	1	112	audio	audio	NOUN
bracis-28427	1	113	download	download	NOUN
bracis-28427	1	114	book	book	NOUN
bracis-28427	1	115	pdf	pdf	PROPN
bracis-28427	1	116	download	download	NOUN
bracis-28427	1	117	book	book	PROPN
bracis-28427	1	118	epub	epub	PROPN
bracis-28427	1	119	victor	victor	PROPN
bracis-28427	1	120	e.	e.	PROPN
bracis-28427	1	121	de	de	PROPN
bracis-28427	1	122	s.	s.	PROPN
bracis-28427	1	123	silva	silva	PROPN
bracis-28427	1	124	  	  	SPACE
bracis-28427	1	125	orcid	orcid	NOUN
bracis-28427	1	126	:	:	PUNCT
bracis-28427	1	127	orcid.org/0000-0002-3756-27669	orcid.org/0000-0002-3756-27669	NOUN
bracis-28427	1	128	,	,	PUNCT
bracis-28427	1	129	tiago	tiago	PROPN
bracis-28427	1	130	b.	b.	PROPN
bracis-28427	1	131	lacerda	lacerda	PROPN
bracis-28427	1	132	  	  	SPACE
bracis-28427	1	133	orcid	orcid	NOUN
bracis-28427	1	134	:	:	PUNCT
bracis-28427	1	135	orcid.org/0000-0003-1524-66049	orcid.org/0000-0003-1524-66049	PROPN
bracis-28427	1	136	,	,	PUNCT
bracis-28427	1	137	péricles	péricles	PROPN
bracis-28427	1	138	miranda	miranda	PROPN
bracis-28427	1	139	  	  	SPACE
bracis-28427	1	140	orcid	orcid	NOUN
bracis-28427	1	141	:	:	PUNCT
bracis-28427	1	142	orcid.org/0000-0002-5767-754410	orcid.org/0000-0002-5767-754410	PROPN
bracis-28427	1	143	,	,	PUNCT
bracis-28427	1	144	andré	andré	VERB
bracis-28427	1	145	câmara	câmara	NOUN
bracis-28427	1	146	  	  	SPACE
bracis-28427	1	147	orcid	orcid	NOUN
bracis-28427	1	148	:	:	PUNCT
bracis-28427	1	149	orcid.org/0000-0002-9333-321210	orcid.org/0000-0002-9333-321210	NOUN
bracis-28427	1	150	,	,	PUNCT
bracis-28427	1	151	amerson	amerson	NOUN
bracis-28427	1	152	riley	riley	PROPN
bracis-28427	1	153	cabral	cabral	PROPN
bracis-28427	1	154	chagas	chagas	PROPN
bracis-28427	1	155	  	  	SPACE
bracis-28427	1	156	orcid	orcid	NOUN
bracis-28427	1	157	:	:	PUNCT
bracis-28427	1	158	orcid.org/0009-0007-3218-29609	orcid.org/0009-0007-3218-29609	NOUN
bracis-28427	1	159	&	&	CCONJ
bracis-28427	1	160	…	…	PUNCT
bracis-28427	1	161	ana	ana	PROPN
bracis-28427	1	162	paula	paula	PROPN
bracis-28427	1	163	c.	c.	PROPN
bracis-28427	1	164	furtado	furtado	PROPN
bracis-28427	1	165	  	  	SPACE
bracis-28427	1	166	orcid	orcid	NOUN
bracis-28427	1	167	:	:	PUNCT
bracis-28427	1	168	orcid.org/0000-0002-5439-531410	orcid.org/0000-0002-5439-531410	PROPN
bracis-28427	1	169	  	  	SPACE
bracis-28427	1	170	show	show	VERB
bracis-28427	1	171	authors	author	NOUN
bracis-28427	1	172	part	part	NOUN
bracis-28427	1	173	of	of	ADP
bracis-28427	1	174	the	the	DET
bracis-28427	1	175	book	book	NOUN
bracis-28427	1	176	series	series	NOUN
bracis-28427	1	177	:	:	PUNCT
bracis-28427	1	178	lecture	lecture	NOUN
bracis-28427	1	179	notes	note	NOUN
bracis-28427	1	180	in	in	ADP
bracis-28427	1	181	computer	computer	NOUN
bracis-28427	1	182	science	science	NOUN
bracis-28427	1	183	(	(	PUNCT
bracis-28427	1	184	(	(	PUNCT
bracis-28427	1	185	lnai	lnai	ADJ
bracis-28427	1	186	,	,	PUNCT
bracis-28427	1	187	volume	volume	NOUN
bracis-28427	1	188	14197	14197	NUM
bracis-28427	1	189	)	)	PUNCT
bracis-28427	1	190	)	)	PUNCT
bracis-28427	1	191	included	include	VERB
bracis-28427	1	192	in	in	ADP
bracis-28427	1	193	the	the	DET
bracis-28427	1	194	following	follow	VERB
bracis-28427	1	195	conference	conference	NOUN
bracis-28427	1	196	series	series	NOUN
bracis-28427	1	197	:	:	PUNCT
bracis-28427	1	198	brazilian	brazilian	ADJ
bracis-28427	1	199	conference	conference	NOUN
bracis-28427	1	200	on	on	ADP
bracis-28427	1	201	intelligent	intelligent	ADJ
bracis-28427	1	202	systems	system	NOUN
bracis-28427	1	203	544	544	NUM
bracis-28427	1	204	accesses	access	NOUN
bracis-28427	1	205	1	1	NUM
bracis-28427	1	206	citation	citation	NOUN
bracis-28427	1	207	abstract	abstract	ADJ
bracis-28427	1	208	domestic	domestic	ADJ
bracis-28427	1	209	violence	violence	NOUN
bracis-28427	1	210	has	have	AUX
bracis-28427	1	211	increased	increase	VERB
bracis-28427	1	212	globally	globally	ADV
bracis-28427	1	213	as	as	ADP
bracis-28427	1	214	the	the	DET
bracis-28427	1	215	covid-19	covid-19	PROPN
bracis-28427	1	216	pandemic	pandemic	ADJ
bracis-28427	1	217	combines	combine	VERB
bracis-28427	1	218	with	with	ADP
bracis-28427	1	219	economic	economic	ADJ
bracis-28427	1	220	and	and	CCONJ
bracis-28427	1	221	social	social	ADJ
bracis-28427	1	222	stresses	stress	NOUN
bracis-28427	1	223	.	.	PUNCT
bracis-28427	2	1	some	some	DET
bracis-28427	2	2	works	work	NOUN
bracis-28427	2	3	have	have	AUX
bracis-28427	2	4	used	use	VERB
bracis-28427	2	5	traditional	traditional	ADJ
bracis-28427	2	6	feature	feature	NOUN
bracis-28427	2	7	extractors	extractor	NOUN
bracis-28427	2	8	to	to	PART
bracis-28427	2	9	identify	identify	VERB
bracis-28427	2	10	features	feature	NOUN
bracis-28427	2	11	from	from	ADP
bracis-28427	2	12	sound	sound	ADJ
bracis-28427	2	13	signals	signal	NOUN
bracis-28427	2	14	to	to	PART
bracis-28427	2	15	detect	detect	VERB
bracis-28427	2	16	physical	physical	ADJ
bracis-28427	2	17	violence	violence	NOUN
bracis-28427	2	18	.	.	PUNCT
bracis-28427	3	1	however	however	ADV
bracis-28427	3	2	,	,	PUNCT
bracis-28427	3	3	these	these	DET
bracis-28427	3	4	extractors	extractor	NOUN
bracis-28427	3	5	have	have	AUX
bracis-28427	3	6	not	not	PART
bracis-28427	3	7	performed	perform	VERB
bracis-28427	3	8	well	well	ADV
bracis-28427	3	9	at	at	ADP
bracis-28427	3	10	recognizing	recognize	VERB
bracis-28427	3	11	physical	physical	ADJ
bracis-28427	3	12	violence	violence	NOUN
bracis-28427	3	13	in	in	ADP
bracis-28427	3	14	audio	audio	NOUN
bracis-28427	3	15	.	.	PUNCT
bracis-28427	4	1	besides	besides	SCONJ
bracis-28427	4	2	,	,	PUNCT
bracis-28427	4	3	the	the	DET
bracis-28427	4	4	use	use	NOUN
bracis-28427	4	5	of	of	ADP
bracis-28427	4	6	machine	machine	NOUN
bracis-28427	4	7	learning	learning	NOUN
bracis-28427	4	8	is	be	AUX
bracis-28427	4	9	limited	limit	VERB
bracis-28427	4	10	by	by	ADP
bracis-28427	4	11	the	the	DET
bracis-28427	4	12	trade	trade	NOUN
bracis-28427	4	13	-	-	PUNCT
bracis-28427	4	14	off	off	NOUN
bracis-28427	4	15	between	between	ADP
bracis-28427	4	16	collecting	collect	VERB
bracis-28427	4	17	more	more	ADJ
bracis-28427	4	18	data	datum	NOUN
bracis-28427	4	19	while	while	SCONJ
bracis-28427	4	20	keeping	keep	VERB
bracis-28427	4	21	users	user	NOUN
bracis-28427	4	22	privacy	privacy	PROPN
bracis-28427	4	23	.	.	PUNCT
bracis-28427	5	1	federated	federated	ADJ
bracis-28427	5	2	learning	learning	NOUN
bracis-28427	5	3	(	(	PUNCT
bracis-28427	5	4	fl	fl	NOUN
bracis-28427	5	5	)	)	PUNCT
bracis-28427	5	6	is	be	AUX
bracis-28427	5	7	a	a	DET
bracis-28427	5	8	technique	technique	NOUN
bracis-28427	5	9	that	that	PRON
bracis-28427	5	10	allows	allow	VERB
bracis-28427	5	11	the	the	DET
bracis-28427	5	12	creation	creation	NOUN
bracis-28427	5	13	of	of	ADP
bracis-28427	5	14	client	client	NOUN
bracis-28427	5	15	-	-	PUNCT
bracis-28427	5	16	server	server	NOUN
bracis-28427	5	17	networks	network	NOUN
bracis-28427	5	18	,	,	PUNCT
bracis-28427	5	19	in	in	ADP
bracis-28427	5	20	which	which	PRON
bracis-28427	5	21	anonymized	anonymize	VERB
bracis-28427	5	22	training	training	NOUN
bracis-28427	5	23	result	result	NOUN
bracis-28427	5	24	can	can	AUX
bracis-28427	5	25	be	be	AUX
bracis-28427	5	26	uploaded	upload	VERB
bracis-28427	5	27	to	to	ADP
bracis-28427	5	28	a	a	DET
bracis-28427	5	29	central	central	ADJ
bracis-28427	5	30	model	model	NOUN
bracis-28427	5	31	,	,	PUNCT
bracis-28427	5	32	responsible	responsible	ADJ
bracis-28427	5	33	for	for	ADP
bracis-28427	5	34	aggregating	aggregate	VERB
bracis-28427	5	35	and	and	CCONJ
bracis-28427	5	36	keeping	keep	VERB
bracis-28427	5	37	the	the	DET
bracis-28427	5	38	model	model	NOUN
bracis-28427	5	39	up	up	ADP
bracis-28427	5	40	to	to	ADP
bracis-28427	5	41	date	date	NOUN
bracis-28427	5	42	,	,	PUNCT
bracis-28427	5	43	and	and	CCONJ
bracis-28427	5	44	then	then	ADV
bracis-28427	5	45	distribute	distribute	VERB
bracis-28427	5	46	the	the	DET
bracis-28427	5	47	updated	update	VERB
bracis-28427	5	48	model	model	NOUN
bracis-28427	5	49	to	to	ADP
bracis-28427	5	50	the	the	DET
bracis-28427	5	51	client	client	NOUN
bracis-28427	5	52	nodes	nod	VERB
bracis-28427	5	53	.	.	PUNCT
bracis-28427	6	1	in	in	ADP
bracis-28427	6	2	this	this	DET
bracis-28427	6	3	paper	paper	NOUN
bracis-28427	6	4	,	,	PUNCT
bracis-28427	6	5	we	we	PRON
bracis-28427	6	6	proposed	propose	VERB
bracis-28427	6	7	a	a	DET
bracis-28427	6	8	fl	fl	NOUN
bracis-28427	6	9	approach	approach	NOUN
bracis-28427	6	10	to	to	ADP
bracis-28427	6	11	the	the	DET
bracis-28427	6	12	violence	violence	NOUN
bracis-28427	6	13	detection	detection	NOUN
bracis-28427	6	14	problem	problem	NOUN
bracis-28427	6	15	in	in	ADP
bracis-28427	6	16	audio	audio	ADJ
bracis-28427	6	17	signals	signal	NOUN
bracis-28427	6	18	.	.	PUNCT
bracis-28427	7	1	the	the	DET
bracis-28427	7	2	framework	framework	NOUN
bracis-28427	7	3	was	be	AUX
bracis-28427	7	4	evaluated	evaluate	VERB
bracis-28427	7	5	on	on	ADP
bracis-28427	7	6	a	a	DET
bracis-28427	7	7	newly	newly	ADV
bracis-28427	7	8	proposed	propose	VERB
bracis-28427	7	9	synthetic	synthetic	ADJ
bracis-28427	7	10	dataset	dataset	NOUN
bracis-28427	7	11	,	,	PUNCT
bracis-28427	7	12	in	in	ADP
bracis-28427	7	13	which	which	PRON
bracis-28427	7	14	audio	audio	ADJ
bracis-28427	7	15	signals	signal	NOUN
bracis-28427	7	16	are	be	AUX
bracis-28427	7	17	represented	represent	VERB
bracis-28427	7	18	as	as	ADP
bracis-28427	7	19	mel	mel	PROPN
bracis-28427	7	20	-	-	PUNCT
bracis-28427	7	21	spectrograms	spectrogram	NOUN
bracis-28427	7	22	images	image	NOUN
bracis-28427	7	23	,	,	PUNCT
bracis-28427	7	24	augmented	augment	VERB
bracis-28427	7	25	with	with	ADP
bracis-28427	7	26	violence	violence	NOUN
bracis-28427	7	27	extracts	extract	NOUN
bracis-28427	7	28	.	.	PUNCT
bracis-28427	8	1	thereby	thereby	ADV
bracis-28427	8	2	,	,	PUNCT
bracis-28427	8	3	it	it	PRON
bracis-28427	8	4	treats	treat	VERB
bracis-28427	8	5	it	it	PRON
bracis-28427	8	6	as	as	ADP
bracis-28427	8	7	a	a	DET
bracis-28427	8	8	problem	problem	NOUN
bracis-28427	8	9	of	of	ADP
bracis-28427	8	10	image	image	NOUN
bracis-28427	8	11	classification	classification	NOUN
bracis-28427	8	12	using	use	VERB
bracis-28427	8	13	pre	pre	ADJ
bracis-28427	8	14	-	-	ADJ
bracis-28427	8	15	trained	train	VERB
bracis-28427	8	16	convolutional	convolutional	ADJ
bracis-28427	8	17	neural	neural	ADJ
bracis-28427	8	18	networks	network	NOUN
bracis-28427	8	19	(	(	PUNCT
bracis-28427	8	20	cnn	cnn	PROPN
bracis-28427	8	21	)	)	PUNCT
bracis-28427	8	22	.	.	PUNCT
bracis-28427	9	1	inception	inception	PROPN
bracis-28427	9	2	v3	v3	PROPN
bracis-28427	9	3	,	,	PUNCT
bracis-28427	9	4	mobilenet	mobilenet	NOUN
bracis-28427	9	5	v2	v2	PROPN
bracis-28427	9	6	,	,	PUNCT
bracis-28427	9	7	resnet152	resnet152	PROPN
bracis-28427	9	8	v2	v2	PROPN
bracis-28427	9	9	and	and	CCONJ
bracis-28427	9	10	vgg-16	vgg-16	NOUN
bracis-28427	9	11	architectures	architecture	NOUN
bracis-28427	9	12	were	be	AUX
bracis-28427	9	13	evaluated	evaluate	VERB
bracis-28427	9	14	,	,	PUNCT
bracis-28427	9	15	with	with	ADP
bracis-28427	9	16	the	the	DET
bracis-28427	9	17	mobilenet	mobilenet	NOUN
bracis-28427	9	18	architecture	architecture	NOUN
bracis-28427	9	19	presenting	present	VERB
bracis-28427	9	20	the	the	DET
bracis-28427	9	21	best	good	ADJ
bracis-28427	9	22	performance	performance	NOUN
bracis-28427	9	23	,	,	PUNCT
bracis-28427	9	24	in	in	ADP
bracis-28427	9	25	terms	term	NOUN
bracis-28427	9	26	of	of	ADP
bracis-28427	9	27	accuracy	accuracy	NOUN
bracis-28427	9	28	(	(	PUNCT
bracis-28427	9	29	71.9	71.9	NUM
bracis-28427	9	30	%	%	NOUN
bracis-28427	9	31	)	)	PUNCT
bracis-28427	9	32	,	,	PUNCT
bracis-28427	9	33	with	with	ADP
bracis-28427	9	34	a	a	DET
bracis-28427	9	35	loss	loss	NOUN
bracis-28427	9	36	of	of	ADP
bracis-28427	9	37	3.6	3.6	NUM
bracis-28427	9	38	%	%	NOUN
bracis-28427	9	39	when	when	SCONJ
bracis-28427	9	40	compared	compare	VERB
bracis-28427	9	41	to	to	ADP
bracis-28427	9	42	the	the	DET
bracis-28427	9	43	non	non	ADJ
bracis-28427	9	44	-	-	ADJ
bracis-28427	9	45	fl	fl	ADJ
bracis-28427	9	46	setting	setting	NOUN
bracis-28427	9	47	.	.	PUNCT
bracis-28427	10	1	access	access	NOUN
bracis-28427	10	2	provided	provide	VERB
bracis-28427	10	3	by	by	ADP
bracis-28427	10	4	university	university	PROPN
bracis-28427	10	5	of	of	ADP
bracis-28427	10	6	notre	notre	PROPN
bracis-28427	10	7	dame	dame	PROPN
bracis-28427	10	8	hesburgh	hesburgh	PROPN
bracis-28427	10	9	library	library	PROPN
bracis-28427	10	10	.	.	PUNCT
bracis-28427	11	1	download	download	PROPN
bracis-28427	11	2	conference	conference	NOUN
bracis-28427	11	3	paper	paper	NOUN
bracis-28427	11	4	pdf	pdf	NOUN
bracis-28427	11	5	similar	similar	ADJ
bracis-28427	11	6	content	content	NOUN
bracis-28427	11	7	being	be	AUX
bracis-28427	11	8	viewed	view	VERB
bracis-28427	11	9	by	by	ADP
bracis-28427	11	10	others	other	NOUN
bracis-28427	11	11	analysis	analysis	NOUN
bracis-28427	11	12	of	of	ADP
bracis-28427	11	13	machine	machine	NOUN
bracis-28427	11	14	learning	learn	VERB
bracis-28427	11	15	algorithms	algorithm	NOUN
bracis-28427	11	16	for	for	ADP
bracis-28427	11	17	 	 	SPACE
bracis-28427	11	18	violence	violence	NOUN
bracis-28427	11	19	detection	detection	NOUN
bracis-28427	11	20	in	in	ADP
bracis-28427	11	21	audio	audio	ADJ
bracis-28427	11	22	chapter	chapter	NOUN
bracis-28427	11	23	©	©	PROPN
bracis-28427	11	24	2022	2022	NUM
bracis-28427	11	25	violence	violence	NOUN
bracis-28427	11	26	detection	detection	NOUN
bracis-28427	11	27	through	through	ADP
bracis-28427	11	28	fusing	fuse	VERB
bracis-28427	11	29	visual	visual	ADJ
bracis-28427	11	30	information	information	NOUN
bracis-28427	11	31	to	to	ADP
bracis-28427	11	32	 	 	SPACE
bracis-28427	11	33	auditory	auditory	ADJ
bracis-28427	11	34	scene	scene	NOUN
bracis-28427	11	35	chapter	chapter	NOUN
bracis-28427	11	36	©	©	PROPN
bracis-28427	11	37	2023	2023	NUM
bracis-28427	11	38	domestic	domestic	ADJ
bracis-28427	11	39	violence	violence	NOUN
bracis-28427	11	40	detection	detection	NOUN
bracis-28427	11	41	using	use	VERB
bracis-28427	11	42	smart	smart	ADJ
bracis-28427	11	43	microphones	microphone	NOUN
bracis-28427	11	44	chapter	chapter	NOUN
bracis-28427	11	45	©	©	PROPN
bracis-28427	11	46	2023	2023	NUM
bracis-28427	11	47	explore	explore	VERB
bracis-28427	11	48	related	relate	VERB
bracis-28427	11	49	subjects	subject	NOUN
bracis-28427	11	50	discover	discover	VERB
bracis-28427	11	51	the	the	DET
bracis-28427	11	52	latest	late	ADJ
bracis-28427	11	53	articles	article	NOUN
bracis-28427	11	54	,	,	PUNCT
bracis-28427	11	55	books	book	NOUN
bracis-28427	11	56	and	and	CCONJ
bracis-28427	11	57	news	news	NOUN
bracis-28427	11	58	in	in	ADP
bracis-28427	11	59	related	related	ADJ
bracis-28427	11	60	subjects	subject	NOUN
bracis-28427	11	61	,	,	PUNCT
bracis-28427	11	62	suggested	suggest	VERB
bracis-28427	11	63	using	use	VERB
bracis-28427	11	64	machine	machine	NOUN
bracis-28427	11	65	learning	learning	NOUN
bracis-28427	11	66	.	.	PUNCT
bracis-28427	12	1	audio	audio	ADJ
bracis-28427	12	2	journalism	journalism	NOUN
bracis-28427	12	3	categorization	categorization	NOUN
bracis-28427	12	4	machine	machine	NOUN
bracis-28427	12	5	learning	learn	VERB
bracis-28427	12	6	snare	snare	NOUN
bracis-28427	12	7	speech	speech	NOUN
bracis-28427	12	8	and	and	CCONJ
bracis-28427	12	9	audio	audio	NOUN
bracis-28427	12	10	processing	processing	NOUN
bracis-28427	12	11	speech	speech	NOUN
bracis-28427	12	12	and	and	CCONJ
bracis-28427	12	13	audio	audio	NOUN
bracis-28427	12	14	signal	signal	NOUN
bracis-28427	12	15	processing	processing	NOUN
bracis-28427	12	16	1	1	NUM
bracis-28427	12	17	introduction	introduction	NOUN
bracis-28427	12	18	violence	violence	NOUN
bracis-28427	12	19	against	against	ADP
bracis-28427	12	20	women	woman	NOUN
bracis-28427	12	21	is	be	AUX
bracis-28427	12	22	widely	widely	ADV
bracis-28427	12	23	recognized	recognize	VERB
bracis-28427	12	24	as	as	ADP
bracis-28427	12	25	a	a	DET
bracis-28427	12	26	serious	serious	ADJ
bracis-28427	12	27	public	public	ADJ
bracis-28427	12	28	health	health	NOUN
bracis-28427	12	29	problem	problem	NOUN
bracis-28427	12	30	and	and	CCONJ
bracis-28427	12	31	a	a	DET
bracis-28427	12	32	violation	violation	NOUN
bracis-28427	12	33	of	of	ADP
bracis-28427	12	34	women	woman	NOUN
bracis-28427	12	35	’s	’s	PART
bracis-28427	12	36	human	human	ADJ
bracis-28427	12	37	rights	right	NOUN
bracis-28427	12	38	[	[	X
bracis-28427	12	39	21	21	NUM
bracis-28427	12	40	,	,	PUNCT
bracis-28427	12	41	22	22	NUM
bracis-28427	12	42	]	]	PUNCT
bracis-28427	12	43	.	.	PUNCT
bracis-28427	13	1	the	the	DET
bracis-28427	13	2	covid-19	covid-19	PROPN
bracis-28427	13	3	pandemic	pandemic	NOUN
bracis-28427	13	4	combined	combine	VERB
bracis-28427	13	5	with	with	ADP
bracis-28427	13	6	economic	economic	ADJ
bracis-28427	13	7	and	and	CCONJ
bracis-28427	13	8	social	social	ADJ
bracis-28427	13	9	tensions	tension	NOUN
bracis-28427	13	10	,	,	PUNCT
bracis-28427	13	11	together	together	ADV
bracis-28427	13	12	with	with	ADP
bracis-28427	13	13	measures	measure	NOUN
bracis-28427	13	14	to	to	PART
bracis-28427	13	15	restrict	restrict	VERB
bracis-28427	13	16	contact	contact	NOUN
bracis-28427	13	17	and	and	CCONJ
bracis-28427	13	18	movement	movement	NOUN
bracis-28427	13	19	is	be	AUX
bracis-28427	13	20	increasing	increase	VERB
bracis-28427	13	21	violence	violence	NOUN
bracis-28427	13	22	against	against	ADP
bracis-28427	13	23	women	woman	NOUN
bracis-28427	13	24	and	and	CCONJ
bracis-28427	13	25	girls	girl	NOUN
bracis-28427	13	26	globally	globally	ADV
bracis-28427	13	27	.	.	PUNCT
bracis-28427	14	1	before	before	ADP
bracis-28427	14	2	the	the	DET
bracis-28427	14	3	pandemic	pandemic	NOUN
bracis-28427	14	4	,	,	PUNCT
bracis-28427	14	5	there	there	PRON
bracis-28427	14	6	was	be	VERB
bracis-28427	14	7	an	an	DET
bracis-28427	14	8	estimate	estimate	NOUN
bracis-28427	14	9	that	that	SCONJ
bracis-28427	14	10	for	for	ADP
bracis-28427	14	11	every	every	DET
bracis-28427	14	12	three	three	NUM
bracis-28427	14	13	women	woman	NOUN
bracis-28427	14	14	,	,	PUNCT
bracis-28427	14	15	one	one	PRON
bracis-28427	14	16	will	will	AUX
bracis-28427	14	17	experience	experience	VERB
bracis-28427	14	18	violence	violence	NOUN
bracis-28427	14	19	throughout	throughout	ADP
bracis-28427	14	20	life	life	NOUN
bracis-28427	14	21	.	.	PUNCT
bracis-28427	15	1	during	during	ADP
bracis-28427	15	2	the	the	DET
bracis-28427	15	3	pandemic	pandemic	NOUN
bracis-28427	15	4	,	,	PUNCT
bracis-28427	15	5	these	these	DET
bracis-28427	15	6	women	woman	NOUN
bracis-28427	15	7	are	be	AUX
bracis-28427	15	8	in	in	ADP
bracis-28427	15	9	their	their	PRON
bracis-28427	15	10	homes	home	NOUN
bracis-28427	15	11	,	,	PUNCT
bracis-28427	15	12	cornered	corner	VERB
bracis-28427	15	13	with	with	ADP
bracis-28427	15	14	their	their	PRON
bracis-28427	15	15	abusers	abuser	NOUN
bracis-28427	15	16	,	,	PUNCT
bracis-28427	15	17	in	in	ADP
bracis-28427	15	18	which	which	PRON
bracis-28427	15	19	they	they	PRON
bracis-28427	15	20	exploit	exploit	VERB
bracis-28427	15	21	the	the	DET
bracis-28427	15	22	inability	inability	NOUN
bracis-28427	15	23	of	of	ADP
bracis-28427	15	24	the	the	DET
bracis-28427	15	25	woman	woman	NOUN
bracis-28427	15	26	to	to	PART
bracis-28427	15	27	make	make	VERB
bracis-28427	15	28	a	a	DET
bracis-28427	15	29	call	call	NOUN
bracis-28427	15	30	asking	ask	VERB
bracis-28427	15	31	for	for	ADP
bracis-28427	15	32	help	help	NOUN
bracis-28427	15	33	or	or	CCONJ
bracis-28427	15	34	escape	escape	VERB
bracis-28427	15	35	,	,	PUNCT
bracis-28427	15	36	on	on	ADP
bracis-28427	15	37	the	the	DET
bracis-28427	15	38	other	other	ADJ
bracis-28427	15	39	hand	hand	NOUN
bracis-28427	15	40	,	,	PUNCT
bracis-28427	15	41	health	health	NOUN
bracis-28427	15	42	services	service	NOUN
bracis-28427	15	43	are	be	AUX
bracis-28427	15	44	overloaded	overload	VERB
bracis-28427	15	45	,	,	PUNCT
bracis-28427	15	46	non	non	ADJ
bracis-28427	15	47	-	-	ADJ
bracis-28427	15	48	governmental	governmental	ADJ
bracis-28427	15	49	organizations	organization	NOUN
bracis-28427	15	50	and	and	CCONJ
bracis-28427	15	51	support	support	NOUN
bracis-28427	15	52	houses	house	NOUN
bracis-28427	15	53	are	be	AUX
bracis-28427	15	54	crowded	crowded	ADJ
bracis-28427	15	55	,	,	PUNCT
bracis-28427	15	56	closed	closed	ADJ
bracis-28427	15	57	or	or	CCONJ
bracis-28427	15	58	were	be	AUX
bracis-28427	15	59	reused	reuse	VERB
bracis-28427	15	60	as	as	ADP
bracis-28427	15	61	a	a	DET
bracis-28427	15	62	health	health	NOUN
bracis-28427	15	63	unit	unit	NOUN
bracis-28427	15	64	[	[	X
bracis-28427	15	65	19	19	NUM
bracis-28427	15	66	]	]	PUNCT
bracis-28427	15	67	.	.	PUNCT
bracis-28427	16	1	in	in	ADP
bracis-28427	16	2	the	the	DET
bracis-28427	16	3	face	face	NOUN
bracis-28427	16	4	of	of	ADP
bracis-28427	16	5	this	this	DET
bracis-28427	16	6	problem	problem	NOUN
bracis-28427	16	7	,	,	PUNCT
bracis-28427	16	8	the	the	DET
bracis-28427	16	9	detection	detection	NOUN
bracis-28427	16	10	of	of	ADP
bracis-28427	16	11	physical	physical	ADJ
bracis-28427	16	12	violence	violence	NOUN
bracis-28427	16	13	is	be	AUX
bracis-28427	16	14	a	a	DET
bracis-28427	16	15	challenging	challenging	ADJ
bracis-28427	16	16	task	task	NOUN
bracis-28427	16	17	,	,	PUNCT
bracis-28427	16	18	since	since	SCONJ
bracis-28427	16	19	it	it	PRON
bracis-28427	16	20	depends	depend	VERB
bracis-28427	16	21	on	on	ADP
bracis-28427	16	22	the	the	DET
bracis-28427	16	23	detection	detection	NOUN
bracis-28427	16	24	of	of	ADP
bracis-28427	16	25	changes	change	NOUN
bracis-28427	16	26	in	in	ADP
bracis-28427	16	27	behavior	behavior	NOUN
bracis-28427	16	28	caused	cause	VERB
bracis-28427	16	29	by	by	ADP
bracis-28427	16	30	a	a	DET
bracis-28427	16	31	disagreement	disagreement	NOUN
bracis-28427	16	32	of	of	ADP
bracis-28427	16	33	idea	idea	NOUN
bracis-28427	16	34	,	,	PUNCT
bracis-28427	16	35	injustice	injustice	NOUN
bracis-28427	16	36	or	or	CCONJ
bracis-28427	16	37	serious	serious	ADJ
bracis-28427	16	38	disagreement	disagreement	NOUN
bracis-28427	17	1	[	[	X
bracis-28427	17	2	34	34	NUM
bracis-28427	17	3	]	]	PUNCT
bracis-28427	17	4	.	.	PUNCT
bracis-28427	18	1	a	a	DET
bracis-28427	18	2	way	way	NOUN
bracis-28427	18	3	to	to	PART
bracis-28427	18	4	make	make	VERB
bracis-28427	18	5	such	such	ADJ
bracis-28427	18	6	detection	detection	NOUN
bracis-28427	18	7	mechanism	mechanism	NOUN
bracis-28427	18	8	readily	readily	ADV
bracis-28427	18	9	accessible	accessible	ADJ
bracis-28427	18	10	,	,	PUNCT
bracis-28427	18	11	it	it	PRON
bracis-28427	18	12	can	can	AUX
bracis-28427	18	13	be	be	AUX
bracis-28427	18	14	embedded	embed	VERB
bracis-28427	18	15	in	in	ADP
bracis-28427	18	16	a	a	DET
bracis-28427	18	17	mobile	mobile	ADJ
bracis-28427	18	18	application	application	NOUN
bracis-28427	18	19	in	in	ADP
bracis-28427	18	20	order	order	NOUN
bracis-28427	18	21	to	to	PART
bracis-28427	18	22	help	help	VERB
bracis-28427	18	23	to	to	PART
bracis-28427	18	24	detect	detect	VERB
bracis-28427	18	25	and	and	CCONJ
bracis-28427	18	26	call	call	VERB
bracis-28427	18	27	the	the	DET
bracis-28427	18	28	police	police	NOUN
bracis-28427	18	29	to	to	PART
bracis-28427	18	30	prevent	prevent	VERB
bracis-28427	18	31	the	the	DET
bracis-28427	18	32	violence	violence	NOUN
bracis-28427	18	33	situation	situation	NOUN
bracis-28427	18	34	to	to	PART
bracis-28427	18	35	go	go	VERB
bracis-28427	18	36	further	far	ADV
bracis-28427	18	37	through	through	ADP
bracis-28427	18	38	rapid	rapid	ADJ
bracis-28427	18	39	intervention	intervention	NOUN
bracis-28427	18	40	.	.	PUNCT
bracis-28427	19	1	several	several	ADJ
bracis-28427	19	2	papers	paper	NOUN
bracis-28427	19	3	in	in	ADP
bracis-28427	19	4	this	this	DET
bracis-28427	19	5	topic	topic	NOUN
bracis-28427	19	6	were	be	AUX
bracis-28427	19	7	proposed	propose	VERB
bracis-28427	19	8	recently	recently	ADV
bracis-28427	19	9	[	[	X
bracis-28427	19	10	25	25	NUM
bracis-28427	19	11	,	,	PUNCT
bracis-28427	19	12	34	34	NUM
bracis-28427	19	13	]	]	PUNCT
bracis-28427	19	14	,	,	PUNCT
bracis-28427	19	15	in	in	ADP
bracis-28427	19	16	which	which	PRON
bracis-28427	19	17	various	various	ADJ
bracis-28427	19	18	techniques	technique	NOUN
bracis-28427	19	19	are	be	AUX
bracis-28427	19	20	used	use	VERB
bracis-28427	19	21	to	to	PART
bracis-28427	19	22	detect	detect	VERB
bracis-28427	19	23	violence	violence	NOUN
bracis-28427	19	24	in	in	ADP
bracis-28427	19	25	videos	video	NOUN
bracis-28427	19	26	.	.	PUNCT
bracis-28427	20	1	however	however	ADV
bracis-28427	20	2	,	,	PUNCT
bracis-28427	20	3	there	there	PRON
bracis-28427	20	4	are	be	VERB
bracis-28427	20	5	few	few	ADJ
bracis-28427	20	6	studies	study	NOUN
bracis-28427	20	7	related	relate	VERB
bracis-28427	20	8	to	to	ADP
bracis-28427	20	9	the	the	DET
bracis-28427	20	10	detection	detection	NOUN
bracis-28427	20	11	of	of	ADP
bracis-28427	20	12	physical	physical	ADJ
bracis-28427	20	13	violence	violence	NOUN
bracis-28427	20	14	by	by	ADP
bracis-28427	20	15	audio	audio	NOUN
bracis-28427	20	16	.	.	PUNCT
bracis-28427	21	1	according	accord	VERB
bracis-28427	21	2	to	to	ADP
bracis-28427	21	3	[	[	X
bracis-28427	21	4	3	3	NUM
bracis-28427	21	5	]	]	PUNCT
bracis-28427	21	6	,	,	PUNCT
bracis-28427	21	7	only	only	ADV
bracis-28427	21	8	2	2	NUM
bracis-28427	21	9	works	work	NOUN
bracis-28427	21	10	were	be	AUX
bracis-28427	21	11	found	find	VERB
bracis-28427	21	12	between	between	ADP
bracis-28427	21	13	the	the	DET
bracis-28427	21	14	years	year	NOUN
bracis-28427	21	15	2015	2015	NUM
bracis-28427	21	16	and	and	CCONJ
bracis-28427	21	17	2020	2020	NUM
bracis-28427	21	18	related	relate	VERB
bracis-28427	21	19	to	to	ADP
bracis-28427	21	20	the	the	DET
bracis-28427	21	21	theme	theme	NOUN
bracis-28427	21	22	,	,	PUNCT
bracis-28427	21	23	evidencing	evidence	VERB
bracis-28427	21	24	the	the	DET
bracis-28427	21	25	complexity	complexity	NOUN
bracis-28427	21	26	and	and	CCONJ
bracis-28427	21	27	lack	lack	NOUN
bracis-28427	21	28	of	of	ADP
bracis-28427	21	29	studies	study	NOUN
bracis-28427	21	30	in	in	ADP
bracis-28427	21	31	the	the	DET
bracis-28427	21	32	area	area	NOUN
bracis-28427	21	33	.	.	PUNCT
bracis-28427	22	1	however	however	ADV
bracis-28427	22	2	,	,	PUNCT
bracis-28427	22	3	it	it	PRON
bracis-28427	22	4	is	be	AUX
bracis-28427	22	5	necessary	necessary	ADJ
bracis-28427	22	6	to	to	PART
bracis-28427	22	7	respect	respect	VERB
bracis-28427	22	8	the	the	DET
bracis-28427	22	9	privacy	privacy	NOUN
bracis-28427	22	10	of	of	ADP
bracis-28427	22	11	the	the	DET
bracis-28427	22	12	data	datum	NOUN
bracis-28427	22	13	collected	collect	VERB
bracis-28427	22	14	,	,	PUNCT
bracis-28427	22	15	stored	store	VERB
bracis-28427	22	16	and	and	CCONJ
bracis-28427	22	17	processed	process	VERB
bracis-28427	22	18	in	in	ADP
bracis-28427	22	19	a	a	DET
bracis-28427	22	20	machine	machine	NOUN
bracis-28427	22	21	learning	learn	VERB
bracis-28427	22	22	application	application	NOUN
bracis-28427	22	23	,	,	PUNCT
bracis-28427	22	24	in	in	ADP
bracis-28427	22	25	accordance	accordance	NOUN
bracis-28427	22	26	with	with	ADP
bracis-28427	22	27	european	european	ADJ
bracis-28427	22	28	data	data	PROPN
bracis-28427	22	29	protection	protection	NOUN
bracis-28427	22	30	laws	law	NOUN
bracis-28427	22	31	(	(	PUNCT
bracis-28427	22	32	general	general	ADJ
bracis-28427	22	33	data	datum	NOUN
bracis-28427	22	34	protection	protection	PROPN
bracis-28427	22	35	regulation	regulation	PROPN
bracis-28427	22	36	)	)	PUNCT
bracis-28427	22	37	and	and	CCONJ
bracis-28427	22	38	brazilian	brazilian	ADJ
bracis-28427	22	39	(	(	PUNCT
bracis-28427	22	40	general	general	ADJ
bracis-28427	22	41	data	data	PROPN
bracis-28427	22	42	protection	protection	NOUN
bracis-28427	22	43	law	law	PROPN
bracis-28427	22	44	)	)	PUNCT
bracis-28427	22	45	,	,	PUNCT
bracis-28427	22	46	where	where	SCONJ
bracis-28427	22	47	in	in	ADP
bracis-28427	22	48	some	some	DET
bracis-28427	22	49	cases	case	NOUN
bracis-28427	22	50	it	it	PRON
bracis-28427	22	51	is	be	AUX
bracis-28427	22	52	necessary	necessary	ADJ
bracis-28427	22	53	authorization	authorization	NOUN
bracis-28427	22	54	of	of	ADP
bracis-28427	22	55	the	the	DET
bracis-28427	22	56	owner	owner	NOUN
bracis-28427	22	57	of	of	ADP
bracis-28427	22	58	the	the	DET
bracis-28427	22	59	information	information	NOUN
bracis-28427	22	60	for	for	ADP
bracis-28427	22	61	manipulation	manipulation	NOUN
bracis-28427	22	62	of	of	ADP
bracis-28427	22	63	information	information	NOUN
bracis-28427	22	64	.	.	PUNCT
bracis-28427	23	1	in	in	ADP
bracis-28427	23	2	addition	addition	NOUN
bracis-28427	23	3	,	,	PUNCT
bracis-28427	23	4	it	it	PRON
bracis-28427	23	5	takes	take	VERB
bracis-28427	23	6	high	high	ADJ
bracis-28427	23	7	computational	computational	ADJ
bracis-28427	23	8	power	power	NOUN
bracis-28427	23	9	to	to	PART
bracis-28427	23	10	keep	keep	VERB
bracis-28427	23	11	machine	machine	NOUN
bracis-28427	23	12	learning	learning	NOUN
bracis-28427	23	13	(	(	PUNCT
bracis-28427	23	14	ml	ml	NOUN
bracis-28427	23	15	)	)	PUNCT
bracis-28427	23	16	models	model	NOUN
bracis-28427	23	17	running	run	VERB
bracis-28427	23	18	,	,	PUNCT
bracis-28427	23	19	experiments	experiment	NOUN
bracis-28427	23	20	,	,	PUNCT
bracis-28427	23	21	training	training	NOUN
bracis-28427	23	22	,	,	PUNCT
bracis-28427	23	23	and	and	CCONJ
bracis-28427	23	24	even	even	ADV
bracis-28427	23	25	retraining	retrain	VERB
bracis-28427	23	26	with	with	ADP
bracis-28427	23	27	new	new	ADJ
bracis-28427	23	28	data	datum	NOUN
bracis-28427	23	29	.	.	PUNCT
bracis-28427	24	1	federated	federate	VERB
bracis-28427	24	2	learning	learning	NOUN
bracis-28427	24	3	[	[	X
bracis-28427	24	4	18	18	NUM
bracis-28427	24	5	]	]	PUNCT
bracis-28427	24	6	(	(	PUNCT
bracis-28427	24	7	fl	fl	NOUN
bracis-28427	24	8	)	)	PUNCT
bracis-28427	24	9	is	be	AUX
bracis-28427	24	10	gaining	gain	VERB
bracis-28427	24	11	a	a	DET
bracis-28427	24	12	lot	lot	NOUN
bracis-28427	24	13	of	of	ADP
bracis-28427	24	14	attention	attention	NOUN
bracis-28427	24	15	lately	lately	ADV
bracis-28427	24	16	,	,	PUNCT
bracis-28427	24	17	since	since	SCONJ
bracis-28427	24	18	it	it	PRON
bracis-28427	24	19	allows	allow	VERB
bracis-28427	24	20	the	the	DET
bracis-28427	24	21	decentralization	decentralization	NOUN
bracis-28427	24	22	of	of	ADP
bracis-28427	24	23	the	the	DET
bracis-28427	24	24	learning	learning	NOUN
bracis-28427	24	25	process	process	NOUN
bracis-28427	24	26	to	to	ADP
bracis-28427	24	27	the	the	DET
bracis-28427	24	28	user	user	NOUN
bracis-28427	24	29	’s	’s	PART
bracis-28427	24	30	own	own	ADJ
bracis-28427	24	31	devices	device	NOUN
bracis-28427	24	32	.	.	PUNCT
bracis-28427	25	1	collective	collective	ADJ
bracis-28427	25	2	knowledge	knowledge	NOUN
bracis-28427	25	3	is	be	AUX
bracis-28427	25	4	then	then	ADV
bracis-28427	25	5	aggregated	aggregate	VERB
bracis-28427	25	6	in	in	ADP
bracis-28427	25	7	a	a	DET
bracis-28427	25	8	centralized	centralized	ADJ
bracis-28427	25	9	model	model	NOUN
bracis-28427	25	10	,	,	PUNCT
bracis-28427	25	11	built	build	VERB
bracis-28427	25	12	over	over	ADP
bracis-28427	25	13	several	several	ADJ
bracis-28427	25	14	users	user	NOUN
bracis-28427	25	15	’	'	PUNCT
bracis-28427	25	16	models	model	NOUN
bracis-28427	25	17	on	on	ADP
bracis-28427	25	18	the	the	DET
bracis-28427	25	19	federated	federated	ADJ
bracis-28427	25	20	network	network	NOUN
bracis-28427	25	21	.	.	PUNCT
bracis-28427	26	1	thus	thus	ADV
bracis-28427	26	2	,	,	PUNCT
bracis-28427	26	3	the	the	DET
bracis-28427	26	4	privacy	privacy	NOUN
bracis-28427	26	5	of	of	ADP
bracis-28427	26	6	each	each	DET
bracis-28427	26	7	user	user	NOUN
bracis-28427	26	8	’s	’s	PART
bracis-28427	26	9	data	datum	NOUN
bracis-28427	26	10	is	be	AUX
bracis-28427	26	11	maintained	maintain	VERB
bracis-28427	26	12	on	on	ADP
bracis-28427	26	13	the	the	DET
bracis-28427	26	14	device	device	NOUN
bracis-28427	26	15	,	,	PUNCT
bracis-28427	26	16	and	and	CCONJ
bracis-28427	26	17	there	there	PRON
bracis-28427	26	18	is	be	VERB
bracis-28427	26	19	no	no	DET
bracis-28427	26	20	storage	storage	NOUN
bracis-28427	26	21	of	of	ADP
bracis-28427	26	22	sensitive	sensitive	ADJ
bracis-28427	26	23	information	information	NOUN
bracis-28427	26	24	in	in	ADP
bracis-28427	26	25	a	a	DET
bracis-28427	26	26	centralized	centralized	ADJ
bracis-28427	26	27	location	location	NOUN
bracis-28427	26	28	.	.	PUNCT
bracis-28427	27	1	in	in	ADP
bracis-28427	27	2	view	view	NOUN
bracis-28427	27	3	of	of	ADP
bracis-28427	27	4	this	this	PRON
bracis-28427	27	5	,	,	PUNCT
bracis-28427	27	6	it	it	PRON
bracis-28427	27	7	raises	raise	VERB
bracis-28427	27	8	the	the	DET
bracis-28427	27	9	following	follow	VERB
bracis-28427	27	10	research	research	NOUN
bracis-28427	27	11	question	question	NOUN
bracis-28427	27	12	that	that	PRON
bracis-28427	27	13	will	will	AUX
bracis-28427	27	14	guide	guide	VERB
bracis-28427	27	15	the	the	DET
bracis-28427	27	16	development	development	NOUN
bracis-28427	27	17	of	of	ADP
bracis-28427	27	18	this	this	DET
bracis-28427	27	19	work	work	NOUN
bracis-28427	27	20	:	:	PUNCT
bracis-28427	27	21	is	be	AUX
bracis-28427	27	22	it	it	PRON
bracis-28427	27	23	possible	possible	ADJ
bracis-28427	27	24	to	to	PART
bracis-28427	27	25	maintain	maintain	VERB
bracis-28427	27	26	similar	similar	ADJ
bracis-28427	27	27	results	result	NOUN
bracis-28427	27	28	by	by	ADP
bracis-28427	27	29	using	use	VERB
bracis-28427	27	30	the	the	DET
bracis-28427	27	31	fl	fl	PROPN
bracis-28427	27	32	approach	approach	NOUN
bracis-28427	27	33	[	[	X
bracis-28427	27	34	18	18	NUM
bracis-28427	27	35	]	]	PUNCT
bracis-28427	27	36	,	,	PUNCT
bracis-28427	27	37	compared	compare	VERB
bracis-28427	27	38	with	with	ADP
bracis-28427	27	39	the	the	DET
bracis-28427	27	40	traditional	traditional	ADJ
bracis-28427	27	41	approach	approach	NOUN
bracis-28427	27	42	,	,	PUNCT
bracis-28427	27	43	in	in	ADP
bracis-28427	27	44	identifying	identify	VERB
bracis-28427	27	45	scenes	scene	NOUN
bracis-28427	27	46	of	of	ADP
bracis-28427	27	47	physical	physical	ADJ
bracis-28427	27	48	violence	violence	NOUN
bracis-28427	27	49	through	through	ADP
bracis-28427	27	50	audio	audio	PROPN
bracis-28427	27	51	mel	mel	PROPN
bracis-28427	27	52	-	-	PUNCT
bracis-28427	27	53	spectrograms	spectrograms	PROPN
bracis-28427	27	54	and	and	CCONJ
bracis-28427	27	55	cnn	cnn	PROPN
bracis-28427	27	56	’s	’s	PART
bracis-28427	27	57	architectures	architecture	NOUN
bracis-28427	27	58	?	?	PUNCT
bracis-28427	28	1	the	the	DET
bracis-28427	28	2	experiments	experiment	NOUN
bracis-28427	28	3	were	be	AUX
bracis-28427	28	4	conducted	conduct	VERB
bracis-28427	28	5	based	base	VERB
bracis-28427	28	6	on	on	ADP
bracis-28427	28	7	hear	hear	VERB
bracis-28427	28	8	dataset	dataset	NOUN
bracis-28427	29	1	[	[	X
bracis-28427	29	2	15	15	NUM
bracis-28427	29	3	]	]	X
bracis-28427	29	4	,	,	PUNCT
bracis-28427	29	5	a	a	DET
bracis-28427	29	6	synthetic	synthetic	ADJ
bracis-28427	29	7	dataset	dataset	NOUN
bracis-28427	29	8	that	that	PRON
bracis-28427	29	9	has	have	VERB
bracis-28427	29	10	70,000	70,000	NUM
bracis-28427	29	11	instances	instance	NOUN
bracis-28427	29	12	of	of	ADP
bracis-28427	29	13	10	10	NUM
bracis-28427	29	14	-	-	PUNCT
bracis-28427	29	15	second	second	NOUN
bracis-28427	29	16	audio	audio	ADJ
bracis-28427	29	17	clips	clip	NOUN
bracis-28427	29	18	,	,	PUNCT
bracis-28427	29	19	divided	divide	VERB
bracis-28427	29	20	equally	equally	ADV
bracis-28427	29	21	between	between	ADP
bracis-28427	29	22	two	two	NUM
bracis-28427	29	23	classes	class	NOUN
bracis-28427	29	24	:	:	PUNCT
bracis-28427	29	25	presence	presence	NOUN
bracis-28427	29	26	or	or	CCONJ
bracis-28427	29	27	not	not	PART
bracis-28427	29	28	of	of	ADP
bracis-28427	29	29	physical	physical	ADJ
bracis-28427	29	30	violence	violence	NOUN
bracis-28427	29	31	.	.	PUNCT
bracis-28427	30	1	in	in	ADP
bracis-28427	30	2	order	order	NOUN
bracis-28427	30	3	to	to	PART
bracis-28427	30	4	keep	keep	VERB
bracis-28427	30	5	the	the	DET
bracis-28427	30	6	experiments	experiment	NOUN
bracis-28427	30	7	computationally	computationally	ADV
bracis-28427	30	8	feasible	feasible	ADJ
bracis-28427	30	9	,	,	PUNCT
bracis-28427	30	10	only	only	ADV
bracis-28427	30	11	12,500	12,500	NUM
bracis-28427	30	12	records	record	NOUN
bracis-28427	30	13	were	be	AUX
bracis-28427	30	14	used	use	VERB
bracis-28427	30	15	.	.	PUNCT
bracis-28427	31	1	the	the	DET
bracis-28427	31	2	experiments	experiment	NOUN
bracis-28427	31	3	conducted	conduct	VERB
bracis-28427	31	4	in	in	ADP
bracis-28427	31	5	this	this	DET
bracis-28427	31	6	work	work	NOUN
bracis-28427	31	7	considered	consider	VERB
bracis-28427	31	8	the	the	DET
bracis-28427	31	9	following	follow	VERB
bracis-28427	31	10	cnn	cnn	PROPN
bracis-28427	31	11	architectures	architecture	NOUN
bracis-28427	31	12	:	:	PUNCT
bracis-28427	31	13	inception	inception	ADP
bracis-28427	31	14	[	[	X
bracis-28427	31	15	32	32	NUM
bracis-28427	31	16	]	]	PUNCT
bracis-28427	31	17	,	,	PUNCT
bracis-28427	31	18	mobilenet	mobilenet	NOUN
bracis-28427	32	1	[	[	X
bracis-28427	32	2	27	27	NUM
bracis-28427	32	3	]	]	PUNCT
bracis-28427	32	4	,	,	PUNCT
bracis-28427	32	5	resnet152	resnet152	PROPN
bracis-28427	33	1	[	[	X
bracis-28427	33	2	8	8	NUM
bracis-28427	33	3	]	]	PUNCT
bracis-28427	33	4	and	and	CCONJ
bracis-28427	33	5	vgg-16	vgg-16	X
bracis-28427	33	6	[	[	X
bracis-28427	33	7	29	29	NUM
bracis-28427	33	8	]	]	PUNCT
bracis-28427	33	9	,	,	PUNCT
bracis-28427	33	10	and	and	CCONJ
bracis-28427	33	11	the	the	DET
bracis-28427	33	12	results	result	NOUN
bracis-28427	33	13	showed	show	VERB
bracis-28427	33	14	that	that	SCONJ
bracis-28427	33	15	cnn	cnn	PROPN
bracis-28427	33	16	mobilenet	mobilenet	NOUN
bracis-28427	33	17	was	be	AUX
bracis-28427	33	18	the	the	DET
bracis-28427	33	19	best	good	ADJ
bracis-28427	33	20	among	among	ADP
bracis-28427	33	21	the	the	DET
bracis-28427	33	22	other	other	ADJ
bracis-28427	33	23	models	model	NOUN
bracis-28427	33	24	when	when	SCONJ
bracis-28427	33	25	evaluated	evaluate	VERB
bracis-28427	33	26	in	in	ADP
bracis-28427	33	27	hear	hear	NOUN
bracis-28427	33	28	dataset	dataset	NOUN
bracis-28427	33	29	,	,	PUNCT
bracis-28427	33	30	reaching	reach	VERB
bracis-28427	33	31	66.8	66.8	NUM
bracis-28427	33	32	%	%	NOUN
bracis-28427	33	33	accuracy	accuracy	NOUN
bracis-28427	33	34	,	,	PUNCT
bracis-28427	33	35	with	with	ADP
bracis-28427	33	36	a	a	DET
bracis-28427	33	37	loss	loss	NOUN
bracis-28427	33	38	of	of	ADP
bracis-28427	33	39	8.6	8.6	NUM
bracis-28427	33	40	%	%	NOUN
bracis-28427	33	41	when	when	SCONJ
bracis-28427	33	42	compared	compare	VERB
bracis-28427	33	43	to	to	ADP
bracis-28427	33	44	non	non	ADJ
bracis-28427	33	45	-	-	ADJ
bracis-28427	33	46	fl	fl	ADJ
bracis-28427	33	47	experiments	experiment	NOUN
bracis-28427	33	48	.	.	PUNCT
bracis-28427	34	1	2	2	NUM
bracis-28427	34	2	background	background	NOUN
bracis-28427	34	3	in	in	ADP
bracis-28427	34	4	this	this	DET
bracis-28427	34	5	section	section	NOUN
bracis-28427	34	6	,	,	PUNCT
bracis-28427	34	7	the	the	DET
bracis-28427	34	8	concepts	concept	NOUN
bracis-28427	34	9	of	of	ADP
bracis-28427	34	10	convolutional	convolutional	ADJ
bracis-28427	34	11	neural	neural	ADJ
bracis-28427	34	12	networks	network	NOUN
bracis-28427	34	13	(	(	PUNCT
bracis-28427	34	14	cnn	cnn	PROPN
bracis-28427	34	15	)	)	PUNCT
bracis-28427	34	16	,	,	PUNCT
bracis-28427	34	17	fl	fl	PROPN
bracis-28427	34	18	and	and	CCONJ
bracis-28427	34	19	mel	mel	PROPN
bracis-28427	34	20	-	-	PUNCT
bracis-28427	34	21	spectrogram	spectrogram	NOUN
bracis-28427	34	22	to	to	PART
bracis-28427	34	23	be	be	AUX
bracis-28427	34	24	used	use	VERB
bracis-28427	34	25	in	in	ADP
bracis-28427	34	26	this	this	DET
bracis-28427	34	27	work	work	NOUN
bracis-28427	34	28	will	will	AUX
bracis-28427	34	29	be	be	AUX
bracis-28427	34	30	presented	present	VERB
bracis-28427	34	31	.	.	PUNCT
bracis-28427	35	1	2.1	2.1	NUM
bracis-28427	35	2	convolutional	convolutional	ADJ
bracis-28427	35	3	neural	neural	ADJ
bracis-28427	35	4	networks	network	NOUN
bracis-28427	35	5	(	(	PUNCT
bracis-28427	35	6	cnn	cnn	PROPN
bracis-28427	35	7	)	)	PUNCT
bracis-28427	35	8	a	a	DET
bracis-28427	35	9	convolutional	convolutional	ADJ
bracis-28427	35	10	neural	neural	ADJ
bracis-28427	35	11	network	network	NOUN
bracis-28427	35	12	[	[	X
bracis-28427	35	13	5	5	NUM
bracis-28427	35	14	]	]	PUNCT
bracis-28427	35	15	(	(	PUNCT
bracis-28427	35	16	cnn	cnn	PROPN
bracis-28427	35	17	)	)	PUNCT
bracis-28427	35	18	is	be	AUX
bracis-28427	35	19	a	a	DET
bracis-28427	35	20	deep	deep	ADJ
bracis-28427	35	21	neural	neural	ADJ
bracis-28427	35	22	network	network	NOUN
bracis-28427	35	23	architecture	architecture	NOUN
bracis-28427	35	24	,	,	PUNCT
bracis-28427	35	25	very	very	ADV
bracis-28427	35	26	popular	popular	ADJ
bracis-28427	35	27	in	in	ADP
bracis-28427	35	28	image	image	NOUN
bracis-28427	35	29	classification	classification	NOUN
bracis-28427	35	30	tasks	task	NOUN
bracis-28427	35	31	.	.	PUNCT
bracis-28427	36	1	it	it	PRON
bracis-28427	36	2	can	can	AUX
bracis-28427	36	3	learn	learn	VERB
bracis-28427	36	4	to	to	PART
bracis-28427	36	5	assign	assign	VERB
bracis-28427	36	6	importance	importance	NOUN
bracis-28427	36	7	to	to	ADP
bracis-28427	36	8	relevant	relevant	ADJ
bracis-28427	36	9	aspects	aspect	NOUN
bracis-28427	36	10	of	of	ADP
bracis-28427	36	11	an	an	DET
bracis-28427	36	12	image	image	NOUN
bracis-28427	36	13	,	,	PUNCT
bracis-28427	36	14	allowing	allow	VERB
bracis-28427	36	15	the	the	DET
bracis-28427	36	16	learning	learning	NOUN
bracis-28427	36	17	of	of	ADP
bracis-28427	36	18	these	these	DET
bracis-28427	36	19	characteristics	characteristic	NOUN
bracis-28427	36	20	and	and	CCONJ
bracis-28427	36	21	the	the	DET
bracis-28427	36	22	distinction	distinction	NOUN
bracis-28427	36	23	between	between	ADP
bracis-28427	36	24	them	they	PRON
bracis-28427	36	25	.	.	PUNCT
bracis-28427	37	1	for	for	ADP
bracis-28427	37	2	this	this	PRON
bracis-28427	37	3	,	,	PUNCT
bracis-28427	37	4	unlike	unlike	ADP
bracis-28427	37	5	traditional	traditional	ADJ
bracis-28427	37	6	algorithms	algorithm	NOUN
bracis-28427	37	7	where	where	SCONJ
bracis-28427	37	8	filters	filter	NOUN
bracis-28427	37	9	/	/	SYM
bracis-28427	37	10	features	feature	NOUN
bracis-28427	37	11	needed	need	VERB
bracis-28427	37	12	to	to	PART
bracis-28427	37	13	be	be	AUX
bracis-28427	37	14	implemented	implement	VERB
bracis-28427	37	15	manually	manually	ADV
bracis-28427	37	16	,	,	PUNCT
bracis-28427	37	17	cnn	cnn	PROPN
bracis-28427	37	18	is	be	AUX
bracis-28427	37	19	able	able	ADJ
bracis-28427	37	20	to	to	PART
bracis-28427	37	21	learn	learn	VERB
bracis-28427	37	22	a	a	DET
bracis-28427	37	23	large	large	ADJ
bracis-28427	37	24	amount	amount	NOUN
bracis-28427	37	25	of	of	ADP
bracis-28427	37	26	filters	filter	NOUN
bracis-28427	37	27	,	,	PUNCT
bracis-28427	37	28	allowing	allow	VERB
bracis-28427	37	29	it	it	PRON
bracis-28427	37	30	to	to	PART
bracis-28427	37	31	learn	learn	VERB
bracis-28427	37	32	the	the	DET
bracis-28427	37	33	best	good	ADJ
bracis-28427	37	34	representation	representation	NOUN
bracis-28427	37	35	by	by	ADP
bracis-28427	37	36	itself	itself	PRON
bracis-28427	37	37	.	.	PUNCT
bracis-28427	38	1	after	after	ADP
bracis-28427	38	2	the	the	DET
bracis-28427	38	3	emergence	emergence	NOUN
bracis-28427	38	4	of	of	ADP
bracis-28427	38	5	the	the	DET
bracis-28427	38	6	alexnet	alexnet	NOUN
bracis-28427	38	7	[	[	X
bracis-28427	38	8	14	14	NUM
bracis-28427	38	9	]	]	PUNCT
bracis-28427	38	10	architectures	architecture	NOUN
bracis-28427	38	11	,	,	PUNCT
bracis-28427	38	12	exposed	expose	VERB
bracis-28427	38	13	in	in	ADP
bracis-28427	38	14	the	the	DET
bracis-28427	38	15	imagenet	imagenet	NOUN
bracis-28427	38	16	challenge	challenge	NOUN
bracis-28427	38	17	in	in	ADP
bracis-28427	38	18	2012	2012	NUM
bracis-28427	38	19	,	,	PUNCT
bracis-28427	38	20	and	and	CCONJ
bracis-28427	38	21	googlenet	googlenet	NOUN
bracis-28427	38	22	[	[	X
bracis-28427	38	23	31	31	NUM
bracis-28427	38	24	]	]	PUNCT
bracis-28427	38	25	,	,	PUNCT
bracis-28427	38	26	presented	present	VERB
bracis-28427	38	27	in	in	ADP
bracis-28427	38	28	the	the	DET
bracis-28427	38	29	imagenet	imagenet	NOUN
bracis-28427	38	30	challenge	challenge	NOUN
bracis-28427	38	31	in	in	ADP
bracis-28427	38	32	2014	2014	NUM
bracis-28427	38	33	,	,	PUNCT
bracis-28427	38	34	convolutional	convolutional	ADJ
bracis-28427	38	35	neural	neural	ADJ
bracis-28427	38	36	networks	network	NOUN
bracis-28427	38	37	became	become	VERB
bracis-28427	38	38	popular	popular	ADJ
bracis-28427	38	39	influencing	influence	VERB
bracis-28427	38	40	the	the	DET
bracis-28427	38	41	emergence	emergence	NOUN
bracis-28427	38	42	of	of	ADP
bracis-28427	38	43	architectures	architecture	NOUN
bracis-28427	38	44	with	with	ADP
bracis-28427	38	45	upper	upper	ADJ
bracis-28427	38	46	22	22	NUM
bracis-28427	38	47	layers	layer	NOUN
bracis-28427	38	48	of	of	ADP
bracis-28427	38	49	googlenet	googlenet	NOUN
bracis-28427	38	50	,	,	PUNCT
bracis-28427	38	51	as	as	SCONJ
bracis-28427	38	52	is	be	AUX
bracis-28427	38	53	the	the	DET
bracis-28427	38	54	case	case	NOUN
bracis-28427	38	55	with	with	ADP
bracis-28427	38	56	resnet	resnet	NOUN
bracis-28427	38	57	[	[	X
bracis-28427	38	58	8	8	NUM
bracis-28427	38	59	]	]	PUNCT
bracis-28427	38	60	with	with	ADP
bracis-28427	38	61	152	152	NUM
bracis-28427	38	62	layers	layer	NOUN
bracis-28427	38	63	.	.	PUNCT
bracis-28427	39	1	2.2	2.2	NUM
bracis-28427	39	2	federated	federated	ADJ
bracis-28427	39	3	learning	learning	NOUN
bracis-28427	39	4	(	(	PUNCT
bracis-28427	39	5	fl	fl	NOUN
bracis-28427	39	6	)	)	PUNCT
bracis-28427	39	7	federated	federated	ADJ
bracis-28427	39	8	learning	learning	NOUN
bracis-28427	39	9	[	[	X
bracis-28427	39	10	18	18	NUM
bracis-28427	39	11	]	]	PUNCT
bracis-28427	39	12	(	(	PUNCT
bracis-28427	39	13	fl	fl	NOUN
bracis-28427	39	14	)	)	PUNCT
bracis-28427	39	15	consists	consist	VERB
bracis-28427	39	16	of	of	ADP
bracis-28427	39	17	the	the	DET
bracis-28427	39	18	decentralization	decentralization	NOUN
bracis-28427	39	19	of	of	ADP
bracis-28427	39	20	the	the	DET
bracis-28427	39	21	model	model	NOUN
bracis-28427	39	22	learning	learning	NOUN
bracis-28427	39	23	process	process	NOUN
bracis-28427	39	24	to	to	ADP
bracis-28427	39	25	customers	customer	NOUN
bracis-28427	39	26	(	(	PUNCT
bracis-28427	39	27	user	user	NOUN
bracis-28427	39	28	devices	device	NOUN
bracis-28427	39	29	)	)	PUNCT
bracis-28427	39	30	,	,	PUNCT
bracis-28427	39	31	allowing	allow	VERB
bracis-28427	39	32	a	a	DET
bracis-28427	39	33	global	global	ADJ
bracis-28427	39	34	model	model	NOUN
bracis-28427	39	35	to	to	PART
bracis-28427	39	36	be	be	AUX
bracis-28427	39	37	trained	train	VERB
bracis-28427	39	38	from	from	ADP
bracis-28427	39	39	various	various	ADJ
bracis-28427	39	40	models	model	NOUN
bracis-28427	39	41	of	of	ADP
bracis-28427	39	42	users	user	NOUN
bracis-28427	39	43	of	of	ADP
bracis-28427	39	44	a	a	DET
bracis-28427	39	45	network	network	NOUN
bracis-28427	39	46	.	.	PUNCT
bracis-28427	40	1	in	in	ADP
bracis-28427	40	2	addition	addition	NOUN
bracis-28427	40	3	,	,	PUNCT
bracis-28427	40	4	the	the	DET
bracis-28427	40	5	privacy	privacy	NOUN
bracis-28427	40	6	of	of	ADP
bracis-28427	40	7	each	each	DET
bracis-28427	40	8	user	user	NOUN
bracis-28427	40	9	’s	’s	PART
bracis-28427	40	10	data	datum	NOUN
bracis-28427	40	11	,	,	PUNCT
bracis-28427	40	12	often	often	ADV
bracis-28427	40	13	sensitive	sensitive	ADJ
bracis-28427	40	14	,	,	PUNCT
bracis-28427	40	15	is	be	AUX
bracis-28427	40	16	maintained	maintain	VERB
bracis-28427	40	17	on	on	ADP
bracis-28427	40	18	the	the	DET
bracis-28427	40	19	device	device	NOUN
bracis-28427	40	20	,	,	PUNCT
bracis-28427	40	21	with	with	ADP
bracis-28427	40	22	no	no	DET
bracis-28427	40	23	sharing	sharing	NOUN
bracis-28427	40	24	of	of	ADP
bracis-28427	40	25	raw	raw	ADJ
bracis-28427	40	26	data	datum	NOUN
bracis-28427	40	27	with	with	ADP
bracis-28427	40	28	the	the	DET
bracis-28427	40	29	central	central	ADJ
bracis-28427	40	30	server	server	NOUN
bracis-28427	40	31	.	.	PUNCT
bracis-28427	41	1	only	only	ADV
bracis-28427	41	2	the	the	DET
bracis-28427	41	3	resulting	result	VERB
bracis-28427	41	4	trained	train	VERB
bracis-28427	41	5	models	model	NOUN
bracis-28427	41	6	are	be	AUX
bracis-28427	41	7	shared	share	VERB
bracis-28427	41	8	on	on	ADP
bracis-28427	41	9	the	the	DET
bracis-28427	41	10	federated	federated	ADJ
bracis-28427	41	11	network	network	NOUN
bracis-28427	41	12	[	[	X
bracis-28427	41	13	7	7	NUM
bracis-28427	41	14	]	]	PUNCT
bracis-28427	41	15	.	.	PUNCT
bracis-28427	42	1	furthermore	furthermore	ADV
bracis-28427	42	2	,	,	PUNCT
bracis-28427	42	3	the	the	DET
bracis-28427	42	4	fl	fl	NOUN
bracis-28427	42	5	technique	technique	NOUN
bracis-28427	42	6	can	can	AUX
bracis-28427	42	7	be	be	AUX
bracis-28427	42	8	applied	apply	VERB
bracis-28427	42	9	when	when	SCONJ
bracis-28427	42	10	data	datum	NOUN
bracis-28427	42	11	for	for	ADP
bracis-28427	42	12	training	training	NOUN
bracis-28427	42	13	is	be	AUX
bracis-28427	42	14	concentrated	concentrate	VERB
bracis-28427	42	15	on	on	ADP
bracis-28427	42	16	other	other	ADJ
bracis-28427	42	17	devices	device	NOUN
bracis-28427	42	18	,	,	PUNCT
bracis-28427	42	19	allowing	allow	VERB
bracis-28427	42	20	the	the	DET
bracis-28427	42	21	centralizing	centralizing	NOUN
bracis-28427	42	22	server	server	NOUN
bracis-28427	42	23	not	not	PART
bracis-28427	42	24	to	to	PART
bracis-28427	42	25	require	require	VERB
bracis-28427	42	26	a	a	DET
bracis-28427	42	27	high	high	ADJ
bracis-28427	42	28	computational	computational	ADJ
bracis-28427	42	29	power	power	NOUN
bracis-28427	42	30	.	.	PUNCT
bracis-28427	43	1	another	another	DET
bracis-28427	43	2	scenario	scenario	NOUN
bracis-28427	43	3	is	be	AUX
bracis-28427	43	4	when	when	SCONJ
bracis-28427	43	5	the	the	DET
bracis-28427	43	6	data	data	NOUN
bracis-28427	43	7	is	be	AUX
bracis-28427	43	8	sensitive	sensitive	ADJ
bracis-28427	43	9	and	and	CCONJ
bracis-28427	43	10	privacy	privacy	NOUN
bracis-28427	43	11	needs	need	VERB
bracis-28427	43	12	to	to	PART
bracis-28427	43	13	be	be	AUX
bracis-28427	43	14	respected	respect	VERB
bracis-28427	43	15	,	,	PUNCT
bracis-28427	43	16	so	so	CCONJ
bracis-28427	43	17	only	only	ADV
bracis-28427	43	18	the	the	DET
bracis-28427	43	19	training	training	NOUN
bracis-28427	43	20	results	result	NOUN
bracis-28427	43	21	are	be	AUX
bracis-28427	43	22	shared	share	VERB
bracis-28427	43	23	and	and	CCONJ
bracis-28427	43	24	the	the	DET
bracis-28427	43	25	raw	raw	ADJ
bracis-28427	43	26	data	data	NOUN
bracis-28427	43	27	remains	remain	VERB
bracis-28427	43	28	on	on	ADP
bracis-28427	43	29	the	the	DET
bracis-28427	43	30	source	source	NOUN
bracis-28427	43	31	device	device	NOUN
bracis-28427	43	32	.	.	PUNCT
bracis-28427	44	1	the	the	DET
bracis-28427	44	2	fl	fl	PROPN
bracis-28427	44	3	technique	technique	NOUN
bracis-28427	44	4	also	also	ADV
bracis-28427	44	5	supports	support	VERB
bracis-28427	44	6	the	the	DET
bracis-28427	44	7	constant	constant	ADJ
bracis-28427	44	8	updating	updating	NOUN
bracis-28427	44	9	of	of	ADP
bracis-28427	44	10	the	the	DET
bracis-28427	44	11	model	model	NOUN
bracis-28427	44	12	,	,	PUNCT
bracis-28427	44	13	since	since	SCONJ
bracis-28427	44	14	new	new	ADJ
bracis-28427	44	15	data	datum	NOUN
bracis-28427	44	16	can	can	AUX
bracis-28427	44	17	be	be	AUX
bracis-28427	44	18	collected	collect	VERB
bracis-28427	44	19	by	by	ADP
bracis-28427	44	20	the	the	DET
bracis-28427	44	21	network	network	NOUN
bracis-28427	44	22	of	of	ADP
bracis-28427	44	23	devices	device	NOUN
bracis-28427	44	24	and	and	CCONJ
bracis-28427	44	25	used	use	VERB
bracis-28427	44	26	to	to	PART
bracis-28427	44	27	improve	improve	VERB
bracis-28427	44	28	the	the	DET
bracis-28427	44	29	model	model	NOUN
bracis-28427	44	30	.	.	PUNCT
bracis-28427	45	1	the	the	DET
bracis-28427	45	2	training	training	NOUN
bracis-28427	45	3	process	process	NOUN
bracis-28427	45	4	using	use	VERB
bracis-28427	45	5	fl	fl	NUM
bracis-28427	45	6	works	work	NOUN
bracis-28427	45	7	through	through	ADP
bracis-28427	45	8	learning	learn	VERB
bracis-28427	45	9	rounds	round	NOUN
bracis-28427	45	10	,	,	PUNCT
bracis-28427	45	11	where	where	SCONJ
bracis-28427	45	12	network	network	NOUN
bracis-28427	45	13	devices	device	NOUN
bracis-28427	45	14	receive	receive	VERB
bracis-28427	45	15	the	the	DET
bracis-28427	45	16	updated	update	VERB
bracis-28427	45	17	global	global	ADJ
bracis-28427	45	18	model	model	NOUN
bracis-28427	45	19	and	and	CCONJ
bracis-28427	45	20	start	start	VERB
bracis-28427	45	21	the	the	DET
bracis-28427	45	22	learning	learning	NOUN
bracis-28427	45	23	process	process	NOUN
bracis-28427	45	24	with	with	ADP
bracis-28427	45	25	data	datum	NOUN
bracis-28427	45	26	from	from	ADP
bracis-28427	45	27	their	their	PRON
bracis-28427	45	28	respective	respective	ADJ
bracis-28427	45	29	devices	device	NOUN
bracis-28427	45	30	,	,	PUNCT
bracis-28427	45	31	and	and	CCONJ
bracis-28427	45	32	at	at	ADP
bracis-28427	45	33	the	the	DET
bracis-28427	45	34	end	end	NOUN
bracis-28427	45	35	,	,	PUNCT
bracis-28427	45	36	each	each	DET
bracis-28427	45	37	device	device	NOUN
bracis-28427	45	38	will	will	AUX
bracis-28427	45	39	send	send	VERB
bracis-28427	45	40	the	the	DET
bracis-28427	45	41	training	training	NOUN
bracis-28427	45	42	results	result	NOUN
bracis-28427	45	43	to	to	ADP
bracis-28427	45	44	the	the	DET
bracis-28427	45	45	centralizing	centralizing	NOUN
bracis-28427	45	46	server	server	NOUN
bracis-28427	45	47	,	,	PUNCT
bracis-28427	45	48	which	which	PRON
bracis-28427	45	49	will	will	AUX
bracis-28427	45	50	aggregate	aggregate	VERB
bracis-28427	45	51	these	these	DET
bracis-28427	45	52	results	result	NOUN
bracis-28427	45	53	into	into	ADP
bracis-28427	45	54	a	a	DET
bracis-28427	45	55	global	global	ADJ
bracis-28427	45	56	model	model	NOUN
bracis-28427	45	57	using	use	VERB
bracis-28427	45	58	an	an	DET
bracis-28427	45	59	aggregation	aggregation	NOUN
bracis-28427	45	60	algorithm	algorithm	NOUN
bracis-28427	45	61	,	,	PUNCT
bracis-28427	45	62	for	for	ADP
bracis-28427	45	63	example	example	NOUN
bracis-28427	45	64	federated	federate	VERB
bracis-28427	45	65	averaging	averaging	NOUN
bracis-28427	45	66	(	(	PUNCT
bracis-28427	45	67	fedavg	fedavg	PROPN
bracis-28427	45	68	)	)	PUNCT
bracis-28427	46	1	[	[	X
bracis-28427	46	2	18	18	NUM
bracis-28427	46	3	]	]	PUNCT
bracis-28427	46	4	.	.	PUNCT
bracis-28427	47	1	this	this	DET
bracis-28427	47	2	process	process	NOUN
bracis-28427	47	3	is	be	AUX
bracis-28427	47	4	repeated	repeat	VERB
bracis-28427	47	5	until	until	ADP
bracis-28427	47	6	the	the	DET
bracis-28427	47	7	end	end	NOUN
bracis-28427	47	8	of	of	ADP
bracis-28427	47	9	the	the	DET
bracis-28427	47	10	defined	define	VERB
bracis-28427	47	11	training	training	NOUN
bracis-28427	47	12	rounds	round	NOUN
bracis-28427	47	13	or	or	CCONJ
bracis-28427	47	14	until	until	SCONJ
bracis-28427	47	15	a	a	DET
bracis-28427	47	16	certain	certain	ADJ
bracis-28427	47	17	evaluation	evaluation	NOUN
bracis-28427	47	18	metric	metric	NOUN
bracis-28427	47	19	is	be	AUX
bracis-28427	47	20	achieved	achieve	VERB
bracis-28427	47	21	.	.	PUNCT
bracis-28427	48	1	2.3	2.3	NUM
bracis-28427	48	2	mel	mel	NOUN
bracis-28427	48	3	-	-	PUNCT
bracis-28427	48	4	spectrogram	spectrogram	NOUN
bracis-28427	48	5	the	the	DET
bracis-28427	48	6	problem	problem	NOUN
bracis-28427	48	7	addressed	address	VERB
bracis-28427	48	8	in	in	ADP
bracis-28427	48	9	this	this	DET
bracis-28427	48	10	work	work	NOUN
bracis-28427	48	11	belongs	belong	VERB
bracis-28427	48	12	to	to	ADP
bracis-28427	48	13	the	the	DET
bracis-28427	48	14	sound	sound	ADJ
bracis-28427	48	15	event	event	NOUN
bracis-28427	48	16	classification	classification	NOUN
bracis-28427	48	17	(	(	PUNCT
bracis-28427	48	18	acoustic	acoustic	ADJ
bracis-28427	48	19	scene	scene	NOUN
bracis-28427	48	20	classification	classification	NOUN
bracis-28427	48	21	)	)	PUNCT
bracis-28427	48	22	,	,	PUNCT
bracis-28427	48	23	which	which	PRON
bracis-28427	48	24	consists	consist	VERB
bracis-28427	48	25	of	of	ADP
bracis-28427	48	26	adding	add	VERB
bracis-28427	48	27	markers	marker	NOUN
bracis-28427	48	28	to	to	PART
bracis-28427	48	29	identify	identify	VERB
bracis-28427	48	30	the	the	DET
bracis-28427	48	31	existence	existence	NOUN
bracis-28427	48	32	or	or	CCONJ
bracis-28427	48	33	not	not	PART
bracis-28427	48	34	of	of	ADP
bracis-28427	48	35	a	a	DET
bracis-28427	48	36	particular	particular	ADJ
bracis-28427	48	37	characteristic	characteristic	ADJ
bracis-28427	48	38	present	present	NOUN
bracis-28427	48	39	at	at	ADP
bracis-28427	48	40	any	any	DET
bracis-28427	48	41	time	time	NOUN
bracis-28427	48	42	in	in	ADP
bracis-28427	48	43	the	the	DET
bracis-28427	48	44	audio	audio	NOUN
bracis-28427	48	45	.	.	PUNCT
bracis-28427	49	1	one	one	NUM
bracis-28427	49	2	instance	instance	NOUN
bracis-28427	49	3	of	of	ADP
bracis-28427	49	4	this	this	DET
bracis-28427	49	5	problem	problem	NOUN
bracis-28427	49	6	is	be	AUX
bracis-28427	49	7	the	the	DET
bracis-28427	49	8	detection	detection	NOUN
bracis-28427	49	9	of	of	ADP
bracis-28427	49	10	the	the	DET
bracis-28427	49	11	presence	presence	NOUN
bracis-28427	49	12	of	of	ADP
bracis-28427	49	13	violence	violence	NOUN
bracis-28427	49	14	in	in	ADP
bracis-28427	49	15	audio	audio	ADJ
bracis-28427	49	16	samples	sample	NOUN
bracis-28427	49	17	.	.	PUNCT
bracis-28427	50	1	for	for	ADP
bracis-28427	50	2	this	this	PRON
bracis-28427	50	3	,	,	PUNCT
bracis-28427	50	4	hear	hear	VERB
bracis-28427	50	5	dataset	dataset	NOUN
bracis-28427	50	6	uses	use	VERB
bracis-28427	50	7	the	the	DET
bracis-28427	50	8	extraction	extraction	NOUN
bracis-28427	50	9	of	of	ADP
bracis-28427	50	10	mel	mel	NOUN
bracis-28427	50	11	-	-	PUNCT
bracis-28427	50	12	spectrogram	spectrogram	NOUN
bracis-28427	50	13	from	from	ADP
bracis-28427	50	14	audios	audio	NOUN
bracis-28427	50	15	,	,	PUNCT
bracis-28427	50	16	which	which	PRON
bracis-28427	50	17	is	be	AUX
bracis-28427	50	18	a	a	DET
bracis-28427	50	19	mel	mel	PROPN
bracis-28427	50	20	scale	scale	NOUN
bracis-28427	50	21	spectogram	spectogram	NOUN
bracis-28427	51	1	[	[	X
bracis-28427	51	2	11	11	NUM
bracis-28427	51	3	]	]	PUNCT
bracis-28427	51	4	that	that	PRON
bracis-28427	51	5	represents	represent	VERB
bracis-28427	51	6	sound	sound	ADJ
bracis-28427	51	7	components	component	NOUN
bracis-28427	51	8	focused	focus	VERB
bracis-28427	51	9	on	on	ADP
bracis-28427	51	10	frequencies	frequency	NOUN
bracis-28427	51	11	accessible	accessible	ADJ
bracis-28427	51	12	to	to	ADP
bracis-28427	51	13	human	human	ADJ
bracis-28427	51	14	hearing	hearing	NOUN
bracis-28427	51	15	,	,	PUNCT
bracis-28427	51	16	eliminating	eliminate	VERB
bracis-28427	51	17	low	low	ADJ
bracis-28427	51	18	frequency	frequency	NOUN
bracis-28427	51	19	noise	noise	NOUN
bracis-28427	51	20	observed	observe	VERB
bracis-28427	51	21	in	in	ADP
bracis-28427	51	22	the	the	DET
bracis-28427	51	23	linear	linear	PROPN
bracis-28427	51	24	spectogram	spectogram	PROPN
bracis-28427	51	25	.	.	PUNCT
bracis-28427	52	1	from	from	ADP
bracis-28427	52	2	there	there	ADV
bracis-28427	52	3	,	,	PUNCT
bracis-28427	52	4	it	it	PRON
bracis-28427	52	5	can	can	AUX
bracis-28427	52	6	create	create	VERB
bracis-28427	52	7	a	a	DET
bracis-28427	52	8	bi	bi	ADJ
bracis-28427	52	9	-	-	ADJ
bracis-28427	52	10	dimencional	dimencional	ADJ
bracis-28427	52	11	image	image	NOUN
bracis-28427	52	12	to	to	PART
bracis-28427	52	13	be	be	AUX
bracis-28427	52	14	used	use	VERB
bracis-28427	52	15	in	in	ADP
bracis-28427	52	16	image	image	NOUN
bracis-28427	52	17	classifiers	classifier	NOUN
bracis-28427	52	18	.	.	PUNCT
bracis-28427	53	1	the	the	DET
bracis-28427	53	2	fig	fig	NOUN
bracis-28427	53	3	.	.	PUNCT
bracis-28427	53	4	 	 	SPACE
bracis-28427	53	5	1	1	NUM
bracis-28427	53	6	demonstrates	demonstrate	VERB
bracis-28427	53	7	the	the	DET
bracis-28427	53	8	mel	mel	PROPN
bracis-28427	53	9	-	-	PUNCT
bracis-28427	53	10	spectrograms	spectrograms	PROPN
bracis-28427	53	11	extracted	extract	VERB
bracis-28427	53	12	from	from	ADP
bracis-28427	53	13	two	two	NUM
bracis-28427	53	14	short	short	ADV
bracis-28427	53	15	-	-	PUNCT
bracis-28427	53	16	lived	live	VERB
bracis-28427	53	17	audios	audio	NOUN
bracis-28427	53	18	containing	contain	VERB
bracis-28427	53	19	physical	physical	ADJ
bracis-28427	53	20	violence	violence	NOUN
bracis-28427	53	21	(	(	PUNCT
bracis-28427	53	22	“	"	PUNCT
bracis-28427	53	23	punch	punch	VERB
bracis-28427	53	24	in	in	ADP
bracis-28427	53	25	the	the	DET
bracis-28427	53	26	face	face	NOUN
bracis-28427	53	27	”	"	PUNCT
bracis-28427	53	28	and	and	CCONJ
bracis-28427	53	29	“	"	PUNCT
bracis-28427	53	30	slap	slap	VERB
bracis-28427	53	31	in	in	ADP
bracis-28427	53	32	the	the	DET
bracis-28427	53	33	face	face	NOUN
bracis-28427	53	34	”	"	PUNCT
bracis-28427	53	35	respectively	respectively	ADV
bracis-28427	53	36	)	)	PUNCT
bracis-28427	53	37	.	.	PUNCT
bracis-28427	54	1	fig	fig	NOUN
bracis-28427	54	2	.	.	PUNCT
bracis-28427	55	1	1	1	X
bracis-28427	55	2	.	.	X
bracis-28427	55	3	examples	example	NOUN
bracis-28427	55	4	of	of	ADP
bracis-28427	55	5	two	two	NUM
bracis-28427	55	6	short	short	ADV
bracis-28427	55	7	-	-	PUNCT
bracis-28427	55	8	lived	live	VERB
bracis-28427	55	9	,	,	PUNCT
bracis-28427	55	10	high	high	ADJ
bracis-28427	55	11	-	-	PUNCT
bracis-28427	55	12	intensity	intensity	NOUN
bracis-28427	55	13	events	event	NOUN
bracis-28427	55	14	of	of	ADP
bracis-28427	55	15	different	different	ADJ
bracis-28427	55	16	types	type	NOUN
bracis-28427	55	17	of	of	ADP
bracis-28427	55	18	physical	physical	ADJ
bracis-28427	55	19	violence	violence	NOUN
bracis-28427	55	20	.	.	PUNCT
bracis-28427	56	1	full	full	ADJ
bracis-28427	56	2	size	size	NOUN
bracis-28427	56	3	image	image	NOUN
bracis-28427	56	4	3	3	NUM
bracis-28427	56	5	related	relate	VERB
bracis-28427	56	6	works	work	VERB
bracis-28427	56	7	the	the	DET
bracis-28427	56	8	acoustic	acoustic	ADJ
bracis-28427	56	9	scene	scene	NOUN
bracis-28427	56	10	classification	classification	NOUN
bracis-28427	56	11	problem	problem	NOUN
bracis-28427	56	12	is	be	AUX
bracis-28427	56	13	receiving	receive	VERB
bracis-28427	56	14	a	a	DET
bracis-28427	56	15	lot	lot	NOUN
bracis-28427	56	16	of	of	ADP
bracis-28427	56	17	attention	attention	NOUN
bracis-28427	56	18	lately	lately	ADV
bracis-28427	56	19	.	.	PUNCT
bracis-28427	57	1	in	in	ADP
bracis-28427	57	2	[	[	X
bracis-28427	57	3	15	15	NUM
bracis-28427	57	4	]	]	PUNCT
bracis-28427	57	5	,	,	PUNCT
bracis-28427	57	6	the	the	DET
bracis-28427	57	7	authors	author	NOUN
bracis-28427	57	8	introduce	introduce	VERB
bracis-28427	57	9	an	an	DET
bracis-28427	57	10	application	application	NOUN
bracis-28427	57	11	of	of	ADP
bracis-28427	57	12	mel	mel	PROPN
bracis-28427	57	13	-	-	PUNCT
bracis-28427	57	14	spectrogram	spectrogram	NOUN
bracis-28427	57	15	sound	sound	NOUN
bracis-28427	57	16	representation	representation	NOUN
bracis-28427	57	17	to	to	PART
bracis-28427	57	18	be	be	AUX
bracis-28427	57	19	fed	feed	VERB
bracis-28427	57	20	in	in	ADP
bracis-28427	57	21	a	a	DET
bracis-28427	57	22	deep	deep	ADJ
bracis-28427	57	23	learning	learn	VERB
bracis-28427	57	24	neural	neural	ADJ
bracis-28427	57	25	network	network	NOUN
bracis-28427	57	26	for	for	ADP
bracis-28427	57	27	detecting	detect	VERB
bracis-28427	57	28	physical	physical	ADJ
bracis-28427	57	29	violence	violence	NOUN
bracis-28427	57	30	in	in	ADP
bracis-28427	57	31	audio	audio	NOUN
bracis-28427	57	32	by	by	ADP
bracis-28427	57	33	converting	convert	VERB
bracis-28427	57	34	audio	audio	NOUN
bracis-28427	57	35	into	into	ADP
bracis-28427	57	36	images	image	NOUN
bracis-28427	57	37	.	.	PUNCT
bracis-28427	58	1	for	for	ADP
bracis-28427	58	2	that	that	PRON
bracis-28427	58	3	,	,	PUNCT
bracis-28427	58	4	the	the	DET
bracis-28427	58	5	authors	author	NOUN
bracis-28427	58	6	built	build	VERB
bracis-28427	58	7	a	a	DET
bracis-28427	58	8	synthetic	synthetic	NOUN
bracis-28427	58	9	dataset	dataset	NOUN
bracis-28427	58	10	with	with	ADP
bracis-28427	58	11	about	about	ADV
bracis-28427	58	12	70,000	70,000	NUM
bracis-28427	58	13	images	image	NOUN
bracis-28427	58	14	,	,	PUNCT
bracis-28427	58	15	called	call	VERB
bracis-28427	58	16	hear	hear	VERB
bracis-28427	58	17	dataset	dataset	NOUN
bracis-28427	58	18	,	,	PUNCT
bracis-28427	58	19	resulting	result	VERB
bracis-28427	58	20	from	from	ADP
bracis-28427	58	21	the	the	DET
bracis-28427	58	22	extraction	extraction	NOUN
bracis-28427	58	23	of	of	ADP
bracis-28427	58	24	audio	audio	NOUN
bracis-28427	58	25	using	use	VERB
bracis-28427	58	26	the	the	DET
bracis-28427	58	27	mel	mel	NOUN
bracis-28427	58	28	-	-	PUNCT
bracis-28427	58	29	spectrogram	spectrogram	NOUN
bracis-28427	58	30	technique	technique	NOUN
bracis-28427	58	31	.	.	PUNCT
bracis-28427	59	1	finally	finally	ADV
bracis-28427	59	2	,	,	PUNCT
bracis-28427	59	3	a	a	DET
bracis-28427	59	4	comparison	comparison	NOUN
bracis-28427	59	5	of	of	ADP
bracis-28427	59	6	the	the	DET
bracis-28427	59	7	mobilenet	mobilenet	NOUN
bracis-28427	59	8	,	,	PUNCT
bracis-28427	59	9	vgg16	vgg16	NOUN
bracis-28427	59	10	,	,	PUNCT
bracis-28427	59	11	resnet-152	resnet-152	NOUN
bracis-28427	59	12	and	and	CCONJ
bracis-28427	59	13	insceptionv3	insceptionv3	NOUN
bracis-28427	59	14	architectures	architecture	NOUN
bracis-28427	59	15	were	be	AUX
bracis-28427	59	16	realized	realize	VERB
bracis-28427	59	17	,	,	PUNCT
bracis-28427	59	18	in	in	ADP
bracis-28427	59	19	which	which	PRON
bracis-28427	59	20	mobilenet	mobilenet	NOUN
bracis-28427	59	21	achieved	achieve	VERB
bracis-28427	59	22	the	the	DET
bracis-28427	59	23	best	good	ADJ
bracis-28427	59	24	results	result	NOUN
bracis-28427	59	25	,	,	PUNCT
bracis-28427	59	26	with	with	ADP
bracis-28427	59	27	an	an	DET
bracis-28427	59	28	accuracy	accuracy	NOUN
bracis-28427	59	29	of	of	ADP
bracis-28427	59	30	78.9	78.9	NUM
bracis-28427	59	31	%	%	NOUN
bracis-28427	59	32	and	and	CCONJ
bracis-28427	59	33	\(f_{1}\	\(f_{1}\	NOUN
bracis-28427	59	34	)	)	PUNCT
bracis-28427	59	35	score	score	NOUN
bracis-28427	59	36	of	of	ADP
bracis-28427	59	37	78.1	78.1	NUM
bracis-28427	59	38	%	%	NOUN
bracis-28427	59	39	.	.	PUNCT
bracis-28427	60	1	[	[	X
bracis-28427	60	2	28	28	NUM
bracis-28427	60	3	]	]	PUNCT
bracis-28427	60	4	presents	present	VERB
bracis-28427	60	5	an	an	DET
bracis-28427	60	6	experiment	experiment	NOUN
bracis-28427	60	7	to	to	PART
bracis-28427	60	8	detect	detect	VERB
bracis-28427	60	9	violence	violence	NOUN
bracis-28427	60	10	inside	inside	ADP
bracis-28427	60	11	the	the	DET
bracis-28427	60	12	car	car	NOUN
bracis-28427	60	13	using	use	VERB
bracis-28427	60	14	audio	audio	ADJ
bracis-28427	60	15	signal	signal	NOUN
bracis-28427	60	16	.	.	PUNCT
bracis-28427	61	1	for	for	ADP
bracis-28427	61	2	that	that	DET
bracis-28427	61	3	context	context	NOUN
bracis-28427	61	4	,	,	PUNCT
bracis-28427	61	5	the	the	DET
bracis-28427	61	6	author	author	NOUN
bracis-28427	61	7	built	build	VERB
bracis-28427	61	8	the	the	DET
bracis-28427	61	9	in	in	ADP
bracis-28427	61	10	-	-	PUNCT
bracis-28427	61	11	car	car	NOUN
bracis-28427	61	12	video	video	NOUN
bracis-28427	61	13	dataset	dataset	VERB
bracis-28427	61	14	with	with	ADP
bracis-28427	61	15	the	the	DET
bracis-28427	61	16	presence	presence	NOUN
bracis-28427	61	17	of	of	ADP
bracis-28427	61	18	ambient	ambient	ADJ
bracis-28427	61	19	sounds	sound	NOUN
bracis-28427	61	20	and	and	CCONJ
bracis-28427	61	21	music	music	NOUN
bracis-28427	61	22	to	to	PART
bracis-28427	61	23	try	try	VERB
bracis-28427	61	24	to	to	PART
bracis-28427	61	25	simulate	simulate	VERB
bracis-28427	61	26	the	the	DET
bracis-28427	61	27	desired	desire	VERB
bracis-28427	61	28	environment	environment	NOUN
bracis-28427	61	29	,	,	PUNCT
bracis-28427	61	30	and	and	CCONJ
bracis-28427	61	31	used	use	VERB
bracis-28427	61	32	mel	mel	PROPN
bracis-28427	61	33	-	-	PUNCT
bracis-28427	61	34	spectrogram	spectrogram	NOUN
bracis-28427	61	35	to	to	PART
bracis-28427	61	36	generate	generate	VERB
bracis-28427	61	37	images	image	NOUN
bracis-28427	61	38	that	that	PRON
bracis-28427	61	39	represent	represent	VERB
bracis-28427	61	40	each	each	DET
bracis-28427	61	41	audio	audio	NOUN
bracis-28427	61	42	.	.	PUNCT
bracis-28427	62	1	the	the	DET
bracis-28427	62	2	author	author	NOUN
bracis-28427	62	3	then	then	ADV
bracis-28427	62	4	submitted	submit	VERB
bracis-28427	62	5	the	the	DET
bracis-28427	62	6	dataset	dataset	NOUN
bracis-28427	62	7	to	to	ADP
bracis-28427	62	8	the	the	DET
bracis-28427	62	9	resnet	resnet	NOUN
bracis-28427	62	10	,	,	PUNCT
bracis-28427	62	11	densenet	densenet	NOUN
bracis-28427	62	12	,	,	PUNCT
bracis-28427	62	13	squeezenet	squeezenet	NOUN
bracis-28427	62	14	,	,	PUNCT
bracis-28427	62	15	and	and	CCONJ
bracis-28427	62	16	mobile	mobile	ADJ
bracis-28427	62	17	architectures	architecture	NOUN
bracis-28427	62	18	,	,	PUNCT
bracis-28427	62	19	in	in	ADP
bracis-28427	62	20	which	which	PRON
bracis-28427	62	21	he	he	PRON
bracis-28427	62	22	obtained	obtain	VERB
bracis-28427	62	23	the	the	DET
bracis-28427	62	24	best	good	ADJ
bracis-28427	62	25	result	result	NOUN
bracis-28427	62	26	when	when	SCONJ
bracis-28427	62	27	applied	apply	VERB
bracis-28427	62	28	to	to	ADP
bracis-28427	62	29	the	the	DET
bracis-28427	62	30	resnet-18	resnet-18	PROPN
bracis-28427	62	31	model	model	NOUN
bracis-28427	62	32	with	with	ADP
bracis-28427	62	33	92.95	92.95	NUM
bracis-28427	62	34	%	%	NOUN
bracis-28427	62	35	accuracy	accuracy	NOUN
bracis-28427	62	36	.	.	PUNCT
bracis-28427	63	1	[	[	X
bracis-28427	63	2	9	9	NUM
bracis-28427	63	3	]	]	PUNCT
bracis-28427	63	4	displays	display	VERB
bracis-28427	63	5	an	an	DET
bracis-28427	63	6	emotion	emotion	NOUN
bracis-28427	63	7	recognition	recognition	NOUN
bracis-28427	63	8	system	system	NOUN
bracis-28427	63	9	using	use	VERB
bracis-28427	63	10	deep	deep	ADJ
bracis-28427	63	11	learning	learning	NOUN
bracis-28427	63	12	approach	approach	NOUN
bracis-28427	63	13	from	from	ADP
bracis-28427	63	14	an	an	DET
bracis-28427	63	15	emotional	emotional	ADJ
bracis-28427	63	16	audiovisual	audiovisual	ADJ
bracis-28427	63	17	big	big	ADJ
bracis-28427	63	18	data	datum	NOUN
bracis-28427	63	19	.	.	PUNCT
bracis-28427	64	1	to	to	ADP
bracis-28427	64	2	this	this	DET
bracis-28427	64	3	end	end	NOUN
bracis-28427	64	4	,	,	PUNCT
bracis-28427	64	5	the	the	DET
bracis-28427	64	6	audios	audio	NOUN
bracis-28427	64	7	were	be	AUX
bracis-28427	64	8	processed	process	VERB
bracis-28427	64	9	to	to	PART
bracis-28427	64	10	obtain	obtain	VERB
bracis-28427	64	11	the	the	DET
bracis-28427	64	12	mel	mel	NOUN
bracis-28427	64	13	-	-	PUNCT
bracis-28427	64	14	spectrogram	spectrogram	NOUN
bracis-28427	64	15	,	,	PUNCT
bracis-28427	64	16	allowing	allow	VERB
bracis-28427	64	17	to	to	PART
bracis-28427	64	18	treat	treat	VERB
bracis-28427	64	19	the	the	DET
bracis-28427	64	20	domain	domain	NOUN
bracis-28427	64	21	as	as	ADP
bracis-28427	64	22	an	an	DET
bracis-28427	64	23	image	image	NOUN
bracis-28427	64	24	problem	problem	NOUN
bracis-28427	64	25	,	,	PUNCT
bracis-28427	64	26	and	and	CCONJ
bracis-28427	64	27	for	for	ADP
bracis-28427	64	28	the	the	DET
bracis-28427	64	29	videos	video	NOUN
bracis-28427	64	30	some	some	DET
bracis-28427	64	31	frames	frame	NOUN
bracis-28427	64	32	were	be	AUX
bracis-28427	64	33	extracted	extract	VERB
bracis-28427	64	34	to	to	ADP
bracis-28427	64	35	both	both	DET
bracis-28427	64	36	feed	feed	VERB
bracis-28427	64	37	a	a	DET
bracis-28427	64	38	cnn	cnn	NOUN
bracis-28427	64	39	each	each	PRON
bracis-28427	64	40	.	.	PUNCT
bracis-28427	65	1	then	then	ADV
bracis-28427	65	2	,	,	PUNCT
bracis-28427	65	3	the	the	DET
bracis-28427	65	4	output	output	NOUN
bracis-28427	65	5	of	of	ADP
bracis-28427	65	6	the	the	DET
bracis-28427	65	7	two	two	NUM
bracis-28427	65	8	cnns	cnn	NOUN
bracis-28427	65	9	were	be	AUX
bracis-28427	65	10	joined	join	VERB
bracis-28427	65	11	using	use	VERB
bracis-28427	65	12	two	two	NUM
bracis-28427	65	13	consecutive	consecutive	ADJ
bracis-28427	65	14	extreme	extreme	ADJ
bracis-28427	65	15	learning	learning	NOUN
bracis-28427	65	16	machines	machine	NOUN
bracis-28427	65	17	(	(	PUNCT
bracis-28427	65	18	elms	elm	NOUN
bracis-28427	65	19	)	)	PUNCT
bracis-28427	65	20	.	.	PUNCT
bracis-28427	66	1	the	the	DET
bracis-28427	66	2	result	result	NOUN
bracis-28427	66	3	of	of	ADP
bracis-28427	66	4	this	this	DET
bracis-28427	66	5	union	union	NOUN
bracis-28427	66	6	is	be	AUX
bracis-28427	66	7	an	an	DET
bracis-28427	66	8	input	input	NOUN
bracis-28427	66	9	source	source	NOUN
bracis-28427	66	10	for	for	ADP
bracis-28427	66	11	a	a	DET
bracis-28427	66	12	support	support	NOUN
bracis-28427	66	13	vector	vector	NOUN
bracis-28427	66	14	machine	machine	NOUN
bracis-28427	66	15	(	(	PUNCT
bracis-28427	66	16	svm	svm	PROPN
bracis-28427	66	17	)	)	PUNCT
bracis-28427	66	18	for	for	ADP
bracis-28427	66	19	final	final	ADJ
bracis-28427	66	20	classification	classification	NOUN
bracis-28427	66	21	of	of	ADP
bracis-28427	66	22	emotions	emotion	NOUN
bracis-28427	66	23	.	.	PUNCT
bracis-28427	67	1	finally	finally	ADV
bracis-28427	67	2	,	,	PUNCT
bracis-28427	67	3	the	the	DET
bracis-28427	67	4	experiment	experiment	NOUN
bracis-28427	67	5	demonstrates	demonstrate	VERB
bracis-28427	67	6	the	the	DET
bracis-28427	67	7	efficacies	efficacy	NOUN
bracis-28427	67	8	of	of	ADP
bracis-28427	67	9	the	the	DET
bracis-28427	67	10	proposed	propose	VERB
bracis-28427	67	11	system	system	NOUN
bracis-28427	67	12	involving	involve	VERB
bracis-28427	67	13	cnns	cnn	NOUN
bracis-28427	67	14	and	and	CCONJ
bracis-28427	67	15	elms	elm	NOUN
bracis-28427	67	16	.	.	PUNCT
bracis-28427	68	1	[	[	X
bracis-28427	68	2	20	20	NUM
bracis-28427	68	3	]	]	PUNCT
bracis-28427	68	4	demonstrates	demonstrate	VERB
bracis-28427	68	5	the	the	DET
bracis-28427	68	6	content	content	NOUN
bracis-28427	68	7	-	-	PUNCT
bracis-28427	68	8	based	base	VERB
bracis-28427	68	9	audio	audio	ADJ
bracis-28427	68	10	auto	auto	NOUN
bracis-28427	68	11	-	-	PUNCT
bracis-28427	68	12	tagging	tag	VERB
bracis-28427	68	13	experiment	experiment	NOUN
bracis-28427	68	14	using	use	VERB
bracis-28427	68	15	deep	deep	ADJ
bracis-28427	68	16	learning	learning	NOUN
bracis-28427	68	17	.	.	PUNCT
bracis-28427	69	1	to	to	PART
bracis-28427	69	2	do	do	VERB
bracis-28427	69	3	that	that	PRON
bracis-28427	69	4	,	,	PUNCT
bracis-28427	69	5	it	it	PRON
bracis-28427	69	6	used	use	VERB
bracis-28427	69	7	deep	deep	ADJ
bracis-28427	69	8	neural	neural	ADJ
bracis-28427	69	9	network	network	NOUN
bracis-28427	69	10	architectures	architecture	NOUN
bracis-28427	69	11	such	such	ADJ
bracis-28427	69	12	as	as	ADP
bracis-28427	69	13	fully	fully	ADV
bracis-28427	69	14	convolutional	convolutional	ADJ
bracis-28427	69	15	neural	neural	ADJ
bracis-28427	69	16	network	network	NOUN
bracis-28427	69	17	(	(	PUNCT
bracis-28427	69	18	fcn	fcn	PROPN
bracis-28427	69	19	)	)	PUNCT
bracis-28427	69	20	and	and	CCONJ
bracis-28427	69	21	convolutional	convolutional	ADJ
bracis-28427	69	22	recurrent	recurrent	ADJ
bracis-28427	69	23	neural	neural	ADJ
bracis-28427	69	24	network	network	NOUN
bracis-28427	69	25	(	(	PUNCT
bracis-28427	69	26	crnn	crnn	PROPN
bracis-28427	69	27	)	)	PUNCT
bracis-28427	69	28	in	in	ADP
bracis-28427	69	29	conjunction	conjunction	NOUN
bracis-28427	69	30	with	with	ADP
bracis-28427	69	31	magnatagatune	magnatagatune	ADJ
bracis-28427	69	32	(	(	PUNCT
bracis-28427	69	33	mtt	mtt	NOUN
bracis-28427	69	34	)	)	PUNCT
bracis-28427	69	35	dataset	dataset	NOUN
bracis-28427	69	36	.	.	PUNCT
bracis-28427	70	1	as	as	ADP
bracis-28427	70	2	input	input	NOUN
bracis-28427	70	3	for	for	ADP
bracis-28427	70	4	the	the	DET
bracis-28427	70	5	models	model	NOUN
bracis-28427	70	6	,	,	PUNCT
bracis-28427	70	7	the	the	DET
bracis-28427	70	8	author	author	NOUN
bracis-28427	70	9	used	use	VERB
bracis-28427	70	10	the	the	DET
bracis-28427	70	11	extraction	extraction	NOUN
bracis-28427	70	12	of	of	ADP
bracis-28427	70	13	mel	mel	PROPN
bracis-28427	70	14	-	-	PUNCT
bracis-28427	70	15	spectrogram	spectrogram	NOUN
bracis-28427	70	16	,	,	PUNCT
bracis-28427	70	17	transforming	transform	VERB
bracis-28427	70	18	the	the	DET
bracis-28427	70	19	audios	audio	NOUN
bracis-28427	70	20	into	into	ADP
bracis-28427	70	21	images	image	NOUN
bracis-28427	70	22	.	.	PUNCT
bracis-28427	71	1	as	as	ADP
bracis-28427	71	2	a	a	DET
bracis-28427	71	3	result	result	NOUN
bracis-28427	71	4	,	,	PUNCT
bracis-28427	71	5	the	the	DET
bracis-28427	71	6	crnn	crnn	PROPN
bracis-28427	71	7	model	model	NOUN
bracis-28427	71	8	obtained	obtain	VERB
bracis-28427	71	9	a	a	DET
bracis-28427	71	10	better	well	ADJ
bracis-28427	71	11	result	result	NOUN
bracis-28427	71	12	with	with	ADP
bracis-28427	71	13	88.56	88.56	NUM
bracis-28427	71	14	%	%	NOUN
bracis-28427	71	15	of	of	ADP
bracis-28427	71	16	auc	auc	NOUN
bracis-28427	71	17	-	-	PUNCT
bracis-28427	71	18	roc	roc	NOUN
bracis-28427	71	19	(	(	PUNCT
bracis-28427	71	20	area	area	NOUN
bracis-28427	71	21	under	under	ADP
bracis-28427	71	22	the	the	DET
bracis-28427	71	23	curve	curve	NOUN
bracis-28427	71	24	receiver	receiver	NOUN
bracis-28427	71	25	operating	operate	VERB
bracis-28427	71	26	characteristic	characteristic	NOUN
bracis-28427	71	27	)	)	PUNCT
bracis-28427	71	28	as	as	SCONJ
bracis-28427	71	29	opposed	oppose	VERB
bracis-28427	71	30	to	to	ADP
bracis-28427	71	31	85.53	85.53	NUM
bracis-28427	71	32	%	%	NOUN
bracis-28427	71	33	of	of	ADP
bracis-28427	71	34	the	the	DET
bracis-28427	71	35	fcn	fcn	PROPN
bracis-28427	71	36	model	model	NOUN
bracis-28427	71	37	.	.	PUNCT
bracis-28427	72	1	the	the	DET
bracis-28427	72	2	authors	author	NOUN
bracis-28427	72	3	in	in	ADP
bracis-28427	72	4	[	[	X
bracis-28427	72	5	3	3	NUM
bracis-28427	72	6	]	]	PUNCT
bracis-28427	72	7	presents	present	VERB
bracis-28427	72	8	two	two	NUM
bracis-28427	72	9	papers	paper	NOUN
bracis-28427	72	10	related	relate	VERB
bracis-28427	72	11	to	to	ADP
bracis-28427	72	12	the	the	DET
bracis-28427	72	13	detection	detection	NOUN
bracis-28427	72	14	of	of	ADP
bracis-28427	72	15	violence	violence	NOUN
bracis-28427	72	16	through	through	ADP
bracis-28427	72	17	audio	audio	NOUN
bracis-28427	72	18	published	publish	VERB
bracis-28427	72	19	between	between	ADP
bracis-28427	72	20	2015	2015	NUM
bracis-28427	72	21	and	and	CCONJ
bracis-28427	72	22	2020	2020	NUM
bracis-28427	72	23	,	,	PUNCT
bracis-28427	72	24	in	in	ADP
bracis-28427	72	25	addition	addition	NOUN
bracis-28427	72	26	to	to	ADP
bracis-28427	72	27	other	other	ADJ
bracis-28427	72	28	works	work	NOUN
bracis-28427	72	29	that	that	PRON
bracis-28427	72	30	used	use	VERB
bracis-28427	72	31	only	only	ADJ
bracis-28427	72	32	video	video	NOUN
bracis-28427	72	33	or	or	CCONJ
bracis-28427	72	34	audio	audio	NOUN
bracis-28427	72	35	and	and	CCONJ
bracis-28427	72	36	video	video	NOUN
bracis-28427	72	37	,	,	PUNCT
bracis-28427	72	38	called	call	VERB
bracis-28427	72	39	multi	multi	NOUN
bracis-28427	72	40	-	-	NOUN
bracis-28427	72	41	modal	modal	ADJ
bracis-28427	72	42	.	.	PUNCT
bracis-28427	73	1	the	the	DET
bracis-28427	73	2	first	first	ADJ
bracis-28427	73	3	work	work	NOUN
bracis-28427	73	4	,	,	PUNCT
bracis-28427	73	5	produced	produce	VERB
bracis-28427	73	6	by	by	ADP
bracis-28427	73	7	[	[	X
bracis-28427	73	8	26	26	NUM
bracis-28427	73	9	]	]	PUNCT
bracis-28427	73	10	,	,	PUNCT
bracis-28427	73	11	depicts	depict	VERB
bracis-28427	73	12	a	a	DET
bracis-28427	73	13	scream	scream	NOUN
bracis-28427	73	14	detection	detection	NOUN
bracis-28427	73	15	system	system	NOUN
bracis-28427	73	16	in	in	ADP
bracis-28427	73	17	public	public	ADJ
bracis-28427	73	18	transport	transport	NOUN
bracis-28427	73	19	vehicles	vehicle	NOUN
bracis-28427	73	20	,	,	PUNCT
bracis-28427	73	21	in	in	ADP
bracis-28427	73	22	which	which	PRON
bracis-28427	73	23	it	it	PRON
bracis-28427	73	24	uses	use	VERB
bracis-28427	73	25	the	the	DET
bracis-28427	73	26	characteristics	characteristic	NOUN
bracis-28427	73	27	of	of	ADP
bracis-28427	73	28	mel	mel	PROPN
bracis-28427	73	29	frequency	frequency	PROPN
bracis-28427	73	30	cepstral	cepstral	ADJ
bracis-28427	73	31	coefficients	coefficient	NOUN
bracis-28427	73	32	(	(	PUNCT
bracis-28427	73	33	mfcc	mfcc	NOUN
bracis-28427	73	34	)	)	PUNCT
bracis-28427	73	35	,	,	PUNCT
bracis-28427	73	36	energy	energy	NOUN
bracis-28427	73	37	,	,	PUNCT
bracis-28427	73	38	delta	delta	NOUN
bracis-28427	73	39	and	and	CCONJ
bracis-28427	73	40	delta	delta	NOUN
bracis-28427	73	41	-	-	PUNCT
bracis-28427	73	42	deltas	delta	NOUN
bracis-28427	73	43	.	.	PUNCT
bracis-28427	74	1	the	the	DET
bracis-28427	74	2	author	author	NOUN
bracis-28427	74	3	uses	use	VERB
bracis-28427	74	4	the	the	DET
bracis-28427	74	5	gaussian	gaussian	ADJ
bracis-28427	74	6	model	model	NOUN
bracis-28427	74	7	mixture	mixture	NOUN
bracis-28427	74	8	(	(	PUNCT
bracis-28427	74	9	gmm	gmm	NOUN
bracis-28427	74	10	)	)	PUNCT
bracis-28427	74	11	and	and	CCONJ
bracis-28427	74	12	support	support	VERB
bracis-28427	74	13	vector	vector	NOUN
bracis-28427	74	14	machine	machine	NOUN
bracis-28427	74	15	(	(	PUNCT
bracis-28427	74	16	svm	svm	ADJ
bracis-28427	74	17	)	)	PUNCT
bracis-28427	74	18	models	model	NOUN
bracis-28427	74	19	to	to	PART
bracis-28427	74	20	construct	construct	VERB
bracis-28427	74	21	the	the	DET
bracis-28427	74	22	experiments	experiment	NOUN
bracis-28427	74	23	from	from	ADP
bracis-28427	74	24	its	its	PRON
bracis-28427	74	25	own	own	ADJ
bracis-28427	74	26	dataset	dataset	NOUN
bracis-28427	74	27	with	with	ADP
bracis-28427	74	28	about	about	ADP
bracis-28427	74	29	2500	2500	NUM
bracis-28427	74	30	 	 	SPACE
bracis-28427	74	31	s	s	NOUN
bracis-28427	74	32	seconds	second	NOUN
bracis-28427	74	33	of	of	ADP
bracis-28427	74	34	audio	audio	NOUN
bracis-28427	74	35	.	.	PUNCT
bracis-28427	75	1	the	the	DET
bracis-28427	75	2	experiment	experiment	NOUN
bracis-28427	75	3	demonstrated	demonstrate	VERB
bracis-28427	75	4	that	that	SCONJ
bracis-28427	75	5	svm	svm	PROPN
bracis-28427	75	6	generated	generate	VERB
bracis-28427	75	7	a	a	DET
bracis-28427	75	8	low	low	ADJ
bracis-28427	75	9	rate	rate	NOUN
bracis-28427	75	10	of	of	ADP
bracis-28427	75	11	false	false	ADJ
bracis-28427	75	12	alarms	alarm	NOUN
bracis-28427	75	13	and	and	CCONJ
bracis-28427	75	14	gmm	gmm	PROPN
bracis-28427	75	15	approach	approach	NOUN
bracis-28427	75	16	had	have	VERB
bracis-28427	75	17	a	a	DET
bracis-28427	75	18	better	well	ADJ
bracis-28427	75	19	identification	identification	NOUN
bracis-28427	75	20	rate	rate	NOUN
bracis-28427	75	21	.	.	PUNCT
bracis-28427	76	1	it	it	PRON
bracis-28427	76	2	is	be	AUX
bracis-28427	76	3	observed	observe	VERB
bracis-28427	76	4	that	that	SCONJ
bracis-28427	76	5	[	[	X
bracis-28427	76	6	3	3	X
bracis-28427	76	7	]	]	PUNCT
bracis-28427	76	8	exposes	expose	VERB
bracis-28427	76	9	this	this	DET
bracis-28427	76	10	work	work	NOUN
bracis-28427	76	11	even	even	ADV
bracis-28427	76	12	though	though	SCONJ
bracis-28427	76	13	it	it	PRON
bracis-28427	76	14	is	be	AUX
bracis-28427	76	15	outside	outside	ADP
bracis-28427	76	16	the	the	DET
bracis-28427	76	17	established	establish	VERB
bracis-28427	76	18	period	period	NOUN
bracis-28427	76	19	.	.	PUNCT
bracis-28427	77	1	[	[	X
bracis-28427	77	2	30	30	NUM
bracis-28427	77	3	]	]	PUNCT
bracis-28427	77	4	proposes	propose	VERB
bracis-28427	77	5	the	the	DET
bracis-28427	77	6	classification	classification	NOUN
bracis-28427	77	7	and	and	CCONJ
bracis-28427	77	8	detection	detection	NOUN
bracis-28427	77	9	of	of	ADP
bracis-28427	77	10	acoustic	acoustic	ADJ
bracis-28427	77	11	scenes	scene	NOUN
bracis-28427	77	12	evolving	evolve	VERB
bracis-28427	77	13	domestic	domestic	ADJ
bracis-28427	77	14	violence	violence	NOUN
bracis-28427	77	15	using	use	VERB
bracis-28427	77	16	machine	machine	NOUN
bracis-28427	77	17	learning	learning	NOUN
bracis-28427	77	18	.	.	PUNCT
bracis-28427	78	1	to	to	ADP
bracis-28427	78	2	this	this	DET
bracis-28427	78	3	end	end	NOUN
bracis-28427	78	4	,	,	PUNCT
bracis-28427	78	5	the	the	DET
bracis-28427	78	6	author	author	NOUN
bracis-28427	78	7	proposes	propose	VERB
bracis-28427	78	8	the	the	DET
bracis-28427	78	9	use	use	NOUN
bracis-28427	78	10	of	of	ADP
bracis-28427	78	11	the	the	DET
bracis-28427	78	12	svm	svm	ADJ
bracis-28427	78	13	classifier	classifier	NOUN
bracis-28427	78	14	to	to	PART
bracis-28427	78	15	detect	detect	VERB
bracis-28427	78	16	scenes	scene	NOUN
bracis-28427	78	17	of	of	ADP
bracis-28427	78	18	domestic	domestic	ADJ
bracis-28427	78	19	violence	violence	NOUN
bracis-28427	78	20	of	of	ADP
bracis-28427	78	21	a	a	DET
bracis-28427	78	22	man	man	NOUN
bracis-28427	78	23	against	against	ADP
bracis-28427	78	24	a	a	DET
bracis-28427	78	25	woman	woman	NOUN
bracis-28427	78	26	through	through	ADP
bracis-28427	78	27	the	the	DET
bracis-28427	78	28	audio	audio	ADJ
bracis-28427	78	29	parameters	parameter	NOUN
bracis-28427	78	30	mfcc	mfcc	NOUN
bracis-28427	78	31	(	(	PUNCT
bracis-28427	78	32	mel	mel	PROPN
bracis-28427	78	33	frequency	frequency	PROPN
bracis-28427	78	34	cepstral	cepstral	ADJ
bracis-28427	78	35	coefficients	coefficient	NOUN
bracis-28427	78	36	)	)	PUNCT
bracis-28427	78	37	,	,	PUNCT
bracis-28427	78	38	zcr	zcr	NOUN
bracis-28427	78	39	(	(	PUNCT
bracis-28427	78	40	zero	zero	NUM
bracis-28427	78	41	rate	rate	NOUN
bracis-28427	78	42	crossing	crossing	NOUN
bracis-28427	78	43	)	)	PUNCT
bracis-28427	78	44	and	and	CCONJ
bracis-28427	78	45	energy	energy	NOUN
bracis-28427	78	46	,	,	PUNCT
bracis-28427	78	47	which	which	PRON
bracis-28427	78	48	are	be	AUX
bracis-28427	78	49	low	low	ADJ
bracis-28427	78	50	-	-	PUNCT
bracis-28427	78	51	level	level	NOUN
bracis-28427	78	52	acoustic	acoustic	ADJ
bracis-28427	78	53	parameters	parameter	NOUN
bracis-28427	78	54	.	.	PUNCT
bracis-28427	79	1	as	as	ADP
bracis-28427	79	2	a	a	DET
bracis-28427	79	3	result	result	NOUN
bracis-28427	79	4	,	,	PUNCT
bracis-28427	79	5	achieved	achieve	VERB
bracis-28427	79	6	73.14	73.14	NUM
bracis-28427	79	7	%	%	NOUN
bracis-28427	79	8	of	of	ADP
bracis-28427	79	9	accuracy	accuracy	NOUN
bracis-28427	79	10	for	for	ADP
bracis-28427	79	11	the	the	DET
bracis-28427	79	12	audio	audio	ADJ
bracis-28427	79	13	parameter	parameter	NOUN
bracis-28427	79	14	mfcc	mfcc	NOUN
bracis-28427	79	15	against	against	ADP
bracis-28427	79	16	71.3	71.3	NUM
bracis-28427	79	17	%	%	NOUN
bracis-28427	79	18	and	and	CCONJ
bracis-28427	79	19	66.54	66.54	NUM
bracis-28427	79	20	%	%	NOUN
bracis-28427	79	21	of	of	ADP
bracis-28427	79	22	average	average	NOUN
bracis-28427	79	23	was	be	AUX
bracis-28427	79	24	obtained	obtain	VERB
bracis-28427	79	25	for	for	ADP
bracis-28427	79	26	energy	energy	NOUN
bracis-28427	79	27	and	and	CCONJ
bracis-28427	79	28	zcr	zcr	NOUN
bracis-28427	79	29	,	,	PUNCT
bracis-28427	79	30	respectively	respectively	ADV
bracis-28427	79	31	.	.	PUNCT
bracis-28427	80	1	[	[	X
bracis-28427	80	2	24	24	NUM
bracis-28427	80	3	]	]	PUNCT
bracis-28427	80	4	also	also	ADV
bracis-28427	80	5	presents	present	VERB
bracis-28427	80	6	two	two	NUM
bracis-28427	80	7	papers	paper	NOUN
bracis-28427	80	8	on	on	ADP
bracis-28427	80	9	the	the	DET
bracis-28427	80	10	processing	processing	NOUN
bracis-28427	80	11	of	of	ADP
bracis-28427	80	12	audio	audio	NOUN
bracis-28427	80	13	signals	signal	NOUN
bracis-28427	80	14	from	from	ADP
bracis-28427	80	15	deep	deep	ADJ
bracis-28427	80	16	learning	learning	NOUN
bracis-28427	80	17	using	use	VERB
bracis-28427	80	18	mel	mel	PROPN
bracis-28427	80	19	-	-	PUNCT
bracis-28427	80	20	spectrogram	spectrogram	NOUN
bracis-28427	80	21	published	publish	VERB
bracis-28427	80	22	between	between	ADP
bracis-28427	80	23	2016	2016	NUM
bracis-28427	80	24	and	and	CCONJ
bracis-28427	80	25	2017	2017	NUM
bracis-28427	80	26	.	.	PUNCT
bracis-28427	81	1	the	the	DET
bracis-28427	81	2	first	first	ADJ
bracis-28427	81	3	work	work	NOUN
bracis-28427	81	4	,	,	PUNCT
bracis-28427	81	5	performed	perform	VERB
bracis-28427	81	6	by	by	ADP
bracis-28427	81	7	[	[	X
bracis-28427	81	8	2	2	NUM
bracis-28427	81	9	]	]	PUNCT
bracis-28427	81	10	,	,	PUNCT
bracis-28427	81	11	presents	present	VERB
bracis-28427	81	12	an	an	DET
bracis-28427	81	13	automatic	automatic	ADJ
bracis-28427	81	14	music	music	NOUN
bracis-28427	81	15	tagging	tagging	NOUN
bracis-28427	81	16	system	system	NOUN
bracis-28427	81	17	using	use	VERB
bracis-28427	81	18	fully	fully	ADV
bracis-28427	81	19	convolutional	convolutional	ADJ
bracis-28427	81	20	neural	neural	ADJ
bracis-28427	81	21	networks	network	NOUN
bracis-28427	81	22	(	(	PUNCT
bracis-28427	81	23	fcns	fcns	NOUN
bracis-28427	81	24	)	)	PUNCT
bracis-28427	81	25	in	in	ADP
bracis-28427	81	26	conjunction	conjunction	NOUN
bracis-28427	81	27	with	with	ADP
bracis-28427	81	28	the	the	DET
bracis-28427	81	29	magnatagatune	magnatagatune	ADJ
bracis-28427	81	30	and	and	CCONJ
bracis-28427	81	31	million	million	NUM
bracis-28427	81	32	song	song	NOUN
bracis-28427	81	33	datasets	dataset	NOUN
bracis-28427	81	34	.	.	PUNCT
bracis-28427	82	1	the	the	DET
bracis-28427	82	2	author	author	NOUN
bracis-28427	82	3	also	also	ADV
bracis-28427	82	4	used	use	VERB
bracis-28427	82	5	the	the	DET
bracis-28427	82	6	mel	mel	PROPN
bracis-28427	82	7	-	-	PUNCT
bracis-28427	82	8	spectrogram	spectrogram	NOUN
bracis-28427	82	9	technique	technique	NOUN
bracis-28427	82	10	to	to	PART
bracis-28427	82	11	extract	extract	VERB
bracis-28427	82	12	characteristics	characteristic	NOUN
bracis-28427	82	13	from	from	ADP
bracis-28427	82	14	the	the	DET
bracis-28427	82	15	audios	audio	NOUN
bracis-28427	82	16	and	and	CCONJ
bracis-28427	82	17	convert	convert	VERB
bracis-28427	82	18	them	they	PRON
bracis-28427	82	19	to	to	ADP
bracis-28427	82	20	image	image	NOUN
bracis-28427	82	21	.	.	PUNCT
bracis-28427	83	1	the	the	DET
bracis-28427	83	2	experiment	experiment	NOUN
bracis-28427	83	3	demonstrated	demonstrate	VERB
bracis-28427	83	4	that	that	SCONJ
bracis-28427	83	5	the	the	DET
bracis-28427	83	6	use	use	NOUN
bracis-28427	83	7	of	of	ADP
bracis-28427	83	8	mel	mel	NOUN
bracis-28427	83	9	-	-	PUNCT
bracis-28427	83	10	spectrogram	spectrogram	NOUN
bracis-28427	83	11	as	as	ADP
bracis-28427	83	12	input	input	NOUN
bracis-28427	83	13	representation	representation	NOUN
bracis-28427	83	14	resulted	result	VERB
bracis-28427	83	15	in	in	ADP
bracis-28427	83	16	better	well	ADJ
bracis-28427	83	17	performance	performance	NOUN
bracis-28427	83	18	compared	compare	VERB
bracis-28427	83	19	to	to	ADP
bracis-28427	83	20	stfts	stft	NOUN
bracis-28427	83	21	(	(	PUNCT
bracis-28427	83	22	short	short	ADJ
bracis-28427	83	23	-	-	PUNCT
bracis-28427	83	24	time	time	NOUN
bracis-28427	83	25	fourier	fourier	NOUN
bracis-28427	83	26	transform	transform	NOUN
bracis-28427	83	27	)	)	PUNCT
bracis-28427	83	28	and	and	CCONJ
bracis-28427	83	29	mfccs	mfccs	NOUN
bracis-28427	83	30	.	.	PUNCT
bracis-28427	84	1	[	[	X
bracis-28427	84	2	16	16	NUM
bracis-28427	84	3	]	]	PUNCT
bracis-28427	84	4	demonstrates	demonstrate	VERB
bracis-28427	84	5	in	in	ADP
bracis-28427	84	6	the	the	DET
bracis-28427	84	7	experiment	experiment	NOUN
bracis-28427	84	8	a	a	DET
bracis-28427	84	9	comparison	comparison	NOUN
bracis-28427	84	10	between	between	ADP
bracis-28427	84	11	mel	mel	PROPN
bracis-28427	84	12	-	-	PUNCT
bracis-28427	84	13	spectrogram	spectrogram	NOUN
bracis-28427	84	14	,	,	PUNCT
bracis-28427	84	15	frame	frame	NOUN
bracis-28427	84	16	-	-	PUNCT
bracis-28427	84	17	level	level	NOUN
bracis-28427	84	18	strided	strided	ADJ
bracis-28427	84	19	convolution	convolution	NOUN
bracis-28427	84	20	layer	layer	NOUN
bracis-28427	84	21	and	and	CCONJ
bracis-28427	84	22	sample	sample	NOUN
bracis-28427	84	23	-	-	PUNCT
bracis-28427	84	24	level	level	NOUN
bracis-28427	84	25	strided	strided	ADJ
bracis-28427	84	26	convolution	convolution	NOUN
bracis-28427	84	27	layer	layer	NOUN
bracis-28427	84	28	as	as	ADP
bracis-28427	84	29	input	input	NOUN
bracis-28427	84	30	for	for	ADP
bracis-28427	84	31	models	model	NOUN
bracis-28427	84	32	using	use	VERB
bracis-28427	84	33	the	the	DET
bracis-28427	84	34	deep	deep	ADJ
bracis-28427	84	35	convolutional	convolutional	ADJ
bracis-28427	84	36	neural	neural	ADJ
bracis-28427	84	37	networks	network	NOUN
bracis-28427	84	38	(	(	PUNCT
bracis-28427	84	39	dcnn	dcnn	ADJ
bracis-28427	84	40	)	)	PUNCT
bracis-28427	84	41	architecture	architecture	NOUN
bracis-28427	84	42	.	.	PUNCT
bracis-28427	85	1	to	to	ADP
bracis-28427	85	2	this	this	DET
bracis-28427	85	3	end	end	NOUN
bracis-28427	85	4	,	,	PUNCT
bracis-28427	85	5	the	the	DET
bracis-28427	85	6	author	author	NOUN
bracis-28427	85	7	used	use	VERB
bracis-28427	85	8	the	the	DET
bracis-28427	85	9	magnatagatune	magnatagatune	ADJ
bracis-28427	85	10	and	and	CCONJ
bracis-28427	85	11	milion	milion	NOUN
bracis-28427	85	12	song	song	NOUN
bracis-28427	85	13	datasets	dataset	NOUN
bracis-28427	85	14	as	as	ADP
bracis-28427	85	15	the	the	DET
bracis-28427	85	16	input	input	NOUN
bracis-28427	85	17	source	source	NOUN
bracis-28427	85	18	,	,	PUNCT
bracis-28427	85	19	and	and	CCONJ
bracis-28427	85	20	made	make	VERB
bracis-28427	85	21	adjustments	adjustment	NOUN
bracis-28427	85	22	to	to	ADP
bracis-28427	85	23	all	all	DET
bracis-28427	85	24	audios	audio	NOUN
bracis-28427	85	25	,	,	PUNCT
bracis-28427	85	26	reducing	reduce	VERB
bracis-28427	85	27	to	to	ADP
bracis-28427	85	28	29.1	29.1	NUM
bracis-28427	85	29	 	 	SPACE
bracis-28427	85	30	s	s	NOUN
bracis-28427	85	31	of	of	ADP
bracis-28427	85	32	duration	duration	NOUN
bracis-28427	85	33	and	and	CCONJ
bracis-28427	85	34	reaming	ream	VERB
bracis-28427	85	35	to	to	ADP
bracis-28427	85	36	22050	22050	NUM
bracis-28427	85	37	 	 	SPACE
bracis-28427	85	38	hz	hz	VERB
bracis-28427	85	39	when	when	SCONJ
bracis-28427	85	40	necessary	necessary	ADJ
bracis-28427	85	41	.	.	PUNCT
bracis-28427	86	1	the	the	DET
bracis-28427	86	2	results	result	NOUN
bracis-28427	86	3	showed	show	VERB
bracis-28427	86	4	better	well	ADJ
bracis-28427	86	5	results	result	NOUN
bracis-28427	86	6	when	when	SCONJ
bracis-28427	86	7	compared	compare	VERB
bracis-28427	86	8	to	to	ADP
bracis-28427	86	9	mel	mel	NOUN
bracis-28427	86	10	-	-	PUNCT
bracis-28427	86	11	spectrogram	spectrogram	NOUN
bracis-28427	86	12	with	with	ADP
bracis-28427	86	13	the	the	DET
bracis-28427	86	14	other	other	ADJ
bracis-28427	86	15	,	,	PUNCT
bracis-28427	86	16	obtaining	obtain	VERB
bracis-28427	86	17	0.9059	0.9059	NUM
bracis-28427	86	18	of	of	ADP
bracis-28427	86	19	auc	auc	NOUN
bracis-28427	86	20	(	(	PUNCT
bracis-28427	86	21	area	area	NOUN
bracis-28427	86	22	under	under	ADP
bracis-28427	86	23	the	the	DET
bracis-28427	86	24	curve	curve	NOUN
bracis-28427	86	25	)	)	PUNCT
bracis-28427	86	26	against	against	ADP
bracis-28427	86	27	0.8906	0.8906	NUM
bracis-28427	86	28	and	and	CCONJ
bracis-28427	86	29	0.9055	0.9055	NUM
bracis-28427	86	30	of	of	ADP
bracis-28427	86	31	frame	frame	NOUN
bracis-28427	86	32	-	-	PUNCT
bracis-28427	86	33	level	level	NOUN
bracis-28427	86	34	strided	strided	ADJ
bracis-28427	86	35	convolution	convolution	NOUN
bracis-28427	86	36	layer	layer	NOUN
bracis-28427	86	37	and	and	CCONJ
bracis-28427	86	38	sample	sample	NOUN
bracis-28427	86	39	-	-	PUNCT
bracis-28427	86	40	level	level	NOUN
bracis-28427	86	41	strided	strided	ADJ
bracis-28427	86	42	convolution	convolution	NOUN
bracis-28427	86	43	layer	layer	NOUN
bracis-28427	86	44	respectively	respectively	ADV
bracis-28427	86	45	.	.	PUNCT
bracis-28427	87	1	however	however	ADV
bracis-28427	87	2	,	,	PUNCT
bracis-28427	87	3	to	to	ADP
bracis-28427	87	4	the	the	DET
bracis-28427	87	5	best	good	ADJ
bracis-28427	87	6	of	of	ADP
bracis-28427	87	7	our	our	PRON
bracis-28427	87	8	knowledge	knowledge	NOUN
bracis-28427	87	9	,	,	PUNCT
bracis-28427	87	10	all	all	DET
bracis-28427	87	11	previous	previous	ADJ
bracis-28427	87	12	works	work	NOUN
bracis-28427	87	13	evaluated	evaluate	VERB
bracis-28427	87	14	architectures	architecture	NOUN
bracis-28427	87	15	that	that	PRON
bracis-28427	87	16	required	require	VERB
bracis-28427	87	17	either	either	CCONJ
bracis-28427	87	18	the	the	DET
bracis-28427	87	19	upload	upload	NOUN
bracis-28427	87	20	of	of	ADP
bracis-28427	87	21	raw	raw	ADJ
bracis-28427	87	22	user	user	NOUN
bracis-28427	87	23	data	datum	NOUN
bracis-28427	87	24	to	to	PART
bracis-28427	87	25	train	train	VERB
bracis-28427	87	26	the	the	DET
bracis-28427	87	27	classifiers	classifier	NOUN
bracis-28427	87	28	,	,	PUNCT
bracis-28427	87	29	or	or	CCONJ
bracis-28427	87	30	trained	train	VERB
bracis-28427	87	31	the	the	DET
bracis-28427	87	32	classifiers	classifier	NOUN
bracis-28427	87	33	on	on	ADP
bracis-28427	87	34	public	public	ADJ
bracis-28427	87	35	or	or	CCONJ
bracis-28427	87	36	synthetic	synthetic	ADJ
bracis-28427	87	37	datasets	dataset	NOUN
bracis-28427	87	38	to	to	PART
bracis-28427	87	39	produce	produce	VERB
bracis-28427	87	40	a	a	DET
bracis-28427	87	41	model	model	NOUN
bracis-28427	87	42	to	to	PART
bracis-28427	87	43	be	be	AUX
bracis-28427	87	44	distributed	distribute	VERB
bracis-28427	87	45	to	to	ADP
bracis-28427	87	46	users	user	NOUN
bracis-28427	87	47	.	.	PUNCT
bracis-28427	88	1	nevertheless	nevertheless	ADV
bracis-28427	88	2	,	,	PUNCT
bracis-28427	88	3	such	such	ADJ
bracis-28427	88	4	models	model	NOUN
bracis-28427	88	5	tend	tend	VERB
bracis-28427	88	6	to	to	PART
bracis-28427	88	7	become	become	VERB
bracis-28427	88	8	obsolete	obsolete	ADJ
bracis-28427	88	9	over	over	ADP
bracis-28427	88	10	time	time	NOUN
bracis-28427	88	11	,	,	PUNCT
bracis-28427	88	12	due	due	ADP
bracis-28427	88	13	to	to	ADP
bracis-28427	88	14	changes	change	NOUN
bracis-28427	88	15	in	in	ADP
bracis-28427	88	16	the	the	DET
bracis-28427	88	17	examples	example	NOUN
bracis-28427	88	18	,	,	PUNCT
bracis-28427	88	19	or	or	CCONJ
bracis-28427	88	20	to	to	ADP
bracis-28427	88	21	the	the	DET
bracis-28427	88	22	lack	lack	NOUN
bracis-28427	88	23	of	of	ADP
bracis-28427	88	24	personalization	personalization	NOUN
bracis-28427	88	25	to	to	ADP
bracis-28427	88	26	the	the	DET
bracis-28427	88	27	users	user	NOUN
bracis-28427	88	28	real	real	ADJ
bracis-28427	88	29	usage	usage	NOUN
bracis-28427	88	30	.	.	PUNCT
bracis-28427	89	1	therefore	therefore	ADV
bracis-28427	89	2	,	,	PUNCT
bracis-28427	89	3	the	the	DET
bracis-28427	89	4	goal	goal	NOUN
bracis-28427	89	5	of	of	ADP
bracis-28427	89	6	this	this	DET
bracis-28427	89	7	experiment	experiment	NOUN
bracis-28427	89	8	is	be	AUX
bracis-28427	89	9	to	to	PART
bracis-28427	89	10	use	use	VERB
bracis-28427	89	11	the	the	DET
bracis-28427	89	12	fl	fl	NOUN
bracis-28427	89	13	technique	technique	NOUN
bracis-28427	89	14	and	and	CCONJ
bracis-28427	89	15	hear	hear	VERB
bracis-28427	89	16	dataset	dataset	NOUN
bracis-28427	89	17	(	(	PUNCT
bracis-28427	89	18	audio	audio	PROPN
bracis-28427	89	19	mel	mel	PROPN
bracis-28427	89	20	-	-	PUNCT
bracis-28427	89	21	spectrograms	spectrogram	NOUN
bracis-28427	89	22	)	)	PUNCT
bracis-28427	89	23	to	to	PART
bracis-28427	89	24	train	train	VERB
bracis-28427	89	25	cnn	cnn	PROPN
bracis-28427	89	26	’s	’s	PART
bracis-28427	89	27	architectures	architecture	NOUN
bracis-28427	89	28	to	to	PART
bracis-28427	89	29	identify	identify	VERB
bracis-28427	89	30	scenes	scene	NOUN
bracis-28427	89	31	of	of	ADP
bracis-28427	89	32	physical	physical	ADJ
bracis-28427	89	33	violence	violence	NOUN
bracis-28427	89	34	and	and	CCONJ
bracis-28427	89	35	compares	compare	VERB
bracis-28427	89	36	the	the	DET
bracis-28427	89	37	results	result	NOUN
bracis-28427	89	38	with	with	ADP
bracis-28427	89	39	the	the	DET
bracis-28427	89	40	traditional	traditional	ADJ
bracis-28427	89	41	approach	approach	NOUN
bracis-28427	89	42	to	to	PART
bracis-28427	89	43	identify	identify	VERB
bracis-28427	89	44	whether	whether	SCONJ
bracis-28427	89	45	or	or	CCONJ
bracis-28427	89	46	not	not	PART
bracis-28427	89	47	similar	similar	ADJ
bracis-28427	89	48	results	result	NOUN
bracis-28427	89	49	are	be	AUX
bracis-28427	89	50	maintained	maintain	VERB
bracis-28427	89	51	.	.	PUNCT
bracis-28427	90	1	the	the	DET
bracis-28427	90	2	table	table	NOUN
bracis-28427	90	3	 	 	SPACE
bracis-28427	90	4	1	1	NUM
bracis-28427	90	5	summarizes	summarize	VERB
bracis-28427	90	6	everything	everything	PRON
bracis-28427	90	7	that	that	PRON
bracis-28427	90	8	has	have	AUX
bracis-28427	90	9	been	be	AUX
bracis-28427	90	10	presented	present	VERB
bracis-28427	90	11	and	and	CCONJ
bracis-28427	90	12	positions	position	VERB
bracis-28427	90	13	our	our	PRON
bracis-28427	90	14	work	work	NOUN
bracis-28427	90	15	in	in	ADP
bracis-28427	90	16	relation	relation	NOUN
bracis-28427	90	17	to	to	ADP
bracis-28427	90	18	others	other	NOUN
bracis-28427	90	19	.	.	PUNCT
bracis-28427	91	1	table	table	NOUN
bracis-28427	91	2	1	1	NUM
bracis-28427	91	3	.	.	PUNCT
bracis-28427	91	4	related	relate	VERB
bracis-28427	91	5	works	work	NOUN
bracis-28427	91	6	as	as	ADV
bracis-28427	91	7	well	well	ADV
bracis-28427	91	8	as	as	ADP
bracis-28427	91	9	our	our	PRON
bracis-28427	91	10	experiment	experiment	NOUN
bracis-28427	91	11	describing	describe	VERB
bracis-28427	91	12	algorithm	algorithm	NOUN
bracis-28427	91	13	,	,	PUNCT
bracis-28427	91	14	characteristics	characteristics	PROPN
bracis-28427	91	15	extractor	extractor	NOUN
bracis-28427	91	16	,	,	PUNCT
bracis-28427	91	17	data	datum	NOUN
bracis-28427	91	18	type	type	NOUN
bracis-28427	91	19	and	and	CCONJ
bracis-28427	91	20	dataset.full	dataset.full	NOUN
bracis-28427	91	21	size	size	NOUN
bracis-28427	91	22	table	table	NOUN
bracis-28427	91	23	4	4	NUM
bracis-28427	91	24	materials	material	NOUN
bracis-28427	91	25	and	and	CCONJ
bracis-28427	91	26	 	 	SPACE
bracis-28427	91	27	methods	method	NOUN
bracis-28427	91	28	as	as	SCONJ
bracis-28427	91	29	demonstrated	demonstrate	VERB
bracis-28427	91	30	in	in	ADP
bracis-28427	91	31	the	the	DET
bracis-28427	91	32	past	past	ADJ
bracis-28427	91	33	sections	section	NOUN
bracis-28427	91	34	,	,	PUNCT
bracis-28427	91	35	fl	fl	PROPN
bracis-28427	91	36	and	and	CCONJ
bracis-28427	91	37	cnn	cnn	PROPN
bracis-28427	91	38	’s	’s	PART
bracis-28427	91	39	architectures	architecture	NOUN
bracis-28427	91	40	are	be	AUX
bracis-28427	91	41	able	able	ADJ
bracis-28427	91	42	to	to	PART
bracis-28427	91	43	decentralize	decentralize	VERB
bracis-28427	91	44	model	model	NOUN
bracis-28427	91	45	training	training	NOUN
bracis-28427	91	46	from	from	ADP
bracis-28427	91	47	a	a	DET
bracis-28427	91	48	clients	client	NOUN
bracis-28427	91	49	network	network	NOUN
bracis-28427	91	50	(	(	PUNCT
bracis-28427	91	51	devices	device	NOUN
bracis-28427	91	52	)	)	PUNCT
bracis-28427	91	53	,	,	PUNCT
bracis-28427	91	54	permitting	permit	VERB
bracis-28427	91	55	a	a	DET
bracis-28427	91	56	worldwide	worldwide	ADJ
bracis-28427	91	57	model	model	NOUN
bracis-28427	91	58	to	to	PART
bracis-28427	91	59	be	be	AUX
bracis-28427	91	60	trained	train	VERB
bracis-28427	91	61	by	by	ADP
bracis-28427	91	62	them	they	PRON
bracis-28427	91	63	,	,	PUNCT
bracis-28427	91	64	respecting	respect	VERB
bracis-28427	91	65	the	the	DET
bracis-28427	91	66	protection	protection	NOUN
bracis-28427	91	67	of	of	ADP
bracis-28427	91	68	every	every	DET
bracis-28427	91	69	client	client	NOUN
bracis-28427	91	70	’s	’s	PART
bracis-28427	91	71	information	information	NOUN
bracis-28427	91	72	,	,	PUNCT
bracis-28427	91	73	and	and	CCONJ
bracis-28427	91	74	lessening	lessen	VERB
bracis-28427	91	75	the	the	DET
bracis-28427	91	76	need	need	NOUN
bracis-28427	91	77	to	to	PART
bracis-28427	91	78	have	have	AUX
bracis-28427	91	79	a	a	DET
bracis-28427	91	80	major	major	ADJ
bracis-28427	91	81	infrastructure	infrastructure	NOUN
bracis-28427	91	82	to	to	PART
bracis-28427	91	83	train	train	VERB
bracis-28427	91	84	it	it	PRON
bracis-28427	91	85	.	.	PUNCT
bracis-28427	92	1	hence	hence	ADV
bracis-28427	92	2	,	,	PUNCT
bracis-28427	92	3	this	this	DET
bracis-28427	92	4	paper	paper	NOUN
bracis-28427	92	5	points	point	NOUN
bracis-28427	92	6	,	,	PUNCT
bracis-28427	92	7	in	in	ADP
bracis-28427	92	8	light	light	NOUN
bracis-28427	92	9	of	of	ADP
bracis-28427	92	10	the	the	DET
bracis-28427	92	11	past	past	ADJ
bracis-28427	92	12	works	work	NOUN
bracis-28427	92	13	,	,	PUNCT
bracis-28427	92	14	to	to	PART
bracis-28427	92	15	train	train	VERB
bracis-28427	92	16	four	four	NUM
bracis-28427	92	17	cnn	cnn	NOUN
bracis-28427	92	18	based	base	VERB
bracis-28427	92	19	on	on	ADP
bracis-28427	92	20	a	a	DET
bracis-28427	92	21	transfer	transfer	NOUN
bracis-28427	92	22	learning	learn	VERB
bracis-28427	92	23	approach	approach	NOUN
bracis-28427	92	24	utilizing	utilize	VERB
bracis-28427	92	25	fl	fl	NOUN
bracis-28427	92	26	and	and	CCONJ
bracis-28427	92	27	compare	compare	VERB
bracis-28427	92	28	these	these	DET
bracis-28427	92	29	results	result	NOUN
bracis-28427	92	30	to	to	ADP
bracis-28427	92	31	standard	standard	ADJ
bracis-28427	92	32	deep	deep	ADJ
bracis-28427	92	33	learning	learning	NOUN
bracis-28427	92	34	models	model	NOUN
bracis-28427	92	35	.	.	PUNCT
bracis-28427	93	1	fig	fig	NOUN
bracis-28427	93	2	.	.	PUNCT
bracis-28427	94	1	2	2	X
bracis-28427	94	2	.	.	X
bracis-28427	94	3	the	the	DET
bracis-28427	94	4	study	study	NOUN
bracis-28427	94	5	workflow	workflow	NOUN
bracis-28427	94	6	proposed	propose	VERB
bracis-28427	94	7	.	.	PUNCT
bracis-28427	95	1	full	full	ADJ
bracis-28427	95	2	size	size	NOUN
bracis-28427	95	3	image	image	NOUN
bracis-28427	95	4	the	the	DET
bracis-28427	95	5	fig	fig	NOUN
bracis-28427	95	6	.	.	PUNCT
bracis-28427	95	7	 	 	SPACE
bracis-28427	96	1	2	2	NUM
bracis-28427	96	2	shows	show	VERB
bracis-28427	96	3	the	the	DET
bracis-28427	96	4	research	research	NOUN
bracis-28427	96	5	process	process	NOUN
bracis-28427	96	6	for	for	ADP
bracis-28427	96	7	this	this	DET
bracis-28427	96	8	work	work	NOUN
bracis-28427	96	9	.	.	PUNCT
bracis-28427	97	1	to	to	PART
bracis-28427	97	2	detect	detect	VERB
bracis-28427	97	3	violence	violence	NOUN
bracis-28427	97	4	in	in	ADP
bracis-28427	97	5	audios	audio	NOUN
bracis-28427	97	6	,	,	PUNCT
bracis-28427	97	7	we	we	PRON
bracis-28427	97	8	proposed	propose	VERB
bracis-28427	97	9	to	to	PART
bracis-28427	97	10	evaluate	evaluate	VERB
bracis-28427	97	11	four	four	NUM
bracis-28427	97	12	cnn	cnn	PROPN
bracis-28427	97	13	architectures	architecture	NOUN
bracis-28427	97	14	under	under	ADP
bracis-28427	97	15	a	a	DET
bracis-28427	97	16	transfer	transfer	NOUN
bracis-28427	97	17	learning	learning	NOUN
bracis-28427	97	18	setting	setting	NOUN
bracis-28427	97	19	.	.	PUNCT
bracis-28427	98	1	we	we	PRON
bracis-28427	98	2	characterized	characterize	VERB
bracis-28427	98	3	the	the	DET
bracis-28427	98	4	fl	fl	PROPN
bracis-28427	98	5	settings	setting	NOUN
bracis-28427	98	6	with	with	ADP
bracis-28427	98	7	three	three	NUM
bracis-28427	98	8	clients	client	NOUN
bracis-28427	98	9	and	and	CCONJ
bracis-28427	98	10	the	the	DET
bracis-28427	98	11	central	central	ADJ
bracis-28427	98	12	server	server	NOUN
bracis-28427	98	13	,	,	PUNCT
bracis-28427	98	14	which	which	PRON
bracis-28427	98	15	permits	permit	VERB
bracis-28427	98	16	the	the	DET
bracis-28427	98	17	decentralized	decentralized	ADJ
bracis-28427	98	18	training	training	NOUN
bracis-28427	98	19	of	of	ADP
bracis-28427	98	20	models	model	NOUN
bracis-28427	98	21	from	from	ADP
bracis-28427	98	22	a	a	DET
bracis-28427	98	23	network	network	NOUN
bracis-28427	98	24	.	.	PUNCT
bracis-28427	99	1	the	the	DET
bracis-28427	99	2	hear	hear	NOUN
bracis-28427	99	3	dataset	dataset	NOUN
bracis-28427	99	4	was	be	AUX
bracis-28427	99	5	set	set	VERB
bracis-28427	99	6	up	up	ADP
bracis-28427	99	7	as	as	ADP
bracis-28427	99	8	the	the	DET
bracis-28427	99	9	data	data	NOUN
bracis-28427	99	10	source	source	NOUN
bracis-28427	99	11	for	for	ADP
bracis-28427	99	12	the	the	DET
bracis-28427	99	13	experiments	experiment	NOUN
bracis-28427	99	14	,	,	PUNCT
bracis-28427	99	15	and	and	CCONJ
bracis-28427	99	16	it	it	PRON
bracis-28427	99	17	was	be	AUX
bracis-28427	99	18	processed	process	VERB
bracis-28427	99	19	to	to	PART
bracis-28427	99	20	extract	extract	VERB
bracis-28427	99	21	mel	mel	PROPN
bracis-28427	99	22	-	-	PUNCT
bracis-28427	99	23	spectrograms	spectrogram	NOUN
bracis-28427	99	24	from	from	ADP
bracis-28427	99	25	the	the	DET
bracis-28427	99	26	audio	audio	NOUN
bracis-28427	99	27	.	.	PUNCT
bracis-28427	100	1	the	the	DET
bracis-28427	100	2	dataset	dataset	NOUN
bracis-28427	100	3	was	be	AUX
bracis-28427	100	4	parted	part	VERB
bracis-28427	100	5	into	into	ADP
bracis-28427	100	6	three	three	NUM
bracis-28427	100	7	equivalent	equivalent	ADJ
bracis-28427	100	8	parts	part	NOUN
bracis-28427	100	9	for	for	ADP
bracis-28427	100	10	fl	fl	PROPN
bracis-28427	100	11	approach	approach	NOUN
bracis-28427	100	12	,	,	PUNCT
bracis-28427	100	13	one	one	NUM
bracis-28427	100	14	for	for	ADP
bracis-28427	100	15	each	each	DET
bracis-28427	100	16	client	client	NOUN
bracis-28427	100	17	.	.	PUNCT
bracis-28427	101	1	we	we	PRON
bracis-28427	101	2	used	use	VERB
bracis-28427	101	3	the	the	DET
bracis-28427	101	4	google	google	PROPN
bracis-28427	101	5	colab	colab	PROPN
bracis-28427	101	6	platform	platform	NOUN
bracis-28427	101	7	to	to	PART
bracis-28427	101	8	run	run	VERB
bracis-28427	101	9	the	the	DET
bracis-28427	101	10	experiments	experiment	NOUN
bracis-28427	101	11	on	on	ADP
bracis-28427	101	12	the	the	DET
bracis-28427	101	13	dataset	dataset	NOUN
bracis-28427	101	14	,	,	PUNCT
bracis-28427	101	15	with	with	ADP
bracis-28427	101	16	a	a	DET
bracis-28427	101	17	highly	highly	ADV
bracis-28427	101	18	ram	ram	NOUN
bracis-28427	101	19	-	-	PUNCT
bracis-28427	101	20	enabled	enable	VERB
bracis-28427	101	21	environment	environment	NOUN
bracis-28427	101	22	.	.	PUNCT
bracis-28427	102	1	at	at	ADP
bracis-28427	102	2	last	last	ADV
bracis-28427	102	3	,	,	PUNCT
bracis-28427	102	4	we	we	PRON
bracis-28427	102	5	compare	compare	VERB
bracis-28427	102	6	the	the	DET
bracis-28427	102	7	results	result	NOUN
bracis-28427	102	8	of	of	ADP
bracis-28427	102	9	the	the	DET
bracis-28427	102	10	fl	fl	PROPN
bracis-28427	102	11	approach	approach	NOUN
bracis-28427	102	12	using	use	VERB
bracis-28427	102	13	accuracy	accuracy	NOUN
bracis-28427	102	14	,	,	PUNCT
bracis-28427	102	15	\(f_{1}\	\(f_{1}\	NOUN
bracis-28427	102	16	)	)	PUNCT
bracis-28427	102	17	score	score	NOUN
bracis-28427	102	18	,	,	PUNCT
bracis-28427	102	19	precision	precision	NOUN
bracis-28427	102	20	,	,	PUNCT
bracis-28427	102	21	recall	recall	NOUN
bracis-28427	102	22	metrics	metric	NOUN
bracis-28427	102	23	.	.	PUNCT
bracis-28427	103	1	we	we	PRON
bracis-28427	103	2	also	also	ADV
bracis-28427	103	3	show	show	VERB
bracis-28427	103	4	the	the	DET
bracis-28427	103	5	static	static	ADJ
bracis-28427	103	6	(	(	PUNCT
bracis-28427	103	7	non	non	ADJ
bracis-28427	103	8	-	-	ADJ
bracis-28427	103	9	parametric	parametric	ADJ
bracis-28427	103	10	)	)	PUNCT
bracis-28427	103	11	test	test	NOUN
bracis-28427	103	12	of	of	ADP
bracis-28427	103	13	friedman	friedman	PROPN
bracis-28427	103	14	[	[	X
bracis-28427	103	15	4	4	NUM
bracis-28427	103	16	]	]	PUNCT
bracis-28427	103	17	,	,	PUNCT
bracis-28427	103	18	pairwise	pairwise	NOUN
bracis-28427	103	19	comparisons	comparison	NOUN
bracis-28427	103	20	and	and	CCONJ
bracis-28427	103	21	compare	compare	VERB
bracis-28427	103	22	the	the	DET
bracis-28427	103	23	fl	fl	PROPN
bracis-28427	103	24	and	and	CCONJ
bracis-28427	103	25	non	non	ADJ
bracis-28427	103	26	-	-	ADJ
bracis-28427	103	27	fl	fl	ADJ
bracis-28427	103	28	results	result	NOUN
bracis-28427	103	29	to	to	PART
bracis-28427	103	30	analyze	analyze	VERB
bracis-28427	103	31	the	the	DET
bracis-28427	103	32	metric	metric	ADJ
bracis-28427	103	33	results	result	NOUN
bracis-28427	103	34	between	between	ADP
bracis-28427	103	35	both	both	DET
bracis-28427	103	36	approaches	approach	NOUN
bracis-28427	103	37	.	.	PUNCT
bracis-28427	104	1	fig	fig	NOUN
bracis-28427	104	2	.	.	PUNCT
bracis-28427	105	1	3	3	X
bracis-28427	105	2	.	.	PUNCT
bracis-28427	106	1	the	the	DET
bracis-28427	106	2	schematic	schematic	ADJ
bracis-28427	106	3	of	of	ADP
bracis-28427	106	4	the	the	DET
bracis-28427	106	5	proposed	propose	VERB
bracis-28427	106	6	training	training	NOUN
bracis-28427	106	7	procedure	procedure	NOUN
bracis-28427	106	8	.	.	PUNCT
bracis-28427	107	1	full	full	ADJ
bracis-28427	107	2	size	size	NOUN
bracis-28427	107	3	image	image	NOUN
bracis-28427	107	4	fig	fig	NOUN
bracis-28427	107	5	.	.	PUNCT
bracis-28427	108	1	4	4	X
bracis-28427	108	2	.	.	X
bracis-28427	109	1	the	the	DET
bracis-28427	109	2	fl	fl	PROPN
bracis-28427	109	3	schematic	schematic	ADJ
bracis-28427	109	4	of	of	ADP
bracis-28427	109	5	the	the	DET
bracis-28427	109	6	training	training	NOUN
bracis-28427	109	7	process	process	NOUN
bracis-28427	109	8	.	.	PUNCT
bracis-28427	110	1	full	full	ADJ
bracis-28427	110	2	size	size	NOUN
bracis-28427	110	3	image	image	NOUN
bracis-28427	110	4	the	the	DET
bracis-28427	110	5	experiment	experiment	NOUN
bracis-28427	110	6	scheme	scheme	NOUN
bracis-28427	110	7	shown	show	VERB
bracis-28427	110	8	in	in	ADP
bracis-28427	110	9	fig	fig	NOUN
bracis-28427	110	10	.	.	PUNCT
bracis-28427	110	11	 	 	SPACE
bracis-28427	111	1	3	3	NUM
bracis-28427	111	2	describes	describe	VERB
bracis-28427	111	3	the	the	DET
bracis-28427	111	4	step	step	NOUN
bracis-28427	111	5	to	to	PART
bracis-28427	111	6	prepare	prepare	VERB
bracis-28427	111	7	the	the	DET
bracis-28427	111	8	dataset	dataset	NOUN
bracis-28427	111	9	as	as	ADP
bracis-28427	111	10	an	an	DET
bracis-28427	111	11	input	input	NOUN
bracis-28427	111	12	to	to	ADP
bracis-28427	111	13	the	the	DET
bracis-28427	111	14	model	model	NOUN
bracis-28427	111	15	in	in	ADP
bracis-28427	111	16	which	which	PRON
bracis-28427	111	17	it	it	PRON
bracis-28427	111	18	is	be	AUX
bracis-28427	111	19	the	the	DET
bracis-28427	111	20	extraction	extraction	NOUN
bracis-28427	111	21	of	of	ADP
bracis-28427	111	22	the	the	DET
bracis-28427	111	23	mel	mel	NOUN
bracis-28427	111	24	-	-	PUNCT
bracis-28427	111	25	spectrogram	spectrogram	NOUN
bracis-28427	111	26	from	from	ADP
bracis-28427	111	27	the	the	DET
bracis-28427	111	28	audio	audio	NOUN
bracis-28427	111	29	.	.	PUNCT
bracis-28427	112	1	after	after	ADP
bracis-28427	112	2	that	that	PRON
bracis-28427	112	3	,	,	PUNCT
bracis-28427	112	4	we	we	PRON
bracis-28427	112	5	can	can	AUX
bracis-28427	112	6	handle	handle	VERB
bracis-28427	112	7	the	the	DET
bracis-28427	112	8	problem	problem	NOUN
bracis-28427	112	9	as	as	SCONJ
bracis-28427	112	10	image	image	NOUN
bracis-28427	112	11	to	to	PART
bracis-28427	112	12	be	be	AUX
bracis-28427	112	13	model	model	NOUN
bracis-28427	112	14	inputs	input	NOUN
bracis-28427	112	15	.	.	PUNCT
bracis-28427	113	1	for	for	ADP
bracis-28427	113	2	the	the	DET
bracis-28427	113	3	fl	fl	PROPN
bracis-28427	113	4	approach	approach	NOUN
bracis-28427	113	5	,	,	PUNCT
bracis-28427	113	6	as	as	SCONJ
bracis-28427	113	7	displayed	display	VERB
bracis-28427	113	8	in	in	ADP
bracis-28427	113	9	fig	fig	NOUN
bracis-28427	113	10	.	.	PUNCT
bracis-28427	113	11	 	 	SPACE
bracis-28427	113	12	4	4	NUM
bracis-28427	113	13	,	,	PUNCT
bracis-28427	113	14	the	the	DET
bracis-28427	113	15	mel	mel	PROPN
bracis-28427	113	16	-	-	PUNCT
bracis-28427	113	17	spectograms	spectograms	PROPN
bracis-28427	113	18	were	be	AUX
bracis-28427	113	19	split	split	VERB
bracis-28427	113	20	in	in	ADP
bracis-28427	113	21	the	the	DET
bracis-28427	113	22	fl	fl	PROPN
bracis-28427	113	23	clients	client	NOUN
bracis-28427	113	24	into	into	ADP
bracis-28427	113	25	three	three	NUM
bracis-28427	113	26	folders	folder	NOUN
bracis-28427	113	27	equally	equally	ADV
bracis-28427	113	28	,	,	PUNCT
bracis-28427	113	29	and	and	CCONJ
bracis-28427	113	30	every	every	DET
bracis-28427	113	31	client	client	NOUN
bracis-28427	113	32	has	have	VERB
bracis-28427	113	33	its	its	PRON
bracis-28427	113	34	folder	folder	NOUN
bracis-28427	113	35	of	of	ADP
bracis-28427	113	36	the	the	DET
bracis-28427	113	37	mel	mel	PROPN
bracis-28427	113	38	-	-	PUNCT
bracis-28427	113	39	spectrograms	spectrogram	NOUN
bracis-28427	113	40	to	to	PART
bracis-28427	113	41	train	train	VERB
bracis-28427	113	42	the	the	DET
bracis-28427	113	43	models	model	NOUN
bracis-28427	113	44	.	.	PUNCT
bracis-28427	114	1	then	then	ADV
bracis-28427	114	2	,	,	PUNCT
bracis-28427	114	3	it	it	PRON
bracis-28427	114	4	would	would	AUX
bracis-28427	114	5	send	send	VERB
bracis-28427	114	6	the	the	DET
bracis-28427	114	7	outcome	outcome	NOUN
bracis-28427	114	8	to	to	ADP
bracis-28427	114	9	the	the	DET
bracis-28427	114	10	centralized	centralized	ADJ
bracis-28427	114	11	server	server	NOUN
bracis-28427	114	12	after	after	ADP
bracis-28427	114	13	each	each	DET
bracis-28427	114	14	round	round	NOUN
bracis-28427	114	15	to	to	PART
bracis-28427	114	16	build	build	VERB
bracis-28427	114	17	a	a	DET
bracis-28427	114	18	worldwide	worldwide	ADJ
bracis-28427	114	19	model	model	NOUN
bracis-28427	114	20	for	for	ADP
bracis-28427	114	21	classifying	classify	VERB
bracis-28427	114	22	the	the	DET
bracis-28427	114	23	presence	presence	NOUN
bracis-28427	114	24	or	or	CCONJ
bracis-28427	114	25	absence	absence	NOUN
bracis-28427	114	26	of	of	ADP
bracis-28427	114	27	violence	violence	NOUN
bracis-28427	114	28	.	.	PUNCT
bracis-28427	115	1	4.1	4.1	NUM
bracis-28427	115	2	dataset	dataset	VERB
bracis-28427	115	3	the	the	DET
bracis-28427	115	4	hear	hear	NOUN
bracis-28427	115	5	dataset	dataset	NOUN
bracis-28427	115	6	[	[	X
bracis-28427	115	7	15	15	NUM
bracis-28427	115	8	]	]	PUNCT
bracis-28427	115	9	,	,	PUNCT
bracis-28427	115	10	is	be	AUX
bracis-28427	115	11	a	a	DET
bracis-28427	115	12	synthetic	synthetic	ADJ
bracis-28427	115	13	dataset	dataset	NOUN
bracis-28427	115	14	that	that	PRON
bracis-28427	115	15	features	feature	VERB
bracis-28427	115	16	70,000	70,000	NUM
bracis-28427	115	17	mel	mel	PROPN
bracis-28427	115	18	-	-	PUNCT
bracis-28427	115	19	spectro	spectro	NOUN
bracis-28427	115	20	-	-	PUNCT
bracis-28427	115	21	grams	gram	NOUN
bracis-28427	115	22	audio	audio	ADJ
bracis-28427	115	23	representations	representation	NOUN
bracis-28427	115	24	,	,	PUNCT
bracis-28427	115	25	constructed	construct	VERB
bracis-28427	115	26	from	from	ADP
bracis-28427	115	27	transformations	transformation	NOUN
bracis-28427	115	28	of	of	ADP
bracis-28427	115	29	35,045	35,045	NUM
bracis-28427	115	30	audios	audio	NOUN
bracis-28427	115	31	combined	combine	VERB
bracis-28427	115	32	from	from	ADP
bracis-28427	115	33	three	three	NUM
bracis-28427	115	34	audio	audio	ADJ
bracis-28427	115	35	open	open	ADJ
bracis-28427	115	36	databases	database	NOUN
bracis-28427	115	37	from	from	ADP
bracis-28427	115	38	google	google	PROPN
bracis-28427	115	39	audioset	audioset	PROPN
bracis-28427	115	40	and	and	CCONJ
bracis-28427	115	41	free	free	ADJ
bracis-28427	115	42	-	-	PUNCT
bracis-28427	115	43	sound	sound	NOUN
bracis-28427	115	44	:	:	PUNCT
bracis-28427	115	45	15,000	15,000	NUM
bracis-28427	115	46	google	google	PROPN
bracis-28427	115	47	audioset	audioset	PROPN
bracis-28427	115	48	foreground	foreground	NOUN
bracis-28427	115	49	audios	audio	NOUN
bracis-28427	115	50	from	from	ADP
bracis-28427	115	51	the	the	DET
bracis-28427	115	52	inside	inside	NOUN
bracis-28427	115	53	,	,	PUNCT
bracis-28427	115	54	conversation	conversation	NOUN
bracis-28427	115	55	and	and	CCONJ
bracis-28427	115	56	speech	speech	NOUN
bracis-28427	115	57	classes	class	NOUN
bracis-28427	115	58	;	;	PUNCT
bracis-28427	115	59	20000	20000	NUM
bracis-28427	115	60	background	background	NOUN
bracis-28427	115	61	audios	audio	NOUN
bracis-28427	115	62	also	also	ADV
bracis-28427	115	63	from	from	ADP
bracis-28427	115	64	google	google	PROPN
bracis-28427	115	65	audioset	audioset	NOUN
bracis-28427	115	66	of	of	ADP
bracis-28427	115	67	the	the	DET
bracis-28427	115	68	classes	class	NOUN
bracis-28427	115	69	pets	pet	NOUN
bracis-28427	115	70	,	,	PUNCT
bracis-28427	115	71	television	television	NOUN
bracis-28427	115	72	,	,	PUNCT
bracis-28427	115	73	toilet	toilet	NOUN
bracis-28427	115	74	flush	flush	NOUN
bracis-28427	115	75	,	,	PUNCT
bracis-28427	115	76	door	door	NOUN
bracis-28427	115	77	,	,	PUNCT
bracis-28427	115	78	radio	radio	NOUN
bracis-28427	115	79	,	,	PUNCT
bracis-28427	115	80	water	water	NOUN
bracis-28427	115	81	,	,	PUNCT
bracis-28427	115	82	vacuum	vacuum	NOUN
bracis-28427	115	83	cleaner	cleaner	NOUN
bracis-28427	115	84	,	,	PUNCT
bracis-28427	115	85	sobbing	sobbing	NOUN
bracis-28427	115	86	,	,	PUNCT
bracis-28427	115	87	noise	noise	NOUN
bracis-28427	115	88	,	,	PUNCT
bracis-28427	115	89	sink	sink	NOUN
bracis-28427	115	90	and	and	CCONJ
bracis-28427	115	91	frying	frying	NOUN
bracis-28427	115	92	;	;	PUNCT
bracis-28427	115	93	and	and	CCONJ
bracis-28427	115	94	,	,	PUNCT
bracis-28427	115	95	45	45	NUM
bracis-28427	115	96	short	short	ADV
bracis-28427	115	97	-	-	PUNCT
bracis-28427	115	98	lasting	last	VERB
bracis-28427	115	99	physical	physical	ADJ
bracis-28427	115	100	violence	violence	NOUN
bracis-28427	115	101	sounds	sound	VERB
bracis-28427	115	102	from	from	ADP
bracis-28427	115	103	free	free	ADJ
bracis-28427	115	104	-	-	PUNCT
bracis-28427	115	105	sound	sound	NOUN
bracis-28427	115	106	.	.	PUNCT
bracis-28427	116	1	with	with	ADP
bracis-28427	116	2	the	the	DET
bracis-28427	116	3	set	set	NOUN
bracis-28427	116	4	of	of	ADP
bracis-28427	116	5	mel	mel	PROPN
bracis-28427	116	6	-	-	PUNCT
bracis-28427	116	7	spectrograms	spectrograms	PROPN
bracis-28427	116	8	,	,	PUNCT
bracis-28427	116	9	the	the	DET
bracis-28427	116	10	dataset	dataset	NOUN
bracis-28427	116	11	was	be	AUX
bracis-28427	116	12	divided	divide	VERB
bracis-28427	116	13	into	into	ADP
bracis-28427	116	14	60,000	60,000	NUM
bracis-28427	116	15	training	training	NOUN
bracis-28427	116	16	audios	audio	NOUN
bracis-28427	116	17	,	,	PUNCT
bracis-28427	116	18	50	50	NUM
bracis-28427	116	19	%	%	NOUN
bracis-28427	116	20	with	with	ADP
bracis-28427	116	21	the	the	DET
bracis-28427	116	22	presence	presence	NOUN
bracis-28427	116	23	of	of	ADP
bracis-28427	116	24	physical	physical	ADJ
bracis-28427	116	25	violence	violence	NOUN
bracis-28427	116	26	and	and	CCONJ
bracis-28427	116	27	50	50	NUM
bracis-28427	116	28	%	%	NOUN
bracis-28427	116	29	without	without	ADP
bracis-28427	116	30	the	the	DET
bracis-28427	116	31	presence	presence	NOUN
bracis-28427	116	32	of	of	ADP
bracis-28427	116	33	violence	violence	NOUN
bracis-28427	116	34	,	,	PUNCT
bracis-28427	116	35	5000	5000	NUM
bracis-28427	116	36	test	test	NOUN
bracis-28427	116	37	and	and	CCONJ
bracis-28427	116	38	5000	5000	NUM
bracis-28427	116	39	for	for	ADP
bracis-28427	116	40	evaluation	evaluation	NOUN
bracis-28427	116	41	basis	basis	NOUN
bracis-28427	116	42	(	(	PUNCT
bracis-28427	116	43	50	50	NUM
bracis-28427	116	44	%	%	NOUN
bracis-28427	116	45	of	of	ADP
bracis-28427	116	46	each	each	DET
bracis-28427	116	47	class	class	NOUN
bracis-28427	116	48	respectively	respectively	ADV
bracis-28427	116	49	)	)	PUNCT
bracis-28427	116	50	.	.	PUNCT
bracis-28427	117	1	for	for	ADP
bracis-28427	117	2	the	the	DET
bracis-28427	117	3	present	present	ADJ
bracis-28427	117	4	experiment	experiment	NOUN
bracis-28427	117	5	,	,	PUNCT
bracis-28427	117	6	only	only	ADV
bracis-28427	117	7	12500	12500	NUM
bracis-28427	117	8	records	record	NOUN
bracis-28427	117	9	were	be	AUX
bracis-28427	117	10	used	use	VERB
bracis-28427	117	11	,	,	PUNCT
bracis-28427	117	12	80	80	NUM
bracis-28427	117	13	%	%	NOUN
bracis-28427	117	14	for	for	ADP
bracis-28427	117	15	training	training	NOUN
bracis-28427	117	16	and	and	CCONJ
bracis-28427	117	17	20	20	NUM
bracis-28427	117	18	%	%	NOUN
bracis-28427	117	19	for	for	ADP
bracis-28427	117	20	testing	testing	NOUN
bracis-28427	117	21	(	(	PUNCT
bracis-28427	117	22	1250	1250	NUM
bracis-28427	117	23	for	for	ADP
bracis-28427	117	24	validation	validation	NOUN
bracis-28427	117	25	and	and	CCONJ
bracis-28427	117	26	1250	1250	NUM
bracis-28427	117	27	for	for	ADP
bracis-28427	117	28	testing	testing	NOUN
bracis-28427	117	29	)	)	PUNCT
bracis-28427	117	30	,	,	PUNCT
bracis-28427	117	31	both	both	CCONJ
bracis-28427	117	32	with	with	ADP
bracis-28427	117	33	50	50	NUM
bracis-28427	117	34	%	%	NOUN
bracis-28427	117	35	of	of	ADP
bracis-28427	117	36	audios	audio	NOUN
bracis-28427	117	37	labeled	label	VERB
bracis-28427	117	38	violence	violence	NOUN
bracis-28427	117	39	and	and	CCONJ
bracis-28427	117	40	non	non	NOUN
bracis-28427	117	41	-	-	NOUN
bracis-28427	117	42	violence	violence	NOUN
bracis-28427	117	43	,	,	PUNCT
bracis-28427	117	44	for	for	ADP
bracis-28427	117	45	reasons	reason	NOUN
bracis-28427	117	46	of	of	ADP
bracis-28427	117	47	computational	computational	ADJ
bracis-28427	117	48	limitation	limitation	NOUN
bracis-28427	117	49	.	.	PUNCT
bracis-28427	118	1	4.2	4.2	NUM
bracis-28427	118	2	compared	compare	VERB
bracis-28427	118	3	methods	method	NOUN
bracis-28427	118	4	for	for	ADP
bracis-28427	118	5	the	the	DET
bracis-28427	118	6	experiment	experiment	NOUN
bracis-28427	118	7	,	,	PUNCT
bracis-28427	118	8	this	this	DET
bracis-28427	118	9	paper	paper	NOUN
bracis-28427	118	10	compared	compare	VERB
bracis-28427	118	11	the	the	DET
bracis-28427	118	12	performance	performance	NOUN
bracis-28427	118	13	between	between	ADP
bracis-28427	118	14	fl	fl	PROPN
bracis-28427	118	15	,	,	PUNCT
bracis-28427	118	16	and	and	CCONJ
bracis-28427	118	17	non	non	ADJ
bracis-28427	118	18	-	-	ADJ
bracis-28427	118	19	fl	fl	ADJ
bracis-28427	118	20	approaches	approach	NOUN
bracis-28427	118	21	using	use	VERB
bracis-28427	118	22	four	four	NUM
bracis-28427	118	23	cnn	cnn	PROPN
bracis-28427	118	24	’s	’s	PART
bracis-28427	118	25	architectures	architecture	NOUN
bracis-28427	118	26	that	that	PRON
bracis-28427	118	27	were	be	AUX
bracis-28427	118	28	used	use	VERB
bracis-28427	118	29	to	to	PART
bracis-28427	118	30	verify	verify	VERB
bracis-28427	118	31	which	which	DET
bracis-28427	118	32	one	one	NUM
bracis-28427	118	33	presents	present	VERB
bracis-28427	118	34	the	the	DET
bracis-28427	118	35	best	good	ADJ
bracis-28427	118	36	result	result	NOUN
bracis-28427	118	37	from	from	ADP
bracis-28427	118	38	the	the	DET
bracis-28427	118	39	hear	hear	NOUN
bracis-28427	118	40	dataset	dataset	NOUN
bracis-28427	118	41	.	.	PUNCT
bracis-28427	119	1	the	the	DET
bracis-28427	119	2	selection	selection	NOUN
bracis-28427	119	3	criteria	criterion	NOUN
bracis-28427	119	4	were	be	AUX
bracis-28427	119	5	:	:	PUNCT
bracis-28427	119	6	the	the	DET
bracis-28427	119	7	most	most	ADV
bracis-28427	119	8	recent	recent	ADJ
bracis-28427	119	9	,	,	PUNCT
bracis-28427	119	10	from	from	ADP
bracis-28427	119	11	2015	2015	NUM
bracis-28427	119	12	,	,	PUNCT
bracis-28427	119	13	and	and	CCONJ
bracis-28427	119	14	representative	representative	NOUN
bracis-28427	119	15	according	accord	VERB
bracis-28427	119	16	to	to	ADP
bracis-28427	119	17	the	the	DET
bracis-28427	119	18	taxonomy	taxonomy	NOUN
bracis-28427	119	19	performed	perform	VERB
bracis-28427	119	20	by	by	ADP
bracis-28427	119	21	[	[	X
bracis-28427	119	22	12	12	NUM
bracis-28427	119	23	]	]	PUNCT
bracis-28427	119	24	.	.	PUNCT
bracis-28427	120	1	they	they	PRON
bracis-28427	120	2	are	be	AUX
bracis-28427	120	3	:	:	PUNCT
bracis-28427	120	4	inception	inception	PROPN
bracis-28427	120	5	v3	v3	PROPN
bracis-28427	120	6	[	[	X
bracis-28427	120	7	32	32	NUM
bracis-28427	120	8	]	]	PUNCT
bracis-28427	120	9	:	:	PUNCT
bracis-28427	120	10	with	with	ADP
bracis-28427	120	11	a	a	DET
bracis-28427	120	12	complex	complex	ADJ
bracis-28427	120	13	architecture	architecture	NOUN
bracis-28427	120	14	,	,	PUNCT
bracis-28427	120	15	inception	inception	PROPN
bracis-28427	120	16	v3	v3	PROPN
bracis-28427	120	17	is	be	AUX
bracis-28427	120	18	the	the	DET
bracis-28427	120	19	third	third	ADJ
bracis-28427	120	20	edition	edition	NOUN
bracis-28427	120	21	of	of	ADP
bracis-28427	120	22	google	google	PROPN
bracis-28427	120	23	’s	’s	PART
bracis-28427	120	24	inception	inception	ADJ
bracis-28427	120	25	convolutional	convolutional	ADJ
bracis-28427	120	26	neural	neural	ADJ
bracis-28427	120	27	network	network	NOUN
bracis-28427	120	28	,	,	PUNCT
bracis-28427	120	29	which	which	PRON
bracis-28427	120	30	began	begin	VERB
bracis-28427	120	31	as	as	ADP
bracis-28427	120	32	a	a	DET
bracis-28427	120	33	module	module	NOUN
bracis-28427	120	34	for	for	ADP
bracis-28427	120	35	googlenet	googlenet	NOUN
bracis-28427	120	36	.	.	PUNCT
bracis-28427	121	1	the	the	DET
bracis-28427	121	2	architecture	architecture	NOUN
bracis-28427	121	3	has	have	VERB
bracis-28427	121	4	a	a	DET
bracis-28427	121	5	high	high	ADJ
bracis-28427	121	6	quality	quality	NOUN
bracis-28427	121	7	in	in	ADP
bracis-28427	121	8	results	result	NOUN
bracis-28427	121	9	and	and	CCONJ
bracis-28427	121	10	uses	use	VERB
bracis-28427	121	11	bottleneck	bottleneck	NOUN
bracis-28427	121	12	layer	layer	NOUN
bracis-28427	121	13	and	and	CCONJ
bracis-28427	121	14	asymmetric	asymmetric	ADJ
bracis-28427	121	15	filters	filter	NOUN
bracis-28427	121	16	to	to	PART
bracis-28427	121	17	lower	lower	VERB
bracis-28427	121	18	computational	computational	ADJ
bracis-28427	121	19	cost	cost	NOUN
bracis-28427	121	20	.	.	PUNCT
bracis-28427	122	1	mobilenet	mobilenet	NOUN
bracis-28427	122	2	v2	v2	PROPN
bracis-28427	123	1	[	[	X
bracis-28427	123	2	27	27	NUM
bracis-28427	123	3	]	]	PUNCT
bracis-28427	123	4	:	:	PUNCT
bracis-28427	123	5	with	with	ADP
bracis-28427	123	6	the	the	DET
bracis-28427	123	7	proposal	proposal	NOUN
bracis-28427	123	8	of	of	ADP
bracis-28427	123	9	being	be	AUX
bracis-28427	123	10	a	a	DET
bracis-28427	123	11	light	light	ADJ
bracis-28427	123	12	and	and	CCONJ
bracis-28427	123	13	deep	deep	ADJ
bracis-28427	123	14	neural	neural	ADJ
bracis-28427	123	15	network	network	NOUN
bracis-28427	123	16	,	,	PUNCT
bracis-28427	123	17	also	also	ADV
bracis-28427	123	18	published	publish	VERB
bracis-28427	123	19	by	by	ADP
bracis-28427	123	20	google	google	PROPN
bracis-28427	123	21	,	,	PUNCT
bracis-28427	123	22	mobilenet	mobilenet	NOUN
bracis-28427	123	23	v2	v2	PROPN
bracis-28427	123	24	allows	allow	VERB
bracis-28427	123	25	the	the	DET
bracis-28427	123	26	construction	construction	NOUN
bracis-28427	123	27	of	of	ADP
bracis-28427	123	28	highly	highly	ADV
bracis-28427	123	29	efficient	efficient	ADJ
bracis-28427	123	30	models	model	NOUN
bracis-28427	123	31	with	with	ADP
bracis-28427	123	32	high	high	ADJ
bracis-28427	123	33	precision	precision	NOUN
bracis-28427	123	34	and	and	CCONJ
bracis-28427	123	35	low	low	ADJ
bracis-28427	123	36	memory	memory	NOUN
bracis-28427	123	37	consumption	consumption	NOUN
bracis-28427	123	38	,	,	PUNCT
bracis-28427	123	39	allowing	allow	VERB
bracis-28427	123	40	use	use	NOUN
bracis-28427	123	41	on	on	ADP
bracis-28427	123	42	mobile	mobile	ADJ
bracis-28427	123	43	devices	device	NOUN
bracis-28427	123	44	.	.	PUNCT
bracis-28427	124	1	resnet152	resnet152	PROPN
bracis-28427	124	2	v2	v2	PROPN
bracis-28427	125	1	[	[	X
bracis-28427	125	2	8	8	NUM
bracis-28427	125	3	]	]	PUNCT
bracis-28427	125	4	:	:	PUNCT
bracis-28427	125	5	coming	come	VERB
bracis-28427	125	6	from	from	ADP
bracis-28427	125	7	a	a	DET
bracis-28427	125	8	residual	residual	ADJ
bracis-28427	125	9	neural	neural	ADJ
bracis-28427	125	10	network	network	NOUN
bracis-28427	125	11	,	,	PUNCT
bracis-28427	125	12	resnet	resnet	NOUN
bracis-28427	125	13	v2	v2	PROPN
bracis-28427	125	14	differs	differ	VERB
bracis-28427	125	15	by	by	ADP
bracis-28427	125	16	introducing	introduce	VERB
bracis-28427	125	17	a	a	DET
bracis-28427	125	18	connection	connection	NOUN
bracis-28427	125	19	called	call	VERB
bracis-28427	125	20	identity	identity	NOUN
bracis-28427	125	21	,	,	PUNCT
bracis-28427	125	22	proposed	propose	VERB
bracis-28427	125	23	to	to	PART
bracis-28427	125	24	avoid	avoid	VERB
bracis-28427	125	25	escape	escape	VERB
bracis-28427	125	26	gradient	gradient	NOUN
bracis-28427	125	27	problems	problem	NOUN
bracis-28427	125	28	or	or	CCONJ
bracis-28427	125	29	vanishing	vanish	VERB
bracis-28427	125	30	gradient	gradient	NOUN
bracis-28427	125	31	.	.	PUNCT
bracis-28427	126	1	in	in	ADP
bracis-28427	126	2	addition	addition	NOUN
bracis-28427	126	3	,	,	PUNCT
bracis-28427	126	4	it	it	PRON
bracis-28427	126	5	has	have	VERB
bracis-28427	126	6	its	its	PRON
bracis-28427	126	7	residual	residual	ADJ
bracis-28427	126	8	blocks	block	NOUN
bracis-28427	126	9	called	call	VERB
bracis-28427	126	10	“	"	PUNCT
bracis-28427	126	11	skip	skip	ADJ
bracis-28427	126	12	connection	connection	NOUN
bracis-28427	126	13	”	"	PUNCT
bracis-28427	126	14	,	,	PUNCT
bracis-28427	126	15	in	in	ADP
bracis-28427	126	16	which	which	PRON
bracis-28427	126	17	it	it	PRON
bracis-28427	126	18	allows	allow	VERB
bracis-28427	126	19	the	the	DET
bracis-28427	126	20	model	model	NOUN
bracis-28427	126	21	to	to	PART
bracis-28427	126	22	be	be	AUX
bracis-28427	126	23	extremely	extremely	ADV
bracis-28427	126	24	deep	deep	ADJ
bracis-28427	126	25	,	,	PUNCT
bracis-28427	126	26	having	have	VERB
bracis-28427	126	27	up	up	ADP
bracis-28427	126	28	to	to	PART
bracis-28427	126	29	152	152	NUM
bracis-28427	126	30	layers	layer	NOUN
bracis-28427	126	31	.	.	PUNCT
bracis-28427	127	1	vgg-16	vgg-16	X
bracis-28427	128	1	[	[	X
bracis-28427	128	2	29	29	NUM
bracis-28427	128	3	]	]	SYM
bracis-28427	128	4	:	:	PUNCT
bracis-28427	128	5	convolutional	convolutional	ADJ
bracis-28427	128	6	neural	neural	ADJ
bracis-28427	128	7	network	network	NOUN
bracis-28427	128	8	model	model	NOUN
bracis-28427	128	9	with	with	ADP
bracis-28427	128	10	increased	increase	VERB
bracis-28427	128	11	depth	depth	NOUN
bracis-28427	128	12	(	(	PUNCT
bracis-28427	128	13	up	up	ADP
bracis-28427	128	14	to	to	PART
bracis-28427	128	15	19	19	NUM
bracis-28427	128	16	layers	layer	NOUN
bracis-28427	128	17	)	)	PUNCT
bracis-28427	128	18	,	,	PUNCT
bracis-28427	128	19	of	of	ADP
bracis-28427	128	20	simple	simple	ADJ
bracis-28427	128	21	and	and	CCONJ
bracis-28427	128	22	homogeneous	homogeneous	ADJ
bracis-28427	128	23	topology	topology	NOUN
bracis-28427	128	24	,	,	PUNCT
bracis-28427	128	25	which	which	PRON
bracis-28427	128	26	uses	use	VERB
bracis-28427	128	27	3	3	NUM
bracis-28427	128	28	connected	connected	ADJ
bracis-28427	128	29	layers	layer	NOUN
bracis-28427	128	30	,	,	PUNCT
bracis-28427	128	31	but	but	CCONJ
bracis-28427	128	32	of	of	ADP
bracis-28427	128	33	high	high	ADJ
bracis-28427	128	34	computational	computational	ADJ
bracis-28427	128	35	cost	cost	NOUN
bracis-28427	128	36	,	,	PUNCT
bracis-28427	128	37	allowing	allow	VERB
bracis-28427	128	38	to	to	PART
bracis-28427	128	39	deal	deal	VERB
bracis-28427	128	40	with	with	ADP
bracis-28427	128	41	large	large	ADJ
bracis-28427	128	42	-	-	PUNCT
bracis-28427	128	43	scale	scale	NOUN
bracis-28427	128	44	images	image	NOUN
bracis-28427	128	45	.	.	PUNCT
bracis-28427	129	1	to	to	PART
bracis-28427	129	2	perform	perform	VERB
bracis-28427	129	3	the	the	DET
bracis-28427	129	4	experiment	experiment	NOUN
bracis-28427	129	5	,	,	PUNCT
bracis-28427	129	6	this	this	DET
bracis-28427	129	7	paper	paper	NOUN
bracis-28427	129	8	used	use	VERB
bracis-28427	129	9	the	the	DET
bracis-28427	129	10	pre	pre	ADJ
bracis-28427	129	11	-	-	ADJ
bracis-28427	129	12	trained	train	VERB
bracis-28427	129	13	models	model	NOUN
bracis-28427	129	14	and	and	CCONJ
bracis-28427	129	15	,	,	PUNCT
bracis-28427	129	16	through	through	ADP
bracis-28427	129	17	the	the	DET
bracis-28427	129	18	technique	technique	NOUN
bracis-28427	129	19	of	of	ADP
bracis-28427	129	20	transfer	transfer	NOUN
bracis-28427	129	21	learning	learning	NOUN
bracis-28427	129	22	,	,	PUNCT
bracis-28427	129	23	taking	take	VERB
bracis-28427	129	24	advantage	advantage	NOUN
bracis-28427	129	25	of	of	ADP
bracis-28427	129	26	the	the	DET
bracis-28427	129	27	weights	weight	NOUN
bracis-28427	129	28	trained	train	VERB
bracis-28427	129	29	in	in	ADP
bracis-28427	129	30	other	other	ADJ
bracis-28427	129	31	contexts	context	NOUN
bracis-28427	129	32	to	to	PART
bracis-28427	129	33	perform	perform	VERB
bracis-28427	129	34	this	this	DET
bracis-28427	129	35	work	work	NOUN
bracis-28427	129	36	,	,	PUNCT
bracis-28427	129	37	including	include	VERB
bracis-28427	129	38	only	only	ADV
bracis-28427	129	39	a	a	DET
bracis-28427	129	40	few	few	ADJ
bracis-28427	129	41	additional	additional	ADJ
bracis-28427	129	42	layers	layer	NOUN
bracis-28427	129	43	at	at	ADP
bracis-28427	129	44	the	the	DET
bracis-28427	129	45	end	end	NOUN
bracis-28427	129	46	of	of	ADP
bracis-28427	129	47	each	each	DET
bracis-28427	129	48	architecture	architecture	NOUN
bracis-28427	129	49	.	.	PUNCT
bracis-28427	130	1	first	first	ADV
bracis-28427	130	2	it	it	PRON
bracis-28427	130	3	was	be	AUX
bracis-28427	130	4	added	add	VERB
bracis-28427	130	5	a	a	DET
bracis-28427	130	6	layer	layer	NOUN
bracis-28427	130	7	of	of	ADP
bracis-28427	130	8	flatten	flatten	NOUN
bracis-28427	130	9	,	,	PUNCT
bracis-28427	130	10	followed	follow	VERB
bracis-28427	130	11	by	by	ADP
bracis-28427	130	12	a	a	DET
bracis-28427	130	13	20	20	NUM
bracis-28427	130	14	%	%	NOUN
bracis-28427	130	15	layer	layer	NOUN
bracis-28427	130	16	of	of	ADP
bracis-28427	130	17	dropout	dropout	NOUN
bracis-28427	130	18	,	,	PUNCT
bracis-28427	130	19	to	to	PART
bracis-28427	130	20	prevent	prevent	VERB
bracis-28427	130	21	overfitting	overfitting	NOUN
bracis-28427	130	22	.	.	PUNCT
bracis-28427	131	1	soon	soon	ADV
bracis-28427	131	2	after	after	ADV
bracis-28427	131	3	,	,	PUNCT
bracis-28427	131	4	the	the	DET
bracis-28427	131	5	experiment	experiment	NOUN
bracis-28427	131	6	included	include	VERB
bracis-28427	131	7	one	one	NUM
bracis-28427	131	8	each	each	DET
bracis-28427	131	9	of	of	ADP
bracis-28427	131	10	dense	dense	ADJ
bracis-28427	131	11	layer	layer	NOUN
bracis-28427	131	12	,	,	PUNCT
bracis-28427	131	13	with	with	ADP
bracis-28427	131	14	1024	1024	NUM
bracis-28427	131	15	neurons	neuron	NOUN
bracis-28427	131	16	and	and	CCONJ
bracis-28427	131	17	relu	relu	NOUN
bracis-28427	131	18	activation	activation	NOUN
bracis-28427	131	19	function	function	NOUN
bracis-28427	131	20	.	.	PUNCT
bracis-28427	132	1	finally	finally	ADV
bracis-28427	132	2	,	,	PUNCT
bracis-28427	132	3	a	a	DET
bracis-28427	132	4	layer	layer	NOUN
bracis-28427	132	5	completely	completely	ADV
bracis-28427	132	6	connected	connect	VERB
bracis-28427	132	7	to	to	PART
bracis-28427	132	8	output	output	VERB
bracis-28427	132	9	with	with	ADP
bracis-28427	132	10	2	2	NUM
bracis-28427	132	11	neurons	neuron	NOUN
bracis-28427	132	12	with	with	ADP
bracis-28427	132	13	softmax	softmax	NOUN
bracis-28427	132	14	activation	activation	NOUN
bracis-28427	132	15	function	function	NOUN
bracis-28427	132	16	,	,	PUNCT
bracis-28427	132	17	according	accord	VERB
bracis-28427	132	18	to	to	ADP
bracis-28427	132	19	the	the	DET
bracis-28427	132	20	two	two	NUM
bracis-28427	132	21	classes	class	NOUN
bracis-28427	132	22	(	(	PUNCT
bracis-28427	132	23	existence	existence	NOUN
bracis-28427	132	24	or	or	CCONJ
bracis-28427	132	25	not	not	PART
bracis-28427	132	26	of	of	ADP
bracis-28427	132	27	violence	violence	NOUN
bracis-28427	132	28	)	)	PUNCT
bracis-28427	132	29	,	,	PUNCT
bracis-28427	132	30	for	for	ADP
bracis-28427	132	31	the	the	DET
bracis-28427	132	32	display	display	NOUN
bracis-28427	132	33	of	of	ADP
bracis-28427	132	34	the	the	DET
bracis-28427	132	35	probabilities	probability	NOUN
bracis-28427	132	36	of	of	ADP
bracis-28427	132	37	the	the	DET
bracis-28427	132	38	classes	class	NOUN
bracis-28427	132	39	.	.	PUNCT
bracis-28427	133	1	4.3	4.3	NUM
bracis-28427	133	2	flower	flower	NOUN
bracis-28427	133	3	framework	framework	NOUN
bracis-28427	133	4	flower	flower	NOUN
bracis-28427	133	5	is	be	AUX
bracis-28427	133	6	an	an	DET
bracis-28427	133	7	open	open	ADJ
bracis-28427	133	8	source	source	NOUN
bracis-28427	133	9	fl	fl	NOUN
bracis-28427	133	10	framework	framework	NOUN
bracis-28427	133	11	that	that	PRON
bracis-28427	133	12	enables	enable	VERB
bracis-28427	133	13	experiments	experiment	NOUN
bracis-28427	133	14	to	to	PART
bracis-28427	133	15	be	be	AUX
bracis-28427	133	16	run	run	VERB
bracis-28427	133	17	using	use	VERB
bracis-28427	133	18	machine	machine	NOUN
bracis-28427	133	19	learning	learning	NOUN
bracis-28427	133	20	frameworks	framework	NOUN
bracis-28427	133	21	such	such	ADJ
bracis-28427	133	22	as	as	ADP
bracis-28427	133	23	pytorch	pytorch	NOUN
bracis-28427	133	24	,	,	PUNCT
bracis-28427	133	25	tensorflow	tensorflow	NOUN
bracis-28427	133	26	,	,	PUNCT
bracis-28427	133	27	pytorch	pytorch	NOUN
bracis-28427	133	28	lightning	lightning	NOUN
bracis-28427	133	29	,	,	PUNCT
bracis-28427	133	30	mxnet	mxnet	NOUN
bracis-28427	133	31	,	,	PUNCT
bracis-28427	133	32	scikit	scikit	NOUN
bracis-28427	133	33	-	-	PUNCT
bracis-28427	133	34	learn	learn	NOUN
bracis-28427	133	35	,	,	PUNCT
bracis-28427	133	36	tflite	tflite	PROPN
bracis-28427	133	37	,	,	PUNCT
bracis-28427	133	38	among	among	ADP
bracis-28427	133	39	others	other	NOUN
bracis-28427	133	40	,	,	PUNCT
bracis-28427	133	41	specifically	specifically	ADV
bracis-28427	133	42	designed	design	VERB
bracis-28427	133	43	to	to	PART
bracis-28427	133	44	advance	advance	VERB
bracis-28427	133	45	fl	fl	DET
bracis-28427	133	46	research	research	NOUN
bracis-28427	133	47	,	,	PUNCT
bracis-28427	133	48	enabling	enable	VERB
bracis-28427	133	49	heterogeneous	heterogeneous	ADJ
bracis-28427	133	50	fl	fl	NOUN
bracis-28427	133	51	workloads	workload	NOUN
bracis-28427	133	52	at	at	ADP
bracis-28427	133	53	scale	scale	NOUN
bracis-28427	133	54	[	[	X
bracis-28427	133	55	1	1	NUM
bracis-28427	133	56	]	]	PUNCT
bracis-28427	133	57	.	.	PUNCT
bracis-28427	134	1	using	use	VERB
bracis-28427	134	2	flower	flower	NOUN
bracis-28427	134	3	,	,	PUNCT
bracis-28427	134	4	you	you	PRON
bracis-28427	134	5	can	can	AUX
bracis-28427	134	6	run	run	VERB
bracis-28427	134	7	experiments	experiment	NOUN
bracis-28427	134	8	simulating	simulate	VERB
bracis-28427	134	9	the	the	DET
bracis-28427	134	10	existence	existence	NOUN
bracis-28427	134	11	of	of	ADP
bracis-28427	134	12	clients	client	NOUN
bracis-28427	134	13	/	/	SYM
bracis-28427	134	14	devices	device	NOUN
bracis-28427	134	15	that	that	PRON
bracis-28427	134	16	,	,	PUNCT
bracis-28427	134	17	connected	connect	VERB
bracis-28427	134	18	to	to	ADP
bracis-28427	134	19	the	the	DET
bracis-28427	134	20	federated	federated	ADJ
bracis-28427	134	21	network	network	NOUN
bracis-28427	134	22	,	,	PUNCT
bracis-28427	134	23	can	can	AUX
bracis-28427	134	24	evolve	evolve	VERB
bracis-28427	134	25	their	their	PRON
bracis-28427	134	26	datasets	dataset	NOUN
bracis-28427	134	27	and	and	CCONJ
bracis-28427	134	28	send	send	VERB
bracis-28427	134	29	the	the	DET
bracis-28427	134	30	parameters	parameter	NOUN
bracis-28427	134	31	of	of	ADP
bracis-28427	134	32	what	what	PRON
bracis-28427	134	33	has	have	AUX
bracis-28427	134	34	been	be	AUX
bracis-28427	134	35	learned	learn	VERB
bracis-28427	134	36	to	to	ADP
bracis-28427	134	37	the	the	DET
bracis-28427	134	38	centralizing	centralizing	NOUN
bracis-28427	134	39	server	server	NOUN
bracis-28427	134	40	,	,	PUNCT
bracis-28427	134	41	which	which	PRON
bracis-28427	134	42	in	in	ADP
bracis-28427	134	43	turn	turn	NOUN
bracis-28427	134	44	will	will	AUX
bracis-28427	134	45	receive	receive	VERB
bracis-28427	134	46	each	each	DET
bracis-28427	134	47	update	update	NOUN
bracis-28427	134	48	by	by	ADP
bracis-28427	134	49	aggregating	aggregate	VERB
bracis-28427	134	50	into	into	ADP
bracis-28427	134	51	a	a	DET
bracis-28427	134	52	single	single	ADJ
bracis-28427	134	53	model	model	NOUN
bracis-28427	134	54	.	.	PUNCT
bracis-28427	135	1	the	the	DET
bracis-28427	135	2	framework	framework	NOUN
bracis-28427	135	3	also	also	ADV
bracis-28427	135	4	allows	allow	VERB
bracis-28427	135	5	the	the	DET
bracis-28427	135	6	customization	customization	NOUN
bracis-28427	135	7	of	of	ADP
bracis-28427	135	8	different	different	ADJ
bracis-28427	135	9	configurations	configuration	NOUN
bracis-28427	135	10	for	for	ADP
bracis-28427	135	11	the	the	DET
bracis-28427	135	12	experiment	experiment	NOUN
bracis-28427	135	13	,	,	PUNCT
bracis-28427	135	14	such	such	ADJ
bracis-28427	135	15	as	as	ADP
bracis-28427	135	16	waiting	wait	VERB
bracis-28427	135	17	for	for	SCONJ
bracis-28427	135	18	a	a	DET
bracis-28427	135	19	minimum	minimum	ADJ
bracis-28427	135	20	number	number	NOUN
bracis-28427	135	21	of	of	ADP
bracis-28427	135	22	clients	client	NOUN
bracis-28427	135	23	to	to	PART
bracis-28427	135	24	start	start	VERB
bracis-28427	135	25	a	a	DET
bracis-28427	135	26	training	training	NOUN
bracis-28427	135	27	cycle	cycle	NOUN
bracis-28427	135	28	together	together	ADV
bracis-28427	135	29	,	,	PUNCT
bracis-28427	135	30	select	select	VERB
bracis-28427	135	31	assorted	assorted	ADJ
bracis-28427	135	32	customers	customer	NOUN
bracis-28427	135	33	who	who	PRON
bracis-28427	135	34	participated	participate	VERB
bracis-28427	135	35	in	in	ADP
bracis-28427	135	36	a	a	DET
bracis-28427	135	37	cycle	cycle	NOUN
bracis-28427	135	38	,	,	PUNCT
bracis-28427	135	39	perform	perform	VERB
bracis-28427	135	40	the	the	DET
bracis-28427	135	41	measurement	measurement	NOUN
bracis-28427	135	42	of	of	ADP
bracis-28427	135	43	evolution	evolution	NOUN
bracis-28427	135	44	both	both	CCONJ
bracis-28427	135	45	on	on	ADP
bracis-28427	135	46	the	the	DET
bracis-28427	135	47	client	client	NOUN
bracis-28427	135	48	and	and	CCONJ
bracis-28427	135	49	on	on	ADP
bracis-28427	135	50	the	the	DET
bracis-28427	135	51	server	server	NOUN
bracis-28427	135	52	,	,	PUNCT
bracis-28427	135	53	send	send	VERB
bracis-28427	135	54	the	the	DET
bracis-28427	135	55	initial	initial	ADJ
bracis-28427	135	56	parameters	parameter	NOUN
bracis-28427	135	57	to	to	ADP
bracis-28427	135	58	each	each	DET
bracis-28427	135	59	client	client	NOUN
bracis-28427	135	60	when	when	SCONJ
bracis-28427	135	61	starting	start	VERB
bracis-28427	135	62	an	an	DET
bracis-28427	135	63	experiment	experiment	NOUN
bracis-28427	135	64	.	.	PUNCT
bracis-28427	136	1	this	this	DET
bracis-28427	136	2	flexibility	flexibility	NOUN
bracis-28427	136	3	allows	allow	VERB
bracis-28427	136	4	for	for	ADP
bracis-28427	136	5	a	a	DET
bracis-28427	136	6	diversification	diversification	NOUN
bracis-28427	136	7	of	of	ADP
bracis-28427	136	8	scenarios	scenario	NOUN
bracis-28427	136	9	in	in	ADP
bracis-28427	136	10	a	a	DET
bracis-28427	136	11	given	give	VERB
bracis-28427	136	12	experiment	experiment	NOUN
bracis-28427	136	13	.	.	PUNCT
bracis-28427	137	1	settings	setting	NOUN
bracis-28427	137	2	.	.	PUNCT
bracis-28427	138	1	to	to	PART
bracis-28427	138	2	perform	perform	VERB
bracis-28427	138	3	the	the	DET
bracis-28427	138	4	experiment	experiment	NOUN
bracis-28427	138	5	,	,	PUNCT
bracis-28427	138	6	this	this	DET
bracis-28427	138	7	paper	paper	NOUN
bracis-28427	138	8	used	use	VERB
bracis-28427	138	9	the	the	DET
bracis-28427	138	10	fedavg	fedavg	NOUN
bracis-28427	138	11	[	[	X
bracis-28427	138	12	18	18	NUM
bracis-28427	138	13	]	]	PUNCT
bracis-28427	138	14	strategy	strategy	NOUN
bracis-28427	138	15	,	,	PUNCT
bracis-28427	138	16	with	with	ADP
bracis-28427	138	17	3	3	NUM
bracis-28427	138	18	clients	client	NOUN
bracis-28427	138	19	running	run	VERB
bracis-28427	138	20	1	1	NUM
bracis-28427	138	21	season	season	NOUN
bracis-28427	138	22	per	per	ADP
bracis-28427	138	23	cycle	cycle	NOUN
bracis-28427	138	24	,	,	PUNCT
bracis-28427	138	25	with	with	ADP
bracis-28427	138	26	40	40	NUM
bracis-28427	138	27	cycles	cycle	NOUN
bracis-28427	138	28	,	,	PUNCT
bracis-28427	138	29	each	each	DET
bracis-28427	138	30	client	client	NOUN
bracis-28427	138	31	having	have	VERB
bracis-28427	138	32	1/3	1/3	NUM
bracis-28427	138	33	of	of	ADP
bracis-28427	138	34	the	the	DET
bracis-28427	138	35	training	training	NOUN
bracis-28427	138	36	dataset	dataset	NOUN
bracis-28427	138	37	.	.	PUNCT
bracis-28427	139	1	in	in	ADP
bracis-28427	139	2	addition	addition	NOUN
bracis-28427	139	3	to	to	ADP
bracis-28427	139	4	these	these	DET
bracis-28427	139	5	settings	setting	NOUN
bracis-28427	139	6	,	,	PUNCT
bracis-28427	139	7	it	it	PRON
bracis-28427	139	8	defined	define	VERB
bracis-28427	139	9	the	the	DET
bracis-28427	139	10	existence	existence	NOUN
bracis-28427	139	11	of	of	ADP
bracis-28427	139	12	at	at	ADV
bracis-28427	139	13	least	least	ADV
bracis-28427	139	14	3	3	NUM
bracis-28427	139	15	clients	client	NOUN
bracis-28427	139	16	for	for	ADP
bracis-28427	139	17	the	the	DET
bracis-28427	139	18	beginning	beginning	NOUN
bracis-28427	139	19	of	of	ADP
bracis-28427	139	20	each	each	DET
bracis-28427	139	21	cycle	cycle	NOUN
bracis-28427	139	22	,	,	PUNCT
bracis-28427	139	23	as	as	ADV
bracis-28427	139	24	well	well	ADV
bracis-28427	139	25	as	as	ADP
bracis-28427	139	26	the	the	DET
bracis-28427	139	27	execution	execution	NOUN
bracis-28427	139	28	of	of	ADP
bracis-28427	139	29	validations	validation	NOUN
bracis-28427	139	30	,	,	PUNCT
bracis-28427	139	31	and	and	CCONJ
bracis-28427	139	32	also	also	ADV
bracis-28427	139	33	enabled	enable	VERB
bracis-28427	139	34	the	the	DET
bracis-28427	139	35	sending	sending	NOUN
bracis-28427	139	36	of	of	ADP
bracis-28427	139	37	the	the	DET
bracis-28427	139	38	initial	initial	ADJ
bracis-28427	139	39	parameters	parameter	NOUN
bracis-28427	139	40	for	for	ADP
bracis-28427	139	41	each	each	DET
bracis-28427	139	42	client	client	NOUN
bracis-28427	139	43	and	and	CCONJ
bracis-28427	139	44	set	set	VERB
bracis-28427	139	45	the	the	DET
bracis-28427	139	46	validation	validation	NOUN
bracis-28427	139	47	configuration	configuration	NOUN
bracis-28427	139	48	of	of	ADP
bracis-28427	139	49	the	the	DET
bracis-28427	139	50	updated	update	VERB
bracis-28427	139	51	model	model	NOUN
bracis-28427	139	52	using	use	VERB
bracis-28427	139	53	the	the	DET
bracis-28427	139	54	test	test	NOUN
bracis-28427	139	55	dataset	dataset	NOUN
bracis-28427	139	56	,	,	PUNCT
bracis-28427	139	57	which	which	PRON
bracis-28427	139	58	is	be	AUX
bracis-28427	139	59	performed	perform	VERB
bracis-28427	139	60	at	at	ADP
bracis-28427	139	61	each	each	DET
bracis-28427	139	62	end	end	NOUN
bracis-28427	139	63	of	of	ADP
bracis-28427	139	64	the	the	DET
bracis-28427	139	65	cycle	cycle	NOUN
bracis-28427	139	66	.	.	PUNCT
bracis-28427	140	1	4.4	4.4	NUM
bracis-28427	140	2	experimental	experimental	ADJ
bracis-28427	140	3	setup	setup	NOUN
bracis-28427	140	4	the	the	DET
bracis-28427	140	5	experiment	experiment	NOUN
bracis-28427	140	6	was	be	AUX
bracis-28427	140	7	conducted	conduct	VERB
bracis-28427	140	8	on	on	ADP
bracis-28427	140	9	the	the	DET
bracis-28427	140	10	google	google	PROPN
bracis-28427	140	11	colabfootnote	colabfootnote	NOUN
bracis-28427	140	12	1	1	NUM
bracis-28427	140	13	platform	platform	NOUN
bracis-28427	140	14	,	,	PUNCT
bracis-28427	140	15	pro	pro	ADJ
bracis-28427	140	16	version	version	NOUN
bracis-28427	140	17	,	,	PUNCT
bracis-28427	140	18	with	with	ADP
bracis-28427	140	19	27	27	NUM
bracis-28427	140	20	 	 	SPACE
bracis-28427	140	21	gb	gb	NOUN
bracis-28427	140	22	of	of	ADP
bracis-28427	140	23	ram	ram	NOUN
bracis-28427	140	24	and	and	CCONJ
bracis-28427	140	25	an	an	DET
bracis-28427	140	26	nvidia	nvidia	PROPN
bracis-28427	140	27	tesla	tesla	PROPN
bracis-28427	140	28	p100	p100	PROPN
bracis-28427	140	29	pcie	pcie	PROPN
bracis-28427	140	30	gpu	gpu	NOUN
bracis-28427	140	31	with	with	ADP
bracis-28427	140	32	16	16	NUM
bracis-28427	140	33	 	 	SPACE
bracis-28427	140	34	gb	gb	NOUN
bracis-28427	140	35	.	.	PUNCT
bracis-28427	140	36	mlflowfootnote	mlflowfootnote	VERB
bracis-28427	140	37	2	2	NUM
bracis-28427	140	38	v1.20	v1.20	NOUN
bracis-28427	140	39	was	be	AUX
bracis-28427	140	40	used	use	VERB
bracis-28427	140	41	to	to	PART
bracis-28427	140	42	make	make	VERB
bracis-28427	140	43	annotations	annotation	NOUN
bracis-28427	140	44	,	,	PUNCT
bracis-28427	140	45	log	log	NOUN
bracis-28427	140	46	records	record	NOUN
bracis-28427	140	47	,	,	PUNCT
bracis-28427	140	48	experiment	experiment	NOUN
bracis-28427	140	49	tracking	tracking	NOUN
bracis-28427	140	50	,	,	PUNCT
bracis-28427	140	51	metric	metric	ADJ
bracis-28427	140	52	storage	storage	NOUN
bracis-28427	140	53	and	and	CCONJ
bracis-28427	140	54	model	model	NOUN
bracis-28427	140	55	in	in	ADP
bracis-28427	140	56	a	a	DET
bracis-28427	140	57	central	central	ADJ
bracis-28427	140	58	repository	repository	NOUN
bracis-28427	140	59	,	,	PUNCT
bracis-28427	140	60	being	be	AUX
bracis-28427	140	61	an	an	DET
bracis-28427	140	62	open	open	ADJ
bracis-28427	140	63	source	source	NOUN
bracis-28427	140	64	platform	platform	NOUN
bracis-28427	140	65	enabling	enable	VERB
bracis-28427	140	66	integration	integration	NOUN
bracis-28427	140	67	with	with	ADP
bracis-28427	140	68	several	several	ADJ
bracis-28427	140	69	libraries	library	NOUN
bracis-28427	140	70	used	use	VERB
bracis-28427	140	71	in	in	ADP
bracis-28427	140	72	the	the	DET
bracis-28427	140	73	life	life	NOUN
bracis-28427	140	74	cycle	cycle	NOUN
bracis-28427	140	75	of	of	ADP
bracis-28427	140	76	machine	machine	NOUN
bracis-28427	140	77	learning	learn	VERB
bracis-28427	140	78	solutions	solution	NOUN
bracis-28427	140	79	.	.	PUNCT
bracis-28427	141	1	the	the	DET
bracis-28427	141	2	pythonfootnote	pythonfootnote	PROPN
bracis-28427	141	3	3	3	NUM
bracis-28427	141	4	v3	v3	PROPN
bracis-28427	141	5	language	language	NOUN
bracis-28427	141	6	and	and	CCONJ
bracis-28427	141	7	the	the	DET
bracis-28427	141	8	tensorflowfootnote	tensorflowfootnote	NOUN
bracis-28427	141	9	4	4	NUM
bracis-28427	141	10	v2.6	v2.6	NOUN
bracis-28427	141	11	framework	framework	NOUN
bracis-28427	141	12	were	be	AUX
bracis-28427	141	13	used	use	VERB
bracis-28427	141	14	to	to	PART
bracis-28427	141	15	build	build	VERB
bracis-28427	141	16	the	the	DET
bracis-28427	141	17	cnn	cnn	PROPN
bracis-28427	141	18	models	model	NOUN
bracis-28427	141	19	.	.	PUNCT
bracis-28427	142	1	5	5	NUM
bracis-28427	142	2	results	result	VERB
bracis-28427	142	3	the	the	DET
bracis-28427	142	4	four	four	NUM
bracis-28427	142	5	chosen	choose	VERB
bracis-28427	142	6	models	model	NOUN
bracis-28427	142	7	were	be	AUX
bracis-28427	142	8	evaluated	evaluate	VERB
bracis-28427	142	9	in	in	ADP
bracis-28427	142	10	the	the	DET
bracis-28427	142	11	hear	hear	NOUN
bracis-28427	142	12	dataset	dataset	NOUN
bracis-28427	142	13	,	,	PUNCT
bracis-28427	142	14	and	and	CCONJ
bracis-28427	142	15	the	the	DET
bracis-28427	142	16	results	result	NOUN
bracis-28427	142	17	obtained	obtain	VERB
bracis-28427	142	18	are	be	AUX
bracis-28427	142	19	shown	show	VERB
bracis-28427	142	20	in	in	ADP
bracis-28427	142	21	the	the	DET
bracis-28427	142	22	table	table	NOUN
bracis-28427	142	23	 	 	SPACE
bracis-28427	142	24	2	2	NUM
bracis-28427	142	25	.	.	PUNCT
bracis-28427	143	1	the	the	DET
bracis-28427	143	2	table	table	NOUN
bracis-28427	143	3	also	also	ADV
bracis-28427	143	4	exposes	expose	VERB
bracis-28427	143	5	the	the	DET
bracis-28427	143	6	number	number	NOUN
bracis-28427	143	7	of	of	ADP
bracis-28427	143	8	clients	client	NOUN
bracis-28427	143	9	and	and	CCONJ
bracis-28427	143	10	rounds	round	NOUN
bracis-28427	143	11	executed	execute	VERB
bracis-28427	143	12	,	,	PUNCT
bracis-28427	143	13	as	as	ADV
bracis-28427	143	14	well	well	ADV
bracis-28427	143	15	as	as	ADP
bracis-28427	143	16	the	the	DET
bracis-28427	143	17	total	total	ADJ
bracis-28427	143	18	execution	execution	NOUN
bracis-28427	143	19	time	time	NOUN
bracis-28427	143	20	(	(	PUNCT
bracis-28427	143	21	in	in	ADP
bracis-28427	143	22	hours	hour	NOUN
bracis-28427	143	23	)	)	PUNCT
bracis-28427	143	24	.	.	PUNCT
bracis-28427	144	1	the	the	DET
bracis-28427	144	2	mobilenet	mobilenet	NOUN
bracis-28427	144	3	architecture	architecture	NOUN
bracis-28427	144	4	performed	perform	VERB
bracis-28427	144	5	better	well	ADV
bracis-28427	144	6	in	in	ADP
bracis-28427	144	7	terms	term	NOUN
bracis-28427	144	8	of	of	ADP
bracis-28427	144	9	accuracy	accuracy	NOUN
bracis-28427	144	10	(	(	PUNCT
bracis-28427	144	11	71.9	71.9	NUM
bracis-28427	144	12	%	%	NOUN
bracis-28427	144	13	)	)	PUNCT
bracis-28427	144	14	,	,	PUNCT
bracis-28427	144	15	but	but	CCONJ
bracis-28427	144	16	inception	inception	PROPN
bracis-28427	144	17	v3	v3	PROPN
bracis-28427	144	18	showed	show	VERB
bracis-28427	144	19	better	well	ADJ
bracis-28427	144	20	results	result	NOUN
bracis-28427	144	21	in	in	ADP
bracis-28427	144	22	the	the	DET
bracis-28427	144	23	\(f_{1}\	\(f_{1}\	ADJ
bracis-28427	144	24	)	)	PUNCT
bracis-28427	144	25	score	score	NOUN
bracis-28427	144	26	,	,	PUNCT
bracis-28427	144	27	precision	precision	NOUN
bracis-28427	144	28	and	and	CCONJ
bracis-28427	144	29	recall	recall	NOUN
bracis-28427	144	30	,	,	PUNCT
bracis-28427	144	31	89.1	89.1	NUM
bracis-28427	144	32	%	%	NOUN
bracis-28427	144	33	,	,	PUNCT
bracis-28427	144	34	85.8	85.8	NUM
bracis-28427	144	35	%	%	NOUN
bracis-28427	144	36	,	,	PUNCT
bracis-28427	144	37	92.7	92.7	NUM
bracis-28427	144	38	%	%	NOUN
bracis-28427	144	39	respectively	respectively	ADV
bracis-28427	144	40	.	.	PUNCT
bracis-28427	145	1	table	table	NOUN
bracis-28427	145	2	2	2	NUM
bracis-28427	145	3	.	.	PUNCT
bracis-28427	145	4	results	result	NOUN
bracis-28427	145	5	obtained	obtain	VERB
bracis-28427	145	6	along	along	ADP
bracis-28427	145	7	with	with	ADP
bracis-28427	145	8	the	the	DET
bracis-28427	145	9	number	number	NOUN
bracis-28427	145	10	of	of	ADP
bracis-28427	145	11	times	time	NOUN
bracis-28427	145	12	and	and	CCONJ
bracis-28427	145	13	runtime.full	runtime.full	PROPN
bracis-28427	145	14	size	size	NOUN
bracis-28427	145	15	table	table	NOUN
bracis-28427	145	16	the	the	DET
bracis-28427	145	17	table	table	NOUN
bracis-28427	145	18	 	 	SPACE
bracis-28427	145	19	2	2	NUM
bracis-28427	145	20	presents	present	NOUN
bracis-28427	145	21	that	that	PRON
bracis-28427	145	22	the	the	DET
bracis-28427	145	23	mobilenet	mobilenet	NOUN
bracis-28427	145	24	and	and	CCONJ
bracis-28427	145	25	inception	inception	PROPN
bracis-28427	145	26	v3	v3	PROPN
bracis-28427	145	27	architectures	architecture	NOUN
bracis-28427	145	28	had	have	VERB
bracis-28427	145	29	a	a	DET
bracis-28427	145	30	1	1	NUM
bracis-28427	145	31	 	 	SPACE
bracis-28427	145	32	h	h	NOUN
bracis-28427	145	33	difference	difference	NOUN
bracis-28427	145	34	in	in	ADP
bracis-28427	145	35	run	run	NOUN
bracis-28427	145	36	time	time	NOUN
bracis-28427	145	37	,	,	PUNCT
bracis-28427	145	38	a	a	DET
bracis-28427	145	39	much	much	ADV
bracis-28427	145	40	lower	low	ADJ
bracis-28427	145	41	value	value	NOUN
bracis-28427	145	42	compared	compare	VERB
bracis-28427	145	43	to	to	ADP
bracis-28427	145	44	the	the	DET
bracis-28427	145	45	time	time	NOUN
bracis-28427	145	46	spent	spend	VERB
bracis-28427	145	47	by	by	ADP
bracis-28427	145	48	the	the	DET
bracis-28427	145	49	vgg16	vgg16	PROPN
bracis-28427	145	50	and	and	CCONJ
bracis-28427	145	51	resnet-152	resnet-152	NOUN
bracis-28427	145	52	architectures	architecture	NOUN
bracis-28427	145	53	,	,	PUNCT
bracis-28427	145	54	which	which	PRON
bracis-28427	145	55	was	be	AUX
bracis-28427	145	56	an	an	DET
bracis-28427	145	57	average	average	NOUN
bracis-28427	145	58	of	of	ADP
bracis-28427	145	59	12.3	12.3	NUM
bracis-28427	145	60	 	 	SPACE
bracis-28427	145	61	h.	h.	NOUN
bracis-28427	146	1	an	an	DET
bracis-28427	146	2	experiment	experiment	NOUN
bracis-28427	146	3	was	be	AUX
bracis-28427	146	4	also	also	ADV
bracis-28427	146	5	performed	perform	VERB
bracis-28427	146	6	with	with	ADP
bracis-28427	146	7	the	the	DET
bracis-28427	146	8	same	same	ADJ
bracis-28427	146	9	architectures	architecture	NOUN
bracis-28427	146	10	without	without	ADP
bracis-28427	146	11	using	use	VERB
bracis-28427	146	12	fl	fl	ADP
bracis-28427	146	13	techniques	technique	NOUN
bracis-28427	146	14	,	,	PUNCT
bracis-28427	146	15	presented	present	VERB
bracis-28427	146	16	in	in	ADP
bracis-28427	146	17	table	table	NOUN
bracis-28427	146	18	 	 	SPACE
bracis-28427	146	19	3	3	NUM
bracis-28427	146	20	,	,	PUNCT
bracis-28427	146	21	to	to	PART
bracis-28427	146	22	check	check	VERB
bracis-28427	146	23	for	for	ADP
bracis-28427	146	24	performance	performance	NOUN
bracis-28427	146	25	loss	loss	NOUN
bracis-28427	146	26	when	when	SCONJ
bracis-28427	146	27	using	use	VERB
bracis-28427	146	28	the	the	DET
bracis-28427	146	29	technique	technique	NOUN
bracis-28427	146	30	.	.	PUNCT
bracis-28427	147	1	another	another	DET
bracis-28427	147	2	important	important	ADJ
bracis-28427	147	3	fact	fact	NOUN
bracis-28427	147	4	is	be	AUX
bracis-28427	147	5	the	the	DET
bracis-28427	147	6	standard	standard	ADJ
bracis-28427	147	7	deviation	deviation	NOUN
bracis-28427	147	8	,	,	PUNCT
bracis-28427	147	9	presented	present	VERB
bracis-28427	147	10	in	in	ADP
bracis-28427	147	11	the	the	DET
bracis-28427	147	12	table	table	NOUN
bracis-28427	147	13	 	 	SPACE
bracis-28427	147	14	2	2	NUM
bracis-28427	147	15	,	,	PUNCT
bracis-28427	147	16	where	where	SCONJ
bracis-28427	147	17	it	it	PRON
bracis-28427	147	18	indicates	indicate	VERB
bracis-28427	147	19	how	how	SCONJ
bracis-28427	147	20	close	close	ADV
bracis-28427	147	21	to	to	ADP
bracis-28427	147	22	the	the	DET
bracis-28427	147	23	average	average	NOUN
bracis-28427	147	24	the	the	DET
bracis-28427	147	25	accuracy	accuracy	NOUN
bracis-28427	147	26	data	datum	NOUN
bracis-28427	147	27	is	be	AUX
bracis-28427	147	28	,	,	PUNCT
bracis-28427	147	29	they	they	PRON
bracis-28427	147	30	are	be	AUX
bracis-28427	147	31	:	:	PUNCT
bracis-28427	147	32	resnet-152	resnet-152	NOUN
bracis-28427	147	33	has	have	VERB
bracis-28427	147	34	the	the	DET
bracis-28427	147	35	lowest	low	ADJ
bracis-28427	147	36	value	value	NOUN
bracis-28427	147	37	with	with	ADP
bracis-28427	147	38	0.013	0.013	NUM
bracis-28427	147	39	,	,	PUNCT
bracis-28427	147	40	followed	follow	VERB
bracis-28427	147	41	by	by	ADP
bracis-28427	147	42	inception	inception	PROPN
bracis-28427	147	43	v3	v3	PROPN
bracis-28427	147	44	which	which	PRON
bracis-28427	147	45	obtained	obtain	VERB
bracis-28427	147	46	0.029	0.029	NUM
bracis-28427	147	47	,	,	PUNCT
bracis-28427	147	48	vgg16	vgg16	VERB
bracis-28427	147	49	with	with	ADP
bracis-28427	147	50	0.052	0.052	NUM
bracis-28427	147	51	and	and	CCONJ
bracis-28427	147	52	mobilenet	mobilenet	NOUN
bracis-28427	147	53	with	with	ADP
bracis-28427	147	54	0.069	0.069	NUM
bracis-28427	147	55	.	.	PUNCT
bracis-28427	147	56	table	table	NOUN
bracis-28427	148	1	3	3	NUM
bracis-28427	148	2	.	.	X
bracis-28427	148	3	comparison	comparison	NOUN
bracis-28427	148	4	between	between	ADP
bracis-28427	148	5	training	training	NOUN
bracis-28427	148	6	with	with	ADP
bracis-28427	148	7	and	and	CCONJ
bracis-28427	148	8	without	without	ADP
bracis-28427	148	9	fl	fl	NOUN
bracis-28427	148	10	with	with	ADP
bracis-28427	148	11	the	the	DET
bracis-28427	148	12	number	number	NOUN
bracis-28427	148	13	of	of	ADP
bracis-28427	148	14	times	time	NOUN
bracis-28427	148	15	and	and	CCONJ
bracis-28427	148	16	lead	lead	VERB
bracis-28427	148	17	time.full	time.full	NUM
bracis-28427	148	18	size	size	NOUN
bracis-28427	148	19	table	table	NOUN
bracis-28427	148	20	in	in	ADP
bracis-28427	148	21	addition	addition	NOUN
bracis-28427	148	22	,	,	PUNCT
bracis-28427	148	23	the	the	DET
bracis-28427	148	24	table	table	NOUN
bracis-28427	148	25	 	 	SPACE
bracis-28427	148	26	3	3	NUM
bracis-28427	148	27	presents	present	VERB
bracis-28427	148	28	a	a	DET
bracis-28427	148	29	loss	loss	NOUN
bracis-28427	148	30	of	of	ADP
bracis-28427	148	31	percentage	percentage	NOUN
bracis-28427	148	32	points	point	NOUN
bracis-28427	148	33	of	of	ADP
bracis-28427	148	34	almost	almost	ADV
bracis-28427	148	35	10	10	NUM
bracis-28427	148	36	%	%	NOUN
bracis-28427	148	37	in	in	ADP
bracis-28427	148	38	the	the	DET
bracis-28427	148	39	accuracy	accuracy	NOUN
bracis-28427	148	40	result	result	NOUN
bracis-28427	148	41	of	of	ADP
bracis-28427	148	42	the	the	DET
bracis-28427	148	43	mobilenet	mobilenet	NOUN
bracis-28427	148	44	and	and	CCONJ
bracis-28427	148	45	resnet-152	resnet-152	NOUN
bracis-28427	148	46	architectures	architecture	NOUN
bracis-28427	148	47	when	when	SCONJ
bracis-28427	148	48	comparing	compare	VERB
bracis-28427	148	49	the	the	DET
bracis-28427	148	50	results	result	NOUN
bracis-28427	148	51	between	between	ADP
bracis-28427	148	52	fl	fl	NOUN
bracis-28427	148	53	and	and	CCONJ
bracis-28427	148	54	non	non	ADJ
bracis-28427	148	55	-	-	PROPN
bracis-28427	148	56	fl	fl	NOUN
bracis-28427	148	57	.	.	PUNCT
bracis-28427	149	1	however	however	ADV
bracis-28427	149	2	,	,	PUNCT
bracis-28427	149	3	for	for	ADP
bracis-28427	149	4	the	the	DET
bracis-28427	149	5	vgg16	vgg16	NOUN
bracis-28427	149	6	and	and	CCONJ
bracis-28427	149	7	inception	inception	PROPN
bracis-28427	149	8	v3	v3	PROPN
bracis-28427	149	9	architectures	architecture	NOUN
bracis-28427	149	10	the	the	DET
bracis-28427	149	11	loss	loss	NOUN
bracis-28427	149	12	of	of	ADP
bracis-28427	149	13	percentage	percentage	NOUN
bracis-28427	149	14	points	point	NOUN
bracis-28427	149	15	is	be	AUX
bracis-28427	149	16	not	not	PART
bracis-28427	149	17	as	as	ADV
bracis-28427	149	18	significant	significant	ADJ
bracis-28427	149	19	as	as	ADP
bracis-28427	149	20	in	in	ADP
bracis-28427	149	21	the	the	DET
bracis-28427	149	22	mobilenet	mobilenet	NOUN
bracis-28427	149	23	and	and	CCONJ
bracis-28427	149	24	resnet-152	resnet-152	NOUN
bracis-28427	149	25	architectures	architecture	NOUN
bracis-28427	149	26	,	,	PUNCT
bracis-28427	149	27	since	since	SCONJ
bracis-28427	149	28	the	the	DET
bracis-28427	149	29	vgg16	vgg16	NOUN
bracis-28427	149	30	presented	present	VERB
bracis-28427	149	31	68.4	68.4	NUM
bracis-28427	149	32	%	%	NOUN
bracis-28427	149	33	for	for	ADP
bracis-28427	149	34	training	training	NOUN
bracis-28427	149	35	without	without	ADP
bracis-28427	149	36	fl	fl	NOUN
bracis-28427	149	37	and	and	CCONJ
bracis-28427	149	38	65.2	65.2	NUM
bracis-28427	149	39	%	%	NOUN
bracis-28427	149	40	with	with	ADP
bracis-28427	149	41	fl	fl	PROPN
bracis-28427	149	42	.	.	PUNCT
bracis-28427	150	1	inceptionv3	inceptionv3	PROPN
bracis-28427	150	2	presented	present	VERB
bracis-28427	150	3	61.5	61.5	NUM
bracis-28427	150	4	%	%	NOUN
bracis-28427	150	5	for	for	ADP
bracis-28427	150	6	training	training	NOUN
bracis-28427	150	7	without	without	ADP
bracis-28427	150	8	fl	fl	NOUN
bracis-28427	150	9	and	and	CCONJ
bracis-28427	150	10	58.7	58.7	NUM
bracis-28427	150	11	%	%	NOUN
bracis-28427	150	12	for	for	ADP
bracis-28427	150	13	fl	fl	PROPN
bracis-28427	150	14	.	.	PUNCT
bracis-28427	151	1	another	another	DET
bracis-28427	151	2	point	point	NOUN
bracis-28427	151	3	to	to	PART
bracis-28427	151	4	be	be	AUX
bracis-28427	151	5	highlighted	highlight	VERB
bracis-28427	151	6	is	be	AUX
bracis-28427	151	7	the	the	DET
bracis-28427	151	8	execution	execution	NOUN
bracis-28427	151	9	time	time	NOUN
bracis-28427	151	10	between	between	ADP
bracis-28427	151	11	the	the	DET
bracis-28427	151	12	two	two	NUM
bracis-28427	151	13	approaches	approach	NOUN
bracis-28427	151	14	,	,	PUNCT
bracis-28427	151	15	where	where	SCONJ
bracis-28427	151	16	in	in	ADP
bracis-28427	151	17	the	the	DET
bracis-28427	151	18	fl	fl	PROPN
bracis-28427	151	19	approach	approach	NOUN
bracis-28427	151	20	the	the	DET
bracis-28427	151	21	mobilenet	mobilenet	NOUN
bracis-28427	151	22	architecture	architecture	NOUN
bracis-28427	151	23	presented	present	VERB
bracis-28427	151	24	shorter	short	ADJ
bracis-28427	151	25	execution	execution	NOUN
bracis-28427	151	26	time	time	NOUN
bracis-28427	151	27	and	and	CCONJ
bracis-28427	151	28	in	in	ADP
bracis-28427	151	29	the	the	DET
bracis-28427	151	30	non	non	ADJ
bracis-28427	151	31	-	-	ADJ
bracis-28427	151	32	fl	fl	ADJ
bracis-28427	151	33	approach	approach	NOUN
bracis-28427	151	34	the	the	DET
bracis-28427	151	35	mobilenet	mobilenet	NOUN
bracis-28427	151	36	and	and	CCONJ
bracis-28427	151	37	vgg16	vgg16	PROPN
bracis-28427	151	38	architectures	architecture	NOUN
bracis-28427	151	39	presented	present	VERB
bracis-28427	151	40	the	the	DET
bracis-28427	151	41	same	same	ADJ
bracis-28427	151	42	execution	execution	NOUN
bracis-28427	151	43	time	time	NOUN
bracis-28427	151	44	.	.	PUNCT
bracis-28427	152	1	the	the	DET
bracis-28427	152	2	static	static	ADJ
bracis-28427	152	3	(	(	PUNCT
bracis-28427	152	4	non	non	ADJ
bracis-28427	152	5	-	-	ADJ
bracis-28427	152	6	parametric	parametric	ADJ
bracis-28427	152	7	)	)	PUNCT
bracis-28427	152	8	test	test	NOUN
bracis-28427	152	9	of	of	ADP
bracis-28427	152	10	friedman	friedman	PROPN
bracis-28427	152	11	[	[	X
bracis-28427	152	12	4	4	NUM
bracis-28427	152	13	]	]	PUNCT
bracis-28427	152	14	was	be	AUX
bracis-28427	152	15	applied	apply	VERB
bracis-28427	152	16	for	for	ADP
bracis-28427	152	17	comparison	comparison	NOUN
bracis-28427	152	18	of	of	ADP
bracis-28427	152	19	multiple	multiple	ADJ
bracis-28427	152	20	models	model	NOUN
bracis-28427	152	21	on	on	ADP
bracis-28427	152	22	a	a	DET
bracis-28427	152	23	single	single	ADJ
bracis-28427	152	24	dataset	dataset	NOUN
bracis-28427	152	25	,	,	PUNCT
bracis-28427	152	26	in	in	ADP
bracis-28427	152	27	which	which	PRON
bracis-28427	152	28	the	the	DET
bracis-28427	152	29	calculation	calculation	NOUN
bracis-28427	152	30	of	of	ADP
bracis-28427	152	31	significance	significance	NOUN
bracis-28427	152	32	(	(	PUNCT
bracis-28427	152	33	p	p	NOUN
bracis-28427	152	34	-	-	PUNCT
bracis-28427	152	35	value	value	NOUN
bracis-28427	152	36	)	)	PUNCT
bracis-28427	152	37	was	be	AUX
bracis-28427	152	38	presented	present	VERB
bracis-28427	152	39	below	below	ADP
bracis-28427	152	40	the	the	DET
bracis-28427	152	41	significance	significance	NOUN
bracis-28427	152	42	level	level	NOUN
bracis-28427	152	43	\(\alpha	\(\alpha	X
bracis-28427	152	44	\	\	NOUN
bracis-28427	152	45	)	)	PUNCT
bracis-28427	152	46	 	 	SPACE
bracis-28427	153	1	=	=	NOUN
bracis-28427	153	2	 	 	SPACE
bracis-28427	153	3	0.050	0.050	NUM
bracis-28427	153	4	,	,	PUNCT
bracis-28427	153	5	concluding	conclude	VERB
bracis-28427	153	6	that	that	SCONJ
bracis-28427	153	7	the	the	DET
bracis-28427	153	8	distributions	distribution	NOUN
bracis-28427	153	9	differ	differ	VERB
bracis-28427	153	10	and	and	CCONJ
bracis-28427	153	11	the	the	DET
bracis-28427	153	12	null	null	ADJ
bracis-28427	153	13	hypothesis	hypothesis	NOUN
bracis-28427	153	14	can	can	AUX
bracis-28427	153	15	be	be	AUX
bracis-28427	153	16	rejected	reject	VERB
bracis-28427	153	17	.	.	PUNCT
bracis-28427	154	1	another	another	DET
bracis-28427	154	2	point	point	NOUN
bracis-28427	154	3	is	be	AUX
bracis-28427	154	4	that	that	SCONJ
bracis-28427	154	5	the	the	DET
bracis-28427	154	6	mobilenet	mobilenet	NOUN
bracis-28427	154	7	architecture	architecture	NOUN
bracis-28427	154	8	presents	present	VERB
bracis-28427	154	9	better	well	ADJ
bracis-28427	154	10	performance	performance	NOUN
bracis-28427	154	11	in	in	ADP
bracis-28427	154	12	terms	term	NOUN
bracis-28427	154	13	of	of	ADP
bracis-28427	154	14	accuracy	accuracy	NOUN
bracis-28427	154	15	(	(	PUNCT
bracis-28427	154	16	75.5	75.5	NUM
bracis-28427	154	17	%	%	NOUN
bracis-28427	154	18	)	)	PUNCT
bracis-28427	154	19	,	,	PUNCT
bracis-28427	154	20	\(f_{1}\	\(f_{1}\	NOUN
bracis-28427	154	21	)	)	PUNCT
bracis-28427	154	22	score	score	NOUN
bracis-28427	154	23	(	(	PUNCT
bracis-28427	154	24	75.0	75.0	NUM
bracis-28427	154	25	%	%	NOUN
bracis-28427	154	26	)	)	PUNCT
bracis-28427	154	27	,	,	PUNCT
bracis-28427	154	28	precision	precision	NOUN
bracis-28427	154	29	(	(	PUNCT
bracis-28427	154	30	76.3	76.3	NUM
bracis-28427	154	31	%	%	NOUN
bracis-28427	154	32	)	)	PUNCT
bracis-28427	154	33	and	and	CCONJ
bracis-28427	154	34	recall	recall	NOUN
bracis-28427	154	35	(	(	PUNCT
bracis-28427	154	36	79.0	79.0	NUM
bracis-28427	154	37	%	%	NOUN
bracis-28427	154	38	)	)	PUNCT
bracis-28427	154	39	when	when	SCONJ
bracis-28427	154	40	fl	fl	PROPN
bracis-28427	154	41	was	be	AUX
bracis-28427	154	42	not	not	PART
bracis-28427	154	43	used	use	VERB
bracis-28427	154	44	(	(	PUNCT
bracis-28427	154	45	table	table	NOUN
bracis-28427	154	46	 	 	SPACE
bracis-28427	154	47	4	4	NUM
bracis-28427	154	48	and	and	CCONJ
bracis-28427	154	49	5	5	NUM
bracis-28427	154	50	)	)	PUNCT
bracis-28427	154	51	.	.	PUNCT
bracis-28427	155	1	table	table	NOUN
bracis-28427	155	2	4	4	NUM
bracis-28427	155	3	.	.	PUNCT
bracis-28427	156	1	friedman	friedman	PROPN
bracis-28427	156	2	test	test	NOUN
bracis-28427	156	3	statistics	statistic	NOUN
bracis-28427	156	4	for	for	ADP
bracis-28427	156	5	fl.full	fl.full	ADJ
bracis-28427	156	6	size	size	NOUN
bracis-28427	156	7	table	table	NOUN
bracis-28427	156	8	table	table	NOUN
bracis-28427	156	9	5	5	NUM
bracis-28427	156	10	.	.	PUNCT
bracis-28427	157	1	friedman	friedman	PROPN
bracis-28427	157	2	test	test	NOUN
bracis-28427	157	3	statistics	statistic	NOUN
bracis-28427	157	4	for	for	ADP
bracis-28427	157	5	non-fl.full	non-fl.full	ADJ
bracis-28427	157	6	size	size	NOUN
bracis-28427	157	7	table	table	NOUN
bracis-28427	157	8	table	table	NOUN
bracis-28427	157	9	6	6	NUM
bracis-28427	157	10	.	.	PUNCT
bracis-28427	158	1	pairwise	pairwise	NOUN
bracis-28427	158	2	comparisons	comparison	NOUN
bracis-28427	158	3	for	for	ADP
bracis-28427	158	4	non-fl.full	non-fl.full	ADJ
bracis-28427	158	5	size	size	NOUN
bracis-28427	158	6	table	table	NOUN
bracis-28427	158	7	table	table	NOUN
bracis-28427	158	8	7	7	NUM
bracis-28427	158	9	.	.	PUNCT
bracis-28427	159	1	pairwise	pairwise	NOUN
bracis-28427	159	2	comparisons	comparison	NOUN
bracis-28427	159	3	for	for	ADP
bracis-28427	159	4	fl.full	fl.full	ADJ
bracis-28427	159	5	size	size	NOUN
bracis-28427	159	6	table	table	NOUN
bracis-28427	159	7	wilcoxon	wilcoxon	VERB
bracis-28427	159	8	’s	’s	PART
bracis-28427	159	9	[	[	X
bracis-28427	159	10	35	35	NUM
bracis-28427	159	11	]	]	SYM
bracis-28427	159	12	post	post	X
bracis-28427	159	13	hoc	hoc	X
bracis-28427	159	14	method	method	NOUN
bracis-28427	159	15	was	be	AUX
bracis-28427	159	16	applied	apply	VERB
bracis-28427	159	17	to	to	PART
bracis-28427	159	18	verify	verify	VERB
bracis-28427	159	19	the	the	DET
bracis-28427	159	20	null	null	ADJ
bracis-28427	159	21	hypothesis	hypothesis	NOUN
bracis-28427	159	22	for	for	ADP
bracis-28427	159	23	the	the	DET
bracis-28427	159	24	samples	sample	NOUN
bracis-28427	159	25	,	,	PUNCT
bracis-28427	159	26	as	as	SCONJ
bracis-28427	159	27	a	a	DET
bracis-28427	159	28	result	result	NOUN
bracis-28427	159	29	critical	critical	ADJ
bracis-28427	159	30	difference	difference	NOUN
bracis-28427	159	31	diagrams	diagram	NOUN
bracis-28427	159	32	were	be	AUX
bracis-28427	159	33	generated	generate	VERB
bracis-28427	159	34	,	,	PUNCT
bracis-28427	159	35	illustrated	illustrate	VERB
bracis-28427	159	36	in	in	ADP
bracis-28427	159	37	fig	fig	NOUN
bracis-28427	159	38	.	.	PUNCT
bracis-28427	159	39	 	 	SPACE
bracis-28427	160	1	5	5	NUM
bracis-28427	160	2	.	.	PUNCT
bracis-28427	160	3	another	another	DET
bracis-28427	160	4	way	way	NOUN
bracis-28427	160	5	to	to	PART
bracis-28427	160	6	visualize	visualize	VERB
bracis-28427	160	7	the	the	DET
bracis-28427	160	8	data	datum	NOUN
bracis-28427	160	9	and	and	CCONJ
bracis-28427	160	10	identify	identify	VERB
bracis-28427	160	11	the	the	DET
bracis-28427	160	12	most	most	ADV
bracis-28427	160	13	critical	critical	ADJ
bracis-28427	160	14	differences	difference	NOUN
bracis-28427	160	15	is	be	AUX
bracis-28427	160	16	through	through	ADP
bracis-28427	160	17	pairwise	pairwise	NOUN
bracis-28427	160	18	comparisons	comparison	NOUN
bracis-28427	160	19	,	,	PUNCT
bracis-28427	160	20	displayed	display	VERB
bracis-28427	160	21	in	in	ADP
bracis-28427	160	22	the	the	DET
bracis-28427	160	23	table	table	NOUN
bracis-28427	160	24	 	 	SPACE
bracis-28427	160	25	6	6	NUM
bracis-28427	160	26	for	for	ADP
bracis-28427	160	27	non	non	ADJ
bracis-28427	160	28	-	-	ADJ
bracis-28427	160	29	fl	fl	ADJ
bracis-28427	160	30	approach	approach	NOUN
bracis-28427	160	31	and	and	CCONJ
bracis-28427	160	32	the	the	DET
bracis-28427	160	33	table	table	NOUN
bracis-28427	160	34	 	 	SPACE
bracis-28427	160	35	7	7	NUM
bracis-28427	160	36	for	for	ADP
bracis-28427	160	37	fl	fl	PROPN
bracis-28427	160	38	.	.	PROPN
bracis-28427	160	39	fig	fig	NOUN
bracis-28427	160	40	.	.	PUNCT
bracis-28427	161	1	5	5	NUM
bracis-28427	161	2	.	.	X
bracis-28427	161	3	critical	critical	ADJ
bracis-28427	161	4	difference	difference	NOUN
bracis-28427	161	5	diagram	diagram	NOUN
bracis-28427	161	6	.	.	PUNCT
bracis-28427	162	1	full	full	ADJ
bracis-28427	162	2	size	size	NOUN
bracis-28427	162	3	image	image	NOUN
bracis-28427	162	4	6	6	NUM
bracis-28427	162	5	conclusion	conclusion	NOUN
bracis-28427	162	6	and	and	CCONJ
bracis-28427	162	7	 	 	SPACE
bracis-28427	162	8	future	future	ADJ
bracis-28427	162	9	work	work	NOUN
bracis-28427	162	10	this	this	DET
bracis-28427	162	11	work	work	NOUN
bracis-28427	162	12	aims	aim	VERB
bracis-28427	162	13	to	to	PART
bracis-28427	162	14	investigate	investigate	VERB
bracis-28427	162	15	the	the	DET
bracis-28427	162	16	performance	performance	NOUN
bracis-28427	162	17	of	of	ADP
bracis-28427	162	18	cnns	cnns	ADJ
bracis-28427	162	19	architectures	architecture	NOUN
bracis-28427	162	20	in	in	ADP
bracis-28427	162	21	the	the	DET
bracis-28427	162	22	detection	detection	NOUN
bracis-28427	162	23	of	of	ADP
bracis-28427	162	24	physical	physical	ADJ
bracis-28427	162	25	violence	violence	NOUN
bracis-28427	162	26	using	use	VERB
bracis-28427	162	27	fl	fl	NOUN
bracis-28427	162	28	through	through	ADP
bracis-28427	162	29	hear	hear	VERB
bracis-28427	162	30	dataset	dataset	NOUN
bracis-28427	162	31	[	[	X
bracis-28427	162	32	15	15	NUM
bracis-28427	162	33	]	]	X
bracis-28427	162	34	,	,	PUNCT
bracis-28427	162	35	which	which	PRON
bracis-28427	162	36	is	be	AUX
bracis-28427	162	37	a	a	DET
bracis-28427	162	38	synthetic	synthetic	NOUN
bracis-28427	162	39	dataset	dataset	NOUN
bracis-28427	162	40	with	with	ADP
bracis-28427	162	41	70,000	70,000	NUM
bracis-28427	162	42	audios	audio	NOUN
bracis-28427	162	43	converted	convert	VERB
bracis-28427	162	44	to	to	ADP
bracis-28427	162	45	mel	mel	PROPN
bracis-28427	162	46	-	-	PUNCT
bracis-28427	162	47	spectrograms	spectrogram	NOUN
bracis-28427	162	48	(	(	PUNCT
bracis-28427	162	49	images	image	NOUN
bracis-28427	162	50	)	)	PUNCT
bracis-28427	162	51	.	.	PUNCT
bracis-28427	163	1	however	however	ADV
bracis-28427	163	2	,	,	PUNCT
bracis-28427	163	3	due	due	ADP
bracis-28427	163	4	to	to	ADP
bracis-28427	163	5	computational	computational	ADJ
bracis-28427	163	6	limitations	limitation	NOUN
bracis-28427	163	7	,	,	PUNCT
bracis-28427	163	8	only	only	ADV
bracis-28427	163	9	10,000	10,000	NUM
bracis-28427	163	10	images	image	NOUN
bracis-28427	163	11	divided	divide	VERB
bracis-28427	163	12	equally	equally	ADV
bracis-28427	163	13	into	into	ADP
bracis-28427	163	14	two	two	NUM
bracis-28427	163	15	classes	class	NOUN
bracis-28427	163	16	were	be	AUX
bracis-28427	163	17	used	use	VERB
bracis-28427	163	18	:	:	PUNCT
bracis-28427	163	19	presence	presence	NOUN
bracis-28427	163	20	or	or	CCONJ
bracis-28427	163	21	not	not	PART
bracis-28427	163	22	of	of	ADP
bracis-28427	163	23	physical	physical	ADJ
bracis-28427	163	24	violence	violence	NOUN
bracis-28427	163	25	.	.	PUNCT
bracis-28427	164	1	thus	thus	ADV
bracis-28427	164	2	,	,	PUNCT
bracis-28427	164	3	it	it	PRON
bracis-28427	164	4	was	be	AUX
bracis-28427	164	5	possible	possible	ADJ
bracis-28427	164	6	to	to	PART
bracis-28427	164	7	apply	apply	VERB
bracis-28427	164	8	consolidated	consolidated	ADJ
bracis-28427	164	9	techniques	technique	NOUN
bracis-28427	164	10	and	and	CCONJ
bracis-28427	164	11	tools	tool	NOUN
bracis-28427	164	12	to	to	ADP
bracis-28427	164	13	the	the	DET
bracis-28427	164	14	audio	audio	ADJ
bracis-28427	164	15	context	context	NOUN
bracis-28427	164	16	.	.	PUNCT
bracis-28427	165	1	[	[	X
bracis-28427	165	2	15	15	NUM
bracis-28427	165	3	]	]	PUNCT
bracis-28427	165	4	presented	present	VERB
bracis-28427	165	5	the	the	DET
bracis-28427	165	6	investigation	investigation	NOUN
bracis-28427	165	7	and	and	CCONJ
bracis-28427	165	8	application	application	NOUN
bracis-28427	165	9	of	of	ADP
bracis-28427	165	10	the	the	DET
bracis-28427	165	11	use	use	NOUN
bracis-28427	165	12	of	of	ADP
bracis-28427	165	13	mel	mel	PROPN
bracis-28427	165	14	-	-	PUNCT
bracis-28427	165	15	spectrograms	spectrogram	NOUN
bracis-28427	165	16	in	in	ADP
bracis-28427	165	17	the	the	DET
bracis-28427	165	18	field	field	NOUN
bracis-28427	165	19	of	of	ADP
bracis-28427	165	20	detection	detection	NOUN
bracis-28427	165	21	of	of	ADP
bracis-28427	165	22	audio	audio	ADJ
bracis-28427	165	23	violence	violence	NOUN
bracis-28427	165	24	,	,	PUNCT
bracis-28427	165	25	opening	open	VERB
bracis-28427	165	26	a	a	DET
bracis-28427	165	27	gap	gap	NOUN
bracis-28427	165	28	for	for	ADP
bracis-28427	165	29	their	their	PRON
bracis-28427	165	30	application	application	NOUN
bracis-28427	165	31	using	use	VERB
bracis-28427	165	32	fl	fl	NOUN
bracis-28427	165	33	.	.	PUNCT
bracis-28427	166	1	in	in	ADP
bracis-28427	166	2	this	this	DET
bracis-28427	166	3	experiment	experiment	NOUN
bracis-28427	166	4	,	,	PUNCT
bracis-28427	166	5	the	the	DET
bracis-28427	166	6	dataset	dataset	NOUN
bracis-28427	166	7	used	use	VERB
bracis-28427	166	8	was	be	AUX
bracis-28427	166	9	divided	divide	VERB
bracis-28427	166	10	among	among	ADP
bracis-28427	166	11	3	3	NUM
bracis-28427	166	12	clients	client	NOUN
bracis-28427	166	13	,	,	PUNCT
bracis-28427	166	14	each	each	PRON
bracis-28427	166	15	running	run	VERB
bracis-28427	166	16	1	1	NUM
bracis-28427	166	17	season	season	NOUN
bracis-28427	166	18	each	each	DET
bracis-28427	166	19	round	round	NOUN
bracis-28427	166	20	,	,	PUNCT
bracis-28427	166	21	in	in	ADP
bracis-28427	166	22	a	a	DET
bracis-28427	166	23	40	40	NUM
bracis-28427	166	24	-	-	PUNCT
bracis-28427	166	25	round	round	NOUN
bracis-28427	166	26	cycle	cycle	NOUN
bracis-28427	166	27	,	,	PUNCT
bracis-28427	166	28	considering	consider	VERB
bracis-28427	166	29	four	four	NUM
bracis-28427	166	30	models	model	NOUN
bracis-28427	166	31	of	of	ADP
bracis-28427	166	32	cnn	cnn	PROPN
bracis-28427	166	33	:	:	PUNCT
bracis-28427	166	34	inception	inception	PROPN
bracis-28427	166	35	v3	v3	PROPN
bracis-28427	166	36	,	,	PUNCT
bracis-28427	166	37	mobilenet	mobilenet	NOUN
bracis-28427	166	38	v2	v2	PROPN
bracis-28427	166	39	,	,	PUNCT
bracis-28427	166	40	resnet	resnet	VERB
bracis-28427	166	41	152	152	NUM
bracis-28427	166	42	v2	v2	NOUN
bracis-28427	166	43	,	,	PUNCT
bracis-28427	166	44	and	and	CCONJ
bracis-28427	166	45	vgg-16	vgg-16	NOUN
bracis-28427	166	46	.	.	PUNCT
bracis-28427	167	1	finally	finally	ADV
bracis-28427	167	2	,	,	PUNCT
bracis-28427	167	3	the	the	DET
bracis-28427	167	4	results	result	NOUN
bracis-28427	167	5	showed	show	VERB
bracis-28427	167	6	that	that	SCONJ
bracis-28427	167	7	mobilenet	mobilenet	NOUN
bracis-28427	167	8	obtained	obtain	VERB
bracis-28427	167	9	a	a	DET
bracis-28427	167	10	better	well	ADJ
bracis-28427	167	11	result	result	NOUN
bracis-28427	167	12	when	when	SCONJ
bracis-28427	167	13	used	use	VERB
bracis-28427	167	14	with	with	ADP
bracis-28427	167	15	the	the	DET
bracis-28427	167	16	fl	fl	PROPN
bracis-28427	167	17	technique	technique	NOUN
bracis-28427	167	18	,	,	PUNCT
bracis-28427	167	19	presenting	present	VERB
bracis-28427	167	20	a	a	DET
bracis-28427	167	21	performance	performance	NOUN
bracis-28427	167	22	of	of	ADP
bracis-28427	167	23	71.9	71.9	NUM
bracis-28427	167	24	%	%	NOUN
bracis-28427	167	25	in	in	ADP
bracis-28427	167	26	the	the	DET
bracis-28427	167	27	accuracy	accuracy	NOUN
bracis-28427	167	28	metric	metric	NOUN
bracis-28427	167	29	,	,	PUNCT
bracis-28427	167	30	with	with	ADP
bracis-28427	167	31	a	a	DET
bracis-28427	167	32	loss	loss	NOUN
bracis-28427	167	33	of	of	ADP
bracis-28427	167	34	3.6	3.6	NUM
bracis-28427	167	35	%	%	NOUN
bracis-28427	167	36	when	when	SCONJ
bracis-28427	167	37	compared	compare	VERB
bracis-28427	167	38	to	to	ADP
bracis-28427	167	39	the	the	DET
bracis-28427	167	40	experiment	experiment	NOUN
bracis-28427	167	41	without	without	ADP
bracis-28427	167	42	fl	fl	PROPN
bracis-28427	167	43	.	.	PUNCT
bracis-28427	168	1	for	for	ADP
bracis-28427	168	2	future	future	ADJ
bracis-28427	168	3	work	work	NOUN
bracis-28427	168	4	,	,	PUNCT
bracis-28427	168	5	it	it	PRON
bracis-28427	168	6	is	be	AUX
bracis-28427	168	7	aimed	aim	VERB
bracis-28427	168	8	at	at	ADP
bracis-28427	168	9	conducting	conduct	VERB
bracis-28427	168	10	tests	test	NOUN
bracis-28427	168	11	with	with	ADP
bracis-28427	168	12	models	model	NOUN
bracis-28427	168	13	in	in	ADP
bracis-28427	168	14	audios	audio	NOUN
bracis-28427	168	15	of	of	ADP
bracis-28427	168	16	real	real	ADJ
bracis-28427	168	17	violence	violence	NOUN
bracis-28427	168	18	,	,	PUNCT
bracis-28427	168	19	application	application	NOUN
bracis-28427	168	20	of	of	ADP
bracis-28427	168	21	techniques	technique	NOUN
bracis-28427	168	22	to	to	PART
bracis-28427	168	23	provide	provide	VERB
bracis-28427	168	24	privacy	privacy	NOUN
bracis-28427	168	25	to	to	ADP
bracis-28427	168	26	data	datum	NOUN
bracis-28427	168	27	trafficked	traffic	VERB
bracis-28427	168	28	between	between	ADP
bracis-28427	168	29	client	client	NOUN
bracis-28427	168	30	-	-	PUNCT
bracis-28427	168	31	servers	server	NOUN
bracis-28427	168	32	[	[	X
bracis-28427	168	33	6	6	NUM
bracis-28427	168	34	,	,	PUNCT
bracis-28427	168	35	10	10	NUM
bracis-28427	168	36	,	,	PUNCT
bracis-28427	168	37	17	17	NUM
bracis-28427	168	38	,	,	PUNCT
bracis-28427	168	39	23	23	NUM
bracis-28427	168	40	,	,	PUNCT
bracis-28427	168	41	33	33	NUM
bracis-28427	168	42	]	]	PUNCT
bracis-28427	168	43	,	,	PUNCT
bracis-28427	168	44	use	use	VERB
bracis-28427	168	45	the	the	DET
bracis-28427	168	46	model	model	NOUN
bracis-28427	168	47	in	in	ADP
bracis-28427	168	48	a	a	DET
bracis-28427	168	49	larger	large	ADJ
bracis-28427	168	50	sample	sample	NOUN
bracis-28427	168	51	of	of	ADP
bracis-28427	168	52	customers	customer	NOUN
bracis-28427	168	53	.	.	PUNCT
bracis-28427	169	1	in	in	ADP
bracis-28427	169	2	addition	addition	NOUN
bracis-28427	169	3	,	,	PUNCT
bracis-28427	169	4	it	it	PRON
bracis-28427	169	5	is	be	AUX
bracis-28427	169	6	intended	intend	VERB
bracis-28427	169	7	to	to	PART
bracis-28427	169	8	build	build	VERB
bracis-28427	169	9	comparisons	comparison	NOUN
bracis-28427	169	10	through	through	ADP
bracis-28427	169	11	other	other	ADJ
bracis-28427	169	12	models	model	NOUN
bracis-28427	169	13	developed	develop	VERB
bracis-28427	169	14	via	via	ADP
bracis-28427	169	15	transfer	transfer	NOUN
bracis-28427	169	16	learning	learning	NOUN
bracis-28427	169	17	from	from	ADP
bracis-28427	169	18	a	a	DET
bracis-28427	169	19	large	large	ADJ
bracis-28427	169	20	-	-	PUNCT
bracis-28427	169	21	scale	scale	NOUN
bracis-28427	169	22	pretrained	pretraine	VERB
bracis-28427	169	23	audio	audio	ADJ
bracis-28427	169	24	neural	neural	ADJ
bracis-28427	169	25	networks	network	NOUN
bracis-28427	169	26	(	(	PUNCT
bracis-28427	169	27	panns	panns	NOUN
bracis-28427	169	28	)	)	PUNCT
bracis-28427	170	1	[	[	X
bracis-28427	170	2	13	13	NUM
bracis-28427	170	3	]	]	PUNCT
bracis-28427	170	4	.	.	PUNCT
bracis-28427	171	1	notes	note	NOUN
bracis-28427	171	2	1.https://colab.research.google.com	1.https://colab.research.google.com	NUM
bracis-28427	171	3	.	.	PUNCT
bracis-28427	172	1	2.https://mlflow.org	2.https://mlflow.org	NUM
bracis-28427	172	2	.	.	PUNCT
bracis-28427	173	1	3.https://www.python.org	3.https://www.python.org	NUM
bracis-28427	173	2	.	.	PUNCT
bracis-28427	174	1	4.https://www.tensorflow.org	4.https://www.tensorflow.org	PROPN
bracis-28427	174	2	.	.	PUNCT
bracis-28427	175	1	references	reference	NOUN
bracis-28427	175	2	beutel	beutel	PROPN
bracis-28427	175	3	,	,	PUNCT
bracis-28427	175	4	d.j	d.j	PROPN
bracis-28427	175	5	.	.	PROPN
bracis-28427	175	6	,	,	PUNCT
bracis-28427	175	7	topal	topal	NOUN
bracis-28427	175	8	,	,	PUNCT
bracis-28427	175	9	t.	t.	PROPN
bracis-28427	175	10	,	,	PUNCT
bracis-28427	175	11	mathur	mathur	PROPN
bracis-28427	175	12	,	,	PUNCT
bracis-28427	175	13	a.	a.	PROPN
bracis-28427	175	14	,	,	PUNCT
bracis-28427	175	15	qiu	qiu	PROPN
bracis-28427	175	16	,	,	PUNCT
bracis-28427	175	17	x.	x.	NOUN
bracis-28427	175	18	,	,	PUNCT
bracis-28427	175	19	parcollet	parcollet	NOUN
bracis-28427	175	20	,	,	PUNCT
bracis-28427	175	21	t.	t.	PROPN
bracis-28427	175	22	,	,	PUNCT
bracis-28427	175	23	lane	lane	PROPN
bracis-28427	175	24	,	,	PUNCT
bracis-28427	175	25	n.d	n.d	PROPN
bracis-28427	175	26	.	.	PROPN
bracis-28427	175	27	:	:	PUNCT
bracis-28427	176	1	flower	flower	NOUN
bracis-28427	176	2	:	:	PUNCT
bracis-28427	176	3	a	a	DET
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bracis-28427	176	5	federated	federated	ADJ
bracis-28427	176	6	learning	learn	VERB
bracis-28427	176	7	research	research	NOUN
bracis-28427	176	8	framework	framework	NOUN
bracis-28427	176	9	.	.	PUNCT
bracis-28427	177	1	arxiv	arxiv	PROPN
bracis-28427	177	2	preprint	preprint	PROPN
bracis-28427	177	3	arxiv:2007.14390	arxiv:2007.14390	PROPN
bracis-28427	177	4	(	(	PUNCT
bracis-28427	177	5	2020	2020	NUM
bracis-28427	177	6	)	)	PUNCT
bracis-28427	177	7	choi	choi	NOUN
bracis-28427	177	8	,	,	PUNCT
bracis-28427	177	9	k.	k.	PROPN
bracis-28427	177	10	,	,	PUNCT
bracis-28427	177	11	fazekas	fazekas	PROPN
bracis-28427	177	12	,	,	PUNCT
bracis-28427	177	13	g.	g.	PROPN
bracis-28427	177	14	,	,	PUNCT
bracis-28427	177	15	sandler	sandler	NOUN
bracis-28427	177	16	,	,	PUNCT
bracis-28427	177	17	m.	m.	NOUN
bracis-28427	177	18	:	:	PUNCT
bracis-28427	177	19	automatic	automatic	ADJ
bracis-28427	177	20	tagging	tagging	NOUN
bracis-28427	177	21	using	use	VERB
bracis-28427	177	22	deep	deep	ADJ
bracis-28427	177	23	convolutional	convolutional	ADJ
bracis-28427	177	24	neural	neural	ADJ
bracis-28427	177	25	networks	network	NOUN
bracis-28427	177	26	(	(	PUNCT
bracis-28427	177	27	2016	2016	NUM
bracis-28427	177	28	)	)	PUNCT
bracis-28427	177	29	google	google	PROPN
bracis-28427	177	30	scholar	scholar	NOUN
bracis-28427	177	31	  	  	SPACE
bracis-28427	177	32	durães	durães	NOUN
bracis-28427	177	33	,	,	PUNCT
bracis-28427	177	34	d.	d.	PROPN
bracis-28427	177	35	,	,	PUNCT
bracis-28427	177	36	marcondes	marcondes	PROPN
bracis-28427	177	37	,	,	PUNCT
bracis-28427	177	38	f.s	f.s	PROPN
bracis-28427	177	39	.	.	PROPN
bracis-28427	177	40	,	,	PUNCT
bracis-28427	177	41	gonçalves	gonçalves	PROPN
bracis-28427	177	42	,	,	PUNCT
bracis-28427	177	43	f.	f.	PROPN
bracis-28427	177	44	,	,	PUNCT
bracis-28427	177	45	fonseca	fonseca	PROPN
bracis-28427	177	46	,	,	PUNCT
bracis-28427	177	47	j.	j.	PROPN
bracis-28427	177	48	,	,	PUNCT
bracis-28427	177	49	machado	machado	PROPN
bracis-28427	177	50	,	,	PUNCT
bracis-28427	177	51	j.	j.	PROPN
bracis-28427	177	52	,	,	PUNCT
bracis-28427	177	53	novais	novais	PROPN
bracis-28427	177	54	,	,	PUNCT
bracis-28427	177	55	p.	p.	NOUN
bracis-28427	177	56	:	:	PUNCT
bracis-28427	177	57	detection	detection	NOUN
bracis-28427	177	58	violent	violent	ADJ
bracis-28427	177	59	behaviors	behavior	NOUN
bracis-28427	177	60	:	:	PUNCT
bracis-28427	177	61	a	a	DET
bracis-28427	177	62	survey	survey	NOUN
bracis-28427	177	63	.	.	PUNCT
bracis-28427	178	1	in	in	ADP
bracis-28427	178	2	:	:	PUNCT
bracis-28427	178	3	novais	novais	PROPN
bracis-28427	178	4	,	,	PUNCT
bracis-28427	178	5	p.	p.	PROPN
bracis-28427	178	6	,	,	PUNCT
bracis-28427	178	7	vercelli	vercelli	PROPN
bracis-28427	178	8	,	,	PUNCT
bracis-28427	178	9	g.	g.	PROPN
bracis-28427	178	10	,	,	PUNCT
bracis-28427	178	11	larriba	larriba	NOUN
bracis-28427	178	12	-	-	PUNCT
bracis-28427	178	13	pey	pey	NOUN
bracis-28427	178	14	,	,	PUNCT
bracis-28427	178	15	j.l	j.l	PROPN
bracis-28427	178	16	.	.	PROPN
bracis-28427	178	17	,	,	PUNCT
bracis-28427	178	18	herrera	herrera	PROPN
bracis-28427	178	19	,	,	PUNCT
bracis-28427	178	20	f.	f.	PROPN
bracis-28427	178	21	,	,	PUNCT
bracis-28427	178	22	chamoso	chamoso	NOUN
bracis-28427	178	23	,	,	PUNCT
bracis-28427	178	24	p.	p.	NOUN
bracis-28427	178	25	(	(	PUNCT
bracis-28427	178	26	eds	ed	NOUN
bracis-28427	178	27	.	.	PUNCT
bracis-28427	178	28	)	)	PUNCT
bracis-28427	178	29	isami	isami	NOUN
bracis-28427	178	30	2020	2020	NUM
bracis-28427	178	31	.	.	PUNCT
bracis-28427	179	1	aisc	aisc	PROPN
bracis-28427	179	2	,	,	PUNCT
bracis-28427	179	3	vol	vol	NOUN
bracis-28427	179	4	.	.	PROPN
bracis-28427	179	5	1239	1239	NUM
bracis-28427	179	6	,	,	PUNCT
bracis-28427	179	7	pp	pp	ADJ
bracis-28427	179	8	.	.	PUNCT
bracis-28427	180	1	106–116	106–116	NUM
bracis-28427	180	2	.	.	PUNCT
bracis-28427	180	3	springer	springer	NOUN
bracis-28427	180	4	,	,	PUNCT
bracis-28427	180	5	cham	cham	PROPN
bracis-28427	180	6	(	(	PUNCT
bracis-28427	180	7	2021	2021	NUM
bracis-28427	180	8	)	)	PUNCT
bracis-28427	180	9	.	.	PUNCT
bracis-28427	181	1	https://doi.org/10.1007/978-3-030-58356-9_11	https://doi.org/10.1007/978-3-030-58356-9_11	PROPN
bracis-28427	181	2	chapter	chapter	NOUN
bracis-28427	181	3	  	  	SPACE
bracis-28427	181	4	google	google	PROPN
bracis-28427	181	5	scholar	scholar	NOUN
bracis-28427	181	6	  	  	SPACE
bracis-28427	181	7	friedman	friedman	NOUN
bracis-28427	181	8	,	,	PUNCT
bracis-28427	181	9	m.	m.	NOUN
bracis-28427	181	10	:	:	PUNCT
bracis-28427	181	11	the	the	DET
bracis-28427	181	12	use	use	NOUN
bracis-28427	181	13	of	of	ADP
bracis-28427	181	14	ranks	rank	NOUN
bracis-28427	181	15	to	to	PART
bracis-28427	181	16	avoid	avoid	VERB
bracis-28427	181	17	the	the	DET
bracis-28427	181	18	assumption	assumption	NOUN
bracis-28427	181	19	of	of	ADP
bracis-28427	181	20	normality	normality	NOUN
bracis-28427	181	21	implicit	implicit	NOUN
bracis-28427	181	22	in	in	ADP
bracis-28427	181	23	the	the	DET
bracis-28427	181	24	analysis	analysis	NOUN
bracis-28427	181	25	of	of	ADP
bracis-28427	181	26	variance	variance	NOUN
bracis-28427	181	27	.	.	PUNCT
bracis-28427	182	1	j.	j.	PROPN
bracis-28427	182	2	am	am	PROPN
bracis-28427	182	3	.	.	PUNCT
bracis-28427	183	1	stat	stat	PROPN
bracis-28427	183	2	.	.	PUNCT
bracis-28427	184	1	assoc	assoc	PROPN
bracis-28427	184	2	.	.	PUNCT
bracis-28427	185	1	32(200	32(200	PROPN
bracis-28427	185	2	)	)	PUNCT
bracis-28427	185	3	,	,	PUNCT
bracis-28427	185	4	675–701	675–701	NUM
bracis-28427	185	5	(	(	PUNCT
bracis-28427	185	6	1937	1937	NUM
bracis-28427	185	7	)	)	PUNCT
bracis-28427	185	8	.	.	PUNCT
bracis-28427	186	1	https://doi.org/10.1080/01621459.1937.10503522	https://doi.org/10.1080/01621459.1937.10503522	PROPN
bracis-28427	186	2	.	.	PUNCT
bracis-28427	186	3	https://www.tandfonline.com/doi/abs/10.1080/01621459.1937.10503522	https://www.tandfonline.com/doi/abs/10.1080/01621459.1937.10503522	PUNCT
bracis-28427	187	1	fukushima	fukushima	PROPN
bracis-28427	187	2	,	,	PUNCT
bracis-28427	187	3	k.	k.	PROPN
bracis-28427	187	4	:	:	PUNCT
bracis-28427	187	5	neocognitron	neocognitron	PROPN
bracis-28427	187	6	:	:	PUNCT
bracis-28427	187	7	a	a	DET
bracis-28427	187	8	self	self	NOUN
bracis-28427	187	9	-	-	PUNCT
bracis-28427	187	10	organizing	organize	VERB
bracis-28427	187	11	neural	neural	ADJ
bracis-28427	187	12	network	network	NOUN
bracis-28427	187	13	model	model	NOUN
bracis-28427	187	14	for	for	ADP
bracis-28427	187	15	a	a	DET
bracis-28427	187	16	mechanism	mechanism	NOUN
bracis-28427	187	17	of	of	ADP
bracis-28427	187	18	pattern	pattern	NOUN
bracis-28427	187	19	recognition	recognition	NOUN
bracis-28427	187	20	unaffected	unaffected	ADJ
bracis-28427	187	21	by	by	ADP
bracis-28427	187	22	shift	shift	NOUN
bracis-28427	187	23	in	in	ADP
bracis-28427	187	24	position	position	NOUN
bracis-28427	187	25	.	.	PUNCT
bracis-28427	188	1	biol	biol	PROPN
bracis-28427	188	2	.	.	PUNCT
bracis-28427	189	1	cybern	cybern	PROPN
bracis-28427	189	2	.	.	PUNCT
bracis-28427	190	1	36(4	36(4	NUM
bracis-28427	190	2	)	)	PUNCT
bracis-28427	190	3	,	,	PUNCT
bracis-28427	191	1	193–202	193–202	NUM
bracis-28427	191	2	(	(	PUNCT
bracis-28427	191	3	1980	1980	NUM
bracis-28427	191	4	)	)	PUNCT
bracis-28427	191	5	.	.	PUNCT
bracis-28427	192	1	https://doi.org/10.1007/bf00344251	https://doi.org/10.1007/bf00344251	PROPN
bracis-28427	192	2	article	article	NOUN
bracis-28427	192	3	  	  	SPACE
bracis-28427	192	4	math	math	NOUN
bracis-28427	192	5	  	  	SPACE
bracis-28427	192	6	google	google	PROPN
bracis-28427	192	7	scholar	scholar	NOUN
bracis-28427	192	8	  	  	SPACE
bracis-28427	192	9	gu	gu	PROPN
bracis-28427	192	10	,	,	PUNCT
bracis-28427	192	11	b.	b.	PROPN
bracis-28427	192	12	,	,	PUNCT
bracis-28427	192	13	xu	xu	PROPN
bracis-28427	192	14	,	,	PUNCT
bracis-28427	192	15	a.	a.	PROPN
bracis-28427	192	16	,	,	PUNCT
bracis-28427	192	17	huo	huo	PROPN
bracis-28427	192	18	,	,	PUNCT
bracis-28427	192	19	z.	z.	PROPN
bracis-28427	192	20	,	,	PUNCT
bracis-28427	192	21	deng	deng	PROPN
bracis-28427	192	22	,	,	PUNCT
bracis-28427	192	23	c.	c.	PROPN
bracis-28427	192	24	,	,	PUNCT
bracis-28427	192	25	huang	huang	PROPN
bracis-28427	192	26	,	,	PUNCT
bracis-28427	192	27	h.	h.	PROPN
bracis-28427	192	28	:	:	PUNCT
bracis-28427	192	29	privacy	privacy	NOUN
bracis-28427	192	30	-	-	PUNCT
bracis-28427	192	31	preserving	preserve	VERB
bracis-28427	192	32	asynchronous	asynchronous	ADJ
bracis-28427	192	33	vertical	vertical	ADJ
bracis-28427	192	34	federated	federated	ADJ
bracis-28427	192	35	learning	learn	VERB
bracis-28427	192	36	algorithms	algorithm	NOUN
bracis-28427	192	37	for	for	ADP
bracis-28427	192	38	multiparty	multiparty	PROPN
bracis-28427	192	39	collaborative	collaborative	ADJ
bracis-28427	192	40	learning	learning	NOUN
bracis-28427	192	41	.	.	PUNCT
bracis-28427	193	1	ieee	ieee	PROPN
bracis-28427	193	2	trans	trans	PROPN
bracis-28427	193	3	.	.	PUNCT
bracis-28427	194	1	neural	neural	ADJ
bracis-28427	194	2	netw	netw	NOUN
bracis-28427	194	3	.	.	PUNCT
bracis-28427	195	1	learn	learn	VERB
bracis-28427	195	2	.	.	PUNCT
bracis-28427	196	1	syst	syst	PROPN
bracis-28427	196	2	.	.	PUNCT
bracis-28427	197	1	33	33	NUM
bracis-28427	197	2	,	,	PUNCT
bracis-28427	197	3	1–13	1–13	NOUN
bracis-28427	197	4	(	(	PUNCT
bracis-28427	197	5	2021	2021	NUM
bracis-28427	197	6	)	)	PUNCT
bracis-28427	197	7	.	.	PUNCT
bracis-28427	198	1	https://doi.org/10.1109/tnnls.2021.3072238	https://doi.org/10.1109/tnnls.2021.3072238	PROPN
bracis-28427	198	2	article	article	NOUN
bracis-28427	198	3	  	  	SPACE
bracis-28427	198	4	mathscinet	mathscinet	ADJ
bracis-28427	198	5	  	  	SPACE
bracis-28427	198	6	google	google	PROPN
bracis-28427	198	7	scholar	scholar	NOUN
bracis-28427	198	8	  	  	SPACE
bracis-28427	198	9	hard	hard	ADJ
bracis-28427	198	10	,	,	PUNCT
bracis-28427	198	11	a.	a.	NOUN
bracis-28427	198	12	,	,	PUNCT
bracis-28427	198	13	et	et	PROPN
bracis-28427	198	14	al	al	PROPN
bracis-28427	198	15	.	.	PROPN
bracis-28427	198	16	:	:	PUNCT
bracis-28427	198	17	training	train	VERB
bracis-28427	198	18	keyword	keyword	NOUN
bracis-28427	198	19	spotting	spot	VERB
bracis-28427	198	20	models	model	NOUN
bracis-28427	198	21	on	on	ADP
bracis-28427	198	22	non	non	ADJ
bracis-28427	198	23	-	-	ADJ
bracis-28427	198	24	iid	iid	ADJ
bracis-28427	198	25	data	datum	NOUN
bracis-28427	198	26	with	with	ADP
bracis-28427	198	27	federated	federated	ADJ
bracis-28427	198	28	learning	learning	NOUN
bracis-28427	198	29	(	(	PUNCT
bracis-28427	198	30	2020	2020	NUM
bracis-28427	198	31	)	)	PUNCT
bracis-28427	198	32	.	.	PUNCT
bracis-28427	199	1	https://arxiv.org/abs/2005.10406	https://arxiv.org/abs/2005.10406	VERB
bracis-28427	199	2	he	he	PRON
bracis-28427	199	3	,	,	PUNCT
bracis-28427	199	4	k.	k.	PROPN
bracis-28427	199	5	,	,	PUNCT
bracis-28427	199	6	zhang	zhang	PROPN
bracis-28427	199	7	,	,	PUNCT
bracis-28427	199	8	x.	x.	PROPN
bracis-28427	199	9	,	,	PUNCT
bracis-28427	199	10	ren	ren	PROPN
bracis-28427	199	11	,	,	PUNCT
bracis-28427	199	12	s.	s.	PROPN
bracis-28427	199	13	,	,	PUNCT
bracis-28427	199	14	sun	sun	PROPN
bracis-28427	199	15	,	,	PUNCT
bracis-28427	199	16	j.	j.	PROPN
bracis-28427	199	17	:	:	PUNCT
bracis-28427	199	18	deep	deep	ADJ
bracis-28427	199	19	residual	residual	ADJ
bracis-28427	199	20	learning	learning	NOUN
bracis-28427	199	21	for	for	ADP
bracis-28427	199	22	image	image	NOUN
bracis-28427	199	23	recognition	recognition	NOUN
bracis-28427	199	24	(	(	PUNCT
bracis-28427	199	25	2015	2015	NUM
bracis-28427	199	26	)	)	PUNCT
bracis-28427	199	27	.	.	PUNCT
bracis-28427	200	1	http://arxiv.org/abs/1512.03385	http://arxiv.org/abs/1512.03385	PROPN
bracis-28427	200	2	hossain	hossain	PROPN
bracis-28427	200	3	,	,	PUNCT
bracis-28427	200	4	m.s	m.s	PROPN
bracis-28427	200	5	.	.	PROPN
bracis-28427	200	6	,	,	PUNCT
bracis-28427	200	7	muhammad	muhammad	PROPN
bracis-28427	200	8	,	,	PUNCT
bracis-28427	200	9	g.	g.	PROPN
bracis-28427	200	10	:	:	PUNCT
bracis-28427	200	11	emotion	emotion	NOUN
bracis-28427	200	12	recognition	recognition	NOUN
bracis-28427	200	13	using	use	VERB
bracis-28427	200	14	deep	deep	ADJ
bracis-28427	200	15	learning	learning	NOUN
bracis-28427	200	16	approach	approach	NOUN
bracis-28427	200	17	from	from	ADP
bracis-28427	200	18	audio	audio	ADJ
bracis-28427	200	19	–	–	PUNCT
bracis-28427	200	20	visual	visual	ADJ
bracis-28427	200	21	emotional	emotional	ADJ
bracis-28427	200	22	big	big	ADJ
bracis-28427	200	23	data	datum	NOUN
bracis-28427	200	24	.	.	PUNCT
bracis-28427	201	1	inf	inf	PROPN
bracis-28427	201	2	.	.	PUNCT
bracis-28427	201	3	fusion	fusion	PROPN
bracis-28427	201	4	49	49	NUM
bracis-28427	201	5	,	,	PUNCT
bracis-28427	201	6	69–78	69–78	NUM
bracis-28427	201	7	(	(	PUNCT
bracis-28427	201	8	2019	2019	NUM
bracis-28427	201	9	)	)	PUNCT
bracis-28427	201	10	.	.	PUNCT
bracis-28427	202	1	https://doi.org/10.1016/j.inffus.2018.09.008	https://doi.org/10.1016/j.inffus.2018.09.008	PROPN
bracis-28427	202	2	,	,	PUNCT
bracis-28427	202	3	https://www.sciencedirect.com/science/article/pii/s1566253517307066	https://www.sciencedirect.com/science/article/pii/s1566253517307066	PROPN
bracis-28427	202	4	hu	hu	PROPN
bracis-28427	202	5	,	,	PUNCT
bracis-28427	202	6	r.	r.	PROPN
bracis-28427	202	7	,	,	PUNCT
bracis-28427	202	8	guo	guo	PROPN
bracis-28427	202	9	,	,	PUNCT
bracis-28427	202	10	y.	y.	PROPN
bracis-28427	202	11	,	,	PUNCT
bracis-28427	202	12	gong	gong	PROPN
bracis-28427	202	13	,	,	PUNCT
bracis-28427	202	14	y.	y.	PROPN
bracis-28427	202	15	:	:	PUNCT
bracis-28427	202	16	concentrated	concentrate	VERB
bracis-28427	202	17	differentially	differentially	ADV
bracis-28427	202	18	private	private	ADJ
bracis-28427	202	19	federated	federated	ADJ
bracis-28427	202	20	learning	learning	NOUN
bracis-28427	202	21	with	with	ADP
bracis-28427	202	22	performance	performance	NOUN
bracis-28427	202	23	analysis	analysis	NOUN
bracis-28427	202	24	.	.	PUNCT
bracis-28427	203	1	ieee	ieee	PROPN
bracis-28427	203	2	open	open	PROPN
bracis-28427	203	3	j.	j.	PROPN
bracis-28427	203	4	comput	comput	PROPN
bracis-28427	203	5	.	.	PUNCT
bracis-28427	204	1	soc	soc	PROPN
bracis-28427	204	2	.	.	PUNCT
bracis-28427	205	1	2	2	NUM
bracis-28427	205	2	,	,	PUNCT
bracis-28427	205	3	276–289	276–289	NUM
bracis-28427	205	4	(	(	PUNCT
bracis-28427	205	5	2021	2021	NUM
bracis-28427	205	6	)	)	PUNCT
bracis-28427	205	7	.	.	PUNCT
bracis-28427	206	1	https://doi.org/10.1109/ojcs.2021.3099108	https://doi.org/10.1109/ojcs.2021.3099108	PROPN
bracis-28427	206	2	article	article	NOUN
bracis-28427	206	3	  	  	SPACE
bracis-28427	206	4	google	google	PROPN
bracis-28427	206	5	scholar	scholar	NOUN
bracis-28427	206	6	  	  	SPACE
bracis-28427	206	7	volkmann	volkmann	PROPN
bracis-28427	206	8	,	,	PUNCT
bracis-28427	206	9	j.	j.	PROPN
bracis-28427	206	10	,	,	PUNCT
bracis-28427	206	11	stevens	stevens	PROPN
bracis-28427	206	12	,	,	PUNCT
bracis-28427	206	13	s.s	s.s	PROPN
bracis-28427	206	14	.	.	PROPN
bracis-28427	206	15	,	,	PUNCT
bracis-28427	206	16	newman	newman	PROPN
bracis-28427	206	17	,	,	PUNCT
bracis-28427	206	18	e.b	e.b	PROPN
bracis-28427	206	19	.	.	PUNCT
bracis-28427	206	20	:	:	PUNCT
bracis-28427	206	21	a	a	DET
bracis-28427	206	22	scale	scale	NOUN
bracis-28427	206	23	for	for	ADP
bracis-28427	206	24	the	the	DET
bracis-28427	206	25	measurement	measurement	NOUN
bracis-28427	206	26	of	of	ADP
bracis-28427	206	27	the	the	DET
bracis-28427	206	28	psychological	psychological	ADJ
bracis-28427	206	29	magnitude	magnitude	NOUN
bracis-28427	206	30	pitch	pitch	NOUN
bracis-28427	206	31	.	.	PUNCT
bracis-28427	207	1	j.	j.	PROPN
bracis-28427	207	2	acoust	acoust	PROPN
bracis-28427	207	3	.	.	PUNCT
bracis-28427	208	1	soc	soc	PROPN
bracis-28427	208	2	.	.	PUNCT
bracis-28427	209	1	am	be	AUX
bracis-28427	209	2	.	.	PROPN
bracis-28427	210	1	8	8	NUM
bracis-28427	210	2	,	,	PUNCT
bracis-28427	210	3	208	208	NUM
bracis-28427	210	4	(	(	PUNCT
bracis-28427	210	5	1937	1937	NUM
bracis-28427	210	6	)	)	PUNCT
bracis-28427	210	7	.	.	PUNCT
bracis-28427	211	1	https://doi.org/10.1121/1.1901999	https://doi.org/10.1121/1.1901999	PROPN
bracis-28427	211	2	article	article	PROPN
bracis-28427	211	3	  	  	SPACE
bracis-28427	211	4	google	google	PROPN
bracis-28427	211	5	scholar	scholar	NOUN
bracis-28427	211	6	  	  	SPACE
bracis-28427	211	7	khan	khan	PROPN
bracis-28427	211	8	,	,	PUNCT
bracis-28427	211	9	a.	a.	PROPN
bracis-28427	211	10	,	,	PUNCT
bracis-28427	211	11	sohail	sohail	PROPN
bracis-28427	211	12	,	,	PUNCT
bracis-28427	211	13	a.	a.	PROPN
bracis-28427	211	14	,	,	PUNCT
bracis-28427	211	15	zahoora	zahoora	PROPN
bracis-28427	211	16	,	,	PUNCT
bracis-28427	211	17	u.	u.	PROPN
bracis-28427	211	18	,	,	PUNCT
bracis-28427	211	19	qureshi	qureshi	PROPN
bracis-28427	211	20	,	,	PUNCT
bracis-28427	211	21	a.s	a.s	PROPN
bracis-28427	211	22	.	.	PROPN
bracis-28427	211	23	:	:	PUNCT
bracis-28427	211	24	a	a	DET
bracis-28427	211	25	survey	survey	NOUN
bracis-28427	211	26	of	of	ADP
bracis-28427	211	27	the	the	DET
bracis-28427	211	28	recent	recent	ADJ
bracis-28427	211	29	architectures	architecture	NOUN
bracis-28427	211	30	of	of	ADP
bracis-28427	211	31	deep	deep	ADJ
bracis-28427	211	32	convolutional	convolutional	ADJ
bracis-28427	211	33	neural	neural	ADJ
bracis-28427	211	34	networks	network	NOUN
bracis-28427	211	35	.	.	PUNCT
bracis-28427	212	1	artif	artif	INTJ
bracis-28427	212	2	.	.	PUNCT
bracis-28427	213	1	intell	intell	PROPN
bracis-28427	213	2	.	.	PUNCT
bracis-28427	214	1	rev	rev	PROPN
bracis-28427	214	2	.	.	PROPN
bracis-28427	214	3	53(8	53(8	PROPN
bracis-28427	214	4	)	)	PUNCT
bracis-28427	214	5	,	,	PUNCT
bracis-28427	214	6	5455–5516	5455–5516	NUM
bracis-28427	214	7	(	(	PUNCT
bracis-28427	214	8	2020	2020	NUM
bracis-28427	214	9	)	)	PUNCT
bracis-28427	214	10	.	.	PUNCT
bracis-28427	215	1	https://doi.org/10.1007/s10462-020-09825-6	https://doi.org/10.1007/s10462-020-09825-6	PROPN
bracis-28427	215	2	.	.	PUNCT
bracis-28427	216	1	http://arxiv.org/abs/1901.06032	http://arxiv.org/abs/1901.06032	PROPN
bracis-28427	216	2	kong	kong	PROPN
bracis-28427	216	3	,	,	PUNCT
bracis-28427	216	4	q.	q.	PROPN
bracis-28427	216	5	,	,	PUNCT
bracis-28427	216	6	cao	cao	PROPN
bracis-28427	216	7	,	,	PUNCT
bracis-28427	216	8	y.	y.	PROPN
bracis-28427	216	9	,	,	PUNCT
bracis-28427	216	10	iqbal	iqbal	PROPN
bracis-28427	216	11	,	,	PUNCT
bracis-28427	216	12	t.	t.	PROPN
bracis-28427	216	13	,	,	PUNCT
bracis-28427	216	14	wang	wang	PROPN
bracis-28427	216	15	,	,	PUNCT
bracis-28427	216	16	y.	y.	PROPN
bracis-28427	216	17	,	,	PUNCT
bracis-28427	216	18	wang	wang	PROPN
bracis-28427	216	19	,	,	PUNCT
bracis-28427	216	20	w.	w.	PROPN
bracis-28427	216	21	,	,	PUNCT
bracis-28427	216	22	plumbley	plumbley	PROPN
bracis-28427	216	23	,	,	PUNCT
bracis-28427	216	24	m.d	m.d	PROPN
bracis-28427	216	25	.	.	PUNCT
bracis-28427	216	26	:	:	PUNCT
bracis-28427	217	1	panns	pann	NOUN
bracis-28427	217	2	:	:	PUNCT
bracis-28427	217	3	large	large	ADJ
bracis-28427	217	4	-	-	PUNCT
bracis-28427	217	5	scale	scale	NOUN
bracis-28427	217	6	pretrained	pretraine	VERB
bracis-28427	217	7	audio	audio	ADJ
bracis-28427	217	8	neural	neural	ADJ
bracis-28427	217	9	networks	network	NOUN
bracis-28427	217	10	for	for	ADP
bracis-28427	217	11	audio	audio	ADJ
bracis-28427	217	12	pattern	pattern	NOUN
bracis-28427	217	13	recognition	recognition	NOUN
bracis-28427	217	14	.	.	PUNCT
bracis-28427	218	1	ieee	ieee	PROPN
bracis-28427	218	2	/	/	SYM
bracis-28427	218	3	acm	acm	PROPN
bracis-28427	218	4	trans	trans	PROPN
bracis-28427	218	5	.	.	PUNCT
bracis-28427	218	6	audio	audio	PROPN
bracis-28427	218	7	speech	speech	NOUN
bracis-28427	218	8	lang	lang	PROPN
bracis-28427	218	9	.	.	PUNCT
bracis-28427	218	10	process	process	NOUN
bracis-28427	218	11	.	.	PUNCT
bracis-28427	219	1	28	28	NUM
bracis-28427	219	2	,	,	PUNCT
bracis-28427	219	3	2880–2894	2880–2894	NUM
bracis-28427	219	4	(	(	PUNCT
bracis-28427	219	5	2020	2020	NUM
bracis-28427	219	6	)	)	PUNCT
bracis-28427	219	7	.	.	PUNCT
bracis-28427	220	1	https://doi.org/10.1109/taslp.2020.3030497	https://doi.org/10.1109/taslp.2020.3030497	PROPN
bracis-28427	220	2	.	.	PUNCT
bracis-28427	221	1	https://ieeexplore.ieee.org/document/9229505/	https://ieeexplore.ieee.org/document/9229505/	PROPN
bracis-28427	221	2	krizhevsky	krizhevsky	PROPN
bracis-28427	221	3	,	,	PUNCT
bracis-28427	221	4	a.	a.	PROPN
bracis-28427	221	5	,	,	PUNCT
bracis-28427	221	6	sutskever	sutskever	PROPN
bracis-28427	221	7	,	,	PUNCT
bracis-28427	221	8	i.	i.	PROPN
bracis-28427	221	9	,	,	PUNCT
bracis-28427	221	10	hinton	hinton	PROPN
bracis-28427	221	11	,	,	PUNCT
bracis-28427	221	12	g.e	g.e	PROPN
bracis-28427	221	13	.	.	PUNCT
bracis-28427	221	14	:	:	PUNCT
bracis-28427	222	1	imagenet	imagenet	PROPN
bracis-28427	222	2	classification	classification	NOUN
bracis-28427	222	3	with	with	ADP
bracis-28427	222	4	deep	deep	ADJ
bracis-28427	222	5	convolutional	convolutional	ADJ
bracis-28427	222	6	neural	neural	ADJ
bracis-28427	222	7	networks	network	NOUN
bracis-28427	222	8	.	.	PUNCT
bracis-28427	223	1	commun	commun	AUX
bracis-28427	223	2	.	.	PUNCT
bracis-28427	223	3	acm	acm	PROPN
bracis-28427	223	4	60(6	60(6	NOUN
bracis-28427	223	5	)	)	PUNCT
bracis-28427	223	6	,	,	PUNCT
bracis-28427	223	7	84–90	84–90	NUM
bracis-28427	223	8	(	(	PUNCT
bracis-28427	223	9	2017	2017	NUM
bracis-28427	223	10	)	)	PUNCT
bracis-28427	223	11	.	.	PUNCT
bracis-28427	224	1	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
bracis-28427	224	2	article	article	NOUN
bracis-28427	224	3	  	  	SPACE
bracis-28427	224	4	google	google	PROPN
bracis-28427	224	5	scholar	scholar	NOUN
bracis-28427	224	6	  	  	SPACE
bracis-28427	224	7	lacerda	lacerda	PROPN
bracis-28427	224	8	,	,	PUNCT
bracis-28427	224	9	t.	t.	PROPN
bracis-28427	224	10	b.	b.	PROPN
bracis-28427	224	11	,	,	PUNCT
bracis-28427	224	12	miranda	miranda	PROPN
bracis-28427	224	13	,	,	PUNCT
bracis-28427	224	14	p.	p.	NOUN
bracis-28427	224	15	,	,	PUNCT
bracis-28427	224	16	camara	camara	PROPN
bracis-28427	224	17	,	,	PUNCT
bracis-28427	224	18	a.	a.	NOUN
bracis-28427	224	19	,	,	PUNCT
bracis-28427	224	20	furtado	furtado	NOUN
bracis-28427	224	21	,	,	PUNCT
bracis-28427	224	22	a.p.c	a.p.c	PROPN
bracis-28427	224	23	.	.	PUNCT
bracis-28427	224	24	:	:	PUNCT
bracis-28427	225	1	deep	deep	ADJ
bracis-28427	225	2	learning	learning	NOUN
bracis-28427	225	3	and	and	CCONJ
bracis-28427	225	4	mel	mel	PROPN
bracis-28427	225	5	-	-	PUNCT
bracis-28427	225	6	spectrograms	spectrogram	NOUN
bracis-28427	225	7	for	for	ADP
bracis-28427	225	8	physical	physical	ADJ
bracis-28427	225	9	violence	violence	NOUN
bracis-28427	225	10	detection	detection	NOUN
bracis-28427	225	11	in	in	ADP
bracis-28427	225	12	audio	audio	NOUN
bracis-28427	225	13	.	.	PUNCT
bracis-28427	226	1	in	in	ADP
bracis-28427	226	2	:	:	PUNCT
bracis-28427	226	3	the	the	DET
bracis-28427	226	4	18th	18th	ADJ
bracis-28427	226	5	national	national	ADJ
bracis-28427	226	6	meeting	meeting	NOUN
bracis-28427	226	7	on	on	ADP
bracis-28427	226	8	artificial	artificial	ADJ
bracis-28427	226	9	and	and	CCONJ
bracis-28427	226	10	computational	computational	ADJ
bracis-28427	226	11	intelligence	intelligence	NOUN
bracis-28427	226	12	,	,	PUNCT
bracis-28427	226	13	pp	pp	ADP
bracis-28427	226	14	.	.	PUNCT
bracis-28427	227	1	268–279	268–279	NUM
bracis-28427	227	2	(	(	PUNCT
bracis-28427	227	3	2021	2021	NUM
bracis-28427	227	4	)	)	PUNCT
bracis-28427	227	5	.	.	PUNCT
bracis-28427	228	1	https://sol.sbc.org.br/index.php/eniac/article/view/18259/18093	https://sol.sbc.org.br/index.php/eniac/article/view/18259/18093	NUM
bracis-28427	228	2	lee	lee	PROPN
bracis-28427	228	3	,	,	PUNCT
bracis-28427	228	4	j.	j.	PROPN
bracis-28427	228	5	,	,	PUNCT
bracis-28427	228	6	park	park	PROPN
bracis-28427	228	7	,	,	PUNCT
bracis-28427	228	8	j.	j.	PROPN
bracis-28427	228	9	,	,	PUNCT
bracis-28427	228	10	kim	kim	PROPN
bracis-28427	228	11	,	,	PUNCT
bracis-28427	228	12	k.l	k.l	PROPN
bracis-28427	228	13	.	.	PROPN
bracis-28427	228	14	,	,	PUNCT
bracis-28427	228	15	nam	nam	PROPN
bracis-28427	228	16	,	,	PUNCT
bracis-28427	228	17	j.	j.	PROPN
bracis-28427	228	18	:	:	PUNCT
bracis-28427	228	19	sample	sample	NOUN
bracis-28427	228	20	-	-	PUNCT
bracis-28427	228	21	level	level	NOUN
bracis-28427	228	22	deep	deep	ADJ
bracis-28427	228	23	convolutional	convolutional	ADJ
bracis-28427	228	24	neural	neural	ADJ
bracis-28427	228	25	networks	network	NOUN
bracis-28427	228	26	for	for	ADP
bracis-28427	228	27	music	music	NOUN
bracis-28427	228	28	auto	auto	NOUN
bracis-28427	228	29	-	-	PUNCT
bracis-28427	228	30	tagging	tagging	NOUN
bracis-28427	228	31	using	use	VERB
bracis-28427	228	32	raw	raw	ADJ
bracis-28427	228	33	waveforms	waveform	NOUN
bracis-28427	228	34	(	(	PUNCT
bracis-28427	228	35	2017	2017	NUM
bracis-28427	228	36	)	)	PUNCT
bracis-28427	228	37	google	google	PROPN
bracis-28427	228	38	scholar	scholar	NOUN
bracis-28427	228	39	  	  	SPACE
bracis-28427	228	40	lu	lu	PROPN
bracis-28427	228	41	,	,	PUNCT
bracis-28427	228	42	y.	y.	PROPN
bracis-28427	228	43	,	,	PUNCT
bracis-28427	228	44	huang	huang	PROPN
bracis-28427	228	45	,	,	PUNCT
bracis-28427	228	46	x.	x.	PROPN
bracis-28427	228	47	,	,	PUNCT
bracis-28427	228	48	dai	dai	PROPN
bracis-28427	228	49	,	,	PUNCT
bracis-28427	228	50	y.	y.	PROPN
bracis-28427	228	51	,	,	PUNCT
bracis-28427	228	52	maharjan	maharjan	PROPN
bracis-28427	228	53	,	,	PUNCT
bracis-28427	228	54	s.	s.	PROPN
bracis-28427	228	55	,	,	PUNCT
bracis-28427	228	56	zhang	zhang	PROPN
bracis-28427	228	57	,	,	PUNCT
bracis-28427	228	58	y.	y.	PROPN
bracis-28427	228	59	:	:	PUNCT
bracis-28427	228	60	differentially	differentially	ADV
bracis-28427	228	61	private	private	ADJ
bracis-28427	228	62	asynchronous	asynchronous	ADJ
bracis-28427	228	63	federated	federated	ADJ
bracis-28427	228	64	learning	learning	NOUN
bracis-28427	228	65	for	for	ADP
bracis-28427	228	66	mobile	mobile	ADJ
bracis-28427	228	67	edge	edge	NOUN
bracis-28427	228	68	computing	computing	NOUN
bracis-28427	228	69	in	in	ADP
bracis-28427	228	70	urban	urban	ADJ
bracis-28427	228	71	informatics	informatic	NOUN
bracis-28427	228	72	.	.	PUNCT
bracis-28427	229	1	ieee	ieee	PROPN
bracis-28427	229	2	trans	trans	PROPN
bracis-28427	229	3	.	.	PUNCT
bracis-28427	230	1	ind	ind	PROPN
bracis-28427	230	2	.	.	PUNCT
bracis-28427	230	3	inf	inf	PROPN
bracis-28427	230	4	.	.	PUNCT
bracis-28427	231	1	16(3	16(3	NUM
bracis-28427	231	2	)	)	PUNCT
bracis-28427	231	3	,	,	PUNCT
bracis-28427	231	4	2134–2143	2134–2143	NUM
bracis-28427	231	5	(	(	PUNCT
bracis-28427	231	6	2020	2020	NUM
bracis-28427	231	7	)	)	PUNCT
bracis-28427	231	8	.	.	PUNCT
bracis-28427	232	1	https://doi.org/10.1109/tii.2019.2942179	https://doi.org/10.1109/tii.2019.2942179	PROPN
bracis-28427	232	2	article	article	PROPN
bracis-28427	232	3	  	  	SPACE
bracis-28427	232	4	google	google	PROPN
bracis-28427	232	5	scholar	scholar	NOUN
bracis-28427	232	6	  	  	SPACE
bracis-28427	232	7	mcmahan	mcmahan	PROPN
bracis-28427	232	8	,	,	PUNCT
bracis-28427	232	9	b.	b.	PROPN
bracis-28427	232	10	,	,	PUNCT
bracis-28427	232	11	moore	moore	PROPN
bracis-28427	232	12	,	,	PUNCT
bracis-28427	232	13	e.	e.	PROPN
bracis-28427	232	14	,	,	PUNCT
bracis-28427	232	15	ramage	ramage	NOUN
bracis-28427	232	16	,	,	PUNCT
bracis-28427	232	17	d.	d.	PROPN
bracis-28427	232	18	,	,	PUNCT
bracis-28427	232	19	hampson	hampson	PROPN
bracis-28427	232	20	,	,	PUNCT
bracis-28427	232	21	s.	s.	PROPN
bracis-28427	232	22	,	,	PUNCT
bracis-28427	232	23	arcas	arcas	NOUN
bracis-28427	232	24	,	,	PUNCT
bracis-28427	232	25	b.a.y	b.a.y	NOUN
bracis-28427	232	26	.	.	PUNCT
bracis-28427	232	27	:	:	PUNCT
bracis-28427	233	1	communication	communication	NOUN
bracis-28427	233	2	-	-	PUNCT
bracis-28427	233	3	efficient	efficient	ADJ
bracis-28427	233	4	learning	learning	NOUN
bracis-28427	233	5	of	of	ADP
bracis-28427	233	6	deep	deep	ADJ
bracis-28427	233	7	networks	network	NOUN
bracis-28427	233	8	from	from	ADP
bracis-28427	233	9	decentralized	decentralized	ADJ
bracis-28427	233	10	data	datum	NOUN
bracis-28427	233	11	.	.	PUNCT
bracis-28427	234	1	in	in	ADP
bracis-28427	234	2	:	:	PUNCT
bracis-28427	234	3	singh	singh	PROPN
bracis-28427	234	4	,	,	PUNCT
bracis-28427	234	5	a.	a.	PROPN
bracis-28427	234	6	,	,	PUNCT
bracis-28427	234	7	zhu	zhu	PROPN
bracis-28427	234	8	,	,	PUNCT
bracis-28427	234	9	j.	j.	PROPN
bracis-28427	234	10	(	(	PUNCT
bracis-28427	234	11	eds	eds	PROPN
bracis-28427	234	12	.	.	PUNCT
bracis-28427	234	13	)	)	PUNCT
bracis-28427	234	14	proceedings	proceeding	NOUN
bracis-28427	234	15	of	of	ADP
bracis-28427	234	16	the	the	DET
bracis-28427	234	17	20th	20th	ADJ
bracis-28427	234	18	international	international	ADJ
bracis-28427	234	19	conference	conference	NOUN
bracis-28427	234	20	on	on	ADP
bracis-28427	234	21	artificial	artificial	ADJ
bracis-28427	234	22	intelligence	intelligence	NOUN
bracis-28427	234	23	and	and	CCONJ
bracis-28427	234	24	statistics	statistic	NOUN
bracis-28427	234	25	.	.	PUNCT
bracis-28427	235	1	proceedings	proceeding	NOUN
bracis-28427	235	2	of	of	ADP
bracis-28427	235	3	machine	machine	NOUN
bracis-28427	235	4	learning	learn	VERB
bracis-28427	235	5	research	research	NOUN
bracis-28427	235	6	,	,	PUNCT
bracis-28427	235	7	vol	vol	NOUN
bracis-28427	235	8	.	.	PROPN
bracis-28427	235	9	54	54	NUM
bracis-28427	235	10	,	,	PUNCT
bracis-28427	235	11	pp	pp	ADJ
bracis-28427	235	12	.	.	PUNCT
bracis-28427	236	1	1273–1282	1273–1282	NUM
bracis-28427	236	2	.	.	PUNCT
bracis-28427	237	1	pmlr	pmlr	NOUN
bracis-28427	237	2	(	(	PUNCT
bracis-28427	237	3	2017	2017	NUM
bracis-28427	237	4	)	)	PUNCT
bracis-28427	237	5	.	.	PUNCT
bracis-28427	238	1	https://proceedings.mlr.press/v54/mcmahan17a.html	https://proceedings.mlr.press/v54/mcmahan17a.html	PROPN
bracis-28427	238	2	nations	nation	NOUN
bracis-28427	238	3	,	,	PUNCT
bracis-28427	238	4	u.	u.	NOUN
bracis-28427	238	5	:	:	PUNCT
bracis-28427	238	6	policy	policy	NOUN
bracis-28427	238	7	brief	brief	NOUN
bracis-28427	238	8	:	:	PUNCT
bracis-28427	238	9	the	the	DET
bracis-28427	238	10	impact	impact	NOUN
bracis-28427	238	11	of	of	ADP
bracis-28427	238	12	covid-19	covid-19	PROPN
bracis-28427	238	13	on	on	ADP
bracis-28427	238	14	women	woman	NOUN
bracis-28427	238	15	(	(	PUNCT
bracis-28427	238	16	2020	2020	NUM
bracis-28427	238	17	)	)	PUNCT
bracis-28427	238	18	.	.	PUNCT
bracis-28427	239	1	https://www.un.org/sexualviolenceinconflict/wp-content/uploads/2020/06/report/policy-brief-the-impact-of-covid-19-on-women/policy-brief-the-impact-of-covid-19-on-women-en-1.pdf	https://www.un.org/sexualviolenceinconflict/wp-content/uploads/2020/06/report/policy-brief-the-impact-of-covid-19-on-women/policy-brief-the-impact-of-covid-19-on-women-en-1.pdf	PROPN
bracis-28427	239	2	nayyar	nayyar	PROPN
bracis-28427	239	3	,	,	PUNCT
bracis-28427	239	4	r.k	r.k	PROPN
bracis-28427	239	5	.	.	PROPN
bracis-28427	239	6	,	,	PUNCT
bracis-28427	239	7	nair	nair	PROPN
bracis-28427	239	8	,	,	PUNCT
bracis-28427	239	9	s.	s.	PROPN
bracis-28427	239	10	,	,	PUNCT
bracis-28427	239	11	patil	patil	PROPN
bracis-28427	239	12	,	,	PUNCT
bracis-28427	239	13	o.	o.	PROPN
bracis-28427	239	14	,	,	PUNCT
bracis-28427	239	15	pawar	pawar	PROPN
bracis-28427	239	16	,	,	PUNCT
bracis-28427	239	17	r.	r.	PROPN
bracis-28427	239	18	,	,	PUNCT
bracis-28427	239	19	lolage	lolage	PROPN
bracis-28427	239	20	,	,	PUNCT
bracis-28427	239	21	a.	a.	NOUN
bracis-28427	239	22	:	:	PUNCT
bracis-28427	239	23	content	content	NOUN
bracis-28427	239	24	-	-	PUNCT
bracis-28427	239	25	based	base	VERB
bracis-28427	239	26	auto	auto	NOUN
bracis-28427	239	27	-	-	PUNCT
bracis-28427	239	28	tagging	tagging	NOUN
bracis-28427	239	29	of	of	ADP
bracis-28427	239	30	audios	audio	NOUN
bracis-28427	239	31	using	use	VERB
bracis-28427	239	32	deep	deep	ADJ
bracis-28427	239	33	learning	learning	NOUN
bracis-28427	239	34	.	.	PUNCT
bracis-28427	240	1	in	in	ADP
bracis-28427	240	2	:	:	PUNCT
bracis-28427	240	3	2017	2017	NUM
bracis-28427	240	4	international	international	ADJ
bracis-28427	240	5	conference	conference	NOUN
bracis-28427	240	6	on	on	ADP
bracis-28427	240	7	big	big	ADJ
bracis-28427	240	8	data	datum	NOUN
bracis-28427	240	9	,	,	PUNCT
bracis-28427	240	10	iot	iot	NOUN
bracis-28427	240	11	and	and	CCONJ
bracis-28427	240	12	data	datum	NOUN
bracis-28427	240	13	science	science	NOUN
bracis-28427	240	14	(	(	PUNCT
bracis-28427	240	15	bid	bid	NOUN
bracis-28427	240	16	)	)	PUNCT
bracis-28427	240	17	,	,	PUNCT
bracis-28427	240	18	pp	pp	ADJ
bracis-28427	240	19	.	.	PUNCT
bracis-28427	241	1	30–36	30–36	NUM
bracis-28427	241	2	(	(	PUNCT
bracis-28427	241	3	2017	2017	NUM
bracis-28427	241	4	)	)	PUNCT
bracis-28427	241	5	.	.	PUNCT
bracis-28427	242	1	https://doi.org/10.1109/bid.2017.8336569	https://doi.org/10.1109/bid.2017.8336569	PROPN
bracis-28427	242	2	organization	organization	PROPN
bracis-28427	242	3	,	,	PUNCT
bracis-28427	242	4	w.h	w.h	PROPN
bracis-28427	242	5	.	.	PROPN
bracis-28427	242	6	:	:	PUNCT
bracis-28427	242	7	violence	violence	NOUN
bracis-28427	242	8	against	against	ADP
bracis-28427	242	9	women	woman	NOUN
bracis-28427	242	10	(	(	PUNCT
bracis-28427	242	11	2021	2021	NUM
bracis-28427	242	12	)	)	PUNCT
bracis-28427	242	13	.	.	PUNCT
bracis-28427	243	1	https://www.who.int/news-room/fact-sheets/detail/violence-against-women	https://www.who.int/news-room/fact-sheets/detail/violence-against-women	NUM
bracis-28427	243	2	organization	organization	PROPN
bracis-28427	243	3	,	,	PUNCT
bracis-28427	243	4	w.h	w.h	PROPN
bracis-28427	243	5	.	.	PROPN
bracis-28427	243	6	:	:	PUNCT
bracis-28427	243	7	violence	violence	NOUN
bracis-28427	243	8	against	against	ADP
bracis-28427	243	9	women	woman	NOUN
bracis-28427	243	10	prevalence	prevalence	NOUN
bracis-28427	243	11	estimates	estimate	NOUN
bracis-28427	243	12	,	,	PUNCT
bracis-28427	243	13	2018	2018	NUM
bracis-28427	243	14	:	:	PUNCT
bracis-28427	243	15	global	global	ADJ
bracis-28427	243	16	,	,	PUNCT
bracis-28427	243	17	regional	regional	ADJ
bracis-28427	243	18	and	and	CCONJ
bracis-28427	243	19	national	national	ADJ
bracis-28427	243	20	prevalence	prevalence	NOUN
bracis-28427	243	21	estimates	estimate	NOUN
bracis-28427	243	22	for	for	ADP
bracis-28427	243	23	intimate	intimate	ADJ
bracis-28427	243	24	partner	partner	NOUN
bracis-28427	243	25	violence	violence	NOUN
bracis-28427	243	26	against	against	ADP
bracis-28427	243	27	women	woman	NOUN
bracis-28427	243	28	and	and	CCONJ
bracis-28427	243	29	global	global	ADJ
bracis-28427	243	30	and	and	CCONJ
bracis-28427	243	31	regional	regional	ADJ
bracis-28427	243	32	prevalence	prevalence	NOUN
bracis-28427	243	33	estimates	estimate	NOUN
bracis-28427	243	34	for	for	ADP
bracis-28427	243	35	non	non	ADJ
bracis-28427	243	36	-	-	ADJ
bracis-28427	243	37	partner	partner	ADJ
bracis-28427	243	38	sexual	sexual	ADJ
bracis-28427	243	39	violence	violence	NOUN
bracis-28427	243	40	against	against	ADP
bracis-28427	243	41	women	woman	NOUN
bracis-28427	243	42	(	(	PUNCT
bracis-28427	243	43	2021	2021	NUM
bracis-28427	243	44	)	)	PUNCT
bracis-28427	243	45	.	.	PUNCT
bracis-28427	244	1	https://www.who.int/publications/i/item/9789240022256	https://www.who.int/publications/i/item/9789240022256	PROPN
bracis-28427	244	2	paul	paul	PROPN
bracis-28427	244	3	,	,	PUNCT
bracis-28427	244	4	s.	s.	PROPN
bracis-28427	244	5	,	,	PUNCT
bracis-28427	244	6	sengupta	sengupta	NOUN
bracis-28427	244	7	,	,	PUNCT
bracis-28427	244	8	p.	p.	PROPN
bracis-28427	244	9	,	,	PUNCT
bracis-28427	244	10	mishra	mishra	PROPN
bracis-28427	244	11	,	,	PUNCT
bracis-28427	244	12	s.	s.	PROPN
bracis-28427	244	13	:	:	PUNCT
bracis-28427	244	14	flaps	flap	NOUN
bracis-28427	244	15	:	:	PUNCT
bracis-28427	244	16	federated	federated	ADJ
bracis-28427	244	17	learning	learning	NOUN
bracis-28427	244	18	and	and	CCONJ
bracis-28427	244	19	privately	privately	ADV
bracis-28427	244	20	scaling	scale	VERB
bracis-28427	244	21	.	.	PUNCT
bracis-28427	245	1	in	in	ADP
bracis-28427	245	2	:	:	PUNCT
bracis-28427	245	3	2020	2020	NUM
bracis-28427	245	4	ieee	ieee	PROPN
bracis-28427	245	5	17th	17th	ADJ
bracis-28427	245	6	international	international	ADJ
bracis-28427	245	7	conference	conference	NOUN
bracis-28427	245	8	on	on	ADP
bracis-28427	245	9	mobile	mobile	ADJ
bracis-28427	245	10	ad	ad	X
bracis-28427	245	11	hoc	hoc	X
bracis-28427	245	12	and	and	CCONJ
bracis-28427	245	13	sensor	sensor	NOUN
bracis-28427	245	14	systems	system	NOUN
bracis-28427	245	15	(	(	PUNCT
bracis-28427	245	16	mass	mass	PROPN
bracis-28427	245	17	)	)	PUNCT
bracis-28427	245	18	,	,	PUNCT
bracis-28427	245	19	pp	pp	ADP
bracis-28427	245	20	.	.	PUNCT
bracis-28427	246	1	13–19	13–19	NUM
bracis-28427	246	2	(	(	PUNCT
bracis-28427	246	3	2020	2020	NUM
bracis-28427	246	4	)	)	PUNCT
bracis-28427	246	5	.	.	PUNCT
bracis-28427	247	1	https://doi.org/10.1109/mass50613.2020.00011	https://doi.org/10.1109/mass50613.2020.00011	PROPN
bracis-28427	247	2	purwins	purwin	NOUN
bracis-28427	247	3	,	,	PUNCT
bracis-28427	247	4	h.	h.	PROPN
bracis-28427	247	5	,	,	PUNCT
bracis-28427	247	6	li	li	PROPN
bracis-28427	247	7	,	,	PUNCT
bracis-28427	247	8	b.	b.	PROPN
bracis-28427	247	9	,	,	PUNCT
bracis-28427	247	10	virtanen	virtanen	NOUN
bracis-28427	247	11	,	,	PUNCT
bracis-28427	247	12	t.	t.	PROPN
bracis-28427	247	13	,	,	PUNCT
bracis-28427	247	14	schluter	schluter	PROPN
bracis-28427	247	15	,	,	PUNCT
bracis-28427	247	16	j.	j.	PROPN
bracis-28427	247	17	,	,	PUNCT
bracis-28427	247	18	chang	chang	PROPN
bracis-28427	247	19	,	,	PUNCT
bracis-28427	247	20	s.y	s.y	PROPN
bracis-28427	247	21	.	.	PROPN
bracis-28427	247	22	,	,	PUNCT
bracis-28427	247	23	sainath	sainath	NOUN
bracis-28427	247	24	,	,	PUNCT
bracis-28427	247	25	t.	t.	PROPN
bracis-28427	247	26	:	:	PUNCT
bracis-28427	247	27	deep	deep	ADJ
bracis-28427	247	28	learning	learning	NOUN
bracis-28427	247	29	for	for	ADP
bracis-28427	247	30	audio	audio	ADJ
bracis-28427	247	31	signal	signal	NOUN
bracis-28427	247	32	processing	processing	NOUN
bracis-28427	247	33	.	.	PUNCT
bracis-28427	248	1	ieee	ieee	PROPN
bracis-28427	248	2	j.	j.	PROPN
bracis-28427	248	3	sel	sel	PROPN
bracis-28427	248	4	.	.	PUNCT
bracis-28427	249	1	topics	topic	NOUN
bracis-28427	249	2	signal	signal	NOUN
bracis-28427	249	3	process	process	NOUN
bracis-28427	249	4	.	.	PUNCT
bracis-28427	250	1	13(2	13(2	NOUN
bracis-28427	250	2	)	)	PUNCT
bracis-28427	250	3	,	,	PUNCT
bracis-28427	251	1	206–219	206–219	NUM
bracis-28427	251	2	(	(	PUNCT
bracis-28427	251	3	2019	2019	NUM
bracis-28427	251	4	)	)	PUNCT
bracis-28427	251	5	.	.	PUNCT
bracis-28427	252	1	https://doi.org/10.1109/jstsp.2019.2908700	https://doi.org/10.1109/jstsp.2019.2908700	PROPN
bracis-28427	252	2	article	article	NOUN
bracis-28427	252	3	  	  	SPACE
bracis-28427	252	4	google	google	PROPN
bracis-28427	252	5	scholar	scholar	NOUN
bracis-28427	252	6	  	  	SPACE
bracis-28427	252	7	ramzan	ramzan	NOUN
bracis-28427	252	8	,	,	PUNCT
bracis-28427	252	9	m.	m.	NOUN
bracis-28427	252	10	,	,	PUNCT
bracis-28427	252	11	et	et	PROPN
bracis-28427	252	12	al	al	PROPN
bracis-28427	252	13	.	.	PUNCT
bracis-28427	252	14	:	:	PUNCT
bracis-28427	253	1	a	a	DET
bracis-28427	253	2	review	review	NOUN
bracis-28427	253	3	on	on	ADP
bracis-28427	253	4	state	state	NOUN
bracis-28427	253	5	-	-	PUNCT
bracis-28427	253	6	of	of	ADP
bracis-28427	253	7	-	-	PUNCT
bracis-28427	253	8	the	the	DET
bracis-28427	253	9	-	-	PUNCT
bracis-28427	253	10	art	art	NOUN
bracis-28427	253	11	violence	violence	NOUN
bracis-28427	253	12	detection	detection	NOUN
bracis-28427	253	13	techniques	technique	NOUN
bracis-28427	253	14	.	.	PUNCT
bracis-28427	254	1	ieee	ieee	NOUN
bracis-28427	254	2	access	access	NOUN
bracis-28427	254	3	7	7	NUM
bracis-28427	254	4	,	,	PUNCT
bracis-28427	254	5	107560–107575	107560–107575	NUM
bracis-28427	254	6	(	(	PUNCT
bracis-28427	254	7	2019	2019	NUM
bracis-28427	254	8	)	)	PUNCT
bracis-28427	254	9	.	.	PUNCT
bracis-28427	255	1	https://doi.org/10.1109/access.2019.2932114	https://doi.org/10.1109/access.2019.2932114	PROPN
bracis-28427	255	2	article	article	NOUN
bracis-28427	255	3	  	  	SPACE
bracis-28427	255	4	google	google	PROPN
bracis-28427	255	5	scholar	scholar	NOUN
bracis-28427	255	6	  	  	SPACE
bracis-28427	255	7	rouas	rouas	NOUN
bracis-28427	255	8	,	,	PUNCT
bracis-28427	255	9	j.l	j.l	PROPN
bracis-28427	255	10	.	.	PROPN
bracis-28427	255	11	,	,	PUNCT
bracis-28427	255	12	louradour	louradour	PROPN
bracis-28427	255	13	,	,	PUNCT
bracis-28427	255	14	j.	j.	PROPN
bracis-28427	255	15	,	,	PUNCT
bracis-28427	255	16	ambellouis	ambellouis	PROPN
bracis-28427	255	17	,	,	PUNCT
bracis-28427	255	18	s.	s.	PROPN
bracis-28427	255	19	:	:	PUNCT
bracis-28427	255	20	audio	audio	ADJ
bracis-28427	255	21	events	event	NOUN
bracis-28427	255	22	detection	detection	NOUN
bracis-28427	255	23	in	in	ADP
bracis-28427	255	24	public	public	ADJ
bracis-28427	255	25	transport	transport	NOUN
bracis-28427	255	26	vehicle	vehicle	NOUN
bracis-28427	255	27	.	.	PUNCT
bracis-28427	256	1	in	in	ADP
bracis-28427	256	2	:	:	PUNCT
bracis-28427	256	3	2006	2006	NUM
bracis-28427	256	4	ieee	ieee	NOUN
bracis-28427	256	5	intelligent	intelligent	ADJ
bracis-28427	256	6	transportation	transportation	NOUN
bracis-28427	256	7	systems	system	NOUN
bracis-28427	256	8	conference	conference	NOUN
bracis-28427	256	9	,	,	PUNCT
bracis-28427	256	10	pp	pp	X
bracis-28427	256	11	.	.	PUNCT
bracis-28427	257	1	733–738	733–738	NUM
bracis-28427	257	2	.	.	X
bracis-28427	257	3	ieee	ieee	NOUN
bracis-28427	257	4	(	(	PUNCT
bracis-28427	257	5	2006	2006	NUM
bracis-28427	257	6	)	)	PUNCT
bracis-28427	257	7	.	.	PUNCT
bracis-28427	258	1	https://doi.org/10.1109/itsc.2006.1706829	https://doi.org/10.1109/itsc.2006.1706829	PROPN
bracis-28427	258	2	.	.	PUNCT
bracis-28427	259	1	http://ieeexplore.ieee.org/document/1706829/	http://ieeexplore.ieee.org/document/1706829/	PROPN
bracis-28427	259	2	sandler	sandler	PROPN
bracis-28427	259	3	,	,	PUNCT
bracis-28427	259	4	m.	m.	NOUN
bracis-28427	259	5	,	,	PUNCT
bracis-28427	259	6	howard	howard	PROPN
bracis-28427	259	7	,	,	PUNCT
bracis-28427	259	8	a.	a.	PROPN
bracis-28427	259	9	,	,	PUNCT
bracis-28427	259	10	zhu	zhu	PROPN
bracis-28427	259	11	,	,	PUNCT
bracis-28427	259	12	m.	m.	NOUN
bracis-28427	259	13	,	,	PUNCT
bracis-28427	259	14	zhmoginov	zhmoginov	PROPN
bracis-28427	259	15	,	,	PUNCT
bracis-28427	259	16	a.	a.	PROPN
bracis-28427	259	17	,	,	PUNCT
bracis-28427	259	18	chen	chen	PROPN
bracis-28427	259	19	,	,	PUNCT
bracis-28427	259	20	l.c	l.c	PROPN
bracis-28427	259	21	.	.	PROPN
bracis-28427	259	22	:	:	PUNCT
bracis-28427	260	1	mobilenetv2	mobilenetv2	NOUN
bracis-28427	260	2	:	:	PUNCT
bracis-28427	260	3	inverted	inverted	ADJ
bracis-28427	260	4	residuals	residual	NOUN
bracis-28427	260	5	and	and	CCONJ
bracis-28427	260	6	linear	linear	ADJ
bracis-28427	260	7	bottlenecks	bottleneck	NOUN
bracis-28427	260	8	.	.	PUNCT
bracis-28427	261	1	in	in	ADP
bracis-28427	261	2	:	:	PUNCT
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bracis-28427	261	4	ieee	ieee	NOUN
bracis-28427	261	5	/	/	SYM
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bracis-28427	261	7	conference	conference	NOUN
bracis-28427	261	8	on	on	ADP
bracis-28427	261	9	computer	computer	NOUN
bracis-28427	261	10	vision	vision	NOUN
bracis-28427	261	11	and	and	CCONJ
bracis-28427	261	12	pattern	pattern	NOUN
bracis-28427	261	13	recognition	recognition	NOUN
bracis-28427	261	14	,	,	PUNCT
bracis-28427	261	15	pp	pp	ADJ
bracis-28427	261	16	.	.	PUNCT
bracis-28427	262	1	4510–4520	4510–4520	NUM
bracis-28427	262	2	.	.	PUNCT
bracis-28427	263	1	ieee	ieee	NOUN
bracis-28427	263	2	(	(	PUNCT
bracis-28427	263	3	2018	2018	NUM
bracis-28427	263	4	)	)	PUNCT
bracis-28427	263	5	.	.	PUNCT
bracis-28427	264	1	https://doi.org/10.1109/cvpr.2018.00474	https://doi.org/10.1109/cvpr.2018.00474	PROPN
bracis-28427	264	2	.	.	PUNCT
bracis-28427	265	1	https://ieeexplore.ieee.org/document/8578572/	https://ieeexplore.ieee.org/document/8578572/	PROPN
bracis-28427	265	2	santos	santos	PROPN
bracis-28427	265	3	,	,	PUNCT
bracis-28427	265	4	f.	f.	PROPN
bracis-28427	265	5	:	:	PUNCT
bracis-28427	265	6	in	in	ADP
bracis-28427	265	7	-	-	PUNCT
bracis-28427	265	8	car	car	NOUN
bracis-28427	265	9	violence	violence	NOUN
bracis-28427	265	10	detection	detection	NOUN
bracis-28427	265	11	based	base	VERB
bracis-28427	265	12	on	on	ADP
bracis-28427	265	13	the	the	DET
bracis-28427	265	14	audio	audio	ADJ
bracis-28427	265	15	signal	signal	NOUN
bracis-28427	265	16	.	.	PUNCT
bracis-28427	266	1	in	in	ADP
bracis-28427	266	2	:	:	PUNCT
bracis-28427	266	3	yin	yin	PROPN
bracis-28427	266	4	,	,	PUNCT
bracis-28427	266	5	h.	h.	PROPN
bracis-28427	266	6	,	,	PUNCT
bracis-28427	266	7	et	et	PROPN
bracis-28427	266	8	al	al	PROPN
bracis-28427	266	9	.	.	PUNCT
bracis-28427	266	10	(	(	PUNCT
bracis-28427	266	11	eds	ed	NOUN
bracis-28427	266	12	.	.	PUNCT
bracis-28427	266	13	)	)	PUNCT
bracis-28427	266	14	ideal	ideal	ADJ
bracis-28427	266	15	2021	2021	NUM
bracis-28427	266	16	.	.	PUNCT
bracis-28427	267	1	lncs	lncs	PROPN
bracis-28427	267	2	,	,	PUNCT
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bracis-28427	267	4	.	.	PROPN
bracis-28427	267	5	13113	13113	NUM
bracis-28427	267	6	,	,	PUNCT
bracis-28427	267	7	pp	pp	ADV
bracis-28427	267	8	.	.	PUNCT
bracis-28427	268	1	437–445	437–445	NUM
bracis-28427	268	2	.	.	PUNCT
bracis-28427	269	1	springer	springer	NOUN
bracis-28427	269	2	,	,	PUNCT
bracis-28427	269	3	cham	cham	PROPN
bracis-28427	269	4	(	(	PUNCT
bracis-28427	269	5	2021	2021	NUM
bracis-28427	269	6	)	)	PUNCT
bracis-28427	269	7	.	.	PUNCT
bracis-28427	270	1	https://doi.org/10.1007/978-3-030-91608-4_43	https://doi.org/10.1007/978-3-030-91608-4_43	PROPN
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bracis-28427	270	3	  	  	SPACE
bracis-28427	270	4	google	google	PROPN
bracis-28427	270	5	scholar	scholar	NOUN
bracis-28427	270	6	  	  	SPACE
bracis-28427	270	7	simonyan	simonyan	ADJ
bracis-28427	270	8	,	,	PUNCT
bracis-28427	270	9	k.	k.	PROPN
bracis-28427	270	10	,	,	PUNCT
bracis-28427	270	11	zisserman	zisserman	PROPN
bracis-28427	270	12	,	,	PUNCT
bracis-28427	270	13	a.	a.	NOUN
bracis-28427	270	14	:	:	PUNCT
bracis-28427	270	15	very	very	ADV
bracis-28427	270	16	deep	deep	ADJ
bracis-28427	270	17	convolutional	convolutional	ADJ
bracis-28427	270	18	networks	network	NOUN
bracis-28427	270	19	for	for	ADP
bracis-28427	270	20	large	large	ADJ
bracis-28427	270	21	-	-	PUNCT
bracis-28427	270	22	scale	scale	NOUN
bracis-28427	270	23	image	image	NOUN
bracis-28427	270	24	recognition	recognition	NOUN
bracis-28427	270	25	(	(	PUNCT
bracis-28427	270	26	2015	2015	NUM
bracis-28427	270	27	)	)	PUNCT
bracis-28427	270	28	.	.	PUNCT
bracis-28427	271	1	https://arxiv.org/abs/1409.1556	https://arxiv.org/abs/1409.1556	PROPN
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bracis-28427	271	3	,	,	PUNCT
bracis-28427	271	4	h.	h.	PROPN
bracis-28427	271	5	,	,	PUNCT
bracis-28427	271	6	mello	mello	PROPN
bracis-28427	271	7	,	,	PUNCT
bracis-28427	271	8	r.	r.	PROPN
bracis-28427	271	9	,	,	PUNCT
bracis-28427	271	10	furtado	furtado	PROPN
bracis-28427	271	11	,	,	PUNCT
bracis-28427	271	12	a.	a.	NOUN
bracis-28427	271	13	:	:	PUNCT
bracis-28427	271	14	an	an	DET
bracis-28427	271	15	acoustic	acoustic	ADJ
bracis-28427	271	16	scene	scene	NOUN
bracis-28427	271	17	classification	classification	NOUN
bracis-28427	271	18	approach	approach	NOUN
bracis-28427	271	19	involving	involve	VERB
bracis-28427	271	20	domestic	domestic	ADJ
bracis-28427	271	21	violence	violence	NOUN
bracis-28427	271	22	using	use	VERB
bracis-28427	271	23	machine	machine	NOUN
bracis-28427	271	24	learning	learning	NOUN
bracis-28427	271	25	.	.	PUNCT
bracis-28427	272	1	in	in	ADP
bracis-28427	272	2	:	:	PUNCT
bracis-28427	272	3	anais	anais	PROPN
bracis-28427	272	4	do	do	VERB
bracis-28427	272	5	eniac	eniac	PROPN
bracis-28427	272	6	,	,	PUNCT
bracis-28427	272	7	pp	pp	ADP
bracis-28427	272	8	.	.	PUNCT
bracis-28427	273	1	705–716	705–716	NUM
bracis-28427	273	2	(	(	PUNCT
bracis-28427	273	3	2019	2019	NUM
bracis-28427	273	4	)	)	PUNCT
bracis-28427	273	5	.	.	PUNCT
bracis-28427	274	1	https://doi.org/10.5753/eniac.2019.9327	https://doi.org/10.5753/eniac.2019.9327	PROPN
bracis-28427	274	2	.	.	PUNCT
bracis-28427	275	1	https://sol.sbc.org.br/index.php/eniac/article/view/9327	https://sol.sbc.org.br/index.php/eniac/article/view/9327	PROPN
bracis-28427	275	2	szegedy	szegedy	PROPN
bracis-28427	275	3	,	,	PUNCT
bracis-28427	275	4	c.	c.	PROPN
bracis-28427	275	5	,	,	PUNCT
bracis-28427	275	6	et	et	PROPN
bracis-28427	275	7	al	al	PROPN
bracis-28427	275	8	.	.	PROPN
bracis-28427	275	9	:	:	PUNCT
bracis-28427	275	10	going	go	VERB
bracis-28427	275	11	deeper	deeply	ADV
bracis-28427	275	12	with	with	ADP
bracis-28427	275	13	convolutions	convolution	NOUN
bracis-28427	275	14	(	(	PUNCT
bracis-28427	275	15	2014	2014	NUM
bracis-28427	275	16	)	)	PUNCT
bracis-28427	275	17	google	google	NOUN
bracis-28427	275	18	scholar	scholar	NOUN
bracis-28427	275	19	  	  	SPACE
bracis-28427	275	20	szegedy	szegedy	PROPN
bracis-28427	275	21	,	,	PUNCT
bracis-28427	275	22	c.	c.	NOUN
bracis-28427	275	23	,	,	PUNCT
bracis-28427	275	24	vanhoucke	vanhoucke	PROPN
bracis-28427	275	25	,	,	PUNCT
bracis-28427	275	26	v.	v.	PROPN
bracis-28427	275	27	,	,	PUNCT
bracis-28427	275	28	ioffe	ioffe	PROPN
bracis-28427	275	29	,	,	PUNCT
bracis-28427	275	30	s.	s.	PROPN
bracis-28427	275	31	,	,	PUNCT
bracis-28427	275	32	shlens	shlens	PROPN
bracis-28427	275	33	,	,	PUNCT
bracis-28427	275	34	j.	j.	PROPN
bracis-28427	275	35	,	,	PUNCT
bracis-28427	275	36	wojna	wojna	NOUN
bracis-28427	275	37	,	,	PUNCT
bracis-28427	275	38	z.	z.	PROPN
bracis-28427	275	39	:	:	PUNCT
bracis-28427	275	40	rethinking	rethink	VERB
bracis-28427	275	41	the	the	DET
bracis-28427	275	42	inception	inception	ADJ
bracis-28427	275	43	architecture	architecture	NOUN
bracis-28427	275	44	for	for	ADP
bracis-28427	275	45	computer	computer	NOUN
bracis-28427	275	46	vision	vision	NOUN
bracis-28427	275	47	(	(	PUNCT
bracis-28427	275	48	2015	2015	NUM
bracis-28427	275	49	)	)	PUNCT
bracis-28427	275	50	.	.	PUNCT
bracis-28427	276	1	http://arxiv.org/abs/1512.00567	http://arxiv.org/abs/1512.00567	PROPN
bracis-28427	276	2	triastcyn	triastcyn	PROPN
bracis-28427	276	3	,	,	PUNCT
bracis-28427	276	4	a.	a.	NOUN
bracis-28427	276	5	,	,	PUNCT
bracis-28427	276	6	faltings	falting	NOUN
bracis-28427	276	7	,	,	PUNCT
bracis-28427	276	8	b.	b.	PROPN
bracis-28427	276	9	:	:	PUNCT
bracis-28427	276	10	federated	federated	ADJ
bracis-28427	276	11	learning	learning	NOUN
bracis-28427	276	12	with	with	ADP
bracis-28427	276	13	bayesian	bayesian	NOUN
bracis-28427	276	14	differential	differential	NOUN
bracis-28427	276	15	privacy	privacy	NOUN
bracis-28427	276	16	.	.	PUNCT
bracis-28427	277	1	in	in	ADP
bracis-28427	277	2	:	:	PUNCT
bracis-28427	277	3	2019	2019	NUM
bracis-28427	277	4	ieee	ieee	NOUN
bracis-28427	277	5	international	international	ADJ
bracis-28427	277	6	conference	conference	NOUN
bracis-28427	277	7	on	on	ADP
bracis-28427	277	8	big	big	ADJ
bracis-28427	277	9	data	datum	NOUN
bracis-28427	277	10	(	(	PUNCT
bracis-28427	277	11	big	big	ADJ
bracis-28427	277	12	data	datum	NOUN
bracis-28427	277	13	)	)	PUNCT
bracis-28427	277	14	,	,	PUNCT
bracis-28427	277	15	pp	pp	ADP
bracis-28427	277	16	.	.	PUNCT
bracis-28427	278	1	2587–2596	2587–2596	NUM
bracis-28427	278	2	(	(	PUNCT
bracis-28427	278	3	2019	2019	NUM
bracis-28427	278	4	)	)	PUNCT
bracis-28427	278	5	.	.	PUNCT
bracis-28427	279	1	https://doi.org/10.1109/bigdata47090.2019.9005465	https://doi.org/10.1109/bigdata47090.2019.9005465	PROPN
bracis-28427	279	2	tripathi	tripathi	PROPN
bracis-28427	279	3	,	,	PUNCT
bracis-28427	279	4	g.	g.	PROPN
bracis-28427	279	5	,	,	PUNCT
bracis-28427	279	6	singh	singh	PROPN
bracis-28427	279	7	,	,	PUNCT
bracis-28427	279	8	k.v.d.k	k.v.d.k	PROPN
bracis-28427	279	9	.	.	PUNCT
bracis-28427	279	10	:	:	PUNCT
bracis-28427	280	1	violence	violence	NOUN
bracis-28427	280	2	recognition	recognition	NOUN
bracis-28427	280	3	using	use	VERB
bracis-28427	280	4	convolutional	convolutional	ADJ
bracis-28427	280	5	neural	neural	ADJ
bracis-28427	280	6	network	network	NOUN
bracis-28427	280	7	:	:	PUNCT
bracis-28427	280	8	a	a	DET
bracis-28427	280	9	survey	survey	NOUN
bracis-28427	280	10	.	.	PUNCT
bracis-28427	281	1	j.	j.	PROPN
bracis-28427	281	2	intell	intell	PROPN
bracis-28427	281	3	.	.	PUNCT
bracis-28427	282	1	fuzzy	fuzzy	ADJ
bracis-28427	282	2	syst	syst	PROPN
bracis-28427	282	3	.	.	PROPN
bracis-28427	282	4	39	39	NUM
bracis-28427	282	5	,	,	PUNCT
bracis-28427	282	6	7931–7952	7931–7952	NUM
bracis-28427	282	7	(	(	PUNCT
bracis-28427	282	8	2020	2020	NUM
bracis-28427	282	9	)	)	PUNCT
bracis-28427	282	10	.	.	PUNCT
bracis-28427	283	1	https://doi.org/10.3233/jifs-201400	https://doi.org/10.3233/jifs-201400	PROPN
bracis-28427	283	2	.	.	PUNCT
bracis-28427	284	1	https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs201400	https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs201400	NOUN
bracis-28427	284	2	wilcoxon	wilcoxon	PROPN
bracis-28427	284	3	,	,	PUNCT
bracis-28427	284	4	f.	f.	PROPN
bracis-28427	284	5	:	:	PUNCT
bracis-28427	284	6	individual	individual	ADJ
bracis-28427	284	7	comparisons	comparison	NOUN
bracis-28427	284	8	by	by	ADP
bracis-28427	284	9	ranking	rank	VERB
bracis-28427	284	10	methods	method	NOUN
bracis-28427	284	11	.	.	PUNCT
bracis-28427	285	1	biometr	biometr	NOUN
bracis-28427	285	2	.	.	PUNCT
bracis-28427	286	1	bull	bull	NOUN
bracis-28427	286	2	.	.	PUNCT
bracis-28427	287	1	1(6	1(6	NUM
bracis-28427	287	2	)	)	PUNCT
bracis-28427	287	3	,	,	PUNCT
bracis-28427	287	4	80–83	80–83	NUM
bracis-28427	287	5	(	(	PUNCT
bracis-28427	287	6	1945	1945	NUM
bracis-28427	287	7	)	)	PUNCT
bracis-28427	287	8	.	.	PUNCT
bracis-28427	288	1	http://www.jstor.org/stable/3001968	http://www.jstor.org/stable/3001968	PROPN
bracis-28427	288	2	download	download	PROPN
bracis-28427	288	3	references	reference	NOUN
bracis-28427	288	4	author	author	NOUN
bracis-28427	288	5	information	information	NOUN
bracis-28427	288	6	authors	author	NOUN
bracis-28427	288	7	and	and	CCONJ
bracis-28427	288	8	affiliations	affiliation	NOUN
bracis-28427	288	9	center	center	VERB
bracis-28427	288	10	for	for	ADP
bracis-28427	288	11	advanced	advanced	ADJ
bracis-28427	288	12	studies	study	NOUN
bracis-28427	288	13	and	and	CCONJ
bracis-28427	288	14	systems	system	NOUN
bracis-28427	288	15	of	of	ADP
bracis-28427	288	16	recife	recife	PROPN
bracis-28427	288	17	,	,	PUNCT
bracis-28427	288	18	recife	recife	PROPN
bracis-28427	288	19	,	,	PUNCT
bracis-28427	288	20	brazil	brazil	PROPN
bracis-28427	288	21	victor	victor	PROPN
bracis-28427	288	22	e.	e.	PROPN
bracis-28427	288	23	de	de	PROPN
bracis-28427	288	24	s.	s.	PROPN
bracis-28427	288	25	silva	silva	PROPN
bracis-28427	288	26	,	,	PUNCT
bracis-28427	288	27	 	 	SPACE
bracis-28427	288	28	tiago	tiago	PROPN
bracis-28427	288	29	b.	b.	PROPN
bracis-28427	288	30	lacerda	lacerda	PROPN
bracis-28427	288	31	 	 	SPACE
bracis-28427	288	32	&	&	CCONJ
bracis-28427	288	33	 	 	SPACE
bracis-28427	288	34	amerson	amerson	PROPN
bracis-28427	288	35	riley	riley	PROPN
bracis-28427	288	36	cabral	cabral	PROPN
bracis-28427	288	37	chagas	chagas	PROPN
bracis-28427	288	38	federal	federal	PROPN
bracis-28427	288	39	rural	rural	ADJ
bracis-28427	288	40	university	university	PROPN
bracis-28427	288	41	of	of	ADP
bracis-28427	288	42	pernambuco	pernambuco	PROPN
bracis-28427	288	43	,	,	PUNCT
bracis-28427	288	44	recife	recife	PROPN
bracis-28427	288	45	,	,	PUNCT
bracis-28427	288	46	brazil	brazil	PROPN
bracis-28427	288	47	péricles	péricle	NOUN
bracis-28427	288	48	miranda	miranda	PROPN
bracis-28427	288	49	,	,	PUNCT
bracis-28427	288	50	 	 	SPACE
bracis-28427	288	51	andré	andré	VERB
bracis-28427	288	52	câmara	câmara	PROPN
bracis-28427	288	53	 	 	SPACE
bracis-28427	288	54	&	&	CCONJ
bracis-28427	288	55	 	 	SPACE
bracis-28427	288	56	ana	ana	PROPN
bracis-28427	288	57	paula	paula	PROPN
bracis-28427	288	58	c.	c.	PROPN
bracis-28427	288	59	furtado	furtado	PROPN
bracis-28427	288	60	authors	authors	PROPN
bracis-28427	288	61	victor	victor	PROPN
bracis-28427	288	62	e.	e.	PROPN
bracis-28427	288	63	de	de	PROPN
bracis-28427	288	64	s.	s.	PROPN
bracis-28427	288	65	silvaview	silvaview	PROPN
bracis-28427	288	66	author	author	NOUN
bracis-28427	288	67	publications	publication	NOUN
bracis-28427	288	68	search	search	NOUN
bracis-28427	288	69	author	author	NOUN
bracis-28427	288	70	on	on	ADP
bracis-28427	288	71	:	:	PUNCT
bracis-28427	288	72	pubmed	pubmed	PROPN
bracis-28427	288	73	 	 	SPACE
bracis-28427	288	74	google	google	PROPN
bracis-28427	288	75	scholar	scholar	PROPN
bracis-28427	288	76	tiago	tiago	PROPN
bracis-28427	288	77	b.	b.	PROPN
bracis-28427	288	78	lacerdaview	lacerdaview	PROPN
bracis-28427	288	79	author	author	NOUN
bracis-28427	288	80	publications	publication	NOUN
bracis-28427	288	81	search	search	NOUN
bracis-28427	288	82	author	author	NOUN
bracis-28427	288	83	on	on	ADP
bracis-28427	288	84	:	:	PUNCT
bracis-28427	288	85	pubmed	pubmed	PROPN
bracis-28427	288	86	 	 	SPACE
bracis-28427	288	87	google	google	PROPN
bracis-28427	288	88	scholar	scholar	NOUN
bracis-28427	288	89	péricles	péricle	NOUN
bracis-28427	288	90	mirandaview	mirandaview	VERB
bracis-28427	288	91	author	author	NOUN
bracis-28427	288	92	publications	publication	NOUN
bracis-28427	288	93	search	search	NOUN
bracis-28427	288	94	author	author	NOUN
bracis-28427	288	95	on	on	ADP
bracis-28427	288	96	:	:	PUNCT
bracis-28427	288	97	pubmed	pubmed	PROPN
bracis-28427	288	98	 	 	SPACE
bracis-28427	288	99	google	google	PROPN
bracis-28427	288	100	scholar	scholar	NOUN
bracis-28427	288	101	andré	andré	VERB
bracis-28427	288	102	câmaraview	câmaraview	NOUN
bracis-28427	288	103	author	author	NOUN
bracis-28427	288	104	publications	publication	NOUN
bracis-28427	288	105	search	search	NOUN
bracis-28427	288	106	author	author	NOUN
bracis-28427	288	107	on	on	ADP
bracis-28427	288	108	:	:	PUNCT
bracis-28427	288	109	pubmed	pubmed	PROPN
bracis-28427	288	110	 	 	SPACE
bracis-28427	288	111	google	google	PROPN
bracis-28427	288	112	scholar	scholar	PROPN
bracis-28427	288	113	amerson	amerson	PROPN
bracis-28427	288	114	riley	riley	PROPN
bracis-28427	288	115	cabral	cabral	PROPN
bracis-28427	288	116	chagasview	chagasview	PROPN
bracis-28427	288	117	author	author	NOUN
bracis-28427	288	118	publications	publication	NOUN
bracis-28427	288	119	search	search	NOUN
bracis-28427	288	120	author	author	NOUN
bracis-28427	288	121	on	on	ADP
bracis-28427	288	122	:	:	PUNCT
bracis-28427	288	123	pubmed	pubmed	PROPN
bracis-28427	288	124	 	 	SPACE
bracis-28427	288	125	google	google	PROPN
bracis-28427	288	126	scholar	scholar	PROPN
bracis-28427	288	127	ana	ana	PROPN
bracis-28427	288	128	paula	paula	PROPN
bracis-28427	288	129	c.	c.	PROPN
bracis-28427	288	130	furtadoview	furtadoview	PROPN
bracis-28427	288	131	author	author	NOUN
bracis-28427	288	132	publications	publication	NOUN
bracis-28427	288	133	search	search	NOUN
bracis-28427	288	134	author	author	NOUN
bracis-28427	288	135	on	on	ADP
bracis-28427	288	136	:	:	PUNCT
bracis-28427	288	137	pubmed	pubmed	PROPN
bracis-28427	288	138	 	 	SPACE
bracis-28427	288	139	google	google	PROPN
bracis-28427	288	140	scholar	scholar	NOUN
bracis-28427	288	141	corresponding	correspond	VERB
bracis-28427	288	142	author	author	NOUN
bracis-28427	288	143	correspondence	correspondence	NOUN
bracis-28427	288	144	to	to	ADP
bracis-28427	288	145	victor	victor	PROPN
bracis-28427	288	146	e.	e.	PROPN
bracis-28427	288	147	de	de	PROPN
bracis-28427	288	148	s.	s.	PROPN
bracis-28427	288	149	silva	silva	PROPN
bracis-28427	288	150	.	.	PUNCT
bracis-28427	289	1	editor	editor	NOUN
bracis-28427	289	2	information	information	NOUN
bracis-28427	289	3	editors	editor	NOUN
bracis-28427	289	4	and	and	CCONJ
bracis-28427	289	5	affiliations	affiliation	NOUN
bracis-28427	289	6	federal	federal	PROPN
bracis-28427	289	7	university	university	PROPN
bracis-28427	289	8	of	of	ADP
bracis-28427	289	9	são	são	PROPN
bracis-28427	289	10	carlos	carlos	PROPN
bracis-28427	289	11	,	,	PUNCT
bracis-28427	289	12	são	são	PROPN
bracis-28427	289	13	carlos	carlos	PROPN
bracis-28427	289	14	,	,	PUNCT
bracis-28427	289	15	brazil	brazil	PROPN
bracis-28427	289	16	murilo	murilo	PROPN
bracis-28427	289	17	c.	c.	PROPN
bracis-28427	289	18	naldi	naldi	PROPN
bracis-28427	289	19	centro	centro	PROPN
bracis-28427	289	20	universitario	universitario	PROPN
bracis-28427	289	21	da	da	PROPN
bracis-28427	289	22	fei	fei	PROPN
bracis-28427	289	23	,	,	PUNCT
bracis-28427	289	24	são	são	PROPN
bracis-28427	289	25	bernardo	bernardo	PROPN
bracis-28427	289	26	do	do	AUX
bracis-28427	289	27	campo	campo	PROPN
bracis-28427	289	28	,	,	PUNCT
bracis-28427	289	29	brazil	brazil	PROPN
bracis-28427	289	30	reinaldo	reinaldo	PROPN
bracis-28427	289	31	a.	a.	PROPN
bracis-28427	289	32	c.	c.	PROPN
bracis-28427	289	33	bianchi	bianchi	PROPN
bracis-28427	289	34	rights	right	NOUN
bracis-28427	289	35	and	and	CCONJ
bracis-28427	289	36	permissions	permission	NOUN
bracis-28427	289	37	reprints	reprint	NOUN
bracis-28427	289	38	and	and	CCONJ
bracis-28427	289	39	permissions	permission	VERB
bracis-28427	289	40	copyright	copyright	NOUN
bracis-28427	289	41	information	information	NOUN
bracis-28427	289	42	©	©	ADP
bracis-28427	289	43	2023	2023	NUM
bracis-28427	289	44	the	the	DET
bracis-28427	289	45	author(s	author(s	NOUN
bracis-28427	289	46	)	)	PUNCT
bracis-28427	289	47	,	,	PUNCT
bracis-28427	289	48	under	under	ADP
bracis-28427	289	49	exclusive	exclusive	ADJ
bracis-28427	289	50	license	license	NOUN
bracis-28427	289	51	to	to	ADP
bracis-28427	289	52	springer	springer	NOUN
bracis-28427	289	53	nature	nature	PROPN
bracis-28427	289	54	switzerland	switzerland	PROPN
bracis-28427	289	55	ag	ag	PROPN
bracis-28427	289	56	about	about	ADP
bracis-28427	289	57	this	this	DET
bracis-28427	289	58	paper	paper	NOUN
bracis-28427	289	59	cite	cite	VERB
bracis-28427	289	60	this	this	DET
bracis-28427	289	61	paper	paper	NOUN
bracis-28427	289	62	de	de	PROPN
bracis-28427	289	63	s.	s.	PROPN
bracis-28427	289	64	silva	silva	PROPN
bracis-28427	289	65	,	,	PUNCT
bracis-28427	289	66	v.e	v.e	PROPN
bracis-28427	289	67	.	.	PROPN
bracis-28427	289	68	,	,	PUNCT
bracis-28427	289	69	lacerda	lacerda	PROPN
bracis-28427	289	70	,	,	PUNCT
bracis-28427	289	71	t.b	t.b	PROPN
bracis-28427	289	72	.	.	PROPN
bracis-28427	289	73	,	,	PUNCT
bracis-28427	289	74	miranda	miranda	PROPN
bracis-28427	289	75	,	,	PUNCT
bracis-28427	289	76	p.	p.	NOUN
bracis-28427	289	77	,	,	PUNCT
bracis-28427	289	78	câmara	câmara	PROPN
bracis-28427	289	79	,	,	PUNCT
bracis-28427	289	80	a.	a.	NOUN
bracis-28427	289	81	,	,	PUNCT
bracis-28427	289	82	chagas	chagas	NOUN
bracis-28427	289	83	,	,	PUNCT
bracis-28427	289	84	a.r.c	a.r.c	NOUN
bracis-28427	289	85	.	.	PROPN
bracis-28427	289	86	,	,	PUNCT
bracis-28427	289	87	furtado	furtado	PROPN
bracis-28427	289	88	,	,	PUNCT
bracis-28427	289	89	a.p.c	a.p.c	PROPN
bracis-28427	289	90	.	.	PUNCT
bracis-28427	290	1	(	(	PUNCT
bracis-28427	290	2	2023	2023	NUM
bracis-28427	290	3	)	)	PUNCT
bracis-28427	290	4	.	.	PUNCT
bracis-28427	291	1	federated	federated	ADJ
bracis-28427	291	2	learning	learning	NOUN
bracis-28427	291	3	and	and	CCONJ
bracis-28427	291	4	 	 	SPACE
bracis-28427	291	5	mel	mel	PROPN
bracis-28427	291	6	-	-	PUNCT
bracis-28427	291	7	spectrograms	spectrogram	NOUN
bracis-28427	291	8	for	for	ADP
bracis-28427	291	9	 	 	SPACE
bracis-28427	291	10	physical	physical	ADJ
bracis-28427	291	11	violence	violence	NOUN
bracis-28427	291	12	detection	detection	NOUN
bracis-28427	291	13	in	in	ADP
bracis-28427	291	14	 	 	SPACE
bracis-28427	291	15	audio	audio	NOUN
bracis-28427	291	16	.	.	PUNCT
bracis-28427	292	1	in	in	ADP
bracis-28427	292	2	:	:	PUNCT
bracis-28427	292	3	naldi	naldi	PROPN
bracis-28427	292	4	,	,	PUNCT
bracis-28427	292	5	m.c	m.c	PROPN
bracis-28427	292	6	.	.	PROPN
bracis-28427	292	7	,	,	PUNCT
bracis-28427	292	8	bianchi	bianchi	PROPN
bracis-28427	292	9	,	,	PUNCT
bracis-28427	292	10	r.a.c	r.a.c	ADP
bracis-28427	292	11	.	.	PUNCT
bracis-28427	292	12	(	(	PUNCT
bracis-28427	292	13	eds	ed	NOUN
bracis-28427	292	14	)	)	PUNCT
bracis-28427	292	15	intelligent	intelligent	ADJ
bracis-28427	292	16	systems	system	NOUN
bracis-28427	292	17	.	.	PUNCT
bracis-28427	293	1	bracis	bracis	PROPN
bracis-28427	293	2	2023	2023	NUM
bracis-28427	293	3	.	.	PUNCT
bracis-28427	294	1	lecture	lecture	NOUN
bracis-28427	294	2	notes	note	NOUN
bracis-28427	294	3	in	in	ADP
bracis-28427	294	4	computer	computer	NOUN
bracis-28427	294	5	science	science	NOUN
bracis-28427	294	6	(	(	PUNCT
bracis-28427	294	7	)	)	PUNCT
bracis-28427	294	8	,	,	PUNCT
bracis-28427	294	9	vol	vol	NOUN
bracis-28427	294	10	14197	14197	NUM
bracis-28427	294	11	.	.	PUNCT
bracis-28427	295	1	springer	springer	NOUN
bracis-28427	295	2	,	,	PUNCT
bracis-28427	295	3	cham	cham	PROPN
bracis-28427	295	4	.	.	PUNCT
bracis-28427	296	1	https://doi.org/10.1007/978-3-031-45392-2_25	https://doi.org/10.1007/978-3-031-45392-2_25	PROPN
bracis-28427	296	2	download	download	NOUN
bracis-28427	296	3	citation	citation	NOUN
bracis-28427	296	4	.ris	.ris	PUNCT
bracis-28427	297	1	.enw	.enw	PROPN
bracis-28427	297	2	.bib	.bib	PUNCT
bracis-28427	298	1	doi	doi	PROPN
bracis-28427	298	2	:	:	PUNCT
bracis-28427	298	3	https://doi.org/10.1007/978-3-031-45392-2_25	https://doi.org/10.1007/978-3-031-45392-2_25	VERB
bracis-28427	298	4	published	publish	VERB
bracis-28427	298	5	:	:	PUNCT
bracis-28427	298	6	12	12	NUM
bracis-28427	298	7	october	october	PROPN
bracis-28427	298	8	2023	2023	NUM
bracis-28427	298	9	publisher	publisher	NOUN
bracis-28427	298	10	name	name	NOUN
bracis-28427	298	11	:	:	PUNCT
bracis-28427	298	12	springer	springer	NOUN
bracis-28427	298	13	,	,	PUNCT
bracis-28427	298	14	cham	cham	PROPN
bracis-28427	298	15	print	print	PROPN
bracis-28427	298	16	isbn	isbn	PROPN
bracis-28427	298	17	:	:	PUNCT
bracis-28427	298	18	978	978	NUM
bracis-28427	298	19	-	-	SYM
bracis-28427	298	20	3	3	NUM
bracis-28427	298	21	-	-	PUNCT
bracis-28427	298	22	031	031	NUM
bracis-28427	298	23	-	-	PUNCT
bracis-28427	298	24	45391	45391	NUM
bracis-28427	298	25	-	-	SYM
bracis-28427	298	26	5	5	NUM
bracis-28427	298	27	online	online	ADJ
bracis-28427	298	28	isbn	isbn	NOUN
bracis-28427	298	29	:	:	PUNCT
bracis-28427	298	30	978	978	NUM
bracis-28427	298	31	-	-	SYM
bracis-28427	298	32	3	3	NUM
bracis-28427	298	33	-	-	PUNCT
bracis-28427	298	34	031	031	NUM
bracis-28427	298	35	-	-	PUNCT
bracis-28427	298	36	45392	45392	NUM
bracis-28427	298	37	-	-	SYM
bracis-28427	298	38	2	2	NUM
bracis-28427	298	39	ebook	ebook	NOUN
bracis-28427	298	40	packages	package	NOUN
bracis-28427	298	41	:	:	PUNCT
bracis-28427	298	42	computer	computer	NOUN
bracis-28427	298	43	sciencecomputer	sciencecomputer	NOUN
bracis-28427	298	44	science	science	NOUN
bracis-28427	298	45	(	(	PUNCT
bracis-28427	298	46	r0	r0	NOUN
bracis-28427	298	47	)	)	PUNCT
bracis-28427	298	48	share	share	VERB
bracis-28427	298	49	this	this	DET
bracis-28427	298	50	paper	paper	NOUN
bracis-28427	298	51	anyone	anyone	PRON
bracis-28427	298	52	you	you	PRON
bracis-28427	298	53	share	share	VERB
bracis-28427	298	54	the	the	DET
bracis-28427	298	55	following	follow	VERB
bracis-28427	298	56	link	link	NOUN
bracis-28427	298	57	with	with	ADP
bracis-28427	298	58	will	will	AUX
bracis-28427	298	59	be	be	AUX
bracis-28427	298	60	able	able	ADJ
bracis-28427	298	61	to	to	PART
bracis-28427	298	62	read	read	VERB
bracis-28427	298	63	this	this	DET
bracis-28427	298	64	content	content	NOUN
bracis-28427	298	65	:	:	PUNCT
bracis-28427	298	66	get	get	VERB
bracis-28427	298	67	shareable	shareable	ADJ
bracis-28427	298	68	linksorry	linksorry	NOUN
bracis-28427	298	69	,	,	PUNCT
bracis-28427	298	70	a	a	DET
bracis-28427	298	71	shareable	shareable	ADJ
bracis-28427	298	72	link	link	NOUN
bracis-28427	298	73	is	be	AUX
bracis-28427	298	74	not	not	PART
bracis-28427	298	75	currently	currently	ADV
bracis-28427	298	76	available	available	ADJ
bracis-28427	298	77	for	for	ADP
bracis-28427	298	78	this	this	DET
bracis-28427	298	79	article	article	NOUN
bracis-28427	298	80	.	.	PUNCT
bracis-28427	299	1	copy	copy	VERB
bracis-28427	299	2	shareable	shareable	ADJ
bracis-28427	299	3	link	link	NOUN
bracis-28427	299	4	to	to	PART
bracis-28427	299	5	clipboard	clipboard	NOUN
bracis-28427	299	6	provided	provide	VERB
bracis-28427	299	7	by	by	ADP
bracis-28427	299	8	the	the	DET
bracis-28427	299	9	springer	springer	NOUN
bracis-28427	299	10	nature	nature	PROPN
bracis-28427	299	11	sharedit	sharedit	PROPN
bracis-28427	299	12	content	content	NOUN
bracis-28427	299	13	-	-	PUNCT
bracis-28427	299	14	sharing	share	VERB
bracis-28427	299	15	initiative	initiative	NOUN
bracis-28427	299	16	keywords	keyword	NOUN
bracis-28427	299	17	federated	federate	VERB
bracis-28427	299	18	learning	learn	VERB
bracis-28427	299	19	mel	mel	PROPN
bracis-28427	299	20	-	-	PUNCT
bracis-28427	299	21	spectrogram	spectrogram	NOUN
bracis-28427	299	22	physical	physical	ADJ
bracis-28427	299	23	violence	violence	NOUN
bracis-28427	299	24	recognition	recognition	NOUN
bracis-28427	299	25	publish	publish	VERB
bracis-28427	299	26	with	with	ADP
bracis-28427	299	27	us	us	PROPN
bracis-28427	299	28	policies	policy	NOUN
bracis-28427	299	29	and	and	CCONJ
bracis-28427	299	30	ethics	ethic	NOUN
bracis-28427	299	31	profiles	profile	NOUN
bracis-28427	299	32	andré	andré	VERB
bracis-28427	299	33	câmara	câmara	ADJ
bracis-28427	299	34	view	view	NOUN
bracis-28427	299	35	author	author	NOUN
bracis-28427	299	36	profile	profile	NOUN
bracis-28427	299	37	search	search	NOUN
bracis-28427	299	38	search	search	NOUN
bracis-28427	299	39	by	by	ADP
bracis-28427	299	40	keyword	keyword	NOUN
bracis-28427	299	41	or	or	CCONJ
bracis-28427	299	42	author	author	NOUN
bracis-28427	299	43	search	search	NOUN
bracis-28427	299	44	navigation	navigation	NOUN
bracis-28427	299	45	find	find	VERB
bracis-28427	299	46	a	a	DET
bracis-28427	299	47	journal	journal	NOUN
bracis-28427	299	48	publish	publish	VERB
bracis-28427	299	49	with	with	ADP
bracis-28427	299	50	us	we	PRON
bracis-28427	299	51	track	track	VERB
bracis-28427	299	52	your	your	PRON
bracis-28427	299	53	research	research	NOUN
bracis-28427	299	54	discover	discover	VERB
bracis-28427	299	55	content	content	NOUN
bracis-28427	299	56	journals	journal	NOUN
bracis-28427	299	57	a	a	DET
bracis-28427	299	58	-	-	PUNCT
bracis-28427	299	59	z	z	NOUN
bracis-28427	299	60	books	book	NOUN
bracis-28427	299	61	a	a	DET
bracis-28427	299	62	-	-	PUNCT
bracis-28427	299	63	z	z	NOUN
bracis-28427	299	64	publish	publish	NOUN
bracis-28427	299	65	with	with	ADP
bracis-28427	299	66	us	us	PROPN
bracis-28427	299	67	journal	journal	PROPN
bracis-28427	299	68	finder	finder	PROPN
bracis-28427	299	69	publish	publish	VERB
bracis-28427	299	70	your	your	PRON
bracis-28427	299	71	research	research	NOUN
bracis-28427	299	72	language	language	NOUN
bracis-28427	299	73	editing	edit	VERB
bracis-28427	299	74	open	open	ADJ
bracis-28427	299	75	access	access	NOUN
bracis-28427	299	76	publishing	publishing	NOUN
bracis-28427	299	77	products	product	NOUN
bracis-28427	299	78	and	and	CCONJ
bracis-28427	299	79	services	service	NOUN
bracis-28427	299	80	our	our	PRON
bracis-28427	299	81	products	product	NOUN
bracis-28427	299	82	librarians	librarian	VERB
bracis-28427	299	83	societies	society	NOUN
bracis-28427	299	84	partners	partner	NOUN
bracis-28427	299	85	and	and	CCONJ
bracis-28427	299	86	advertisers	advertiser	NOUN
bracis-28427	299	87	our	our	PRON
bracis-28427	299	88	brands	brand	NOUN
bracis-28427	299	89	springer	springer	NOUN
bracis-28427	299	90	nature	nature	PROPN
bracis-28427	299	91	portfolio	portfolio	PROPN
bracis-28427	299	92	bmc	bmc	PROPN
bracis-28427	299	93	palgrave	palgrave	PROPN
bracis-28427	299	94	macmillan	macmillan	PROPN
bracis-28427	299	95	apress	apress	PROPN
bracis-28427	299	96	discover	discover	VERB
bracis-28427	299	97	your	your	PRON
bracis-28427	299	98	privacy	privacy	NOUN
bracis-28427	299	99	choices	choice	NOUN
bracis-28427	299	100	/	/	SYM
bracis-28427	299	101	manage	manage	NOUN
bracis-28427	299	102	cookies	cookie	NOUN
bracis-28427	299	103	your	your	PRON
bracis-28427	299	104	us	us	PROPN
bracis-28427	300	1	state	state	NOUN
bracis-28427	300	2	privacy	privacy	NOUN
bracis-28427	300	3	rights	right	NOUN
bracis-28427	300	4	accessibility	accessibility	NOUN
bracis-28427	300	5	statement	statement	NOUN
bracis-28427	300	6	terms	term	NOUN
bracis-28427	300	7	and	and	CCONJ
bracis-28427	300	8	conditions	condition	NOUN
bracis-28427	300	9	privacy	privacy	NOUN
bracis-28427	300	10	policy	policy	NOUN
bracis-28427	300	11	help	help	NOUN
bracis-28427	300	12	and	and	CCONJ
bracis-28427	300	13	support	support	VERB
bracis-28427	300	14	legal	legal	ADJ
bracis-28427	300	15	notice	notice	NOUN
bracis-28427	300	16	cancel	cancel	VERB
bracis-28427	300	17	contracts	contract	NOUN
bracis-28427	300	18	here	here	ADV
bracis-28427	300	19	129.74.145.123	129.74.145.123	NUM
bracis-28427	300	20	hesburgh	hesburgh	PROPN
bracis-28427	300	21	library	library	PROPN
bracis-28427	300	22	er	er	INTJ
bracis-28427	300	23	unit	unit	NOUN
bracis-28427	300	24	(	(	PUNCT
bracis-28427	300	25	3005732405	3005732405	NUM
bracis-28427	300	26	)	)	PUNCT
bracis-28427	300	27	northeast	northeast	ADJ
bracis-28427	300	28	research	research	NOUN
bracis-28427	300	29	libraries	library	NOUN
bracis-28427	300	30	(	(	PUNCT
bracis-28427	300	31	nerl	nerl	PROPN
bracis-28427	300	32	)	)	PUNCT
bracis-28427	300	33	(	(	PUNCT
bracis-28427	300	34	8200828607	8200828607	NUM
bracis-28427	300	35	)	)	PUNCT
bracis-28427	300	36	nerl	nerl	VERB
bracis-28427	300	37	ta	ta	X
bracis-28427	300	38	account	account	NOUN
bracis-28427	300	39	(	(	PUNCT
bracis-28427	300	40	3006206169	3006206169	NUM
bracis-28427	300	41	)	)	PUNCT
bracis-28427	300	42	university	university	NOUN
bracis-28427	300	43	of	of	ADP
bracis-28427	300	44	notre	notre	PROPN
bracis-28427	300	45	dame	dame	PROPN
bracis-28427	300	46	hesburgh	hesburgh	PROPN
bracis-28427	300	47	library	library	NOUN
bracis-28427	300	48	(	(	PUNCT
bracis-28427	300	49	3000184373	3000184373	NUM
bracis-28427	300	50	)	)	PUNCT
bracis-28427	301	1	©	©	ADP
bracis-28427	301	2	2025	2025	NUM
bracis-28427	301	3	springer	springer	NOUN
bracis-28427	301	4	nature	nature	NOUN