id	sid	tid	token	lemma	pos
globalce-282	1	1	89	89	NUM
globalce-282	1	2	j	j	PROPN
globalce-282	1	3	global	global	ADJ
globalce-282	1	4	clinical	clinical	ADJ
globalce-282	1	5	engineering	engineering	PROPN
globalce-282	1	6	vol.6	vol.6	PROPN
globalce-282	1	7	special	special	ADJ
globalce-282	1	8	issue	issue	NOUN
globalce-282	1	9	6	6	NUM
globalce-282	1	10	:	:	SYM
globalce-282	1	11	2024	2024	NUM
globalce-282	1	12	conference	conference	NOUN
globalce-282	1	13	paper	paper	NOUN
globalce-282	1	14	deep	deep	ADV
globalce-282	1	15	learning	learn	VERB
globalce-282	1	16	classification	classification	NOUN
globalce-282	1	17	of	of	ADP
globalce-282	1	18	epileptic	epileptic	ADJ
globalce-282	1	19	magnetoencephalogram	magnetoencephalogram	PROPN
globalce-282	1	20	andreas	andreas	PROPN
globalce-282	1	21	stylianou1	stylianou1	PROPN
globalce-282	1	22	,	,	PUNCT
globalce-282	1	23	lefteris	lefteris	PROPN
globalce-282	1	24	koumakis2	koumakis2	PROPN
globalce-282	1	25	,	,	PUNCT
globalce-282	1	26	maria	maria	PROPN
globalce-282	1	27	hadjinicolaou3	hadjinicolaou3	PROPN
globalce-282	1	28	,	,	PUNCT
globalce-282	1	29	adam	adam	PROPN
globalce-282	1	30	adamopoulos1	adamopoulos1	PROPN
globalce-282	1	31	,	,	PUNCT
globalce-282	1	32	*	*	PUNCT
globalce-282	1	33	and	and	CCONJ
globalce-282	1	34	alkinoos	alkinoo	NOUN
globalce-282	1	35	athanasiou4	athanasiou4	VERB
globalce-282	1	36	1	1	NUM
globalce-282	1	37	medical	medical	ADJ
globalce-282	1	38	physics	physics	NOUN
globalce-282	1	39	laboratory	laboratory	NOUN
globalce-282	1	40	,	,	PUNCT
globalce-282	1	41	department	department	NOUN
globalce-282	1	42	of	of	ADP
globalce-282	1	43	medicine	medicine	NOUN
globalce-282	1	44	,	,	PUNCT
globalce-282	1	45	democritus	democritus	PROPN
globalce-282	1	46	university	university	PROPN
globalce-282	1	47	of	of	ADP
globalce-282	1	48	thrace	thrace	NOUN
globalce-282	1	49	,	,	PUNCT
globalce-282	1	50	alexandroupolis	alexandroupolis	PROPN
globalce-282	1	51	,	,	PUNCT
globalce-282	1	52	greece	greece	PROPN
globalce-282	1	53	.	.	PROPN
globalce-282	2	1	2	2	NUM
globalce-282	2	2	foundation	foundation	NOUN
globalce-282	2	3	for	for	ADP
globalce-282	2	4	research	research	NOUN
globalce-282	2	5	and	and	CCONJ
globalce-282	2	6	technology	technology	NOUN
globalce-282	2	7	—	—	PUNCT
globalce-282	2	8	hellas	hellas	PROPN
globalce-282	2	9	(	(	PUNCT
globalce-282	2	10	forth	forth	ADV
globalce-282	2	11	)	)	PUNCT
globalce-282	2	12	,	,	PUNCT
globalce-282	2	13	institute	institute	NOUN
globalce-282	2	14	of	of	ADP
globalce-282	2	15	computer	computer	NOUN
globalce-282	2	16	science	science	NOUN
globalce-282	2	17	,	,	PUNCT
globalce-282	2	18	bioinformatics	bioinformatics	NOUN
globalce-282	2	19	laboratory	laboratory	NOUN
globalce-282	2	20	,	,	PUNCT
globalce-282	2	21	science	science	NOUN
globalce-282	2	22	and	and	CCONJ
globalce-282	2	23	technology	technology	NOUN
globalce-282	2	24	park	park	NOUN
globalce-282	2	25	of	of	ADP
globalce-282	2	26	crete	crete	PROPN
globalce-282	2	27	,	,	PUNCT
globalce-282	2	28	greece	greece	PROPN
globalce-282	2	29	.	.	PROPN
globalce-282	2	30	3	3	NUM
globalce-282	2	31	school	school	NOUN
globalce-282	2	32	of	of	ADP
globalce-282	2	33	science	science	NOUN
globalce-282	2	34	and	and	CCONJ
globalce-282	2	35	technology	technology	NOUN
globalce-282	2	36	,	,	PUNCT
globalce-282	2	37	hellenic	hellenic	ADJ
globalce-282	2	38	open	open	ADJ
globalce-282	2	39	university	university	PROPN
globalce-282	2	40	,	,	PUNCT
globalce-282	2	41	patras	patras	PROPN
globalce-282	2	42	,	,	PUNCT
globalce-282	2	43	greece	greece	PROPN
globalce-282	2	44	.	.	PROPN
globalce-282	2	45	4	4	NUM
globalce-282	2	46	lab	lab	NOUN
globalce-282	2	47	of	of	ADP
globalce-282	2	48	medical	medical	ADJ
globalce-282	2	49	physics	physics	NOUN
globalce-282	2	50	,	,	PUNCT
globalce-282	2	51	school	school	NOUN
globalce-282	2	52	of	of	ADP
globalce-282	2	53	medicine	medicine	NOUN
globalce-282	2	54	,	,	PUNCT
globalce-282	2	55	aristotle	aristotle	PROPN
globalce-282	2	56	university	university	PROPN
globalce-282	2	57	of	of	ADP
globalce-282	2	58	thessaloniki	thessaloniki	PROPN
globalce-282	2	59	,	,	PUNCT
globalce-282	2	60	greece	greece	PROPN
globalce-282	2	61	.	.	PUNCT
globalce-282	3	1	*	*	PUNCT
globalce-282	3	2	corresponding	correspond	VERB
globalce-282	3	3	author	author	NOUN
globalce-282	3	4	email	email	NOUN
globalce-282	3	5	:	:	PUNCT
globalce-282	3	6	adam@med.duth.gr	adam@med.duth.gr	ADV
globalce-282	3	7	abstract	abstract	ADV
globalce-282	3	8	in	in	ADP
globalce-282	3	9	this	this	DET
globalce-282	3	10	research	research	NOUN
globalce-282	3	11	,	,	PUNCT
globalce-282	3	12	we	we	PRON
globalce-282	3	13	study	study	VERB
globalce-282	3	14	several	several	ADJ
globalce-282	3	15	statistical	statistical	ADJ
globalce-282	3	16	methods	method	NOUN
globalce-282	3	17	for	for	ADP
globalce-282	3	18	feature	feature	NOUN
globalce-282	3	19	extraction	extraction	NOUN
globalce-282	3	20	from	from	ADP
globalce-282	3	21	magnetoencephalography	magnetoencephalography	NOUN
globalce-282	3	22	(	(	PUNCT
globalce-282	3	23	meg	meg	NOUN
globalce-282	3	24	)	)	PUNCT
globalce-282	3	25	signals	signal	NOUN
globalce-282	3	26	and	and	CCONJ
globalce-282	3	27	classification	classification	NOUN
globalce-282	3	28	of	of	ADP
globalce-282	3	29	these	these	DET
globalce-282	3	30	signals	signal	NOUN
globalce-282	3	31	into	into	ADP
globalce-282	3	32	two	two	NUM
globalce-282	3	33	classes	class	NOUN
globalce-282	3	34	:	:	PUNCT
globalce-282	3	35	epileptic	epileptic	ADJ
globalce-282	3	36	and	and	CCONJ
globalce-282	3	37	healthy	healthy	ADJ
globalce-282	3	38	,	,	PUNCT
globalce-282	3	39	based	base	VERB
globalce-282	3	40	on	on	ADP
globalce-282	3	41	the	the	DET
globalce-282	3	42	extracted	extract	VERB
globalce-282	3	43	features	feature	NOUN
globalce-282	3	44	.	.	PUNCT
globalce-282	4	1	we	we	PRON
globalce-282	4	2	,	,	PUNCT
globalce-282	4	3	then	then	ADV
globalce-282	4	4	,	,	PUNCT
globalce-282	4	5	apply	apply	VERB
globalce-282	4	6	automated	automate	VERB
globalce-282	4	7	feature	feature	NOUN
globalce-282	4	8	extraction	extraction	NOUN
globalce-282	4	9	techniques	technique	NOUN
globalce-282	4	10	by	by	ADP
globalce-282	4	11	means	mean	NOUN
globalce-282	4	12	of	of	ADP
globalce-282	4	13	deep	deep	ADJ
globalce-282	4	14	learning	learning	NOUN
globalce-282	4	15	using	use	VERB
globalce-282	4	16	several	several	ADJ
globalce-282	4	17	artificial	artificial	ADJ
globalce-282	4	18	neural	neural	ADJ
globalce-282	4	19	network	network	NOUN
globalce-282	4	20	(	(	PUNCT
globalce-282	4	21	ann	ann	PROPN
globalce-282	4	22	)	)	PUNCT
globalce-282	4	23	models	model	NOUN
globalce-282	4	24	.	.	PUNCT
globalce-282	5	1	our	our	PRON
globalce-282	5	2	goal	goal	NOUN
globalce-282	5	3	is	be	AUX
globalce-282	5	4	to	to	PART
globalce-282	5	5	try	try	VERB
globalce-282	5	6	various	various	ADJ
globalce-282	5	7	methods	method	NOUN
globalce-282	5	8	and	and	CCONJ
globalce-282	5	9	models	model	NOUN
globalce-282	5	10	for	for	ADP
globalce-282	5	11	meg	meg	NOUN
globalce-282	5	12	signal	signal	NOUN
globalce-282	5	13	classification	classification	NOUN
globalce-282	5	14	and	and	CCONJ
globalce-282	5	15	draw	draw	VERB
globalce-282	5	16	some	some	DET
globalce-282	5	17	conclusions	conclusion	NOUN
globalce-282	5	18	about	about	ADP
globalce-282	5	19	their	their	PRON
globalce-282	5	20	functionality	functionality	NOUN
globalce-282	5	21	and	and	CCONJ
globalce-282	5	22	effectiveness	effectiveness	NOUN
globalce-282	5	23	.	.	PUNCT
globalce-282	6	1	we	we	PRON
globalce-282	6	2	base	base	VERB
globalce-282	6	3	our	our	PRON
globalce-282	6	4	study	study	NOUN
globalce-282	6	5	on	on	ADP
globalce-282	6	6	our	our	PRON
globalce-282	6	7	theoretical	theoretical	ADJ
globalce-282	6	8	knowledge	knowledge	NOUN
globalce-282	6	9	of	of	ADP
globalce-282	6	10	the	the	DET
globalce-282	6	11	neurology	neurology	NOUN
globalce-282	6	12	of	of	ADP
globalce-282	6	13	epilepsy	epilepsy	NOUN
globalce-282	6	14	,	,	PUNCT
globalce-282	6	15	previous	previous	ADJ
globalce-282	6	16	studies	study	NOUN
globalce-282	6	17	of	of	ADP
globalce-282	6	18	epileptic	epileptic	ADJ
globalce-282	6	19	seizure	seizure	NOUN
globalce-282	6	20	imaging	imaging	NOUN
globalce-282	6	21	and	and	CCONJ
globalce-282	6	22	recognition	recognition	NOUN
globalce-282	6	23	using	use	VERB
globalce-282	6	24	meg	meg	NOUN
globalce-282	6	25	and	and	CCONJ
globalce-282	6	26	electroencephalogram	electroencephalogram	PROPN
globalce-282	6	27	(	(	PUNCT
globalce-282	6	28	eeg	eeg	NOUN
globalce-282	6	29	)	)	PUNCT
globalce-282	6	30	as	as	ADV
globalce-282	6	31	well	well	ADV
globalce-282	6	32	as	as	ADP
globalce-282	6	33	the	the	DET
globalce-282	6	34	signal	signal	ADJ
globalce-282	6	35	processing	processing	NOUN
globalce-282	6	36	theory	theory	NOUN
globalce-282	6	37	and	and	CCONJ
globalce-282	6	38	techniques	technique	NOUN
globalce-282	6	39	.	.	PUNCT
globalce-282	7	1	we	we	PRON
globalce-282	7	2	apply	apply	VERB
globalce-282	7	3	several	several	ADJ
globalce-282	7	4	advanced	advanced	ADJ
globalce-282	7	5	classification	classification	NOUN
globalce-282	7	6	methods	method	NOUN
globalce-282	7	7	with	with	ADP
globalce-282	7	8	the	the	DET
globalce-282	7	9	use	use	NOUN
globalce-282	7	10	of	of	ADP
globalce-282	7	11	ann	ann	PROPN
globalce-282	7	12	like	like	ADP
globalce-282	7	13	feed	feed	NOUN
globalce-282	7	14	-	-	PUNCT
globalce-282	7	15	forward	forward	NOUN
globalce-282	7	16	ann	ann	PROPN
globalce-282	7	17	,	,	PUNCT
globalce-282	7	18	convolutional	convolutional	ADJ
globalce-282	7	19	neural	neural	ADJ
globalce-282	7	20	networks	network	NOUN
globalce-282	7	21	(	(	PUNCT
globalce-282	7	22	convolutional	convolutional	ADJ
globalce-282	7	23	nn	nn	NOUN
globalce-282	7	24	)	)	PUNCT
globalce-282	7	25	,	,	PUNCT
globalce-282	7	26	and	and	CCONJ
globalce-282	7	27	inception	inception	PROPN
globalce-282	7	28	v3	v3	PROPN
globalce-282	7	29	.	.	PUNCT
globalce-282	8	1	the	the	DET
globalce-282	8	2	results	result	NOUN
globalce-282	8	3	of	of	ADP
globalce-282	8	4	this	this	DET
globalce-282	8	5	study	study	NOUN
globalce-282	8	6	are	be	AUX
globalce-282	8	7	very	very	ADV
globalce-282	8	8	encouraging	encouraging	ADJ
globalce-282	8	9	and	and	CCONJ
globalce-282	8	10	can	can	AUX
globalce-282	8	11	be	be	AUX
globalce-282	8	12	a	a	DET
globalce-282	8	13	base	base	NOUN
globalce-282	8	14	for	for	ADP
globalce-282	8	15	future	future	ADJ
globalce-282	8	16	research	research	NOUN
globalce-282	8	17	on	on	ADP
globalce-282	8	18	the	the	DET
globalce-282	8	19	subject	subject	NOUN
globalce-282	8	20	of	of	ADP
globalce-282	8	21	epileptic	epileptic	ADJ
globalce-282	8	22	seizure	seizure	NOUN
globalce-282	8	23	recognition	recognition	NOUN
globalce-282	8	24	,	,	PUNCT
globalce-282	8	25	prediction	prediction	NOUN
globalce-282	8	26	,	,	PUNCT
globalce-282	8	27	and	and	CCONJ
globalce-282	8	28	prevention	prevention	NOUN
globalce-282	8	29	.	.	PUNCT
globalce-282	9	1	keywords	keyword	NOUN
globalce-282	9	2	—	—	PUNCT
globalce-282	9	3	magnetoencephalography	magnetoencephalography	NOUN
globalce-282	9	4	,	,	PUNCT
globalce-282	9	5	epilepsy	epilepsy	NOUN
globalce-282	9	6	,	,	PUNCT
globalce-282	9	7	deep	deep	ADJ
globalce-282	9	8	learning	learning	NOUN
globalce-282	9	9	signal	signal	VERB
globalce-282	9	10	classification	classification	NOUN
globalce-282	9	11	,	,	PUNCT
globalce-282	9	12	artificial	artificial	ADJ
globalce-282	9	13	neural	neural	ADJ
globalce-282	9	14	networks	network	NOUN
globalce-282	9	15	,	,	PUNCT
globalce-282	9	16	feedforward	feedforward	NOUN
globalce-282	9	17	neural	neural	ADJ
globalce-282	9	18	networks	network	NOUN
globalce-282	9	19	,	,	PUNCT
globalce-282	9	20	convolutional	convolutional	ADJ
globalce-282	9	21	neural	neural	ADJ
globalce-282	9	22	networks	network	NOUN
globalce-282	9	23	,	,	PUNCT
globalce-282	9	24	inception	inception	PROPN
globalce-282	9	25	v3	v3	PROPN
globalce-282	9	26	.	.	PUNCT
globalce-282	10	1	copyright	copyright	NOUN
globalce-282	10	2	©	©	PROPN
globalce-282	10	3	2024	2024	NUM
globalce-282	10	4	.	.	PUNCT
globalce-282	11	1	this	this	PRON
globalce-282	11	2	is	be	AUX
globalce-282	11	3	an	an	DET
globalce-282	11	4	open	open	ADJ
globalce-282	11	5	-	-	PUNCT
globalce-282	11	6	access	access	NOUN
globalce-282	11	7	article	article	NOUN
globalce-282	11	8	distributed	distribute	VERB
globalce-282	11	9	under	under	ADP
globalce-282	11	10	the	the	DET
globalce-282	11	11	terms	term	NOUN
globalce-282	11	12	of	of	ADP
globalce-282	11	13	the	the	DET
globalce-282	11	14	creative	creative	ADJ
globalce-282	11	15	commons	common	NOUN
globalce-282	11	16	attribution	attribution	NOUN
globalce-282	11	17	license	license	NOUN
globalce-282	11	18	(	(	PUNCT
globalce-282	11	19	cc	cc	NOUN
globalce-282	11	20	by	by	ADV
globalce-282	11	21	):	):	PUNCT
globalce-282	11	22	creative	creative	ADJ
globalce-282	11	23	commons	common	NOUN
globalce-282	11	24	attribution	attribution	NOUN
globalce-282	11	25	4.0	4.0	NUM
globalce-282	11	26	international	international	NOUN
globalce-282	11	27	cc	cc	NOUN
globalce-282	11	28	by	by	ADP
globalce-282	11	29	4.0	4.0	NUM
globalce-282	11	30	.	.	PUNCT
globalce-282	12	1	the	the	DET
globalce-282	12	2	use	use	NOUN
globalce-282	12	3	,	,	PUNCT
globalce-282	12	4	distribution	distribution	NOUN
globalce-282	12	5	or	or	CCONJ
globalce-282	12	6	reproduction	reproduction	NOUN
globalce-282	12	7	in	in	ADP
globalce-282	12	8	other	other	ADJ
globalce-282	12	9	forums	forum	NOUN
globalce-282	12	10	is	be	AUX
globalce-282	12	11	permitted	permit	VERB
globalce-282	12	12	,	,	PUNCT
globalce-282	12	13	provided	provide	VERB
globalce-282	12	14	the	the	DET
globalce-282	12	15	original	original	ADJ
globalce-282	12	16	author(s	author(s	NOUN
globalce-282	12	17	)	)	PUNCT
globalce-282	12	18	and	and	CCONJ
globalce-282	12	19	the	the	DET
globalce-282	12	20	copyright	copyright	NOUN
globalce-282	12	21	owner(s	owner(s	NOUN
globalce-282	12	22	)	)	PUNCT
globalce-282	12	23	are	be	AUX
globalce-282	12	24	credited	credit	VERB
globalce-282	12	25	and	and	CCONJ
globalce-282	12	26	that	that	SCONJ
globalce-282	12	27	the	the	DET
globalce-282	12	28	original	original	ADJ
globalce-282	12	29	publication	publication	NOUN
globalce-282	12	30	in	in	ADP
globalce-282	12	31	this	this	DET
globalce-282	12	32	journal	journal	NOUN
globalce-282	12	33	is	be	AUX
globalce-282	12	34	cited	cite	VERB
globalce-282	12	35	,	,	PUNCT
globalce-282	12	36	in	in	ADP
globalce-282	12	37	accordance	accordance	NOUN
globalce-282	12	38	with	with	ADP
globalce-282	12	39	accepted	accept	VERB
globalce-282	12	40	academic	academic	ADJ
globalce-282	12	41	practice	practice	NOUN
globalce-282	12	42	.	.	PUNCT
globalce-282	13	1	no	no	DET
globalce-282	13	2	use	use	NOUN
globalce-282	13	3	,	,	PUNCT
globalce-282	13	4	distribution	distribution	NOUN
globalce-282	13	5	or	or	CCONJ
globalce-282	13	6	reproduction	reproduction	NOUN
globalce-282	13	7	is	be	AUX
globalce-282	13	8	permitted	permit	VERB
globalce-282	13	9	which	which	PRON
globalce-282	13	10	does	do	AUX
globalce-282	13	11	not	not	PART
globalce-282	13	12	comply	comply	VERB
globalce-282	13	13	with	with	ADP
globalce-282	13	14	these	these	DET
globalce-282	13	15	terms	term	NOUN
globalce-282	13	16	.	.	PUNCT
globalce-282	13	17	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-282	14	1	http://globalce.org	http://globalce.org	PROPN
globalce-282	14	2	http://globalce.org	http://globalce.org	PROPN
globalce-282	14	3	mailto:adam@med.duth.gr	mailto:adam@med.duth.gr	PROPN
globalce-282	14	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-282	14	5	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-282	15	1	j	j	PROPN
globalce-282	15	2	global	global	ADJ
globalce-282	15	3	clinical	clinical	ADJ
globalce-282	15	4	engineering	engineering	PROPN
globalce-282	15	5	vol.6	vol.6	PROPN
globalce-282	15	6	special	special	ADJ
globalce-282	15	7	issue	issue	NOUN
globalce-282	15	8	6	6	NUM
globalce-282	15	9	:	:	SYM
globalce-282	15	10	2024	2024	NUM
globalce-282	15	11	90	90	NUM
globalce-282	15	12	introduction	introduction	NOUN
globalce-282	15	13	epilepsy	epilepsy	NOUN
globalce-282	15	14	is	be	AUX
globalce-282	15	15	one	one	NUM
globalce-282	15	16	of	of	ADP
globalce-282	15	17	the	the	DET
globalce-282	15	18	most	most	ADV
globalce-282	15	19	common	common	ADJ
globalce-282	15	20	neurological	neurological	ADJ
globalce-282	15	21	disorders	disorder	NOUN
globalce-282	15	22	with	with	ADP
globalce-282	15	23	tens	ten	NOUN
globalce-282	15	24	of	of	ADP
globalce-282	15	25	millions	million	NOUN
globalce-282	15	26	of	of	ADP
globalce-282	15	27	patients	patient	NOUN
globalce-282	15	28	all	all	ADV
globalce-282	15	29	over	over	ADP
globalce-282	15	30	the	the	DET
globalce-282	15	31	world	world	NOUN
globalce-282	15	32	.	.	PUNCT
globalce-282	16	1	epileptic	epileptic	ADJ
globalce-282	16	2	patients	patient	NOUN
globalce-282	16	3	suffer	suffer	VERB
globalce-282	16	4	from	from	ADP
globalce-282	16	5	seizures	seizure	NOUN
globalce-282	16	6	which	which	PRON
globalce-282	16	7	are	be	AUX
globalce-282	16	8	the	the	DET
globalce-282	16	9	most	most	ADV
globalce-282	16	10	important	important	ADJ
globalce-282	16	11	symptom	symptom	NOUN
globalce-282	16	12	.	.	PUNCT
globalce-282	17	1	a	a	DET
globalce-282	17	2	patient	patient	NOUN
globalce-282	17	3	is	be	AUX
globalce-282	17	4	said	say	VERB
globalce-282	17	5	to	to	PART
globalce-282	17	6	suffer	suffer	VERB
globalce-282	17	7	from	from	ADP
globalce-282	17	8	epilepsy	epilepsy	NOUN
globalce-282	17	9	after	after	SCONJ
globalce-282	17	10	two	two	NUM
globalce-282	17	11	or	or	CCONJ
globalce-282	17	12	more	more	ADV
globalce-282	17	13	unprovoked	unprovoked	ADJ
globalce-282	17	14	seizures	seizure	NOUN
globalce-282	17	15	separated	separate	VERB
globalce-282	17	16	by	by	ADP
globalce-282	17	17	at	at	ADV
globalce-282	17	18	least	least	ADV
globalce-282	17	19	24	24	NUM
globalce-282	17	20	hours.1	hours.1	PROPN
globalce-282	17	21	seizures	seizure	NOUN
globalce-282	17	22	vary	vary	VERB
globalce-282	17	23	in	in	ADP
globalce-282	17	24	type	type	NOUN
globalce-282	17	25	,	,	PUNCT
globalce-282	17	26	duration	duration	NOUN
globalce-282	17	27	,	,	PUNCT
globalce-282	17	28	and	and	CCONJ
globalce-282	17	29	severity	severity	NOUN
globalce-282	17	30	,	,	PUNCT
globalce-282	17	31	but	but	CCONJ
globalce-282	17	32	in	in	ADP
globalce-282	17	33	any	any	DET
globalce-282	17	34	case	case	NOUN
globalce-282	17	35	,	,	PUNCT
globalce-282	17	36	they	they	PRON
globalce-282	17	37	are	be	AUX
globalce-282	17	38	an	an	DET
globalce-282	17	39	unpleasant	unpleasant	ADJ
globalce-282	17	40	,	,	PUNCT
globalce-282	17	41	even	even	ADV
globalce-282	17	42	painful	painful	ADJ
globalce-282	17	43	experience	experience	NOUN
globalce-282	17	44	for	for	ADP
globalce-282	17	45	the	the	DET
globalce-282	17	46	patient	patient	NOUN
globalce-282	17	47	.	.	PUNCT
globalce-282	18	1	ranging	range	VERB
globalce-282	18	2	from	from	ADP
globalce-282	18	3	a	a	DET
globalce-282	18	4	short	short	ADJ
globalce-282	18	5	lack	lack	NOUN
globalce-282	18	6	of	of	ADP
globalce-282	18	7	consciousness	consciousness	NOUN
globalce-282	18	8	to	to	ADP
globalce-282	18	9	strong	strong	ADJ
globalce-282	18	10	muscular	muscular	ADJ
globalce-282	18	11	spasms	spasm	NOUN
globalce-282	18	12	,	,	PUNCT
globalce-282	18	13	seizures	seizure	NOUN
globalce-282	18	14	may	may	AUX
globalce-282	18	15	also	also	ADV
globalce-282	18	16	pose	pose	VERB
globalce-282	18	17	a	a	DET
globalce-282	18	18	significant	significant	ADJ
globalce-282	18	19	danger	danger	NOUN
globalce-282	18	20	to	to	ADP
globalce-282	18	21	the	the	DET
globalce-282	18	22	patient	patient	NOUN
globalce-282	18	23	.	.	PUNCT
globalce-282	19	1	injuries	injury	NOUN
globalce-282	19	2	may	may	AUX
globalce-282	19	3	be	be	AUX
globalce-282	19	4	caused	cause	VERB
globalce-282	19	5	by	by	ADP
globalce-282	19	6	falling	fall	VERB
globalce-282	19	7	to	to	ADP
globalce-282	19	8	the	the	DET
globalce-282	19	9	ground	ground	NOUN
globalce-282	19	10	or	or	CCONJ
globalce-282	19	11	while	while	SCONJ
globalce-282	19	12	handling	handle	VERB
globalce-282	19	13	dangerous	dangerous	ADJ
globalce-282	19	14	objects	object	NOUN
globalce-282	19	15	or	or	CCONJ
globalce-282	19	16	machinery	machinery	NOUN
globalce-282	19	17	.	.	PUNCT
globalce-282	20	1	the	the	DET
globalce-282	20	2	abnormal	abnormal	ADJ
globalce-282	20	3	firing	firing	NOUN
globalce-282	20	4	of	of	ADP
globalce-282	20	5	neurons	neuron	NOUN
globalce-282	20	6	(	(	PUNCT
globalce-282	20	7	up	up	ADP
globalce-282	20	8	to	to	PART
globalce-282	20	9	500	500	NUM
globalce-282	20	10	times	time	NOUN
globalce-282	20	11	per	per	ADP
globalce-282	20	12	second	second	NOUN
globalce-282	20	13	)	)	PUNCT
globalce-282	20	14	may	may	AUX
globalce-282	20	15	also	also	ADV
globalce-282	20	16	damage	damage	VERB
globalce-282	20	17	the	the	DET
globalce-282	20	18	brain	brain	NOUN
globalce-282	20	19	cells	cell	NOUN
globalce-282	20	20	,	,	PUNCT
globalce-282	20	21	especially	especially	ADV
globalce-282	20	22	during	during	ADP
globalce-282	20	23	prolonged	prolonged	ADJ
globalce-282	20	24	seizures	seizure	NOUN
globalce-282	20	25	or	or	CCONJ
globalce-282	20	26	ones	one	NOUN
globalce-282	20	27	that	that	PRON
globalce-282	20	28	appear	appear	VERB
globalce-282	20	29	in	in	ADP
globalce-282	20	30	succession	succession	NOUN
globalce-282	20	31	(	(	PUNCT
globalce-282	20	32	status	status	NOUN
globalce-282	20	33	epilepticus).2	epilepticus).2	PROPN
globalce-282	20	34	a	a	DET
globalce-282	20	35	number	number	NOUN
globalce-282	20	36	of	of	ADP
globalce-282	20	37	previous	previous	ADJ
globalce-282	20	38	works3	works3	NOUN
globalce-282	20	39	stress	stress	VERB
globalce-282	20	40	the	the	DET
globalce-282	20	41	need	need	NOUN
globalce-282	20	42	for	for	ADP
globalce-282	20	43	implementing	implement	VERB
globalce-282	20	44	automated	automate	VERB
globalce-282	20	45	methods	method	NOUN
globalce-282	20	46	for	for	ADP
globalce-282	20	47	the	the	DET
globalce-282	20	48	detection	detection	NOUN
globalce-282	20	49	of	of	ADP
globalce-282	20	50	epileptic	epileptic	ADJ
globalce-282	20	51	activity	activity	NOUN
globalce-282	20	52	as	as	ADV
globalce-282	20	53	well	well	ADV
globalce-282	20	54	as	as	ADP
globalce-282	20	55	automated	automate	VERB
globalce-282	20	56	diagnosis	diagnosis	NOUN
globalce-282	20	57	and	and	CCONJ
globalce-282	20	58	automatic	automatic	ADJ
globalce-282	20	59	prediction	prediction	NOUN
globalce-282	20	60	of	of	ADP
globalce-282	20	61	epileptic	epileptic	ADJ
globalce-282	20	62	seizures	seizure	NOUN
globalce-282	20	63	.	.	PUNCT
globalce-282	21	1	such	such	ADJ
globalce-282	21	2	methods	method	NOUN
globalce-282	21	3	should	should	AUX
globalce-282	21	4	help	help	VERB
globalce-282	21	5	reduce	reduce	VERB
globalce-282	21	6	human	human	ADJ
globalce-282	21	7	errors	error	NOUN
globalce-282	21	8	by	by	ADP
globalce-282	21	9	specialized	specialized	ADJ
globalce-282	21	10	personnel	personnel	NOUN
globalce-282	21	11	due	due	ADP
globalce-282	21	12	to	to	ADP
globalce-282	21	13	the	the	DET
globalce-282	21	14	fatigue	fatigue	NOUN
globalce-282	21	15	after	after	ADP
globalce-282	21	16	long	long	ADJ
globalce-282	21	17	hours	hour	NOUN
globalce-282	21	18	of	of	ADP
globalce-282	21	19	tracing	trace	VERB
globalce-282	21	20	tiny	tiny	ADJ
globalce-282	21	21	differences	difference	NOUN
globalce-282	21	22	among	among	ADP
globalce-282	21	23	dozens	dozen	NOUN
globalce-282	21	24	of	of	ADP
globalce-282	21	25	recorded	record	VERB
globalce-282	21	26	meg	meg	NOUN
globalce-282	21	27	images	image	NOUN
globalce-282	21	28	,	,	PUNCT
globalce-282	21	29	playing	play	VERB
globalce-282	21	30	a	a	DET
globalce-282	21	31	critical	critical	ADJ
globalce-282	21	32	role	role	NOUN
globalce-282	21	33	in	in	ADP
globalce-282	21	34	preventing	prevent	VERB
globalce-282	21	35	epileptic	epileptic	ADJ
globalce-282	21	36	seizures	seizure	NOUN
globalce-282	21	37	or	or	CCONJ
globalce-282	21	38	enabling	enable	VERB
globalce-282	21	39	continuous	continuous	ADJ
globalce-282	21	40	machine	machine	NOUN
globalce-282	21	41	monitoring	monitoring	NOUN
globalce-282	21	42	of	of	ADP
globalce-282	21	43	epileptic	epileptic	ADJ
globalce-282	21	44	patients	patient	NOUN
globalce-282	21	45	in	in	ADP
globalce-282	21	46	critical	critical	ADJ
globalce-282	21	47	condition	condition	NOUN
globalce-282	21	48	.	.	PUNCT
globalce-282	22	1	several	several	ADJ
globalce-282	22	2	advanced	advanced	ADJ
globalce-282	22	3	models	model	NOUN
globalce-282	22	4	regarding	regard	VERB
globalce-282	22	5	eeg	eeg	NOUN
globalce-282	22	6	classification	classification	NOUN
globalce-282	22	7	have	have	AUX
globalce-282	22	8	been	be	AUX
globalce-282	22	9	published	publish	VERB
globalce-282	22	10	previously.3	previously.3	PROPN
globalce-282	22	11	significantly	significantly	ADV
globalce-282	22	12	fewer	few	ADJ
globalce-282	22	13	publications	publication	NOUN
globalce-282	22	14	address	address	VERB
globalce-282	22	15	the	the	DET
globalce-282	22	16	issue	issue	NOUN
globalce-282	22	17	of	of	ADP
globalce-282	22	18	meg	meg	NOUN
globalce-282	22	19	classification	classification	NOUN
globalce-282	22	20	using	use	VERB
globalce-282	22	21	mostly	mostly	ADV
globalce-282	22	22	advanced	advance	VERB
globalce-282	22	23	artificial	artificial	ADJ
globalce-282	22	24	neural	neural	ADJ
globalce-282	22	25	networks	network	NOUN
globalce-282	22	26	(	(	PUNCT
globalce-282	22	27	ann)3	ann)3	PROPN
globalce-282	22	28	but	but	CCONJ
globalce-282	22	29	none	none	NOUN
globalce-282	22	30	of	of	ADP
globalce-282	22	31	them	they	PRON
globalce-282	22	32	thoroughly	thoroughly	ADV
globalce-282	22	33	examine	examine	VERB
globalce-282	22	34	basic	basic	ADJ
globalce-282	22	35	ann	ann	PROPN
globalce-282	22	36	models	model	NOUN
globalce-282	22	37	.	.	PUNCT
globalce-282	23	1	therefore	therefore	ADV
globalce-282	23	2	,	,	PUNCT
globalce-282	23	3	our	our	PRON
globalce-282	23	4	target	target	NOUN
globalce-282	23	5	was	be	AUX
globalce-282	23	6	to	to	PART
globalce-282	23	7	test	test	VERB
globalce-282	23	8	,	,	PUNCT
globalce-282	23	9	compare	compare	ADJ
globalce-282	23	10	,	,	PUNCT
globalce-282	23	11	and	and	CCONJ
globalce-282	23	12	evaluate	evaluate	VERB
globalce-282	23	13	some	some	DET
globalce-282	23	14	basic	basic	ADJ
globalce-282	23	15	models	model	NOUN
globalce-282	23	16	to	to	PART
globalce-282	23	17	build	build	VERB
globalce-282	23	18	a	a	DET
globalce-282	23	19	solid	solid	ADJ
globalce-282	23	20	understanding	understanding	NOUN
globalce-282	23	21	of	of	ADP
globalce-282	23	22	the	the	DET
globalce-282	23	23	characteristics	characteristic	NOUN
globalce-282	23	24	of	of	ADP
globalce-282	23	25	our	our	PRON
globalce-282	23	26	data	datum	NOUN
globalce-282	23	27	and	and	CCONJ
globalce-282	23	28	gain	gain	VERB
globalce-282	23	29	insights	insight	NOUN
globalce-282	23	30	into	into	ADP
globalce-282	23	31	the	the	DET
globalce-282	23	32	model	model	NOUN
globalce-282	23	33	’s	’s	PART
globalce-282	23	34	behavior	behavior	NOUN
globalce-282	23	35	.	.	PUNCT
globalce-282	24	1	this	this	PRON
globalce-282	24	2	would	would	AUX
globalce-282	24	3	serve	serve	VERB
globalce-282	24	4	as	as	ADP
globalce-282	24	5	a	a	DET
globalce-282	24	6	preliminary	preliminary	ADJ
globalce-282	24	7	study	study	NOUN
globalce-282	24	8	leading	lead	VERB
globalce-282	24	9	to	to	ADP
globalce-282	24	10	a	a	DET
globalce-282	24	11	larger	large	ADJ
globalce-282	24	12	project	project	NOUN
globalce-282	24	13	to	to	PART
globalce-282	24	14	investigate	investigate	VERB
globalce-282	24	15	more	more	ADV
globalce-282	24	16	sophisticated	sophisticated	ADJ
globalce-282	24	17	,	,	PUNCT
globalce-282	24	18	optimized	optimize	VERB
globalce-282	24	19	,	,	PUNCT
globalce-282	24	20	fine	fine	ADV
globalce-282	24	21	-	-	PUNCT
globalce-282	24	22	tuned	tune	VERB
globalce-282	24	23	models	model	NOUN
globalce-282	24	24	.	.	PUNCT
globalce-282	25	1	the	the	DET
globalce-282	25	2	results	result	NOUN
globalce-282	25	3	of	of	ADP
globalce-282	25	4	our	our	PRON
globalce-282	25	5	study	study	NOUN
globalce-282	25	6	are	be	AUX
globalce-282	25	7	very	very	ADV
globalce-282	25	8	encouraging	encouraging	ADJ
globalce-282	25	9	and	and	CCONJ
globalce-282	25	10	can	can	AUX
globalce-282	25	11	constitute	constitute	VERB
globalce-282	25	12	a	a	DET
globalce-282	25	13	basis	basis	NOUN
globalce-282	25	14	for	for	ADP
globalce-282	25	15	future	future	ADJ
globalce-282	25	16	research	research	NOUN
globalce-282	25	17	on	on	ADP
globalce-282	25	18	epileptic	epileptic	ADJ
globalce-282	25	19	seizure	seizure	NOUN
globalce-282	25	20	recognition	recognition	NOUN
globalce-282	25	21	,	,	PUNCT
globalce-282	25	22	prediction	prediction	NOUN
globalce-282	25	23	,	,	PUNCT
globalce-282	25	24	and	and	CCONJ
globalce-282	25	25	prevention	prevention	NOUN
globalce-282	25	26	.	.	PUNCT
globalce-282	26	1	methods	method	NOUN
globalce-282	26	2	magnetoencephalography	magnetoencephalography	NOUN
globalce-282	26	3	is	be	AUX
globalce-282	26	4	a	a	DET
globalce-282	26	5	neuroimaging	neuroimaging	NOUN
globalce-282	26	6	technique	technique	NOUN
globalce-282	26	7	that	that	PRON
globalce-282	26	8	utilizes	utilize	VERB
globalce-282	26	9	an	an	DET
globalce-282	26	10	array	array	NOUN
globalce-282	26	11	of	of	ADP
globalce-282	26	12	sensors	sensor	NOUN
globalce-282	26	13	placed	place	VERB
globalce-282	26	14	slightly	slightly	ADV
globalce-282	26	15	above	above	ADP
globalce-282	26	16	the	the	DET
globalce-282	26	17	scalp	scalp	NOUN
globalce-282	26	18	.	.	PUNCT
globalce-282	27	1	the	the	DET
globalce-282	27	2	use	use	NOUN
globalce-282	27	3	of	of	ADP
globalce-282	27	4	superconducting	superconducte	VERB
globalce-282	27	5	quantum	quantum	ADJ
globalce-282	27	6	interference	interference	NOUN
globalce-282	27	7	devices	device	NOUN
globalce-282	27	8	(	(	PUNCT
globalce-282	27	9	squid	squid	NOUN
globalce-282	27	10	)	)	PUNCT
globalce-282	27	11	makes	make	VERB
globalce-282	27	12	meg	meg	NOUN
globalce-282	27	13	very	very	ADV
globalce-282	27	14	sensitive	sensitive	ADJ
globalce-282	27	15	to	to	ADP
globalce-282	27	16	the	the	DET
globalce-282	27	17	microscopic	microscopic	ADJ
globalce-282	27	18	alterations	alteration	NOUN
globalce-282	27	19	of	of	ADP
globalce-282	27	20	the	the	DET
globalce-282	27	21	magnetic	magnetic	ADJ
globalce-282	27	22	field	field	NOUN
globalce-282	27	23	produced	produce	VERB
globalce-282	27	24	by	by	ADP
globalce-282	27	25	brain	brain	NOUN
globalce-282	27	26	cell	cell	NOUN
globalce-282	27	27	electrical	electrical	ADJ
globalce-282	27	28	activity	activity	NOUN
globalce-282	27	29	.	.	PUNCT
globalce-282	28	1	thus	thus	ADV
globalce-282	28	2	,	,	PUNCT
globalce-282	28	3	it	it	PRON
globalce-282	28	4	achieves	achieve	VERB
globalce-282	28	5	a	a	DET
globalce-282	28	6	very	very	ADV
globalce-282	28	7	good	good	ADJ
globalce-282	28	8	spatial	spatial	ADJ
globalce-282	28	9	resolution	resolution	NOUN
globalce-282	28	10	(	(	PUNCT
globalce-282	28	11	up	up	ADP
globalce-282	28	12	to	to	PART
globalce-282	28	13	5	5	NUM
globalce-282	28	14	mm	mm	NOUN
globalce-282	28	15	)	)	PUNCT
globalce-282	28	16	as	as	ADV
globalce-282	28	17	well	well	ADV
globalce-282	28	18	as	as	ADP
globalce-282	28	19	a	a	DET
globalce-282	28	20	great	great	ADJ
globalce-282	28	21	time	time	NOUN
globalce-282	28	22	resolution	resolution	NOUN
globalce-282	28	23	,	,	PUNCT
globalce-282	28	24	at	at	ADP
globalce-282	28	25	the	the	DET
globalce-282	28	26	scale	scale	NOUN
globalce-282	28	27	of	of	ADP
globalce-282	28	28	one	one	NUM
globalce-282	28	29	millisecond	millisecond	NOUN
globalce-282	28	30	or	or	CCONJ
globalce-282	28	31	even	even	ADV
globalce-282	28	32	better	well	ADJ
globalce-282	28	33	,	,	PUNCT
globalce-282	28	34	which	which	PRON
globalce-282	28	35	makes	make	VERB
globalce-282	28	36	meg	meg	NOUN
globalce-282	28	37	a	a	DET
globalce-282	28	38	great	great	ADJ
globalce-282	28	39	tool	tool	NOUN
globalce-282	28	40	for	for	ADP
globalce-282	28	41	tracing	trace	VERB
globalce-282	28	42	real	real	ADJ
globalce-282	28	43	-	-	PUNCT
globalce-282	28	44	time	time	NOUN
globalce-282	28	45	changes	change	NOUN
globalce-282	28	46	in	in	ADP
globalce-282	28	47	brain	brain	NOUN
globalce-282	28	48	activity	activity	NOUN
globalce-282	28	49	and	and	CCONJ
globalce-282	28	50	state	state	NOUN
globalce-282	28	51	.	.	PUNCT
globalce-282	29	1	it	it	PRON
globalce-282	29	2	can	can	AUX
globalce-282	29	3	be	be	AUX
globalce-282	29	4	used	use	VERB
globalce-282	29	5	in	in	ADP
globalce-282	29	6	combination	combination	NOUN
globalce-282	29	7	with	with	ADP
globalce-282	29	8	other	other	ADJ
globalce-282	29	9	imaging	imaging	NOUN
globalce-282	29	10	techniques	technique	NOUN
globalce-282	29	11	(	(	PUNCT
globalce-282	29	12	mri	mri	NOUN
globalce-282	29	13	,	,	PUNCT
globalce-282	29	14	fmri	fmri	NOUN
globalce-282	29	15	,	,	PUNCT
globalce-282	29	16	pet	pet	NOUN
globalce-282	29	17	,	,	PUNCT
globalce-282	29	18	pet	pet	NOUN
globalce-282	29	19	-	-	PUNCT
globalce-282	29	20	ct	ct	NOUN
globalce-282	29	21	)	)	PUNCT
globalce-282	29	22	to	to	PART
globalce-282	29	23	give	give	VERB
globalce-282	29	24	a	a	DET
globalce-282	29	25	detailed	detailed	ADJ
globalce-282	29	26	3d	3d	NUM
globalce-282	29	27	imaging	imaging	NOUN
globalce-282	29	28	of	of	ADP
globalce-282	29	29	brain	brain	NOUN
globalce-282	29	30	activity	activity	NOUN
globalce-282	29	31	in	in	ADP
globalce-282	29	32	specific	specific	ADJ
globalce-282	29	33	areas	area	NOUN
globalce-282	29	34	.	.	PUNCT
globalce-282	30	1	it	it	PRON
globalce-282	30	2	is	be	AUX
globalce-282	30	3	non	non	ADJ
globalce-282	30	4	-	-	ADJ
globalce-282	30	5	invasive	invasive	ADJ
globalce-282	30	6	and	and	CCONJ
globalce-282	30	7	it	it	PRON
globalce-282	30	8	is	be	AUX
globalce-282	30	9	completely	completely	ADV
globalce-282	30	10	safe	safe	ADJ
globalce-282	30	11	,	,	PUNCT
globalce-282	30	12	causing	cause	VERB
globalce-282	30	13	no	no	DET
globalce-282	30	14	discomfort	discomfort	NOUN
globalce-282	30	15	.	.	PUNCT
globalce-282	31	1	moreover	moreover	ADV
globalce-282	31	2	,	,	PUNCT
globalce-282	31	3	it	it	PRON
globalce-282	31	4	can	can	AUX
globalce-282	31	5	detect	detect	VERB
globalce-282	31	6	epileptic	epileptic	ADJ
globalce-282	31	7	activity	activity	NOUN
globalce-282	31	8	and	and	CCONJ
globalce-282	31	9	spot	spot	NOUN
globalce-282	31	10	epileptic	epileptic	ADJ
globalce-282	31	11	foci	focus	NOUN
globalce-282	31	12	in	in	ADP
globalce-282	31	13	the	the	DET
globalce-282	31	14	normal	normal	ADJ
globalce-282	31	15	brain	brain	NOUN
globalce-282	31	16	activity	activity	NOUN
globalce-282	31	17	of	of	ADP
globalce-282	31	18	the	the	DET
globalce-282	31	19	patient	patient	NOUN
globalce-282	31	20	,	,	PUNCT
globalce-282	31	21	without	without	ADP
globalce-282	31	22	inducing	induce	VERB
globalce-282	31	23	unpleasant	unpleasant	ADJ
globalce-282	31	24	and	and	CCONJ
globalce-282	31	25	even	even	ADV
globalce-282	31	26	painful	painful	ADJ
globalce-282	31	27	seizures	seizure	NOUN
globalce-282	31	28	to	to	ADP
globalce-282	31	29	the	the	DET
globalce-282	31	30	patient.4	patient.4	PROPN
globalce-282	31	31	epileptic	epileptic	ADJ
globalce-282	31	32	activity	activity	NOUN
globalce-282	31	33	appears	appear	VERB
globalce-282	31	34	in	in	ADP
globalce-282	31	35	eeg	eeg	PROPN
globalce-282	31	36	and	and	CCONJ
globalce-282	31	37	meg	meg	NOUN
globalce-282	31	38	as	as	ADP
globalce-282	31	39	irregular	irregular	ADJ
globalce-282	31	40	patterns	pattern	NOUN
globalce-282	31	41	,	,	PUNCT
globalce-282	31	42	in	in	ADP
globalce-282	31	43	the	the	DET
globalce-282	31	44	form	form	NOUN
globalce-282	31	45	of	of	ADP
globalce-282	31	46	spikes	spike	NOUN
globalce-282	31	47	,	,	PUNCT
globalce-282	31	48	spikes	spike	NOUN
globalce-282	31	49	-	-	PUNCT
globalce-282	31	50	and	and	CCONJ
globalce-282	31	51	-	-	PUNCT
globalce-282	31	52	slow	slow	ADJ
globalce-282	31	53	waves	wave	NOUN
globalce-282	31	54	,	,	PUNCT
globalce-282	31	55	or	or	CCONJ
globalce-282	31	56	sharp	sharp	ADJ
globalce-282	31	57	waves	wave	NOUN
globalce-282	31	58	(	(	PUNCT
globalce-282	31	59	figure	figure	NOUN
globalce-282	31	60	1	1	NUM
globalce-282	31	61	)	)	PUNCT
globalce-282	31	62	.	.	PUNCT
globalce-282	32	1	the	the	DET
globalce-282	32	2	morphology	morphology	NOUN
globalce-282	32	3	of	of	ADP
globalce-282	32	4	spikes	spike	NOUN
globalce-282	32	5	and	and	CCONJ
globalce-282	32	6	sharp	sharp	ADJ
globalce-282	32	7	waves	wave	NOUN
globalce-282	32	8	in	in	ADP
globalce-282	32	9	eeg	eeg	PROPN
globalce-282	32	10	was	be	AUX
globalce-282	32	11	thoroughly	thoroughly	ADV
globalce-282	32	12	analyzed	analyze	VERB
globalce-282	32	13	by	by	ADP
globalce-282	32	14	gortman	gortman	NOUN
globalce-282	32	15	and	and	CCONJ
globalce-282	32	16	these	these	DET
globalce-282	32	17	waves	wave	NOUN
globalce-282	32	18	can	can	AUX
globalce-282	32	19	be	be	AUX
globalce-282	32	20	used	use	VERB
globalce-282	32	21	for	for	ADP
globalce-282	32	22	epilepsy	epilepsy	ADJ
globalce-282	32	23	diagnosis.5	diagnosis.5	NOUN
globalce-282	32	24	although	although	SCONJ
globalce-282	32	25	studies	study	NOUN
globalce-282	32	26	are	be	AUX
globalce-282	32	27	being	be	AUX
globalce-282	32	28	carried	carry	VERB
globalce-282	32	29	out6	out6	PROPN
globalce-282	32	30	,	,	PUNCT
globalce-282	32	31	there	there	PRON
globalce-282	32	32	still	still	ADV
globalce-282	32	33	is	be	AUX
globalce-282	32	34	no	no	DET
globalce-282	32	35	formal	formal	ADJ
globalce-282	32	36	definition	definition	NOUN
globalce-282	32	37	of	of	ADP
globalce-282	32	38	epileptic	epileptic	ADJ
globalce-282	32	39	spikes	spike	NOUN
globalce-282	32	40	in	in	ADP
globalce-282	32	41	meg	meg	NOUN
globalce-282	32	42	.	.	PUNCT
globalce-282	33	1	however	however	ADV
globalce-282	33	2	,	,	PUNCT
globalce-282	33	3	even	even	ADV
globalce-282	33	4	if	if	SCONJ
globalce-282	33	5	it	it	PRON
globalce-282	33	6	seems	seem	VERB
globalce-282	33	7	an	an	DET
globalce-282	33	8	oxymoron	oxymoron	NOUN
globalce-282	33	9	,	,	PUNCT
globalce-282	33	10	compared	compare	VERB
globalce-282	33	11	to	to	ADP
globalce-282	33	12	eeg	eeg	NOUN
globalce-282	33	13	signals	signal	NOUN
globalce-282	33	14	,	,	PUNCT
globalce-282	33	15	“	"	PUNCT
globalce-282	33	16	meg	meg	NOUN
globalce-282	33	17	spike	spike	ADJ
globalce-282	33	18	yield	yield	NOUN
globalce-282	33	19	and	and	CCONJ
globalce-282	33	20	localization	localization	NOUN
globalce-282	33	21	are	be	AUX
globalce-282	33	22	superior	superior	ADJ
globalce-282	33	23	to	to	PART
globalce-282	33	24	eeg”.7	eeg”.7	VERB
globalce-282	33	25	epileptic	epileptic	ADJ
globalce-282	33	26	signals	signal	NOUN
globalce-282	33	27	in	in	ADP
globalce-282	33	28	meg	meg	NOUN
globalce-282	33	29	have	have	VERB
globalce-282	33	30	different	different	ADJ
globalce-282	33	31	morphological	morphological	ADJ
globalce-282	33	32	characteristics	characteristic	NOUN
globalce-282	33	33	(	(	PUNCT
globalce-282	33	34	duration	duration	NOUN
globalce-282	33	35	,	,	PUNCT
globalce-282	33	36	shape	shape	NOUN
globalce-282	33	37	,	,	PUNCT
globalce-282	33	38	and	and	CCONJ
globalce-282	33	39	sharpness	sharpness	NOUN
globalce-282	33	40	)	)	PUNCT
globalce-282	33	41	from	from	ADP
globalce-282	33	42	those	those	PRON
globalce-282	33	43	in	in	ADP
globalce-282	33	44	eeg	eeg	NOUN
globalce-282	33	45	.	.	PUNCT
globalce-282	34	1	this	this	PRON
globalce-282	34	2	can	can	AUX
globalce-282	34	3	be	be	AUX
globalce-282	34	4	explained	explain	VERB
globalce-282	34	5	by	by	ADP
globalce-282	34	6	the	the	DET
globalce-282	34	7	small	small	ADJ
globalce-282	34	8	affection	affection	NOUN
globalce-282	34	9	on	on	ADP
globalce-282	34	10	the	the	DET
globalce-282	34	11	meg	meg	NOUN
globalce-282	34	12	signal	signal	NOUN
globalce-282	34	13	from	from	ADP
globalce-282	34	14	the	the	DET
globalce-282	34	15	interference	interference	NOUN
globalce-282	34	16	from	from	ADP
globalce-282	34	17	the	the	DET
globalce-282	34	18	skull	skull	NOUN
globalce-282	34	19	and	and	CCONJ
globalce-282	34	20	scalp	scalp	NOUN
globalce-282	34	21	.	.	PUNCT
globalce-282	35	1	furthermore	furthermore	ADV
globalce-282	35	2	,	,	PUNCT
globalce-282	35	3	muscular	muscular	ADJ
globalce-282	35	4	activity	activity	NOUN
globalce-282	35	5	and	and	CCONJ
globalce-282	35	6	eye	eye	NOUN
globalce-282	35	7	movement	movement	NOUN
globalce-282	35	8	cause	cause	VERB
globalce-282	35	9	much	much	ADV
globalce-282	35	10	less	less	ADJ
globalce-282	35	11	effect	effect	NOUN
globalce-282	35	12	on	on	ADP
globalce-282	35	13	meg.8	meg.8	NOUN
globalce-282	35	14	we	we	PRON
globalce-282	35	15	should	should	AUX
globalce-282	35	16	note	note	VERB
globalce-282	35	17	that	that	SCONJ
globalce-282	35	18	there	there	PRON
globalce-282	35	19	is	be	VERB
globalce-282	35	20	far	far	ADV
globalce-282	35	21	less	less	ADJ
globalce-282	35	22	research	research	NOUN
globalce-282	35	23	that	that	PRON
globalce-282	35	24	applies	apply	VERB
globalce-282	35	25	deep	deep	ADJ
globalce-282	35	26	learning	learning	NOUN
globalce-282	35	27	models	model	NOUN
globalce-282	35	28	to	to	PART
globalce-282	35	29	meg	meg	VERB
globalce-282	35	30	than	than	ADP
globalce-282	35	31	to	to	ADP
globalce-282	35	32	eeg	eeg	PROPN
globalce-282	35	33	.	.	PUNCT
globalce-282	36	1	squid	squid	PROPN
globalce-282	36	2	is	be	AUX
globalce-282	36	3	a	a	DET
globalce-282	36	4	very	very	ADV
globalce-282	36	5	expensive	expensive	ADJ
globalce-282	36	6	device	device	NOUN
globalce-282	36	7	with	with	ADP
globalce-282	36	8	an	an	DET
globalce-282	36	9	even	even	ADV
globalce-282	36	10	more	more	ADV
globalce-282	36	11	expensive	expensive	ADJ
globalce-282	36	12	installation	installation	NOUN
globalce-282	36	13	requiring	require	VERB
globalce-282	36	14	a	a	DET
globalce-282	36	15	faraday	faraday	PROPN
globalce-282	36	16	cage	cage	NOUN
globalce-282	36	17	to	to	PART
globalce-282	36	18	isolate	isolate	VERB
globalce-282	36	19	the	the	DET
globalce-282	36	20	super	super	ADJ
globalce-282	36	21	-	-	ADJ
globalce-282	36	22	sensitive	sensitive	ADJ
globalce-282	36	23	squid	squid	NOUN
globalce-282	36	24	from	from	ADP
globalce-282	36	25	magnetic	magnetic	ADJ
globalce-282	36	26	interference	interference	NOUN
globalce-282	36	27	.	.	PUNCT
globalce-282	37	1	this	this	PRON
globalce-282	37	2	raises	raise	VERB
globalce-282	37	3	the	the	DET
globalce-282	37	4	total	total	ADJ
globalce-282	37	5	cost	cost	NOUN
globalce-282	37	6	to	to	ADP
globalce-282	37	7	a	a	DET
globalce-282	37	8	few	few	ADJ
globalce-282	37	9	million	million	NUM
globalce-282	37	10	euros	euro	NOUN
globalce-282	37	11	.	.	PUNCT
globalce-282	38	1	the	the	DET
globalce-282	38	2	meg	meg	NOUN
globalce-282	38	3	signals	signal	NOUN
globalce-282	38	4	used	use	VERB
globalce-282	38	5	in	in	ADP
globalce-282	38	6	our	our	PRON
globalce-282	38	7	study	study	NOUN
globalce-282	38	8	were	be	AUX
globalce-282	38	9	recorded	record	VERB
globalce-282	38	10	in	in	ADP
globalce-282	38	11	the	the	DET
globalce-282	38	12	meg	meg	NOUN
globalce-282	38	13	unit	unit	NOUN
globalce-282	38	14	of	of	ADP
globalce-282	38	15	the	the	DET
globalce-282	38	16	laboratory	laboratory	NOUN
globalce-282	38	17	of	of	ADP
globalce-282	38	18	medical	medical	ADJ
globalce-282	38	19	physics	physics	PROPN
globalce-282	38	20	,	,	PUNCT
globalce-282	38	21	department	department	NOUN
globalce-282	38	22	of	of	ADP
globalce-282	38	23	medicine	medicine	NOUN
globalce-282	38	24	,	,	PUNCT
globalce-282	38	25	democritus	democritus	PROPN
globalce-282	38	26	university	university	PROPN
globalce-282	38	27	of	of	ADP
globalce-282	38	28	thrace	thrace	NOUN
globalce-282	38	29	,	,	PUNCT
globalce-282	38	30	placed	place	VERB
globalce-282	38	31	at	at	ADP
globalce-282	38	32	alexandroupolis	alexandroupolis	PROPN
globalce-282	38	33	,	,	PUNCT
globalce-282	38	34	greece	greece	PROPN
globalce-282	38	35	,	,	PUNCT
globalce-282	38	36	from	from	ADP
globalce-282	38	37	patients	patient	NOUN
globalce-282	38	38	who	who	PRON
globalce-282	38	39	had	have	AUX
globalce-282	38	40	been	be	AUX
globalce-282	38	41	diagnosed	diagnose	VERB
globalce-282	38	42	with	with	ADP
globalce-282	38	43	epilepsy	epilepsy	NOUN
globalce-282	38	44	by	by	ADP
globalce-282	38	45	specialized	specialized	ADJ
globalce-282	38	46	neurologists	neurologist	NOUN
globalce-282	38	47	and	and	CCONJ
globalce-282	38	48	were	be	AUX
globalce-282	38	49	referred	refer	VERB
globalce-282	38	50	for	for	ADP
globalce-282	38	51	meg	meg	NOUN
globalce-282	38	52	evaluation	evaluation	NOUN
globalce-282	38	53	.	.	PUNCT
globalce-282	39	1	meg	meg	PROPN
globalce-282	39	2	signals	signal	NOUN
globalce-282	39	3	were	be	AUX
globalce-282	39	4	recorded	record	VERB
globalce-282	39	5	with	with	ADP
globalce-282	39	6	patients	patient	NOUN
globalce-282	39	7	in	in	ADP
globalce-282	39	8	a	a	DET
globalce-282	39	9	rest	rest	NOUN
globalce-282	39	10	state	state	NOUN
globalce-282	39	11	and	and	CCONJ
globalce-282	39	12	with	with	ADP
globalce-282	39	13	eyes	eye	NOUN
globalce-282	39	14	closed	close	VERB
globalce-282	39	15	.	.	PUNCT
globalce-282	40	1	in	in	ADP
globalce-282	40	2	the	the	DET
globalce-282	40	3	present	present	ADJ
globalce-282	40	4	study	study	NOUN
globalce-282	40	5	,	,	PUNCT
globalce-282	40	6	we	we	PRON
globalce-282	40	7	worked	work	VERB
globalce-282	40	8	on	on	ADP
globalce-282	40	9	meg	meg	NOUN
globalce-282	40	10	signals	signal	NOUN
globalce-282	40	11	recorded	record	VERB
globalce-282	40	12	from	from	ADP
globalce-282	40	13	122	122	NUM
globalce-282	40	14	points	point	NOUN
globalce-282	40	15	of	of	ADP
globalce-282	40	16	the	the	DET
globalce-282	40	17	patients	patient	NOUN
globalce-282	40	18	’	'	PUNCT
globalce-282	40	19	brains	brain	NOUN
globalce-282	40	20	,	,	PUNCT
globalce-282	40	21	with	with	ADP
globalce-282	40	22	a	a	DET
globalce-282	40	23	sampling	sample	VERB
globalce-282	40	24	frequency	frequency	NOUN
globalce-282	40	25	of	of	ADP
globalce-282	40	26	256	256	NUM
globalce-282	40	27	hz	hz	NOUN
globalce-282	40	28	and	and	CCONJ
globalce-282	40	29	9	9	NUM
globalce-282	40	30	sec	sec	PROPN
globalce-282	40	31	duration	duration	NOUN
globalce-282	40	32	.	.	PUNCT
globalce-282	41	1	a	a	DET
globalce-282	41	2	low	low	ADJ
globalce-282	41	3	-	-	PUNCT
globalce-282	41	4	pass	pass	NOUN
globalce-282	41	5	filter	filter	NOUN
globalce-282	41	6	with	with	ADP
globalce-282	41	7	a	a	DET
globalce-282	41	8	cutoff	cutoff	NOUN
globalce-282	41	9	frequency	frequency	NOUN
globalce-282	41	10	of	of	ADP
globalce-282	41	11	30	30	NUM
globalce-282	41	12	hz	hz	NOUN
globalce-282	41	13	was	be	AUX
globalce-282	41	14	applied	apply	VERB
globalce-282	41	15	on	on	ADP
globalce-282	41	16	all	all	PRON
globalce-282	41	17	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-282	41	18	http://globalce.org	http://globalce.org	PROPN
globalce-282	41	19	http://globalce.org	http://globalce.org	PROPN
globalce-282	41	20	91	91	NUM
globalce-282	41	21	j	j	PROPN
globalce-282	41	22	global	global	ADJ
globalce-282	41	23	clinical	clinical	ADJ
globalce-282	41	24	engineering	engineering	PROPN
globalce-282	41	25	vol.6	vol.6	PROPN
globalce-282	41	26	special	special	ADJ
globalce-282	41	27	issue	issue	NOUN
globalce-282	41	28	6	6	NUM
globalce-282	41	29	:	:	SYM
globalce-282	41	30	2024	2024	NUM
globalce-282	41	31	channels	channel	NOUN
globalce-282	41	32	.	.	PUNCT
globalce-282	42	1	some	some	DET
globalce-282	42	2	channels	channel	NOUN
globalce-282	42	3	contain	contain	VERB
globalce-282	42	4	out	out	ADP
globalce-282	42	5	-	-	PUNCT
globalce-282	42	6	of	of	ADP
globalce-282	42	7	-	-	PUNCT
globalce-282	42	8	limit	limit	NOUN
globalce-282	42	9	values	value	NOUN
globalce-282	42	10	due	due	ADP
globalce-282	42	11	to	to	ADP
globalce-282	42	12	noise	noise	NOUN
globalce-282	42	13	and	and	CCONJ
globalce-282	42	14	artifacts	artifact	NOUN
globalce-282	42	15	and	and	CCONJ
globalce-282	42	16	are	be	AUX
globalce-282	42	17	thus	thus	ADV
globalce-282	42	18	rejected	reject	VERB
globalce-282	42	19	.	.	PUNCT
globalce-282	43	1	the	the	DET
globalce-282	43	2	remaining	remain	VERB
globalce-282	43	3	signals	signal	NOUN
globalce-282	43	4	were	be	AUX
globalce-282	43	5	segmented	segment	VERB
globalce-282	43	6	into	into	ADP
globalce-282	43	7	5436	5436	NUM
globalce-282	43	8	items	item	NOUN
globalce-282	43	9	of	of	ADP
globalce-282	43	10	1	1	NUM
globalce-282	43	11	channel—1	channel—1	PROPN
globalce-282	43	12	sec	sec	PROPN
globalce-282	43	13	each	each	PRON
globalce-282	43	14	,	,	PUNCT
globalce-282	43	15	therefore	therefore	ADV
globalce-282	43	16	each	each	DET
globalce-282	43	17	item	item	NOUN
globalce-282	43	18	contains	contain	VERB
globalce-282	43	19	256	256	NUM
globalce-282	43	20	samples	sample	NOUN
globalce-282	43	21	.	.	PUNCT
globalce-282	44	1	each	each	DET
globalce-282	44	2	item	item	NOUN
globalce-282	44	3	is	be	AUX
globalce-282	44	4	classified	classify	VERB
globalce-282	44	5	individually	individually	ADV
globalce-282	44	6	by	by	ADP
globalce-282	44	7	specialized	specialized	ADJ
globalce-282	44	8	neurologists	neurologist	NOUN
globalce-282	44	9	as	as	ADP
globalce-282	44	10	a	a	DET
globalce-282	44	11	signal	signal	NOUN
globalce-282	44	12	-	-	PUNCT
globalce-282	44	13	carrying	carry	VERB
globalce-282	44	14	epileptic	epileptic	ADJ
globalce-282	44	15	activity	activity	NOUN
globalce-282	44	16	(	(	PUNCT
globalce-282	44	17	2059	2059	NUM
globalce-282	44	18	items	item	NOUN
globalce-282	44	19	)	)	PUNCT
globalce-282	44	20	or	or	CCONJ
globalce-282	44	21	not	not	PART
globalce-282	44	22	(	(	PUNCT
globalce-282	44	23	3377	3377	NUM
globalce-282	44	24	items	item	NOUN
globalce-282	44	25	)	)	PUNCT
globalce-282	44	26	.	.	PUNCT
globalce-282	45	1	despite	despite	SCONJ
globalce-282	45	2	the	the	DET
globalce-282	45	3	absence	absence	NOUN
globalce-282	45	4	of	of	ADP
globalce-282	45	5	healthy	healthy	ADJ
globalce-282	45	6	patients	patient	NOUN
globalce-282	45	7	,	,	PUNCT
globalce-282	45	8	we	we	PRON
globalce-282	45	9	have	have	VERB
globalce-282	45	10	an	an	DET
globalce-282	45	11	adequate	adequate	ADJ
globalce-282	45	12	number	number	NOUN
globalce-282	45	13	of	of	ADP
globalce-282	45	14	non	non	ADJ
globalce-282	45	15	-	-	ADJ
globalce-282	45	16	epileptic	epileptic	ADJ
globalce-282	45	17	items	item	NOUN
globalce-282	45	18	in	in	ADP
globalce-282	45	19	our	our	PRON
globalce-282	45	20	dataset	dataset	NOUN
globalce-282	45	21	(	(	PUNCT
globalce-282	45	22	62.1	62.1	NUM
globalce-282	45	23	%	%	NOUN
globalce-282	45	24	)	)	PUNCT
globalce-282	45	25	.	.	PUNCT
globalce-282	46	1	our	our	PRON
globalce-282	46	2	models	model	NOUN
globalce-282	46	3	were	be	AUX
globalce-282	46	4	built	build	VERB
globalce-282	46	5	and	and	CCONJ
globalce-282	46	6	tested	test	VERB
globalce-282	46	7	on	on	ADP
globalce-282	46	8	a	a	DET
globalce-282	46	9	hewlett	hewlett	PROPN
globalce-282	46	10	-	-	PUNCT
globalce-282	46	11	packard	packard	PROPN
globalce-282	46	12	elite	elite	ADJ
globalce-282	46	13	800	800	NUM
globalce-282	46	14	g9	g9	NOUN
globalce-282	46	15	machine	machine	NOUN
globalce-282	46	16	with	with	ADP
globalce-282	46	17	an	an	DET
globalce-282	46	18	intel	intel	PROPN
globalce-282	46	19	i5	i5	ADJ
globalce-282	46	20	10500	10500	NUM
globalce-282	46	21	3.1	3.1	NUM
globalce-282	46	22	ghz	ghz	NOUN
globalce-282	46	23	6	6	NUM
globalce-282	46	24	-	-	PUNCT
globalce-282	46	25	core	core	NOUN
globalce-282	46	26	processor	processor	NOUN
globalce-282	46	27	and	and	CCONJ
globalce-282	46	28	16	16	NUM
globalce-282	46	29	gb	gb	NOUN
globalce-282	46	30	ram	ram	NOUN
globalce-282	46	31	,	,	PUNCT
globalce-282	46	32	using	use	VERB
globalce-282	46	33	matlab	matlab	PROPN
globalce-282	46	34	r2018a	r2018a	PROPN
globalce-282	46	35	as	as	ADP
globalce-282	46	36	the	the	DET
globalce-282	46	37	programming	programming	NOUN
globalce-282	46	38	environment	environment	NOUN
globalce-282	46	39	.	.	PUNCT
globalce-282	47	1	in	in	ADP
globalce-282	47	2	this	this	DET
globalce-282	47	3	study	study	NOUN
globalce-282	47	4	,	,	PUNCT
globalce-282	47	5	we	we	PRON
globalce-282	47	6	test	test	VERB
globalce-282	47	7	a	a	DET
globalce-282	47	8	simple	simple	ADJ
globalce-282	47	9	3	3	NUM
globalce-282	47	10	and	and	CCONJ
globalce-282	47	11	4	4	NUM
globalce-282	47	12	-	-	PUNCT
globalce-282	47	13	layer	layer	NOUN
globalce-282	47	14	cnn	cnn	NOUN
globalce-282	47	15	on	on	ADP
globalce-282	47	16	colored	colored	ADJ
globalce-282	47	17	images	image	NOUN
globalce-282	47	18	representing	represent	VERB
globalce-282	47	19	the	the	DET
globalce-282	47	20	heatmap	heatmap	NOUN
globalce-282	47	21	of	of	ADP
globalce-282	47	22	the	the	DET
globalce-282	47	23	signal	signal	NOUN
globalce-282	47	24	spectrum	spectrum	NOUN
globalce-282	47	25	as	as	ADV
globalce-282	47	26	well	well	ADV
globalce-282	47	27	as	as	ADP
globalce-282	47	28	on	on	ADP
globalce-282	47	29	black	black	NOUN
globalce-282	47	30	-	-	PUNCT
globalce-282	47	31	and	and	CCONJ
globalce-282	47	32	-	-	PUNCT
globalce-282	47	33	white	white	ADJ
globalce-282	47	34	images	image	NOUN
globalce-282	47	35	of	of	ADP
globalce-282	47	36	the	the	DET
globalce-282	47	37	signal	signal	NOUN
globalce-282	47	38	.	.	PUNCT
globalce-282	48	1	we	we	PRON
globalce-282	48	2	also	also	ADV
globalce-282	48	3	test	test	VERB
globalce-282	48	4	a	a	DET
globalce-282	48	5	partially	partially	ADV
globalce-282	48	6	pre	pre	VERB
globalce-282	48	7	-	-	ADJ
globalce-282	48	8	trained	train	VERB
globalce-282	48	9	inception	inception	ADJ
globalce-282	48	10	v3	v3	PROPN
globalce-282	48	11	on	on	ADP
globalce-282	48	12	colored	colored	ADJ
globalce-282	48	13	images	image	NOUN
globalce-282	48	14	of	of	ADP
globalce-282	48	15	the	the	DET
globalce-282	48	16	signal	signal	NOUN
globalce-282	48	17	spectrum	spectrum	NOUN
globalce-282	48	18	.	.	PUNCT
globalce-282	49	1	we	we	PRON
globalce-282	49	2	then	then	ADV
globalce-282	49	3	compare	compare	VERB
globalce-282	49	4	the	the	DET
globalce-282	49	5	results	result	NOUN
globalce-282	49	6	to	to	ADP
globalce-282	49	7	those	those	PRON
globalce-282	49	8	of	of	ADP
globalce-282	49	9	a	a	DET
globalce-282	49	10	simple	simple	ADJ
globalce-282	49	11	feed	feed	NOUN
globalce-282	49	12	-	-	PUNCT
globalce-282	49	13	forward	forward	NOUN
globalce-282	49	14	neural	neural	ADJ
globalce-282	49	15	networks	network	NOUN
globalce-282	49	16	(	(	PUNCT
globalce-282	49	17	ffnn	ffnn	NOUN
globalce-282	49	18	)	)	PUNCT
globalce-282	49	19	with	with	ADP
globalce-282	49	20	3	3	NUM
globalce-282	49	21	and	and	CCONJ
globalce-282	49	22	4	4	NUM
globalce-282	49	23	hidden	hidden	ADJ
globalce-282	49	24	layers	layer	NOUN
globalce-282	49	25	applied	apply	VERB
globalce-282	49	26	to	to	ADP
globalce-282	49	27	the	the	DET
globalce-282	49	28	signal	signal	ADJ
globalce-282	49	29	values	value	NOUN
globalce-282	49	30	of	of	ADP
globalce-282	49	31	the	the	DET
globalce-282	49	32	same	same	ADJ
globalce-282	49	33	signals	signal	NOUN
globalce-282	49	34	.	.	PUNCT
globalce-282	50	1	since	since	SCONJ
globalce-282	50	2	convolutional	convolutional	ADJ
globalce-282	50	3	neural	neural	ADJ
globalce-282	50	4	network	network	NOUN
globalce-282	50	5	models	model	NOUN
globalce-282	50	6	are	be	AUX
globalce-282	50	7	especially	especially	ADV
globalce-282	50	8	effective	effective	ADJ
globalce-282	50	9	in	in	ADP
globalce-282	50	10	image	image	NOUN
globalce-282	50	11	classification	classification	NOUN
globalce-282	50	12	,	,	PUNCT
globalce-282	50	13	we	we	PRON
globalce-282	50	14	wanted	want	VERB
globalce-282	50	15	to	to	PART
globalce-282	50	16	test	test	VERB
globalce-282	50	17	the	the	DET
globalce-282	50	18	two	two	NUM
globalce-282	50	19	models	model	NOUN
globalce-282	50	20	(	(	PUNCT
globalce-282	50	21	3	3	NUM
globalce-282	50	22	-	-	SYM
globalce-282	50	23	4	4	NUM
globalce-282	50	24	layer	layer	NOUN
globalce-282	50	25	cnn	cnn	PROPN
globalce-282	50	26	and	and	CCONJ
globalce-282	50	27	inception	inception	PROPN
globalce-282	50	28	v3	v3	PROPN
globalce-282	50	29	)	)	PUNCT
globalce-282	50	30	on	on	ADP
globalce-282	50	31	images	image	NOUN
globalce-282	50	32	of	of	ADP
globalce-282	50	33	the	the	DET
globalce-282	50	34	meg	meg	NOUN
globalce-282	50	35	signal	signal	NOUN
globalce-282	50	36	and	and	CCONJ
globalce-282	50	37	images	image	NOUN
globalce-282	50	38	of	of	ADP
globalce-282	50	39	the	the	DET
globalce-282	50	40	spectrum	spectrum	NOUN
globalce-282	50	41	of	of	ADP
globalce-282	50	42	the	the	DET
globalce-282	50	43	same	same	ADJ
globalce-282	50	44	signal	signal	NOUN
globalce-282	50	45	.	.	PUNCT
globalce-282	51	1	similar	similar	ADJ
globalce-282	51	2	work	work	NOUN
globalce-282	51	3	was	be	AUX
globalce-282	51	4	carried	carry	VERB
globalce-282	51	5	out	out	ADP
globalce-282	51	6	giving	give	VERB
globalce-282	51	7	impressive	impressive	ADJ
globalce-282	51	8	results	result	NOUN
globalce-282	51	9	with	with	ADP
globalce-282	51	10	images	image	NOUN
globalce-282	51	11	obtained	obtain	VERB
globalce-282	51	12	from	from	ADP
globalce-282	51	13	eeg.9,10	eeg.9,10	PRON
globalce-282	51	14	we	we	PRON
globalce-282	51	15	use	use	VERB
globalce-282	51	16	a	a	DET
globalce-282	51	17	black	black	ADJ
globalce-282	51	18	-	-	PUNCT
globalce-282	51	19	and	and	CCONJ
globalce-282	51	20	-	-	PUNCT
globalce-282	51	21	white	white	ADJ
globalce-282	51	22	bitmap	bitmap	NOUN
globalce-282	51	23	image	image	NOUN
globalce-282	51	24	file	file	NOUN
globalce-282	51	25	,	,	PUNCT
globalce-282	51	26	256	256	NUM
globalce-282	51	27	×	×	NOUN
globalce-282	51	28	256	256	NUM
globalce-282	51	29	pixels	pixel	NOUN
globalce-282	51	30	,	,	PUNCT
globalce-282	51	31	to	to	PART
globalce-282	51	32	create	create	VERB
globalce-282	51	33	images	image	NOUN
globalce-282	51	34	from	from	ADP
globalce-282	51	35	the	the	DET
globalce-282	51	36	signal	signal	ADJ
globalce-282	51	37	segments	segment	NOUN
globalce-282	51	38	,	,	PUNCT
globalce-282	51	39	256	256	NUM
globalce-282	51	40	samples	sample	NOUN
globalce-282	51	41	or	or	CCONJ
globalce-282	51	42	1	1	NUM
globalce-282	51	43	second	second	ADJ
globalce-282	51	44	long	long	ADV
globalce-282	51	45	.	.	PUNCT
globalce-282	52	1	samples	sample	NOUN
globalce-282	52	2	will	will	AUX
globalce-282	52	3	appear	appear	VERB
globalce-282	52	4	as	as	SCONJ
globalce-282	52	5	white	white	ADJ
globalce-282	52	6	dots	dot	NOUN
globalce-282	52	7	on	on	ADP
globalce-282	52	8	a	a	DET
globalce-282	52	9	black	black	ADJ
globalce-282	52	10	background	background	NOUN
globalce-282	52	11	and	and	CCONJ
globalce-282	52	12	the	the	DET
globalce-282	52	13	displacement	displacement	NOUN
globalce-282	52	14	of	of	ADP
globalce-282	52	15	dots	dot	NOUN
globalce-282	52	16	from	from	ADP
globalce-282	52	17	the	the	DET
globalce-282	52	18	middle	middle	NOUN
globalce-282	52	19	of	of	ADP
globalce-282	52	20	the	the	DET
globalce-282	52	21	image	image	NOUN
globalce-282	52	22	will	will	AUX
globalce-282	52	23	be	be	AUX
globalce-282	52	24	proportional	proportional	ADJ
globalce-282	52	25	to	to	ADP
globalce-282	52	26	the	the	DET
globalce-282	52	27	value	value	NOUN
globalce-282	52	28	of	of	ADP
globalce-282	52	29	the	the	DET
globalce-282	52	30	corresponding	corresponding	ADJ
globalce-282	52	31	sample	sample	NOUN
globalce-282	52	32	(	(	PUNCT
globalce-282	52	33	figure	figure	NOUN
globalce-282	52	34	2	2	NUM
globalce-282	52	35	)	)	PUNCT
globalce-282	52	36	.	.	PUNCT
globalce-282	53	1	to	to	PART
globalce-282	53	2	create	create	VERB
globalce-282	53	3	images	image	NOUN
globalce-282	53	4	from	from	ADP
globalce-282	53	5	the	the	DET
globalce-282	53	6	signal	signal	NOUN
globalce-282	53	7	spectrum	spectrum	NOUN
globalce-282	53	8	we	we	PRON
globalce-282	53	9	apply	apply	VERB
globalce-282	53	10	short	short	ADJ
globalce-282	53	11	-	-	PUNCT
globalce-282	53	12	time	time	NOUN
globalce-282	53	13	fourier	fourier	NOUN
globalce-282	53	14	transform	transform	NOUN
globalce-282	53	15	on	on	ADP
globalce-282	53	16	the	the	DET
globalce-282	53	17	signal	signal	NOUN
globalce-282	53	18	with	with	ADP
globalce-282	53	19	a	a	DET
globalce-282	53	20	shifting	shift	VERB
globalce-282	53	21	window	window	NOUN
globalce-282	53	22	128	128	NUM
globalce-282	53	23	samples	sample	NOUN
globalce-282	53	24	wide	wide	ADV
globalce-282	53	25	producing	produce	VERB
globalce-282	53	26	a	a	DET
globalce-282	53	27	heatmap	heatmap	NOUN
globalce-282	53	28	-	-	PUNCT
globalce-282	53	29	like	like	ADJ
globalce-282	53	30	rgb	rgb	PROPN
globalce-282	53	31	image	image	NOUN
globalce-282	53	32	,	,	PUNCT
globalce-282	53	33	30	30	NUM
globalce-282	53	34	×	×	NOUN
globalce-282	53	35	32	32	NUM
globalce-282	53	36	pixels	pixel	NOUN
globalce-282	53	37	,	,	PUNCT
globalce-282	53	38	and	and	CCONJ
globalce-282	53	39	3	3	NUM
globalce-282	53	40	color	color	NOUN
globalce-282	53	41	channels	channel	NOUN
globalce-282	53	42	(	(	PUNCT
globalce-282	53	43	figure	figure	NOUN
globalce-282	53	44	3	3	NUM
globalce-282	53	45	)	)	PUNCT
globalce-282	53	46	.	.	PUNCT
globalce-282	54	1	convolutional	convolutional	ADJ
globalce-282	54	2	neural	neural	ADJ
globalce-282	54	3	network	network	NOUN
globalce-282	54	4	is	be	AUX
globalce-282	54	5	a	a	DET
globalce-282	54	6	deep	deep	ADJ
globalce-282	54	7	learning	learning	NOUN
globalce-282	54	8	model	model	NOUN
globalce-282	54	9	for	for	ADP
globalce-282	54	10	processing	processing	NOUN
globalce-282	54	11	data	datum	NOUN
globalce-282	54	12	with	with	ADP
globalce-282	54	13	grid	grid	NOUN
globalce-282	54	14	pattern	pattern	NOUN
globalce-282	54	15	-	-	PUNCT
globalce-282	54	16	like	like	ADJ
globalce-282	54	17	images	image	NOUN
globalce-282	54	18	.	.	PUNCT
globalce-282	55	1	it	it	PRON
globalce-282	55	2	’s	’s	AUX
globalce-282	55	3	inspired	inspire	VERB
globalce-282	55	4	by	by	ADP
globalce-282	55	5	the	the	DET
globalce-282	55	6	optical	optical	ADJ
globalce-282	55	7	cortex	cortex	NOUN
globalce-282	55	8	of	of	ADP
globalce-282	55	9	animals	animal	NOUN
globalce-282	55	10	,	,	PUNCT
globalce-282	55	11	and	and	CCONJ
globalce-282	55	12	it	it	PRON
globalce-282	55	13	’s	’s	AUX
globalce-282	55	14	designed	design	VERB
globalce-282	55	15	to	to	PART
globalce-282	55	16	automatically	automatically	ADV
globalce-282	55	17	learn	learn	VERB
globalce-282	55	18	and	and	CCONJ
globalce-282	55	19	adapt	adapt	VERB
globalce-282	55	20	to	to	ADP
globalce-282	55	21	spatial	spatial	ADJ
globalce-282	55	22	feature	feature	NOUN
globalce-282	55	23	hierarchies	hierarchy	NOUN
globalce-282	55	24	,	,	PUNCT
globalce-282	55	25	beginning	begin	VERB
globalce-282	55	26	from	from	ADP
globalce-282	55	27	low	low	ADJ
globalce-282	55	28	and	and	CCONJ
globalce-282	55	29	moving	move	VERB
globalce-282	55	30	towards	towards	ADP
globalce-282	55	31	higher	high	ADJ
globalce-282	55	32	-	-	PUNCT
globalce-282	55	33	level	level	NOUN
globalce-282	55	34	patterns	pattern	NOUN
globalce-282	55	35	.	.	PUNCT
globalce-282	56	1	typically	typically	ADV
globalce-282	56	2	,	,	PUNCT
globalce-282	56	3	it	it	PRON
globalce-282	56	4	consists	consist	VERB
globalce-282	56	5	of	of	ADP
globalce-282	56	6	three	three	NUM
globalce-282	56	7	types	type	NOUN
globalce-282	56	8	of	of	ADP
globalce-282	56	9	layers	layer	NOUN
globalce-282	56	10	:	:	PUNCT
globalce-282	56	11	convolution	convolution	NOUN
globalce-282	56	12	layer	layer	NOUN
globalce-282	56	13	,	,	PUNCT
globalce-282	56	14	pooling	pool	VERB
globalce-282	56	15	layer	layer	NOUN
globalce-282	56	16	,	,	PUNCT
globalce-282	56	17	and	and	CCONJ
globalce-282	56	18	fully	fully	ADV
globalce-282	56	19	connected	connect	VERB
globalce-282	56	20	layer	layer	NOUN
globalce-282	56	21	.	.	PUNCT
globalce-282	57	1	the	the	DET
globalce-282	57	2	first	first	ADJ
globalce-282	57	3	two	two	NUM
globalce-282	57	4	operate	operate	NOUN
globalce-282	57	5	as	as	ADP
globalce-282	57	6	feature	feature	NOUN
globalce-282	57	7	extractors	extractor	NOUN
globalce-282	57	8	while	while	SCONJ
globalce-282	57	9	the	the	DET
globalce-282	57	10	third	third	ADJ
globalce-282	57	11	maps	map	VERB
globalce-282	57	12	the	the	DET
globalce-282	57	13	extracted	extract	VERB
globalce-282	57	14	features	feature	NOUN
globalce-282	57	15	to	to	ADP
globalce-282	57	16	the	the	DET
globalce-282	57	17	final	final	ADJ
globalce-282	57	18	output	output	NOUN
globalce-282	57	19	,	,	PUNCT
globalce-282	57	20	performing	perform	VERB
globalce-282	57	21	classification	classification	NOUN
globalce-282	57	22	.	.	PUNCT
globalce-282	58	1	the	the	DET
globalce-282	58	2	role	role	NOUN
globalce-282	58	3	of	of	ADP
globalce-282	58	4	the	the	DET
globalce-282	58	5	convolution	convolution	NOUN
globalce-282	58	6	layer	layer	NOUN
globalce-282	58	7	is	be	AUX
globalce-282	58	8	fundamental	fundamental	ADJ
globalce-282	58	9	.	.	PUNCT
globalce-282	59	1	pixel	pixel	PROPN
globalce-282	59	2	values	value	NOUN
globalce-282	59	3	in	in	ADP
globalce-282	59	4	digital	digital	ADJ
globalce-282	59	5	images	image	NOUN
globalce-282	59	6	are	be	AUX
globalce-282	59	7	stored	store	VERB
globalce-282	59	8	in	in	ADP
globalce-282	59	9	a	a	DET
globalce-282	59	10	two	two	NUM
globalce-282	59	11	-	-	PUNCT
globalce-282	59	12	dimensional	dimensional	ADJ
globalce-282	59	13	grid	grid	NOUN
globalce-282	59	14	,	,	PUNCT
globalce-282	59	15	a	a	DET
globalce-282	59	16	matrix	matrix	NOUN
globalce-282	59	17	.	.	PUNCT
globalce-282	60	1	an	an	DET
globalce-282	60	2	optimized	optimize	VERB
globalce-282	60	3	feature	feature	NOUN
globalce-282	60	4	extractor	extractor	NOUN
globalce-282	60	5	,	,	PUNCT
globalce-282	60	6	called	call	VERB
globalce-282	60	7	the	the	DET
globalce-282	60	8	kernel	kernel	NOUN
globalce-282	60	9	,	,	PUNCT
globalce-282	60	10	is	be	AUX
globalce-282	60	11	applied	apply	VERB
globalce-282	60	12	to	to	ADP
globalce-282	60	13	each	each	DET
globalce-282	60	14	position	position	NOUN
globalce-282	60	15	of	of	ADP
globalce-282	60	16	the	the	DET
globalce-282	60	17	image	image	NOUN
globalce-282	60	18	.	.	PUNCT
globalce-282	61	1	every	every	DET
globalce-282	61	2	layer	layer	NOUN
globalce-282	61	3	’s	’s	PART
globalce-282	61	4	output	output	NOUN
globalce-282	61	5	is	be	AUX
globalce-282	61	6	the	the	DET
globalce-282	61	7	input	input	NOUN
globalce-282	61	8	of	of	ADP
globalce-282	61	9	the	the	DET
globalce-282	61	10	next	next	ADJ
globalce-282	61	11	layer	layer	NOUN
globalce-282	61	12	,	,	PUNCT
globalce-282	61	13	so	so	CCONJ
globalce-282	61	14	the	the	DET
globalce-282	61	15	extracted	extract	VERB
globalce-282	61	16	features	feature	NOUN
globalce-282	61	17	may	may	AUX
globalce-282	61	18	progressively	progressively	ADV
globalce-282	61	19	become	become	VERB
globalce-282	61	20	more	more	ADV
globalce-282	61	21	complex	complex	ADJ
globalce-282	61	22	.	.	PUNCT
globalce-282	62	1	the	the	DET
globalce-282	62	2	parameters	parameter	NOUN
globalce-282	62	3	of	of	ADP
globalce-282	62	4	the	the	DET
globalce-282	62	5	kernels	kernel	NOUN
globalce-282	62	6	are	be	AUX
globalce-282	62	7	optimized	optimize	VERB
globalce-282	62	8	by	by	ADP
globalce-282	62	9	training	training	NOUN
globalce-282	62	10	performed	perform	VERB
globalce-282	62	11	using	use	VERB
globalce-282	62	12	the	the	DET
globalce-282	62	13	backpropagation	backpropagation	NOUN
globalce-282	62	14	algorithm	algorithm	NOUN
globalce-282	62	15	—	—	PUNCT
globalce-282	62	16	gradient	gradient	NOUN
globalce-282	62	17	descent.11	descent.11	NOUN
globalce-282	62	18	for	for	ADP
globalce-282	62	19	processing	process	VERB
globalce-282	62	20	the	the	DET
globalce-282	62	21	black	black	ADJ
globalce-282	62	22	and	and	CCONJ
globalce-282	62	23	white	white	ADJ
globalce-282	62	24	256	256	NUM
globalce-282	62	25	×	×	NOUN
globalce-282	62	26	256	256	NUM
globalce-282	62	27	signal	signal	NOUN
globalce-282	62	28	images	image	NOUN
globalce-282	62	29	,	,	PUNCT
globalce-282	62	30	we	we	PRON
globalce-282	62	31	create	create	VERB
globalce-282	62	32	a	a	DET
globalce-282	62	33	cnn	cnn	NOUN
globalce-282	62	34	of	of	ADP
globalce-282	62	35	3	3	NUM
globalce-282	62	36	convolutional	convolutional	ADJ
globalce-282	62	37	layers	layer	NOUN
globalce-282	62	38	.	.	PUNCT
globalce-282	63	1	for	for	ADP
globalce-282	63	2	processing	process	VERB
globalce-282	63	3	the	the	DET
globalce-282	63	4	rgb	rgb	PROPN
globalce-282	63	5	30	30	NUM
globalce-282	63	6	×	×	NOUN
globalce-282	63	7	32	32	NUM
globalce-282	63	8	spectrum	spectrum	NOUN
globalce-282	63	9	images	image	NOUN
globalce-282	63	10	,	,	PUNCT
globalce-282	63	11	we	we	PRON
globalce-282	63	12	create	create	VERB
globalce-282	63	13	a	a	DET
globalce-282	63	14	cnn	cnn	NOUN
globalce-282	63	15	of	of	ADP
globalce-282	63	16	4	4	NUM
globalce-282	63	17	convolutional	convolutional	ADJ
globalce-282	63	18	layers	layer	NOUN
globalce-282	63	19	.	.	PUNCT
globalce-282	64	1	inception	inception	PROPN
globalce-282	64	2	v3	v3	PROPN
globalce-282	64	3	is	be	AUX
globalce-282	64	4	a	a	DET
globalce-282	64	5	deep	deep	ADJ
globalce-282	64	6	learning	learning	NOUN
globalce-282	64	7	model	model	NOUN
globalce-282	64	8	based	base	VERB
globalce-282	64	9	on	on	ADP
globalce-282	64	10	convolutional	convolutional	ADJ
globalce-282	64	11	networks	network	NOUN
globalce-282	64	12	,	,	PUNCT
globalce-282	64	13	used	use	VERB
globalce-282	64	14	in	in	ADP
globalce-282	64	15	image	image	NOUN
globalce-282	64	16	classification	classification	NOUN
globalce-282	64	17	.	.	PUNCT
globalce-282	65	1	it	it	PRON
globalce-282	65	2	is	be	AUX
globalce-282	65	3	an	an	DET
globalce-282	65	4	improved	improved	ADJ
globalce-282	65	5	version	version	NOUN
globalce-282	65	6	of	of	ADP
globalce-282	65	7	inception	inception	PROPN
globalce-282	65	8	v1	v1	PROPN
globalce-282	65	9	,	,	PUNCT
globalce-282	65	10	published	publish	VERB
globalce-282	65	11	as	as	ADP
globalce-282	65	12	googlenet	googlenet	NOUN
globalce-282	65	13	in	in	ADP
globalce-282	65	14	2014	2014	NUM
globalce-282	65	15	,	,	PUNCT
globalce-282	65	16	with	with	ADP
globalce-282	65	17	4	4	NUM
globalce-282	65	18	major	major	ADJ
globalce-282	65	19	modifications	modification	NOUN
globalce-282	65	20	:	:	PUNCT
globalce-282	65	21	factorization	factorization	NOUN
globalce-282	65	22	into	into	ADP
globalce-282	65	23	smaller	small	ADJ
globalce-282	65	24	convolutions	convolution	NOUN
globalce-282	65	25	,	,	PUNCT
globalce-282	65	26	spatial	spatial	ADJ
globalce-282	65	27	factorization	factorization	NOUN
globalce-282	65	28	into	into	ADP
globalce-282	65	29	asymmetric	asymmetric	ADJ
globalce-282	65	30	convolutions	convolution	NOUN
globalce-282	65	31	,	,	PUNCT
globalce-282	65	32	utility	utility	NOUN
globalce-282	65	33	of	of	ADP
globalce-282	65	34	auxiliary	auxiliary	ADJ
globalce-282	65	35	classifiers	classifier	NOUN
globalce-282	65	36	,	,	PUNCT
globalce-282	65	37	and	and	CCONJ
globalce-282	65	38	efficient	efficient	ADJ
globalce-282	65	39	grid	grid	NOUN
globalce-282	65	40	size	size	NOUN
globalce-282	65	41	reduction12	reduction12	NOUN
globalce-282	65	42	,	,	PUNCT
globalce-282	65	43	which	which	PRON
globalce-282	65	44	was	be	AUX
globalce-282	65	45	developed	develop	VERB
globalce-282	65	46	by	by	ADP
globalce-282	65	47	a	a	DET
globalce-282	65	48	google	google	NOUN
globalce-282	65	49	team	team	NOUN
globalce-282	65	50	.	.	PUNCT
globalce-282	66	1	inception	inception	PROPN
globalce-282	66	2	v3	v3	PROPN
globalce-282	66	3	is	be	AUX
globalce-282	66	4	made	make	VERB
globalce-282	66	5	of	of	ADP
globalce-282	66	6	42	42	NUM
globalce-282	66	7	layers	layer	NOUN
globalce-282	66	8	,	,	PUNCT
globalce-282	66	9	a	a	DET
globalce-282	66	10	few	few	ADJ
globalce-282	66	11	more	more	ADJ
globalce-282	66	12	than	than	ADP
globalce-282	66	13	in	in	ADP
globalce-282	66	14	v1	v1	NOUN
globalce-282	66	15	and	and	CCONJ
globalce-282	66	16	v2	v2	NOUN
globalce-282	66	17	.	.	PUNCT
globalce-282	67	1	however	however	ADV
globalce-282	67	2	,	,	PUNCT
globalce-282	67	3	the	the	DET
globalce-282	67	4	effectiveness	effectiveness	NOUN
globalce-282	67	5	of	of	ADP
globalce-282	67	6	the	the	DET
globalce-282	67	7	model	model	NOUN
globalce-282	67	8	is	be	AUX
globalce-282	67	9	impressively	impressively	ADV
globalce-282	67	10	boosted	boost	VERB
globalce-282	67	11	.	.	PUNCT
globalce-282	68	1	as	as	SCONJ
globalce-282	68	2	expected	expect	VERB
globalce-282	68	3	,	,	PUNCT
globalce-282	68	4	inception	inception	PROPN
globalce-282	68	5	v3	v3	PROPN
globalce-282	68	6	has	have	VERB
globalce-282	68	7	greater	great	ADJ
globalce-282	68	8	accuracy	accuracy	NOUN
globalce-282	68	9	and	and	CCONJ
globalce-282	68	10	a	a	DET
globalce-282	68	11	smaller	small	ADJ
globalce-282	68	12	computational	computational	ADJ
globalce-282	68	13	cost	cost	NOUN
globalce-282	68	14	compared	compare	VERB
globalce-282	68	15	to	to	ADP
globalce-282	68	16	the	the	DET
globalce-282	68	17	previous	previous	ADJ
globalce-282	68	18	versions	version	NOUN
globalce-282	68	19	.	.	PUNCT
globalce-282	69	1	it	it	PRON
globalce-282	69	2	even	even	ADV
globalce-282	69	3	has	have	VERB
globalce-282	69	4	lower	low	ADJ
globalce-282	69	5	error	error	NOUN
globalce-282	69	6	rates	rate	NOUN
globalce-282	69	7	compared	compare	VERB
globalce-282	69	8	to	to	ADP
globalce-282	69	9	previous	previous	ADJ
globalce-282	69	10	and	and	CCONJ
globalce-282	69	11	newer	new	ADJ
globalce-282	69	12	image	image	NOUN
globalce-282	69	13	classification	classification	NOUN
globalce-282	69	14	models.13	models.13	NOUN
globalce-282	69	15	we	we	PRON
globalce-282	69	16	download	download	VERB
globalce-282	69	17	the	the	DET
globalce-282	69	18	pre	pre	ADJ
globalce-282	69	19	-	-	ADJ
globalce-282	69	20	trained	train	VERB
globalce-282	69	21	inception	inception	ADJ
globalce-282	69	22	v3	v3	PROPN
globalce-282	69	23	network	network	NOUN
globalce-282	69	24	with	with	ADP
globalce-282	69	25	all	all	DET
globalce-282	69	26	the	the	DET
globalce-282	69	27	necessary	necessary	ADJ
globalce-282	69	28	libraries	library	NOUN
globalce-282	69	29	and	and	CCONJ
globalce-282	69	30	data	datum	NOUN
globalce-282	69	31	from	from	ADP
globalce-282	69	32	the	the	DET
globalce-282	69	33	matlab	matlab	PROPN
globalce-282	69	34	command	command	NOUN
globalce-282	69	35	line	line	NOUN
globalce-282	69	36	.	.	PUNCT
globalce-282	70	1	inception	inception	PROPN
globalce-282	70	2	v3	v3	PROPN
globalce-282	70	3	is	be	AUX
globalce-282	70	4	pre	pre	ADJ
globalce-282	70	5	-	-	VERB
globalce-282	70	6	trained	train	VERB
globalce-282	70	7	on	on	ADP
globalce-282	70	8	more	more	ADJ
globalce-282	70	9	than	than	ADP
globalce-282	70	10	a	a	DET
globalce-282	70	11	million	million	NUM
globalce-282	70	12	images	image	NOUN
globalce-282	70	13	of	of	ADP
globalce-282	70	14	the	the	DET
globalce-282	70	15	imagenet	imagenet	NOUN
globalce-282	70	16	database	database	NOUN
globalce-282	70	17	.	.	PUNCT
globalce-282	71	1	it	it	PRON
globalce-282	71	2	has	have	VERB
globalce-282	71	3	316	316	NUM
globalce-282	71	4	layers	layer	NOUN
globalce-282	71	5	in	in	ADP
globalce-282	71	6	total	total	NOUN
globalce-282	71	7	and	and	CCONJ
globalce-282	71	8	can	can	AUX
globalce-282	71	9	classify	classify	VERB
globalce-282	71	10	images	image	NOUN
globalce-282	71	11	into	into	ADP
globalce-282	71	12	1000	1000	NUM
globalce-282	71	13	object	object	NOUN
globalce-282	71	14	categories.14	categories.14	NOUN
globalce-282	71	15	unfortunately	unfortunately	ADV
globalce-282	71	16	,	,	PUNCT
globalce-282	71	17	we	we	PRON
globalce-282	71	18	lack	lack	VERB
globalce-282	71	19	the	the	DET
globalce-282	71	20	computational	computational	ADJ
globalce-282	71	21	power	power	NOUN
globalce-282	71	22	,	,	PUNCT
globalce-282	71	23	memory	memory	NOUN
globalce-282	71	24	,	,	PUNCT
globalce-282	71	25	and	and	CCONJ
globalce-282	71	26	time	time	NOUN
globalce-282	71	27	to	to	PART
globalce-282	71	28	perform	perform	VERB
globalce-282	71	29	full	full	ADJ
globalce-282	71	30	training	training	NOUN
globalce-282	71	31	on	on	ADP
globalce-282	71	32	our	our	PRON
globalce-282	71	33	own	own	ADJ
globalce-282	71	34	dataset	dataset	NOUN
globalce-282	71	35	.	.	PUNCT
globalce-282	72	1	instead	instead	ADV
globalce-282	72	2	,	,	PUNCT
globalce-282	72	3	we	we	PRON
globalce-282	72	4	keep	keep	VERB
globalce-282	72	5	the	the	DET
globalce-282	72	6	first	first	ADJ
globalce-282	72	7	198	198	NUM
globalce-282	72	8	layers	layer	NOUN
globalce-282	72	9	frozen	freeze	VERB
globalce-282	72	10	by	by	ADP
globalce-282	72	11	using	use	VERB
globalce-282	72	12	the	the	DET
globalce-282	72	13	freezeweights	freezeweight	NOUN
globalce-282	72	14	function	function	NOUN
globalce-282	72	15	,	,	PUNCT
globalce-282	72	16	leaving	leave	VERB
globalce-282	72	17	the	the	DET
globalce-282	72	18	other	other	ADJ
globalce-282	72	19	layers	layer	NOUN
globalce-282	72	20	’	'	PUNCT
globalce-282	72	21	parameters	parameter	NOUN
globalce-282	72	22	figure	figure	VERB
globalce-282	72	23	1	1	NUM
globalce-282	72	24	.	.	PUNCT
globalce-282	73	1	spikes	spike	NOUN
globalce-282	73	2	,	,	PUNCT
globalce-282	73	3	spike	spike	NOUN
globalce-282	73	4	-	-	PUNCT
globalce-282	73	5	and	and	CCONJ
globalce-282	73	6	-	-	PUNCT
globalce-282	73	7	slow	slow	ADJ
globalce-282	73	8	waves	wave	NOUN
globalce-282	73	9	,	,	PUNCT
globalce-282	73	10	and	and	CCONJ
globalce-282	73	11	sharp	sharp	ADJ
globalce-282	73	12	waves	wave	NOUN
globalce-282	73	13	.	.	PUNCT
globalce-282	73	14	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-282	74	1	http://globalce.org	http://globalce.org	PROPN
globalce-282	74	2	http://globalce.org	http://globalce.org	PROPN
globalce-282	74	3	j	j	PROPN
globalce-282	74	4	global	global	ADJ
globalce-282	74	5	clinical	clinical	ADJ
globalce-282	74	6	engineering	engineering	PROPN
globalce-282	74	7	vol.6	vol.6	PROPN
globalce-282	74	8	special	special	ADJ
globalce-282	74	9	issue	issue	NOUN
globalce-282	74	10	6	6	NUM
globalce-282	74	11	:	:	SYM
globalce-282	74	12	2024	2024	NUM
globalce-282	74	13	92	92	NUM
globalce-282	74	14	free	free	ADJ
globalce-282	74	15	to	to	PART
globalce-282	74	16	adapt	adapt	VERB
globalce-282	74	17	during	during	ADP
globalce-282	74	18	the	the	DET
globalce-282	74	19	training	training	NOUN
globalce-282	74	20	.	.	PUNCT
globalce-282	75	1	we	we	PRON
globalce-282	75	2	estimate	estimate	VERB
globalce-282	75	3	that	that	SCONJ
globalce-282	75	4	the	the	DET
globalce-282	75	5	first	first	ADJ
globalce-282	75	6	layers	layer	NOUN
globalce-282	75	7	of	of	ADP
globalce-282	75	8	the	the	DET
globalce-282	75	9	network	network	NOUN
globalce-282	75	10	form	form	VERB
globalce-282	75	11	the	the	DET
globalce-282	75	12	simple	simple	ADJ
globalce-282	75	13	,	,	PUNCT
globalce-282	75	14	low	low	ADJ
globalce-282	75	15	-	-	PUNCT
globalce-282	75	16	level	level	NOUN
globalce-282	75	17	patterns	pattern	NOUN
globalce-282	75	18	common	common	ADJ
globalce-282	75	19	to	to	ADP
globalce-282	75	20	all	all	DET
globalce-282	75	21	kinds	kind	NOUN
globalce-282	75	22	of	of	ADP
globalce-282	75	23	images	image	NOUN
globalce-282	75	24	.	.	PUNCT
globalce-282	76	1	the	the	DET
globalce-282	76	2	higher	high	ADJ
globalce-282	76	3	-	-	PUNCT
globalce-282	76	4	level	level	NOUN
globalce-282	76	5	patterns	pattern	NOUN
globalce-282	76	6	built	build	VERB
globalce-282	76	7	in	in	ADP
globalce-282	76	8	the	the	DET
globalce-282	76	9	last	last	ADJ
globalce-282	76	10	levels	level	NOUN
globalce-282	76	11	,	,	PUNCT
globalce-282	76	12	on	on	ADP
globalce-282	76	13	the	the	DET
globalce-282	76	14	other	other	ADJ
globalce-282	76	15	hand	hand	NOUN
globalce-282	76	16	,	,	PUNCT
globalce-282	76	17	are	be	AUX
globalce-282	76	18	more	more	ADV
globalce-282	76	19	important	important	ADJ
globalce-282	76	20	and	and	CCONJ
globalce-282	76	21	are	be	AUX
globalce-282	76	22	the	the	DET
globalce-282	76	23	ones	one	NOUN
globalce-282	76	24	that	that	PRON
globalce-282	76	25	give	give	VERB
globalce-282	76	26	the	the	DET
globalce-282	76	27	differences	difference	NOUN
globalce-282	76	28	in	in	ADP
globalce-282	76	29	the	the	DET
globalce-282	76	30	images	image	NOUN
globalce-282	76	31	,	,	PUNCT
globalce-282	76	32	so	so	SCONJ
globalce-282	76	33	they	they	PRON
globalce-282	76	34	need	need	VERB
globalce-282	76	35	to	to	PART
globalce-282	76	36	be	be	AUX
globalce-282	76	37	formed	form	VERB
globalce-282	76	38	freely	freely	ADV
globalce-282	76	39	during	during	ADP
globalce-282	76	40	the	the	DET
globalce-282	76	41	training	training	NOUN
globalce-282	76	42	.	.	PUNCT
globalce-282	77	1	for	for	ADP
globalce-282	77	2	better	well	ADJ
globalce-282	77	3	visibility	visibility	NOUN
globalce-282	77	4	of	of	ADP
globalce-282	77	5	our	our	PRON
globalce-282	77	6	images	image	NOUN
globalce-282	77	7	by	by	ADP
globalce-282	77	8	the	the	DET
globalce-282	77	9	network	network	NOUN
globalce-282	77	10	,	,	PUNCT
globalce-282	77	11	we	we	PRON
globalce-282	77	12	augment	augment	VERB
globalce-282	77	13	the	the	DET
globalce-282	77	14	pixel	pixel	PROPN
globalce-282	77	15	range	range	NOUN
globalce-282	77	16	by	by	ADP
globalce-282	77	17	using	use	VERB
globalce-282	77	18	the	the	DET
globalce-282	77	19	imagedataaugmenter	imagedataaugmenter	NOUN
globalce-282	77	20	tool	tool	NOUN
globalce-282	77	21	.	.	PUNCT
globalce-282	78	1	last	last	ADJ
globalce-282	78	2	,	,	PUNCT
globalce-282	78	3	but	but	CCONJ
globalce-282	78	4	not	not	PART
globalce-282	78	5	least	least	ADJ
globalce-282	78	6	,	,	PUNCT
globalce-282	78	7	we	we	PRON
globalce-282	78	8	conducted	conduct	VERB
globalce-282	78	9	the	the	DET
globalce-282	78	10	simplest	simple	ADJ
globalce-282	78	11	experiment	experiment	NOUN
globalce-282	78	12	of	of	ADP
globalce-282	78	13	all	all	PRON
globalce-282	78	14	.	.	PUNCT
globalce-282	79	1	we	we	PRON
globalce-282	79	2	fed	feed	VERB
globalce-282	79	3	our	our	PRON
globalce-282	79	4	raw	raw	ADJ
globalce-282	79	5	data	datum	NOUN
globalce-282	79	6	in	in	ADP
globalce-282	79	7	a	a	DET
globalce-282	79	8	relatively	relatively	ADV
globalce-282	79	9	small	small	ADJ
globalce-282	79	10	ffnn	ffnn	NOUN
globalce-282	79	11	—	—	PUNCT
globalce-282	79	12	three	three	NUM
globalce-282	79	13	hidden	hidden	ADJ
globalce-282	79	14	layers	layer	NOUN
globalce-282	79	15	of	of	ADP
globalce-282	79	16	sizes	size	NOUN
globalce-282	79	17	64	64	NUM
globalce-282	79	18	,	,	PUNCT
globalce-282	79	19	32	32	NUM
globalce-282	79	20	,	,	PUNCT
globalce-282	79	21	and	and	CCONJ
globalce-282	79	22	16	16	NUM
globalce-282	79	23	.	.	PUNCT
globalce-282	80	1	the	the	DET
globalce-282	80	2	levenberg	levenberg	PROPN
globalce-282	80	3	-	-	PUNCT
globalce-282	80	4	marqurdt	marqurdt	ADJ
globalce-282	80	5	algorithm	algorithm	NOUN
globalce-282	80	6	is	be	AUX
globalce-282	80	7	used	use	VERB
globalce-282	80	8	to	to	PART
globalce-282	80	9	train	train	VERB
globalce-282	80	10	the	the	DET
globalce-282	80	11	network	network	NOUN
globalce-282	80	12	and	and	CCONJ
globalce-282	80	13	we	we	PRON
globalce-282	80	14	use	use	VERB
globalce-282	80	15	mean	mean	VERB
globalce-282	80	16	squared	square	VERB
globalce-282	80	17	error	error	NOUN
globalce-282	80	18	as	as	ADP
globalce-282	80	19	the	the	DET
globalce-282	80	20	error	error	NOUN
globalce-282	80	21	measure	measure	NOUN
globalce-282	80	22	.	.	PUNCT
globalce-282	81	1	each	each	DET
globalce-282	81	2	input	input	NOUN
globalce-282	81	3	item	item	NOUN
globalce-282	81	4	consists	consist	VERB
globalce-282	81	5	of	of	ADP
globalce-282	81	6	256	256	NUM
globalce-282	81	7	numerical	numerical	ADJ
globalce-282	81	8	sample	sample	NOUN
globalce-282	81	9	values	value	NOUN
globalce-282	81	10	of	of	ADP
globalce-282	81	11	our	our	PRON
globalce-282	81	12	signal	signal	NOUN
globalce-282	81	13	,	,	PUNCT
globalce-282	81	14	one	one	NUM
globalce-282	81	15	second	second	ADJ
globalce-282	81	16	long	long	ADJ
globalce-282	81	17	(	(	PUNCT
globalce-282	81	18	1s	1s	NUM
globalce-282	81	19	)	)	PUNCT
globalce-282	81	20	.	.	PUNCT
globalce-282	82	1	we	we	PRON
globalce-282	82	2	based	base	VERB
globalce-282	82	3	this	this	DET
globalce-282	82	4	last	last	ADJ
globalce-282	82	5	experiment	experiment	NOUN
globalce-282	82	6	on	on	ADP
globalce-282	82	7	the	the	DET
globalce-282	82	8	estimate	estimate	NOUN
globalce-282	82	9	that	that	SCONJ
globalce-282	82	10	the	the	DET
globalce-282	82	11	neural	neural	ADJ
globalce-282	82	12	network	network	NOUN
globalce-282	82	13	has	have	AUX
globalce-282	82	14	the	the	DET
globalce-282	82	15	flexibility	flexibility	NOUN
globalce-282	82	16	to	to	PART
globalce-282	82	17	extract	extract	VERB
globalce-282	82	18	the	the	DET
globalce-282	82	19	correct	correct	ADJ
globalce-282	82	20	relations	relation	NOUN
globalce-282	82	21	by	by	ADP
globalce-282	82	22	calculating	calculate	VERB
globalce-282	82	23	the	the	DET
globalce-282	82	24	appropriate	appropriate	ADJ
globalce-282	82	25	weights	weight	NOUN
globalce-282	82	26	that	that	PRON
globalce-282	82	27	minimize	minimize	VERB
globalce-282	82	28	the	the	DET
globalce-282	82	29	error	error	NOUN
globalce-282	82	30	.	.	PUNCT
globalce-282	83	1	also	also	ADV
globalce-282	83	2	,	,	PUNCT
globalce-282	83	3	we	we	PRON
globalce-282	83	4	know	know	VERB
globalce-282	83	5	that	that	SCONJ
globalce-282	83	6	the	the	DET
globalce-282	83	7	sample	sample	NOUN
globalce-282	83	8	values	value	NOUN
globalce-282	83	9	contain	contain	VERB
globalce-282	83	10	all	all	DET
globalce-282	83	11	the	the	DET
globalce-282	83	12	information	information	NOUN
globalce-282	83	13	in	in	ADP
globalce-282	83	14	the	the	DET
globalce-282	83	15	signal	signal	NOUN
globalce-282	83	16	.	.	PUNCT
globalce-282	84	1	results	result	NOUN
globalce-282	84	2	we	we	PRON
globalce-282	84	3	split	split	VERB
globalce-282	84	4	our	our	PRON
globalce-282	84	5	data	datum	NOUN
globalce-282	84	6	into	into	ADP
globalce-282	84	7	train	train	NOUN
globalce-282	84	8	and	and	CCONJ
globalce-282	84	9	test	test	NOUN
globalce-282	84	10	-	-	PUNCT
globalce-282	84	11	set	set	VERB
globalce-282	84	12	randomly	randomly	ADV
globalce-282	84	13	,	,	PUNCT
globalce-282	84	14	70	70	NUM
globalce-282	84	15	%	%	NOUN
globalce-282	84	16	train	train	NOUN
globalce-282	84	17	-	-	PUNCT
globalce-282	84	18	set	set	VERB
globalce-282	84	19	and	and	CCONJ
globalce-282	84	20	30	30	NUM
globalce-282	84	21	%	%	NOUN
globalce-282	84	22	test	test	NOUN
globalce-282	84	23	-	-	PUNCT
globalce-282	84	24	set	set	NOUN
globalce-282	84	25	.	.	PUNCT
globalce-282	85	1	all	all	DET
globalce-282	85	2	our	our	PRON
globalce-282	85	3	models	model	NOUN
globalce-282	85	4	automatically	automatically	ADV
globalce-282	85	5	use	use	VERB
globalce-282	85	6	an	an	DET
globalce-282	85	7	independent	independent	ADJ
globalce-282	85	8	part	part	NOUN
globalce-282	85	9	of	of	ADP
globalce-282	85	10	the	the	DET
globalce-282	85	11	train	train	NOUN
globalce-282	85	12	set	set	NOUN
globalce-282	85	13	for	for	ADP
globalce-282	85	14	validation	validation	NOUN
globalce-282	85	15	.	.	PUNCT
globalce-282	86	1	for	for	ADP
globalce-282	86	2	the	the	DET
globalce-282	86	3	evaluation	evaluation	NOUN
globalce-282	86	4	of	of	ADP
globalce-282	86	5	our	our	PRON
globalce-282	86	6	results	result	NOUN
globalce-282	86	7	,	,	PUNCT
globalce-282	86	8	we	we	PRON
globalce-282	86	9	focus	focus	VERB
globalce-282	86	10	mainly	mainly	ADV
globalce-282	86	11	on	on	ADP
globalce-282	86	12	the	the	DET
globalce-282	86	13	metric	metric	NOUN
globalce-282	86	14	of	of	ADP
globalce-282	86	15	accuracy	accuracy	NOUN
globalce-282	86	16	(	(	PUNCT
globalce-282	86	17	sensitivity	sensitivity	NOUN
globalce-282	86	18	and	and	CCONJ
globalce-282	86	19	specificity	specificity	NOUN
globalce-282	86	20	were	be	AUX
globalce-282	86	21	also	also	ADV
globalce-282	86	22	measured	measure	VERB
globalce-282	86	23	)	)	PUNCT
globalce-282	86	24	.	.	PUNCT
globalce-282	87	1	accuracy	accuracy	NOUN
globalce-282	87	2	is	be	AUX
globalce-282	87	3	a	a	DET
globalce-282	87	4	qualitative	qualitative	ADJ
globalce-282	87	5	metric	metric	NOUN
globalce-282	87	6	of	of	ADP
globalce-282	87	7	performance	performance	NOUN
globalce-282	87	8	that	that	PRON
globalce-282	87	9	gives	give	VERB
globalce-282	87	10	the	the	DET
globalce-282	87	11	proximity	proximity	NOUN
globalce-282	87	12	of	of	ADP
globalce-282	87	13	a	a	DET
globalce-282	87	14	measurement	measurement	NOUN
globalce-282	87	15	to	to	ADP
globalce-282	87	16	the	the	DET
globalce-282	87	17	actual	actual	ADJ
globalce-282	87	18	value.15	value.15	NOUN
globalce-282	87	19	we	we	PRON
globalce-282	87	20	rely	rely	VERB
globalce-282	87	21	on	on	ADP
globalce-282	87	22	this	this	DET
globalce-282	87	23	metric	metric	NOUN
globalce-282	87	24	because	because	SCONJ
globalce-282	87	25	our	our	PRON
globalce-282	87	26	study	study	NOUN
globalce-282	87	27	consists	consist	VERB
globalce-282	87	28	of	of	ADP
globalce-282	87	29	binary	binary	ADJ
globalce-282	87	30	classification	classification	NOUN
globalce-282	87	31	where	where	SCONJ
globalce-282	87	32	the	the	DET
globalce-282	87	33	numbers	number	NOUN
globalce-282	87	34	of	of	ADP
globalce-282	87	35	items	item	NOUN
globalce-282	87	36	of	of	ADP
globalce-282	87	37	the	the	DET
globalce-282	87	38	two	two	NUM
globalce-282	87	39	classes	class	NOUN
globalce-282	87	40	do	do	AUX
globalce-282	87	41	not	not	PART
globalce-282	87	42	differ	differ	VERB
globalce-282	87	43	significantly	significantly	ADV
globalce-282	87	44	.	.	PUNCT
globalce-282	88	1	also	also	ADV
globalce-282	88	2	,	,	PUNCT
globalce-282	88	3	accuracy	accuracy	NOUN
globalce-282	88	4	includes	include	VERB
globalce-282	88	5	other	other	ADJ
globalce-282	88	6	metrics	metric	NOUN
globalce-282	88	7	(	(	PUNCT
globalce-282	88	8	precision	precision	NOUN
globalce-282	88	9	and	and	CCONJ
globalce-282	88	10	trueness	trueness	NOUN
globalce-282	88	11	)	)	PUNCT
globalce-282	88	12	and	and	CCONJ
globalce-282	88	13	is	be	AUX
globalce-282	88	14	a	a	DET
globalce-282	88	15	function	function	NOUN
globalce-282	88	16	of	of	ADP
globalce-282	88	17	these	these	DET
globalce-282	88	18	metrics	metric	NOUN
globalce-282	88	19	.	.	PUNCT
globalce-282	89	1	we	we	PRON
globalce-282	89	2	performed	perform	VERB
globalce-282	89	3	the	the	DET
globalce-282	89	4	training	training	NOUN
globalce-282	89	5	process	process	NOUN
globalce-282	89	6	of	of	ADP
globalce-282	89	7	a	a	DET
globalce-282	89	8	three	three	NUM
globalce-282	89	9	-	-	PUNCT
globalce-282	89	10	layer	layer	NOUN
globalce-282	89	11	cnn	cnn	NOUN
globalce-282	89	12	several	several	ADJ
globalce-282	89	13	times	time	NOUN
globalce-282	89	14	.	.	PUNCT
globalce-282	90	1	in	in	ADP
globalce-282	90	2	the	the	DET
globalce-282	90	3	best	good	ADJ
globalce-282	90	4	case	case	NOUN
globalce-282	90	5	,	,	PUNCT
globalce-282	90	6	we	we	PRON
globalce-282	90	7	have	have	VERB
globalce-282	90	8	85	85	NUM
globalce-282	90	9	%	%	NOUN
globalce-282	90	10	accuracy	accuracy	NOUN
globalce-282	90	11	while	while	SCONJ
globalce-282	90	12	the	the	DET
globalce-282	90	13	average	average	ADJ
globalce-282	90	14	accuracy	accuracy	NOUN
globalce-282	90	15	is	be	AUX
globalce-282	90	16	78.22	78.22	NUM
globalce-282	90	17	%	%	NOUN
globalce-282	90	18	after	after	ADP
globalce-282	90	19	approximately	approximately	ADV
globalce-282	90	20	7	7	NUM
globalce-282	90	21	minutes	minute	NOUN
globalce-282	90	22	of	of	ADP
globalce-282	90	23	training	training	NOUN
globalce-282	90	24	.	.	PUNCT
globalce-282	91	1	although	although	SCONJ
globalce-282	91	2	far	far	ADV
globalce-282	91	3	from	from	ADP
globalce-282	91	4	perfect	perfect	ADJ
globalce-282	91	5	,	,	PUNCT
globalce-282	91	6	these	these	DET
globalce-282	91	7	results	result	NOUN
globalce-282	91	8	are	be	AUX
globalce-282	91	9	surprisingly	surprisingly	ADV
globalce-282	91	10	good	good	ADJ
globalce-282	91	11	.	.	PUNCT
globalce-282	92	1	nobody	nobody	PRON
globalce-282	92	2	expected	expect	VERB
globalce-282	92	3	a	a	DET
globalce-282	92	4	simple	simple	ADJ
globalce-282	92	5	three	three	NUM
globalce-282	92	6	-	-	PUNCT
globalce-282	92	7	layer	layer	NOUN
globalce-282	92	8	cnn	cnn	PROPN
globalce-282	92	9	could	could	AUX
globalce-282	92	10	trace	trace	VERB
globalce-282	92	11	patterns	pattern	NOUN
globalce-282	92	12	and	and	CCONJ
globalce-282	92	13	relations	relation	NOUN
globalce-282	92	14	among	among	ADP
globalce-282	92	15	them	they	PRON
globalce-282	92	16	in	in	ADP
globalce-282	92	17	a	a	DET
globalce-282	92	18	black	black	ADJ
globalce-282	92	19	picture	picture	NOUN
globalce-282	92	20	with	with	ADP
globalce-282	92	21	256	256	NUM
globalce-282	92	22	small	small	ADJ
globalce-282	92	23	white	white	ADJ
globalce-282	92	24	dots	dot	NOUN
globalce-282	92	25	.	.	PUNCT
globalce-282	93	1	these	these	DET
globalce-282	93	2	results	result	NOUN
globalce-282	93	3	must	must	AUX
globalce-282	93	4	be	be	AUX
globalce-282	93	5	further	far	ADV
globalce-282	93	6	studied	study	VERB
globalce-282	93	7	and	and	CCONJ
globalce-282	93	8	may	may	AUX
globalce-282	93	9	help	help	VERB
globalce-282	93	10	create	create	VERB
globalce-282	93	11	optimized	optimize	VERB
globalce-282	93	12	hybrid	hybrid	NOUN
globalce-282	93	13	meg	meg	NOUN
globalce-282	93	14	classification	classification	NOUN
globalce-282	93	15	models	model	NOUN
globalce-282	93	16	.	.	PUNCT
globalce-282	94	1	we	we	PRON
globalce-282	94	2	follow	follow	VERB
globalce-282	94	3	the	the	DET
globalce-282	94	4	same	same	ADJ
globalce-282	94	5	procedure	procedure	NOUN
globalce-282	94	6	figure	figure	NOUN
globalce-282	94	7	2	2	NUM
globalce-282	94	8	.	.	PUNCT
globalce-282	94	9	color	color	NOUN
globalce-282	94	10	bitmap	bitmap	NOUN
globalce-282	94	11	image	image	NOUN
globalce-282	94	12	representing	represent	VERB
globalce-282	94	13	the	the	DET
globalce-282	94	14	item	item	NOUN
globalce-282	94	15	’s	’s	PART
globalce-282	94	16	spectral	spectral	ADJ
globalce-282	94	17	heatmap	heatmap	NOUN
globalce-282	94	18	.	.	PUNCT
globalce-282	95	1	figure	figure	NOUN
globalce-282	95	2	3	3	NUM
globalce-282	95	3	.	.	NOUN
globalce-282	95	4	black	black	ADJ
globalce-282	95	5	-	-	PUNCT
globalce-282	95	6	and	and	CCONJ
globalce-282	95	7	-	-	PUNCT
globalce-282	95	8	white	white	ADJ
globalce-282	95	9	bitmap	bitmap	NOUN
globalce-282	95	10	image	image	NOUN
globalce-282	95	11	produced	produce	VERB
globalce-282	95	12	from	from	ADP
globalce-282	95	13	the	the	DET
globalce-282	95	14	item	item	NOUN
globalce-282	95	15	’s	’s	PART
globalce-282	95	16	signal	signal	NOUN
globalce-282	95	17	.	.	PUNCT
globalce-282	95	18	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-282	96	1	http://globalce.org	http://globalce.org	PROPN
globalce-282	96	2	http://globalce.org	http://globalce.org	PROPN
globalce-282	96	3	93	93	NUM
globalce-282	96	4	j	j	PROPN
globalce-282	96	5	global	global	ADJ
globalce-282	96	6	clinical	clinical	ADJ
globalce-282	96	7	engineering	engineering	PROPN
globalce-282	96	8	vol.6	vol.6	PROPN
globalce-282	96	9	special	special	ADJ
globalce-282	96	10	issue	issue	NOUN
globalce-282	96	11	6	6	NUM
globalce-282	96	12	:	:	SYM
globalce-282	96	13	2024	2024	NUM
globalce-282	96	14	with	with	ADP
globalce-282	96	15	the	the	DET
globalce-282	96	16	spectra	spectra	ADJ
globalce-282	96	17	images	image	NOUN
globalce-282	96	18	.	.	PUNCT
globalce-282	97	1	this	this	DET
globalce-282	97	2	time	time	NOUN
globalce-282	97	3	,	,	PUNCT
globalce-282	97	4	all	all	DET
globalce-282	97	5	experiments	experiment	NOUN
globalce-282	97	6	gave	give	VERB
globalce-282	97	7	us	we	PRON
globalce-282	97	8	very	very	ADV
globalce-282	97	9	good	good	ADJ
globalce-282	97	10	results	result	NOUN
globalce-282	97	11	,	,	PUNCT
globalce-282	97	12	averaging	average	VERB
globalce-282	97	13	90.15	90.15	NUM
globalce-282	97	14	%	%	NOUN
globalce-282	97	15	accuracy	accuracy	NOUN
globalce-282	97	16	(	(	PUNCT
globalce-282	97	17	91.40	91.40	NUM
globalce-282	97	18	%	%	NOUN
globalce-282	97	19	in	in	ADP
globalce-282	97	20	the	the	DET
globalce-282	97	21	best	good	ADJ
globalce-282	97	22	case	case	NOUN
globalce-282	97	23	)	)	PUNCT
globalce-282	97	24	within	within	ADP
globalce-282	97	25	just	just	ADV
globalce-282	97	26	a	a	DET
globalce-282	97	27	few	few	ADJ
globalce-282	97	28	seconds	second	NOUN
globalce-282	97	29	.	.	PUNCT
globalce-282	98	1	we	we	PRON
globalce-282	98	2	train	train	VERB
globalce-282	98	3	the	the	DET
globalce-282	98	4	inception	inception	ADJ
globalce-282	98	5	v3	v3	PROPN
globalce-282	98	6	network	network	NOUN
globalce-282	98	7	with	with	ADP
globalce-282	98	8	a	a	DET
globalce-282	98	9	maximum	maximum	ADJ
globalce-282	98	10	epoch	epoch	NOUN
globalce-282	98	11	number	number	NOUN
globalce-282	98	12	6	6	NUM
globalce-282	98	13	and	and	CCONJ
globalce-282	98	14	an	an	DET
globalce-282	98	15	initial	initial	ADJ
globalce-282	98	16	learning	learning	NOUN
globalce-282	98	17	rate	rate	NOUN
globalce-282	98	18	of	of	ADP
globalce-282	98	19	10−4	10−4	NUM
globalce-282	98	20	.	.	PUNCT
globalce-282	99	1	the	the	DET
globalce-282	99	2	training	training	NOUN
globalce-282	99	3	process	process	NOUN
globalce-282	99	4	lasts	last	VERB
globalce-282	99	5	more	more	ADJ
globalce-282	99	6	than	than	ADP
globalce-282	99	7	50	50	NUM
globalce-282	99	8	hours	hour	NOUN
globalce-282	99	9	.	.	PUNCT
globalce-282	100	1	unfortunately	unfortunately	ADV
globalce-282	100	2	,	,	PUNCT
globalce-282	100	3	this	this	DET
globalce-282	100	4	time	time	NOUN
globalce-282	100	5	the	the	DET
globalce-282	100	6	results	result	NOUN
globalce-282	100	7	are	be	AUX
globalce-282	100	8	not	not	PART
globalce-282	100	9	so	so	ADV
globalce-282	100	10	encouraging	encouraging	ADJ
globalce-282	100	11	,	,	PUNCT
globalce-282	100	12	considering	consider	VERB
globalce-282	100	13	the	the	DET
globalce-282	100	14	magnitude	magnitude	NOUN
globalce-282	100	15	and	and	CCONJ
globalce-282	100	16	complexity	complexity	NOUN
globalce-282	100	17	of	of	ADP
globalce-282	100	18	the	the	DET
globalce-282	100	19	network	network	NOUN
globalce-282	100	20	as	as	ADV
globalce-282	100	21	well	well	ADV
globalce-282	100	22	as	as	ADP
globalce-282	100	23	the	the	DET
globalce-282	100	24	time	time	NOUN
globalce-282	100	25	and	and	CCONJ
globalce-282	100	26	effort	effort	NOUN
globalce-282	100	27	spent	spend	VERB
globalce-282	100	28	.	.	PUNCT
globalce-282	101	1	the	the	DET
globalce-282	101	2	prediction	prediction	NOUN
globalce-282	101	3	accuracy	accuracy	NOUN
globalce-282	101	4	is	be	AUX
globalce-282	101	5	only	only	ADV
globalce-282	101	6	74	74	NUM
globalce-282	101	7	%	%	NOUN
globalce-282	101	8	and	and	CCONJ
globalce-282	101	9	we	we	PRON
globalce-282	101	10	can	can	AUX
globalce-282	101	11	observe	observe	VERB
globalce-282	101	12	that	that	SCONJ
globalce-282	101	13	only	only	ADV
globalce-282	101	14	the	the	DET
globalce-282	101	15	first	first	ADJ
globalce-282	101	16	training	training	NOUN
globalce-282	101	17	epoch	epoch	NOUN
globalce-282	101	18	raises	raise	VERB
globalce-282	101	19	the	the	DET
globalce-282	101	20	accuracy	accuracy	NOUN
globalce-282	101	21	slightly	slightly	ADV
globalce-282	101	22	higher	high	ADJ
globalce-282	101	23	than	than	ADP
globalce-282	101	24	70	70	NUM
globalce-282	101	25	%	%	NOUN
globalce-282	101	26	,	,	PUNCT
globalce-282	101	27	while	while	SCONJ
globalce-282	101	28	further	further	ADJ
globalce-282	101	29	improvement	improvement	NOUN
globalce-282	101	30	is	be	AUX
globalce-282	101	31	very	very	ADV
globalce-282	101	32	slow	slow	ADJ
globalce-282	101	33	.	.	PUNCT
globalce-282	102	1	the	the	DET
globalce-282	102	2	cause	cause	NOUN
globalce-282	102	3	of	of	ADP
globalce-282	102	4	this	this	DET
globalce-282	102	5	poor	poor	ADJ
globalce-282	102	6	performance	performance	NOUN
globalce-282	102	7	lies	lie	VERB
globalce-282	102	8	in	in	ADP
globalce-282	102	9	the	the	DET
globalce-282	102	10	fact	fact	NOUN
globalce-282	102	11	that	that	SCONJ
globalce-282	102	12	the	the	DET
globalce-282	102	13	network	network	NOUN
globalce-282	102	14	was	be	AUX
globalce-282	102	15	trained	train	VERB
globalce-282	102	16	on	on	ADP
globalce-282	102	17	an	an	DET
globalce-282	102	18	enormous	enormous	ADJ
globalce-282	102	19	set	set	NOUN
globalce-282	102	20	of	of	ADP
globalce-282	102	21	common	common	ADJ
globalce-282	102	22	images	image	NOUN
globalce-282	102	23	that	that	PRON
globalce-282	102	24	vastly	vastly	ADV
globalce-282	102	25	differ	differ	VERB
globalce-282	102	26	from	from	ADP
globalce-282	102	27	meg	meg	NOUN
globalce-282	102	28	images	image	NOUN
globalce-282	102	29	,	,	PUNCT
globalce-282	102	30	and	and	CCONJ
globalce-282	102	31	thus	thus	ADV
globalce-282	102	32	,	,	PUNCT
globalce-282	102	33	even	even	ADV
globalce-282	102	34	partially	partially	ADV
globalce-282	102	35	,	,	PUNCT
globalce-282	102	36	creating	create	VERB
globalce-282	102	37	low	low	ADJ
globalce-282	102	38	-	-	PUNCT
globalce-282	102	39	level	level	NOUN
globalce-282	102	40	patterns	pattern	NOUN
globalce-282	102	41	that	that	PRON
globalce-282	102	42	are	be	AUX
globalce-282	102	43	useless	useless	ADJ
globalce-282	102	44	in	in	ADP
globalce-282	102	45	our	our	PRON
globalce-282	102	46	case	case	NOUN
globalce-282	102	47	.	.	PUNCT
globalce-282	103	1	unfortunately	unfortunately	ADV
globalce-282	103	2	,	,	PUNCT
globalce-282	103	3	our	our	PRON
globalce-282	103	4	resources	resource	NOUN
globalce-282	103	5	and	and	CCONJ
globalce-282	103	6	time	time	NOUN
globalce-282	103	7	did	do	AUX
globalce-282	103	8	not	not	PART
globalce-282	103	9	allow	allow	VERB
globalce-282	103	10	us	we	PRON
globalce-282	103	11	to	to	PART
globalce-282	103	12	design	design	VERB
globalce-282	103	13	improved	improved	ADJ
globalce-282	103	14	experiments	experiment	NOUN
globalce-282	103	15	with	with	ADP
globalce-282	103	16	the	the	DET
globalce-282	103	17	inception	inception	ADJ
globalce-282	103	18	v3	v3	PROPN
globalce-282	103	19	network	network	NOUN
globalce-282	103	20	.	.	PUNCT
globalce-282	104	1	the	the	DET
globalce-282	104	2	accuracy	accuracy	NOUN
globalce-282	104	3	achieved	achieve	VERB
globalce-282	104	4	by	by	ADP
globalce-282	104	5	the	the	DET
globalce-282	104	6	ffnn	ffnn	NOUN
globalce-282	104	7	when	when	SCONJ
globalce-282	104	8	values	value	NOUN
globalce-282	104	9	of	of	ADP
globalce-282	104	10	the	the	DET
globalce-282	104	11	signal	signal	NOUN
globalce-282	104	12	samples	sample	NOUN
globalce-282	104	13	are	be	AUX
globalce-282	104	14	fed	feed	VERB
globalce-282	104	15	directly	directly	ADV
globalce-282	104	16	to	to	ADP
globalce-282	104	17	it	it	PRON
globalce-282	104	18	,	,	PUNCT
globalce-282	104	19	exceeded	exceed	VERB
globalce-282	104	20	all	all	DET
globalce-282	104	21	expectations	expectation	NOUN
globalce-282	104	22	,	,	PUNCT
globalce-282	104	23	since	since	SCONJ
globalce-282	104	24	it	it	PRON
globalce-282	104	25	is	be	AUX
globalce-282	104	26	,	,	PUNCT
globalce-282	104	27	by	by	ADP
globalce-282	104	28	far	far	ADV
globalce-282	104	29	,	,	PUNCT
globalce-282	104	30	the	the	DET
globalce-282	104	31	best	good	ADJ
globalce-282	104	32	result	result	NOUN
globalce-282	104	33	in	in	ADP
globalce-282	104	34	all	all	DET
globalce-282	104	35	our	our	PRON
globalce-282	104	36	experiments	experiment	NOUN
globalce-282	104	37	.	.	PUNCT
globalce-282	105	1	in	in	ADP
globalce-282	105	2	our	our	PRON
globalce-282	105	3	third	third	ADJ
globalce-282	105	4	effort	effort	NOUN
globalce-282	105	5	,	,	PUNCT
globalce-282	105	6	after	after	ADP
globalce-282	105	7	47	47	NUM
globalce-282	105	8	minutes	minute	NOUN
globalce-282	105	9	of	of	ADP
globalce-282	105	10	training	training	NOUN
globalce-282	105	11	,	,	PUNCT
globalce-282	105	12	we	we	PRON
globalce-282	105	13	got	get	VERB
globalce-282	105	14	a	a	DET
globalce-282	105	15	prediction	prediction	NOUN
globalce-282	105	16	with	with	ADP
globalce-282	105	17	95.4	95.4	NUM
globalce-282	105	18	%	%	NOUN
globalce-282	105	19	accuracy	accuracy	NOUN
globalce-282	105	20	which	which	PRON
globalce-282	105	21	is	be	AUX
globalce-282	105	22	impressive	impressive	ADJ
globalce-282	105	23	,	,	PUNCT
globalce-282	105	24	considering	consider	VERB
globalce-282	105	25	the	the	DET
globalce-282	105	26	simplicity	simplicity	NOUN
globalce-282	105	27	of	of	ADP
globalce-282	105	28	the	the	DET
globalce-282	105	29	model	model	NOUN
globalce-282	105	30	and	and	CCONJ
globalce-282	105	31	data	datum	NOUN
globalce-282	105	32	.	.	PUNCT
globalce-282	106	1	driven	drive	VERB
globalce-282	106	2	by	by	ADP
globalce-282	106	3	these	these	DET
globalce-282	106	4	encouraging	encouraging	ADJ
globalce-282	106	5	results	result	NOUN
globalce-282	106	6	,	,	PUNCT
globalce-282	106	7	we	we	PRON
globalce-282	106	8	conducted	conduct	VERB
globalce-282	106	9	a	a	DET
globalce-282	106	10	final	final	ADJ
globalce-282	106	11	experiment	experiment	NOUN
globalce-282	106	12	adding	add	VERB
globalce-282	106	13	another	another	DET
globalce-282	106	14	layer	layer	NOUN
globalce-282	106	15	of	of	ADP
globalce-282	106	16	32	32	NUM
globalce-282	106	17	neurons	neuron	NOUN
globalce-282	106	18	before	before	ADP
globalce-282	106	19	the	the	DET
globalce-282	106	20	last	last	ADJ
globalce-282	106	21	16	16	NUM
globalce-282	106	22	-	-	PUNCT
globalce-282	106	23	neuron	neuron	NOUN
globalce-282	106	24	layer	layer	NOUN
globalce-282	106	25	.	.	PUNCT
globalce-282	107	1	after	after	ADP
globalce-282	107	2	approximately	approximately	ADV
globalce-282	107	3	2	2	NUM
globalce-282	107	4	hours	hour	NOUN
globalce-282	107	5	of	of	ADP
globalce-282	107	6	training	training	NOUN
globalce-282	107	7	,	,	PUNCT
globalce-282	107	8	we	we	PRON
globalce-282	107	9	obtain	obtain	VERB
globalce-282	107	10	a	a	DET
globalce-282	107	11	trained	train	VERB
globalce-282	107	12	network	network	NOUN
globalce-282	107	13	capable	capable	ADJ
globalce-282	107	14	of	of	ADP
globalce-282	107	15	slightly	slightly	ADV
globalce-282	107	16	more	more	ADV
globalce-282	107	17	accurate	accurate	ADJ
globalce-282	107	18	classification	classification	NOUN
globalce-282	107	19	capability	capability	NOUN
globalce-282	107	20	(	(	PUNCT
globalce-282	107	21	96.2	96.2	NUM
globalce-282	107	22	%	%	NOUN
globalce-282	107	23	accuracy	accuracy	NOUN
globalce-282	107	24	)	)	PUNCT
globalce-282	107	25	.	.	PUNCT
globalce-282	108	1	tables	table	NOUN
globalce-282	108	2	1	1	NUM
globalce-282	108	3	and	and	CCONJ
globalce-282	108	4	2	2	NUM
globalce-282	108	5	present	present	VERB
globalce-282	108	6	the	the	DET
globalce-282	108	7	comparative	comparative	ADJ
globalce-282	108	8	results	result	NOUN
globalce-282	108	9	given	give	VERB
globalce-282	108	10	by	by	ADP
globalce-282	108	11	the	the	DET
globalce-282	108	12	three	three	NUM
globalce-282	108	13	methods	method	NOUN
globalce-282	108	14	of	of	ADP
globalce-282	108	15	classification	classification	NOUN
globalce-282	108	16	we	we	PRON
globalce-282	108	17	tested	test	VERB
globalce-282	108	18	in	in	ADP
globalce-282	108	19	our	our	PRON
globalce-282	108	20	experiments	experiment	NOUN
globalce-282	108	21	.	.	PUNCT
globalce-282	109	1	discussion	discussion	NOUN
globalce-282	109	2	the	the	DET
globalce-282	109	3	obtained	obtain	VERB
globalce-282	109	4	results	result	NOUN
globalce-282	109	5	,	,	PUNCT
globalce-282	109	6	summarized	summarize	VERB
globalce-282	109	7	in	in	ADP
globalce-282	109	8	table	table	NOUN
globalce-282	109	9	1	1	NUM
globalce-282	109	10	for	for	ADP
globalce-282	109	11	cnn	cnn	PROPN
globalce-282	109	12	and	and	CCONJ
globalce-282	109	13	inception	inception	PROPN
globalce-282	109	14	v3	v3	PROPN
globalce-282	109	15	and	and	CCONJ
globalce-282	109	16	in	in	ADP
globalce-282	109	17	table	table	NOUN
globalce-282	109	18	2	2	NUM
globalce-282	109	19	for	for	ADP
globalce-282	109	20	ffnn	ffnn	NOUN
globalce-282	109	21	,	,	PUNCT
globalce-282	109	22	are	be	AUX
globalce-282	109	23	very	very	ADV
globalce-282	109	24	promising	promising	ADJ
globalce-282	109	25	since	since	SCONJ
globalce-282	109	26	the	the	DET
globalce-282	109	27	ffnn	ffnn	NOUN
globalce-282	109	28	on	on	ADP
globalce-282	109	29	the	the	DET
globalce-282	109	30	signal	signal	ADJ
globalce-282	109	31	values	value	NOUN
globalce-282	109	32	achieves	achieve	VERB
globalce-282	109	33	impressive	impressive	ADJ
globalce-282	109	34	results	result	NOUN
globalce-282	109	35	(	(	PUNCT
globalce-282	109	36	accuracy	accuracy	NOUN
globalce-282	109	37	=	=	SYM
globalce-282	109	38	96.2	96.2	NUM
globalce-282	109	39	%	%	NOUN
globalce-282	109	40	)	)	PUNCT
globalce-282	109	41	despite	despite	SCONJ
globalce-282	109	42	the	the	DET
globalce-282	109	43	simplicity	simplicity	NOUN
globalce-282	109	44	of	of	ADP
globalce-282	109	45	the	the	DET
globalce-282	109	46	model	model	NOUN
globalce-282	109	47	.	.	PUNCT
globalce-282	110	1	also	also	ADV
globalce-282	110	2	,	,	PUNCT
globalce-282	110	3	the	the	DET
globalce-282	110	4	cnn	cnn	PROPN
globalce-282	110	5	on	on	ADP
globalce-282	110	6	the	the	DET
globalce-282	110	7	spectrum	spectrum	NOUN
globalce-282	110	8	heatmap	heatmap	NOUN
globalce-282	110	9	images	image	NOUN
globalce-282	110	10	shows	show	VERB
globalce-282	110	11	good	good	ADJ
globalce-282	110	12	results	result	NOUN
globalce-282	110	13	with	with	ADP
globalce-282	110	14	accuracy	accuracy	NOUN
globalce-282	110	15	reaching	reach	VERB
globalce-282	110	16	90	90	NUM
globalce-282	110	17	%	%	NOUN
globalce-282	110	18	.	.	PUNCT
globalce-282	111	1	these	these	DET
globalce-282	111	2	results	result	NOUN
globalce-282	111	3	underline	underline	VERB
globalce-282	111	4	the	the	DET
globalce-282	111	5	significance	significance	NOUN
globalce-282	111	6	of	of	ADP
globalce-282	111	7	the	the	DET
globalce-282	111	8	meg	meg	NOUN
globalce-282	111	9	as	as	ADP
globalce-282	111	10	a	a	DET
globalce-282	111	11	powerful	powerful	ADJ
globalce-282	111	12	tool	tool	NOUN
globalce-282	111	13	for	for	ADP
globalce-282	111	14	obtaining	obtain	VERB
globalce-282	111	15	high	high	ADJ
globalce-282	111	16	-	-	PUNCT
globalce-282	111	17	resolution	resolution	NOUN
globalce-282	111	18	and	and	CCONJ
globalce-282	111	19	high	high	ADJ
globalce-282	111	20	signal	signal	NOUN
globalce-282	111	21	-	-	PUNCT
globalce-282	111	22	to	to	ADP
globalce-282	111	23	-	-	PUNCT
globalce-282	111	24	noise	noise	NOUN
globalce-282	111	25	ratio	ratio	NOUN
globalce-282	111	26	brain	brain	NOUN
globalce-282	111	27	signals	signal	NOUN
globalce-282	111	28	.	.	PUNCT
globalce-282	112	1	the	the	DET
globalce-282	112	2	epileptic	epileptic	ADJ
globalce-282	112	3	spikes	spike	NOUN
globalce-282	112	4	appear	appear	VERB
globalce-282	112	5	sharper	sharper	ADV
globalce-282	112	6	and	and	CCONJ
globalce-282	112	7	are	be	AUX
globalce-282	112	8	easier	easy	ADJ
globalce-282	112	9	to	to	PART
globalce-282	112	10	observe	observe	VERB
globalce-282	112	11	in	in	ADP
globalce-282	112	12	meg	meg	NOUN
globalce-282	112	13	than	than	ADP
globalce-282	112	14	in	in	ADP
globalce-282	112	15	eeg	eeg	PROPN
globalce-282	112	16	.	.	PUNCT
globalce-282	113	1	the	the	DET
globalce-282	113	2	fact	fact	NOUN
globalce-282	113	3	that	that	SCONJ
globalce-282	113	4	epileptic	epileptic	ADJ
globalce-282	113	5	spikes	spike	NOUN
globalce-282	113	6	are	be	AUX
globalce-282	113	7	more	more	ADV
globalce-282	113	8	clearly	clearly	ADV
globalce-282	113	9	observed	observe	VERB
globalce-282	113	10	in	in	ADP
globalce-282	113	11	meg	meg	NOUN
globalce-282	113	12	than	than	ADP
globalce-282	113	13	in	in	ADP
globalce-282	113	14	eeg	eeg	PROPN
globalce-282	113	15	can	can	AUX
globalce-282	113	16	be	be	AUX
globalce-282	113	17	verified	verify	VERB
globalce-282	113	18	by	by	ADP
globalce-282	113	19	the	the	DET
globalce-282	113	20	good	good	ADJ
globalce-282	113	21	results	result	NOUN
globalce-282	113	22	(	(	PUNCT
globalce-282	113	23	accuracy	accuracy	NOUN
globalce-282	113	24	=	=	SYM
globalce-282	113	25	96.2	96.2	NUM
globalce-282	113	26	%	%	NOUN
globalce-282	113	27	)	)	PUNCT
globalce-282	113	28	of	of	ADP
globalce-282	113	29	a	a	DET
globalce-282	113	30	simple	simple	ADJ
globalce-282	113	31	ffnn	ffnn	NOUN
globalce-282	113	32	.	.	PUNCT
globalce-282	114	1	even	even	ADV
globalce-282	114	2	less	less	ADV
globalce-282	114	3	sophisticated	sophisticated	ADJ
globalce-282	114	4	models	model	NOUN
globalce-282	114	5	perform	perform	VERB
globalce-282	114	6	well	well	ADV
globalce-282	114	7	,	,	PUNCT
globalce-282	114	8	showing	show	VERB
globalce-282	114	9	the	the	DET
globalce-282	114	10	power	power	NOUN
globalce-282	114	11	of	of	ADP
globalce-282	114	12	meg	meg	NOUN
globalce-282	114	13	as	as	ADP
globalce-282	114	14	a	a	DET
globalce-282	114	15	diagnostic	diagnostic	ADJ
globalce-282	114	16	tool	tool	NOUN
globalce-282	114	17	for	for	ADP
globalce-282	114	18	epilepsy	epilepsy	NOUN
globalce-282	114	19	.	.	PUNCT
globalce-282	115	1	a	a	DET
globalce-282	115	2	basic	basic	ADJ
globalce-282	115	3	ffnn	ffnn	NOUN
globalce-282	115	4	with	with	ADP
globalce-282	115	5	3	3	NUM
globalce-282	115	6	hidden	hide	VERB
globalce-282	115	7	layers	layer	NOUN
globalce-282	115	8	is	be	AUX
globalce-282	115	9	capable	capable	ADJ
globalce-282	115	10	of	of	ADP
globalce-282	115	11	successfully	successfully	ADV
globalce-282	115	12	classifying	classify	VERB
globalce-282	115	13	meg	meg	NOUN
globalce-282	115	14	signals	signal	NOUN
globalce-282	115	15	with	with	ADP
globalce-282	115	16	an	an	DET
globalce-282	115	17	accuracy	accuracy	NOUN
globalce-282	115	18	of	of	ADP
globalce-282	115	19	up	up	ADP
globalce-282	115	20	to	to	PART
globalce-282	115	21	95.4	95.4	NUM
globalce-282	115	22	%	%	NOUN
globalce-282	115	23	and	and	CCONJ
globalce-282	115	24	a	a	DET
globalce-282	115	25	slightly	slightly	ADV
globalce-282	115	26	larger	large	ADJ
globalce-282	115	27	ffnn	ffnn	NOUN
globalce-282	115	28	with	with	ADP
globalce-282	115	29	4	4	NUM
globalce-282	115	30	layers	layer	NOUN
globalce-282	115	31	can	can	AUX
globalce-282	115	32	classify	classify	VERB
globalce-282	115	33	meg	meg	NOUN
globalce-282	115	34	signals	signal	NOUN
globalce-282	115	35	with	with	ADP
globalce-282	115	36	96.2	96.2	NUM
globalce-282	115	37	%	%	NOUN
globalce-282	115	38	accuracy	accuracy	NOUN
globalce-282	115	39	.	.	PUNCT
globalce-282	116	1	a	a	DET
globalce-282	116	2	three	three	NUM
globalce-282	116	3	-	-	PUNCT
globalce-282	116	4	layer	layer	NOUN
globalce-282	116	5	ffnn	ffnn	NOUN
globalce-282	116	6	is	be	AUX
globalce-282	116	7	equivalent	equivalent	ADJ
globalce-282	116	8	to	to	ADP
globalce-282	116	9	the	the	DET
globalce-282	116	10	extraction	extraction	NOUN
globalce-282	116	11	of	of	ADP
globalce-282	116	12	third	third	ADJ
globalce-282	116	13	-	-	PUNCT
globalce-282	116	14	order	order	NOUN
globalce-282	116	15	statistics	statistic	NOUN
globalce-282	116	16	from	from	ADP
globalce-282	116	17	our	our	PRON
globalce-282	116	18	data	datum	NOUN
globalce-282	116	19	.	.	PUNCT
globalce-282	117	1	the	the	DET
globalce-282	117	2	256	256	NUM
globalce-282	117	3	raw	raw	ADJ
globalce-282	117	4	sample	sample	NOUN
globalce-282	117	5	values	value	NOUN
globalce-282	117	6	of	of	ADP
globalce-282	117	7	our	our	PRON
globalce-282	117	8	signal	signal	NOUN
globalce-282	117	9	contain	contain	VERB
globalce-282	117	10	all	all	DET
globalce-282	117	11	the	the	DET
globalce-282	117	12	available	available	ADJ
globalce-282	117	13	information	information	NOUN
globalce-282	117	14	in	in	ADP
globalce-282	117	15	the	the	DET
globalce-282	117	16	signal	signal	NOUN
globalce-282	117	17	.	.	PUNCT
globalce-282	118	1	our	our	PRON
globalce-282	118	2	three	three	NUM
globalce-282	118	3	-	-	PUNCT
globalce-282	118	4	layer	layer	NOUN
globalce-282	118	5	network	network	NOUN
globalce-282	118	6	shows	show	VERB
globalce-282	118	7	the	the	DET
globalce-282	118	8	ability	ability	NOUN
globalce-282	118	9	to	to	PART
globalce-282	118	10	mine	mine	VERB
globalce-282	118	11	the	the	DET
globalce-282	118	12	information	information	NOUN
globalce-282	118	13	hidden	hide	VERB
globalce-282	118	14	in	in	ADP
globalce-282	118	15	these	these	DET
globalce-282	118	16	values	value	NOUN
globalce-282	118	17	by	by	ADP
globalce-282	118	18	creating	create	VERB
globalce-282	118	19	the	the	DET
globalce-282	118	20	correct	correct	ADJ
globalce-282	118	21	weighted	weight	VERB
globalce-282	118	22	combination	combination	NOUN
globalce-282	118	23	of	of	ADP
globalce-282	118	24	signal	signal	ADJ
globalce-282	118	25	sample	sample	NOUN
globalce-282	118	26	values	value	NOUN
globalce-282	118	27	.	.	PUNCT
globalce-282	119	1	it	it	PRON
globalce-282	119	2	is	be	AUX
globalce-282	119	3	obvious	obvious	ADJ
globalce-282	119	4	that	that	SCONJ
globalce-282	119	5	this	this	DET
globalce-282	119	6	simple	simple	ADJ
globalce-282	119	7	model	model	NOUN
globalce-282	119	8	needs	need	VERB
globalce-282	119	9	further	further	ADJ
globalce-282	119	10	investigation	investigation	NOUN
globalce-282	119	11	and	and	CCONJ
globalce-282	119	12	experimentation	experimentation	NOUN
globalce-282	119	13	.	.	PUNCT
globalce-282	120	1	unfortunately	unfortunately	ADV
globalce-282	120	2	,	,	PUNCT
globalce-282	120	3	our	our	PRON
globalce-282	120	4	dataset	dataset	NOUN
globalce-282	120	5	lacks	lack	VERB
globalce-282	120	6	recordings	recording	NOUN
globalce-282	120	7	of	of	ADP
globalce-282	120	8	healthy	healthy	ADJ
globalce-282	120	9	subjects	subject	NOUN
globalce-282	120	10	.	.	PUNCT
globalce-282	121	1	it	it	PRON
globalce-282	121	2	is	be	AUX
globalce-282	121	3	table	table	NOUN
globalce-282	121	4	1	1	NUM
globalce-282	121	5	.	.	X
globalce-282	121	6	cnn	cnn	PROPN
globalce-282	121	7	and	and	CCONJ
globalce-282	121	8	inception	inception	PROPN
globalce-282	121	9	v3	v3	PROPN
globalce-282	121	10	results	result	NOUN
globalce-282	121	11	(	(	PUNCT
globalce-282	121	12	accuracy	accuracy	NOUN
globalce-282	121	13	%	%	INTJ
globalce-282	121	14	)	)	PUNCT
globalce-282	121	15	.	.	PUNCT
globalce-282	122	1	experiment	experiment	NOUN
globalce-282	122	2	cnn	cnn	PROPN
globalce-282	122	3	on	on	ADP
globalce-282	122	4	signal	signal	PROPN
globalce-282	122	5	cnn	cnn	PROPN
globalce-282	122	6	on	on	ADP
globalce-282	122	7	spectrum	spectrum	PROPN
globalce-282	122	8	inception	inception	PROPN
globalce-282	122	9	v3	v3	PROPN
globalce-282	122	10	1	1	NUM
globalce-282	122	11	85.00	85.00	NUM
globalce-282	122	12	90.50	90.50	NUM
globalce-282	122	13	73.90	73.90	NUM
globalce-282	122	14	2	2	NUM
globalce-282	122	15	77.30	77.30	NUM
globalce-282	122	16	89.70	89.70	NUM
globalce-282	122	17	3	3	NUM
globalce-282	122	18	82.30	82.30	NUM
globalce-282	122	19	90.60	90.60	NUM
globalce-282	122	20	4	4	NUM
globalce-282	122	21	62.20	62.20	NUM
globalce-282	122	22	89.10	89.10	NUM
globalce-282	122	23	5	5	NUM
globalce-282	122	24	84.30	84.30	NUM
globalce-282	122	25	89.60	89.60	NUM
globalce-282	122	26	6	6	NUM
globalce-282	122	27	78.22	78.22	NUM
globalce-282	122	28	91.40	91.40	NUM
globalce-282	122	29	average	average	NOUN
globalce-282	122	30	78.22	78.22	NUM
globalce-282	122	31	90.15	90.15	NUM
globalce-282	122	32	73.90	73.90	NUM
globalce-282	122	33	table	table	NOUN
globalce-282	122	34	2	2	NUM
globalce-282	122	35	.	.	PUNCT
globalce-282	123	1	ffnn	ffnn	NOUN
globalce-282	123	2	results	result	NOUN
globalce-282	123	3	(	(	PUNCT
globalce-282	123	4	accuracy	accuracy	NOUN
globalce-282	123	5	%	%	NOUN
globalce-282	123	6	and	and	CCONJ
globalce-282	123	7	network	network	NOUN
globalce-282	123	8	structure	structure	NOUN
globalce-282	123	9	)	)	PUNCT
globalce-282	123	10	.	.	PUNCT
globalce-282	124	1	experiment	experiment	NOUN
globalce-282	124	2	ffnn	ffnn	NOUN
globalce-282	124	3	on	on	ADP
globalce-282	124	4	signal	signal	NOUN
globalce-282	124	5	1	1	NUM
globalce-282	124	6	87.60	87.60	NUM
globalce-282	124	7	[	[	PUNCT
globalce-282	124	8	64	64	NUM
globalce-282	124	9	32	32	NUM
globalce-282	124	10	16	16	NUM
globalce-282	124	11	]	]	SYM
globalce-282	124	12	2	2	NUM
globalce-282	124	13	88.50	88.50	NUM
globalce-282	124	14	[	[	PUNCT
globalce-282	124	15	64	64	NUM
globalce-282	124	16	32	32	NUM
globalce-282	124	17	16	16	NUM
globalce-282	124	18	]	]	SYM
globalce-282	124	19	3	3	NUM
globalce-282	124	20	95.40	95.40	NUM
globalce-282	124	21	[	[	PUNCT
globalce-282	124	22	64	64	NUM
globalce-282	124	23	32	32	NUM
globalce-282	124	24	16	16	NUM
globalce-282	124	25	]	]	SYM
globalce-282	124	26	4	4	NUM
globalce-282	124	27	90.90	90.90	NUM
globalce-282	124	28	[	[	PUNCT
globalce-282	124	29	64	64	NUM
globalce-282	124	30	32	32	NUM
globalce-282	124	31	16	16	NUM
globalce-282	124	32	]	]	SYM
globalce-282	124	33	5	5	NUM
globalce-282	124	34	96.20	96.20	NUM
globalce-282	124	35	[	[	PUNCT
globalce-282	124	36	64	64	NUM
globalce-282	124	37	32	32	NUM
globalce-282	124	38	32	32	NUM
globalce-282	124	39	16	16	NUM
globalce-282	124	40	]	]	PUNCT
globalce-282	124	41	average	average	ADJ
globalce-282	124	42	91.72	91.72	NUM
globalce-282	124	43	http://www.globalce.org	http://www.globalce.org	X
globalce-282	124	44	http://globalce.org	http://globalce.org	PROPN
globalce-282	124	45	http://globalce.org	http://globalce.org	PROPN
globalce-282	124	46	j	j	PROPN
globalce-282	124	47	global	global	ADJ
globalce-282	124	48	clinical	clinical	ADJ
globalce-282	124	49	engineering	engineering	PROPN
globalce-282	124	50	vol.6	vol.6	PROPN
globalce-282	124	51	special	special	ADJ
globalce-282	124	52	issue	issue	NOUN
globalce-282	124	53	6	6	NUM
globalce-282	124	54	:	:	SYM
globalce-282	124	55	2024	2024	NUM
globalce-282	124	56	94	94	NUM
globalce-282	124	57	essential	essential	ADJ
globalce-282	124	58	to	to	PART
globalce-282	124	59	test	test	VERB
globalce-282	124	60	our	our	PRON
globalce-282	124	61	models	model	NOUN
globalce-282	124	62	on	on	ADP
globalce-282	124	63	such	such	DET
globalce-282	124	64	a	a	DET
globalce-282	124	65	dataset	dataset	NOUN
globalce-282	124	66	.	.	PUNCT
globalce-282	125	1	we	we	PRON
globalce-282	125	2	need	need	VERB
globalce-282	125	3	to	to	PART
globalce-282	125	4	test	test	VERB
globalce-282	125	5	whether	whether	SCONJ
globalce-282	125	6	the	the	DET
globalce-282	125	7	binary	binary	ADJ
globalce-282	125	8	classification	classification	NOUN
globalce-282	125	9	models	model	NOUN
globalce-282	125	10	will	will	AUX
globalce-282	125	11	suffice	suffice	VERB
globalce-282	125	12	,	,	PUNCT
globalce-282	125	13	considering	consider	VERB
globalce-282	125	14	the	the	DET
globalce-282	125	15	variability	variability	NOUN
globalce-282	125	16	of	of	ADP
globalce-282	125	17	the	the	DET
globalce-282	125	18	signals	signal	NOUN
globalce-282	125	19	.	.	PUNCT
globalce-282	126	1	such	such	DET
globalce-282	126	2	a	a	DET
globalce-282	126	3	case	case	NOUN
globalce-282	126	4	might	might	AUX
globalce-282	126	5	require	require	VERB
globalce-282	126	6	more	more	ADJ
globalce-282	126	7	than	than	ADP
globalce-282	126	8	binary	binary	ADJ
globalce-282	126	9	classification	classification	NOUN
globalce-282	126	10	(	(	PUNCT
globalce-282	126	11	more	more	ADJ
globalce-282	126	12	than	than	ADP
globalce-282	126	13	two	two	NUM
globalce-282	126	14	classes	class	NOUN
globalce-282	126	15	)	)	PUNCT
globalce-282	126	16	.	.	PUNCT
globalce-282	127	1	although	although	SCONJ
globalce-282	127	2	not	not	PART
globalce-282	127	3	as	as	ADP
globalce-282	127	4	impressive	impressive	ADJ
globalce-282	127	5	,	,	PUNCT
globalce-282	127	6	we	we	PRON
globalce-282	127	7	also	also	ADV
globalce-282	127	8	have	have	VERB
globalce-282	127	9	a	a	DET
globalce-282	127	10	satisfactory	satisfactory	ADJ
globalce-282	127	11	performance	performance	NOUN
globalce-282	127	12	of	of	ADP
globalce-282	127	13	the	the	DET
globalce-282	127	14	cnn	cnn	PROPN
globalce-282	127	15	on	on	ADP
globalce-282	127	16	the	the	DET
globalce-282	127	17	spectra	spectra	ADJ
globalce-282	127	18	images	image	NOUN
globalce-282	127	19	,	,	PUNCT
globalce-282	127	20	achieving	achieve	VERB
globalce-282	127	21	91.4	91.4	NUM
globalce-282	127	22	%	%	NOUN
globalce-282	127	23	accuracy	accuracy	NOUN
globalce-282	127	24	.	.	PUNCT
globalce-282	128	1	it	it	PRON
globalce-282	128	2	is	be	AUX
globalce-282	128	3	observed	observe	VERB
globalce-282	128	4	that	that	SCONJ
globalce-282	128	5	signals	signal	NOUN
globalce-282	128	6	with	with	ADP
globalce-282	128	7	epileptic	epileptic	ADJ
globalce-282	128	8	activity	activity	NOUN
globalce-282	128	9	contain	contain	VERB
globalce-282	128	10	high	high	ADJ
globalce-282	128	11	-	-	PUNCT
globalce-282	128	12	frequency	frequency	NOUN
globalce-282	128	13	components	component	NOUN
globalce-282	128	14	,	,	PUNCT
globalce-282	128	15	so	so	SCONJ
globalce-282	128	16	we	we	PRON
globalce-282	128	17	should	should	AUX
globalce-282	128	18	try	try	VERB
globalce-282	128	19	running	run	VERB
globalce-282	128	20	experiments	experiment	NOUN
globalce-282	128	21	using	use	VERB
globalce-282	128	22	a	a	DET
globalce-282	128	23	low	low	ADJ
globalce-282	128	24	-	-	PUNCT
globalce-282	128	25	pass	pass	NOUN
globalce-282	128	26	filter	filter	NOUN
globalce-282	128	27	with	with	ADP
globalce-282	128	28	a	a	DET
globalce-282	128	29	higher	high	ADJ
globalce-282	128	30	cut	cut	NOUN
globalce-282	128	31	-	-	PUNCT
globalce-282	128	32	off	off	ADP
globalce-282	128	33	frequency	frequency	NOUN
globalce-282	128	34	to	to	PART
globalce-282	128	35	avoid	avoid	VERB
globalce-282	128	36	losing	lose	VERB
globalce-282	128	37	this	this	DET
globalce-282	128	38	information	information	NOUN
globalce-282	128	39	.	.	PUNCT
globalce-282	129	1	conclusions	conclusion	NOUN
globalce-282	129	2	based	base	VERB
globalce-282	129	3	on	on	ADP
globalce-282	129	4	the	the	DET
globalce-282	129	5	results	result	NOUN
globalce-282	129	6	and	and	CCONJ
globalce-282	129	7	the	the	DET
globalce-282	129	8	discussion	discussion	NOUN
globalce-282	129	9	above	above	ADV
globalce-282	129	10	,	,	PUNCT
globalce-282	129	11	we	we	PRON
globalce-282	129	12	need	need	VERB
globalce-282	129	13	to	to	PART
globalce-282	129	14	focus	focus	VERB
globalce-282	129	15	on	on	ADP
globalce-282	129	16	the	the	DET
globalce-282	129	17	following	follow	VERB
globalce-282	129	18	points	point	NOUN
globalce-282	129	19	in	in	ADP
globalce-282	129	20	our	our	PRON
globalce-282	129	21	future	future	ADJ
globalce-282	129	22	work	work	NOUN
globalce-282	129	23	:	:	PUNCT
globalce-282	129	24	obtain	obtain	VERB
globalce-282	129	25	meg	meg	NOUN
globalce-282	129	26	recordings	recording	NOUN
globalce-282	129	27	using	use	VERB
globalce-282	129	28	a	a	DET
globalce-282	129	29	higher	high	ADJ
globalce-282	129	30	sampling	sampling	NOUN
globalce-282	129	31	rate	rate	NOUN
globalce-282	129	32	and	and	CCONJ
globalce-282	129	33	higher	high	ADJ
globalce-282	129	34	threshold	threshold	NOUN
globalce-282	129	35	on	on	ADP
globalce-282	129	36	the	the	DET
globalce-282	129	37	low	low	ADJ
globalce-282	129	38	-	-	PUNCT
globalce-282	129	39	pass	pass	NOUN
globalce-282	129	40	filter	filter	NOUN
globalce-282	129	41	,	,	PUNCT
globalce-282	129	42	more	more	ADV
globalce-282	129	43	sophisticated	sophisticated	ADJ
globalce-282	129	44	filtering	filtering	NOUN
globalce-282	129	45	of	of	ADP
globalce-282	129	46	the	the	DET
globalce-282	129	47	artifacts	artifact	NOUN
globalce-282	129	48	and	and	CCONJ
globalce-282	129	49	noise	noise	NOUN
globalce-282	129	50	,	,	PUNCT
globalce-282	129	51	so	so	SCONJ
globalce-282	129	52	that	that	SCONJ
globalce-282	129	53	gain	gain	VERB
globalce-282	129	54	more	more	ADJ
globalce-282	129	55	information	information	NOUN
globalce-282	129	56	that	that	PRON
globalce-282	129	57	lies	lie	VERB
globalce-282	129	58	within	within	ADP
globalce-282	129	59	epileptic	epileptic	ADJ
globalce-282	129	60	signals	signal	NOUN
globalce-282	129	61	and	and	CCONJ
globalce-282	129	62	an	an	DET
globalce-282	129	63	even	even	ADV
globalce-282	129	64	clearer	clear	ADJ
globalce-282	129	65	distinction	distinction	NOUN
globalce-282	129	66	to	to	ADP
globalce-282	129	67	the	the	DET
globalce-282	129	68	non	non	ADJ
globalce-282	129	69	-	-	ADJ
globalce-282	129	70	epileptiform	epileptiform	ADJ
globalce-282	129	71	activity	activity	NOUN
globalce-282	129	72	.	.	PUNCT
globalce-282	130	1	also	also	ADV
globalce-282	130	2	,	,	PUNCT
globalce-282	130	3	the	the	DET
globalce-282	130	4	inclusion	inclusion	NOUN
globalce-282	130	5	of	of	ADP
globalce-282	130	6	recordings	recording	NOUN
globalce-282	130	7	from	from	ADP
globalce-282	130	8	healthy	healthy	ADJ
globalce-282	130	9	subjects	subject	NOUN
globalce-282	130	10	in	in	ADP
globalce-282	130	11	the	the	DET
globalce-282	130	12	datasets	dataset	NOUN
globalce-282	130	13	is	be	AUX
globalce-282	130	14	necessary	necessary	ADJ
globalce-282	130	15	to	to	PART
globalce-282	130	16	create	create	VERB
globalce-282	130	17	more	more	ADJ
globalce-282	130	18	reliable	reliable	ADJ
globalce-282	130	19	models	model	NOUN
globalce-282	130	20	.	.	PUNCT
globalce-282	131	1	although	although	SCONJ
globalce-282	131	2	we	we	PRON
globalce-282	131	3	do	do	AUX
globalce-282	131	4	not	not	PART
globalce-282	131	5	believe	believe	VERB
globalce-282	131	6	this	this	PRON
globalce-282	131	7	would	would	AUX
globalce-282	131	8	change	change	VERB
globalce-282	131	9	the	the	DET
globalce-282	131	10	models	model	NOUN
globalce-282	131	11	’	'	PUNCT
globalce-282	131	12	performance	performance	NOUN
globalce-282	131	13	,	,	PUNCT
globalce-282	131	14	since	since	SCONJ
globalce-282	131	15	there	there	PRON
globalce-282	131	16	are	be	VERB
globalce-282	131	17	no	no	DET
globalce-282	131	18	serious	serious	ADJ
globalce-282	131	19	deviations	deviation	NOUN
globalce-282	131	20	in	in	ADP
globalce-282	131	21	the	the	DET
globalce-282	131	22	values	value	NOUN
globalce-282	131	23	of	of	ADP
globalce-282	131	24	sensitivity	sensitivity	NOUN
globalce-282	131	25	and	and	CCONJ
globalce-282	131	26	specificity	specificity	NOUN
globalce-282	131	27	,	,	PUNCT
globalce-282	131	28	it	it	PRON
globalce-282	131	29	is	be	AUX
globalce-282	131	30	necessary	necessary	ADJ
globalce-282	131	31	to	to	PART
globalce-282	131	32	verify	verify	VERB
globalce-282	131	33	our	our	PRON
globalce-282	131	34	models	model	NOUN
globalce-282	131	35	on	on	ADP
globalce-282	131	36	a	a	DET
globalce-282	131	37	dataset	dataset	NOUN
globalce-282	131	38	nearer	nearer	NOUN
globalce-282	131	39	to	to	ADP
globalce-282	131	40	real	real	ADJ
globalce-282	131	41	-	-	PUNCT
globalce-282	131	42	world	world	NOUN
globalce-282	131	43	conditions	condition	NOUN
globalce-282	131	44	,	,	PUNCT
globalce-282	131	45	where	where	SCONJ
globalce-282	131	46	epileptic	epileptic	ADJ
globalce-282	131	47	signals	signal	NOUN
globalce-282	131	48	are	be	AUX
globalce-282	131	49	significantly	significantly	ADV
globalce-282	131	50	fewer	few	ADJ
globalce-282	131	51	.	.	PUNCT
globalce-282	132	1	also	also	ADV
globalce-282	132	2	,	,	PUNCT
globalce-282	132	3	we	we	PRON
globalce-282	132	4	should	should	AUX
globalce-282	132	5	try	try	VERB
globalce-282	132	6	to	to	PART
globalce-282	132	7	improve	improve	VERB
globalce-282	132	8	the	the	DET
globalce-282	132	9	quality	quality	NOUN
globalce-282	132	10	of	of	ADP
globalce-282	132	11	the	the	DET
globalce-282	132	12	images	image	NOUN
globalce-282	132	13	fed	feed	VERB
globalce-282	132	14	to	to	ADP
globalce-282	132	15	cnn	cnn	PROPN
globalce-282	132	16	.	.	PUNCT
globalce-282	133	1	a	a	DET
globalce-282	133	2	different	different	ADJ
globalce-282	133	3	colormap	colormap	NOUN
globalce-282	133	4	and	and	CCONJ
globalce-282	133	5	a	a	DET
globalce-282	133	6	better	well	ADJ
globalce-282	133	7	analysis	analysis	NOUN
globalce-282	133	8	could	could	AUX
globalce-282	133	9	potentially	potentially	ADV
globalce-282	133	10	improve	improve	VERB
globalce-282	133	11	the	the	DET
globalce-282	133	12	performance	performance	NOUN
globalce-282	133	13	of	of	ADP
globalce-282	133	14	the	the	DET
globalce-282	133	15	cnn	cnn	PROPN
globalce-282	133	16	on	on	ADP
globalce-282	133	17	the	the	DET
globalce-282	133	18	spectra	spectra	ADJ
globalce-282	133	19	image	image	NOUN
globalce-282	133	20	classification	classification	NOUN
globalce-282	133	21	.	.	PUNCT
globalce-282	134	1	also	also	ADV
globalce-282	134	2	,	,	PUNCT
globalce-282	134	3	we	we	PRON
globalce-282	134	4	need	need	VERB
globalce-282	134	5	to	to	PART
globalce-282	134	6	try	try	VERB
globalce-282	134	7	a	a	DET
globalce-282	134	8	different	different	ADJ
globalce-282	134	9	representation	representation	NOUN
globalce-282	134	10	for	for	ADP
globalce-282	134	11	the	the	DET
globalce-282	134	12	signal	signal	ADJ
globalce-282	134	13	images	image	NOUN
globalce-282	134	14	so	so	SCONJ
globalce-282	134	15	that	that	SCONJ
globalce-282	134	16	the	the	DET
globalce-282	134	17	signal	signal	ADJ
globalce-282	134	18	curve	curve	NOUN
globalce-282	134	19	is	be	AUX
globalce-282	134	20	clearly	clearly	ADV
globalce-282	134	21	depicted	depict	VERB
globalce-282	134	22	.	.	PUNCT
globalce-282	135	1	an	an	DET
globalce-282	135	2	inception	inception	ADJ
globalce-282	135	3	v3	v3	PROPN
globalce-282	135	4	network	network	NOUN
globalce-282	135	5	with	with	ADP
globalce-282	135	6	no	no	DET
globalce-282	135	7	previous	previous	ADJ
globalce-282	135	8	training	training	NOUN
globalce-282	135	9	could	could	AUX
globalce-282	135	10	prove	prove	VERB
globalce-282	135	11	more	more	ADV
globalce-282	135	12	effective	effective	ADJ
globalce-282	135	13	in	in	ADP
globalce-282	135	14	such	such	DET
globalce-282	135	15	a	a	DET
globalce-282	135	16	case	case	NOUN
globalce-282	135	17	.	.	PUNCT
globalce-282	136	1	if	if	SCONJ
globalce-282	136	2	the	the	DET
globalce-282	136	3	untrained	untrained	ADJ
globalce-282	136	4	inception	inception	NOUN
globalce-282	136	5	v3	v3	PROPN
globalce-282	136	6	performs	perform	VERB
globalce-282	136	7	significantly	significantly	ADV
globalce-282	136	8	better	well	ADJ
globalce-282	136	9	than	than	ADP
globalce-282	136	10	the	the	DET
globalce-282	136	11	ffnn	ffnn	NOUN
globalce-282	136	12	,	,	PUNCT
globalce-282	136	13	we	we	PRON
globalce-282	136	14	then	then	ADV
globalce-282	136	15	can	can	AUX
globalce-282	136	16	try	try	VERB
globalce-282	136	17	to	to	PART
globalce-282	136	18	reduce	reduce	VERB
globalce-282	136	19	the	the	DET
globalce-282	136	20	training	training	NOUN
globalce-282	136	21	time	time	NOUN
globalce-282	136	22	and	and	CCONJ
globalce-282	136	23	cost	cost	NOUN
globalce-282	136	24	by	by	ADP
globalce-282	136	25	introducing	introduce	VERB
globalce-282	136	26	some	some	DET
globalce-282	136	27	pre	pre	ADJ
globalce-282	136	28	-	-	ADJ
globalce-282	136	29	trained	trained	ADJ
globalce-282	136	30	layers	layer	NOUN
globalce-282	136	31	.	.	PUNCT
globalce-282	137	1	area	area	NOUN
globalce-282	137	2	under	under	ADP
globalce-282	137	3	curve	curve	NOUN
globalce-282	137	4	(	(	PUNCT
globalce-282	137	5	auc	auc	NOUN
globalce-282	137	6	)	)	PUNCT
globalce-282	137	7	metric	metric	NOUN
globalce-282	137	8	should	should	AUX
globalce-282	137	9	be	be	AUX
globalce-282	137	10	used	use	VERB
globalce-282	137	11	for	for	ADP
globalce-282	137	12	model	model	NOUN
globalce-282	137	13	validation	validation	NOUN
globalce-282	137	14	,	,	PUNCT
globalce-282	137	15	a	a	DET
globalce-282	137	16	step	step	NOUN
globalce-282	137	17	we	we	PRON
globalce-282	137	18	omitted	omit	VERB
globalce-282	137	19	in	in	ADP
globalce-282	137	20	our	our	PRON
globalce-282	137	21	research	research	NOUN
globalce-282	137	22	due	due	ADP
globalce-282	137	23	to	to	ADP
globalce-282	137	24	the	the	DET
globalce-282	137	25	lack	lack	NOUN
globalce-282	137	26	of	of	ADP
globalce-282	137	27	time	time	NOUN
globalce-282	137	28	and	and	CCONJ
globalce-282	137	29	resources	resource	NOUN
globalce-282	137	30	.	.	PUNCT
globalce-282	138	1	metaheuristic	metaheuristic	ADJ
globalce-282	138	2	searching	searching	NOUN
globalce-282	138	3	algorithms	algorithm	NOUN
globalce-282	138	4	,	,	PUNCT
globalce-282	138	5	like	like	ADP
globalce-282	138	6	genetic	genetic	ADJ
globalce-282	138	7	algorithms	algorithm	NOUN
globalce-282	138	8	,	,	PUNCT
globalce-282	138	9	should	should	AUX
globalce-282	138	10	be	be	AUX
globalce-282	138	11	used	use	VERB
globalce-282	138	12	for	for	ADP
globalce-282	138	13	ffnn	ffnn	NOUN
globalce-282	138	14	structure	structure	NOUN
globalce-282	138	15	optimization	optimization	NOUN
globalce-282	138	16	.	.	PUNCT
globalce-282	139	1	finally	finally	ADV
globalce-282	139	2	,	,	PUNCT
globalce-282	139	3	we	we	PRON
globalce-282	139	4	plan	plan	VERB
globalce-282	139	5	to	to	PART
globalce-282	139	6	develop	develop	VERB
globalce-282	139	7	an	an	DET
globalce-282	139	8	optimized	optimize	VERB
globalce-282	139	9	hybrid	hybrid	NOUN
globalce-282	139	10	nn	nn	PROPN
globalce-282	139	11	model	model	NOUN
globalce-282	139	12	by	by	ADP
globalce-282	139	13	combining	combine	VERB
globalce-282	139	14	elements	element	NOUN
globalce-282	139	15	and	and	CCONJ
globalce-282	139	16	layers	layer	NOUN
globalce-282	139	17	from	from	ADP
globalce-282	139	18	the	the	DET
globalce-282	139	19	best	well	ADV
globalce-282	139	20	-	-	PUNCT
globalce-282	139	21	performing	perform	VERB
globalce-282	139	22	basic	basic	ADJ
globalce-282	139	23	models	model	NOUN
globalce-282	139	24	.	.	PUNCT
globalce-282	140	1	conclusion	conclusion	NOUN
globalce-282	140	2	based	base	VERB
globalce-282	140	3	on	on	ADP
globalce-282	140	4	the	the	DET
globalce-282	140	5	results	result	NOUN
globalce-282	140	6	and	and	CCONJ
globalce-282	140	7	the	the	DET
globalce-282	140	8	discussion	discussion	NOUN
globalce-282	140	9	above	above	ADV
globalce-282	140	10	,	,	PUNCT
globalce-282	140	11	we	we	PRON
globalce-282	140	12	need	need	VERB
globalce-282	140	13	to	to	PART
globalce-282	140	14	focus	focus	VERB
globalce-282	140	15	on	on	ADP
globalce-282	140	16	the	the	DET
globalce-282	140	17	following	follow	VERB
globalce-282	140	18	points	point	NOUN
globalce-282	140	19	in	in	ADP
globalce-282	140	20	our	our	PRON
globalce-282	140	21	future	future	ADJ
globalce-282	140	22	work	work	NOUN
globalce-282	140	23	:	:	PUNCT
globalce-282	140	24	obtain	obtain	VERB
globalce-282	140	25	meg	meg	NOUN
globalce-282	140	26	recordings	recording	NOUN
globalce-282	140	27	using	use	VERB
globalce-282	140	28	a	a	DET
globalce-282	140	29	higher	high	ADJ
globalce-282	140	30	sampling	sampling	NOUN
globalce-282	140	31	rate	rate	NOUN
globalce-282	140	32	and	and	CCONJ
globalce-282	140	33	higher	high	ADJ
globalce-282	140	34	threshold	threshold	NOUN
globalce-282	140	35	on	on	ADP
globalce-282	140	36	the	the	DET
globalce-282	140	37	low	low	ADJ
globalce-282	140	38	-	-	PUNCT
globalce-282	140	39	pass	pass	NOUN
globalce-282	140	40	filter	filter	NOUN
globalce-282	140	41	,	,	PUNCT
globalce-282	140	42	more	more	ADV
globalce-282	140	43	sophisticated	sophisticated	ADJ
globalce-282	140	44	filtering	filtering	NOUN
globalce-282	140	45	of	of	ADP
globalce-282	140	46	the	the	DET
globalce-282	140	47	artifacts	artifact	NOUN
globalce-282	140	48	and	and	CCONJ
globalce-282	140	49	noise	noise	NOUN
globalce-282	140	50	,	,	PUNCT
globalce-282	140	51	so	so	SCONJ
globalce-282	140	52	that	that	SCONJ
globalce-282	140	53	gain	gain	VERB
globalce-282	140	54	more	more	ADJ
globalce-282	140	55	information	information	NOUN
globalce-282	140	56	that	that	PRON
globalce-282	140	57	lies	lie	VERB
globalce-282	140	58	within	within	ADP
globalce-282	140	59	epileptic	epileptic	ADJ
globalce-282	140	60	signals	signal	NOUN
globalce-282	140	61	and	and	CCONJ
globalce-282	140	62	an	an	DET
globalce-282	140	63	even	even	ADV
globalce-282	140	64	clearer	clear	ADJ
globalce-282	140	65	distinction	distinction	NOUN
globalce-282	140	66	to	to	ADP
globalce-282	140	67	the	the	DET
globalce-282	140	68	non	non	ADJ
globalce-282	140	69	-	-	ADJ
globalce-282	140	70	epileptiform	epileptiform	ADJ
globalce-282	140	71	activity	activity	NOUN
globalce-282	140	72	.	.	PUNCT
globalce-282	141	1	also	also	ADV
globalce-282	141	2	,	,	PUNCT
globalce-282	141	3	the	the	DET
globalce-282	141	4	inclusion	inclusion	NOUN
globalce-282	141	5	of	of	ADP
globalce-282	141	6	recordings	recording	NOUN
globalce-282	141	7	from	from	ADP
globalce-282	141	8	healthy	healthy	ADJ
globalce-282	141	9	subjects	subject	NOUN
globalce-282	141	10	in	in	ADP
globalce-282	141	11	the	the	DET
globalce-282	141	12	datasets	dataset	NOUN
globalce-282	141	13	is	be	AUX
globalce-282	141	14	necessary	necessary	ADJ
globalce-282	141	15	to	to	PART
globalce-282	141	16	create	create	VERB
globalce-282	141	17	more	more	ADJ
globalce-282	141	18	reliable	reliable	ADJ
globalce-282	141	19	models	model	NOUN
globalce-282	141	20	.	.	PUNCT
globalce-282	142	1	although	although	SCONJ
globalce-282	142	2	we	we	PRON
globalce-282	142	3	do	do	AUX
globalce-282	142	4	not	not	PART
globalce-282	142	5	believe	believe	VERB
globalce-282	142	6	this	this	PRON
globalce-282	142	7	would	would	AUX
globalce-282	142	8	change	change	VERB
globalce-282	142	9	the	the	DET
globalce-282	142	10	models	model	NOUN
globalce-282	142	11	’	'	PUNCT
globalce-282	142	12	performance	performance	NOUN
globalce-282	142	13	,	,	PUNCT
globalce-282	142	14	since	since	SCONJ
globalce-282	142	15	there	there	PRON
globalce-282	142	16	are	be	VERB
globalce-282	142	17	no	no	DET
globalce-282	142	18	serious	serious	ADJ
globalce-282	142	19	deviations	deviation	NOUN
globalce-282	142	20	in	in	ADP
globalce-282	142	21	the	the	DET
globalce-282	142	22	values	value	NOUN
globalce-282	142	23	of	of	ADP
globalce-282	142	24	sensitivity	sensitivity	NOUN
globalce-282	142	25	and	and	CCONJ
globalce-282	142	26	specificity	specificity	NOUN
globalce-282	142	27	,	,	PUNCT
globalce-282	142	28	it	it	PRON
globalce-282	142	29	is	be	AUX
globalce-282	142	30	necessary	necessary	ADJ
globalce-282	142	31	to	to	PART
globalce-282	142	32	verify	verify	VERB
globalce-282	142	33	our	our	PRON
globalce-282	142	34	models	model	NOUN
globalce-282	142	35	on	on	ADP
globalce-282	142	36	a	a	DET
globalce-282	142	37	dataset	dataset	NOUN
globalce-282	142	38	nearer	nearer	NOUN
globalce-282	142	39	to	to	ADP
globalce-282	142	40	real	real	ADJ
globalce-282	142	41	-	-	PUNCT
globalce-282	142	42	world	world	NOUN
globalce-282	142	43	conditions	condition	NOUN
globalce-282	142	44	,	,	PUNCT
globalce-282	142	45	where	where	SCONJ
globalce-282	142	46	epileptic	epileptic	ADJ
globalce-282	142	47	signals	signal	NOUN
globalce-282	142	48	are	be	AUX
globalce-282	142	49	significantly	significantly	ADV
globalce-282	142	50	fewer	few	ADJ
globalce-282	142	51	.	.	PUNCT
globalce-282	143	1	also	also	ADV
globalce-282	143	2	,	,	PUNCT
globalce-282	143	3	we	we	PRON
globalce-282	143	4	should	should	AUX
globalce-282	143	5	try	try	VERB
globalce-282	143	6	to	to	PART
globalce-282	143	7	improve	improve	VERB
globalce-282	143	8	the	the	DET
globalce-282	143	9	quality	quality	NOUN
globalce-282	143	10	of	of	ADP
globalce-282	143	11	the	the	DET
globalce-282	143	12	images	image	NOUN
globalce-282	143	13	fed	feed	VERB
globalce-282	143	14	to	to	ADP
globalce-282	143	15	cnn	cnn	PROPN
globalce-282	143	16	.	.	PUNCT
globalce-282	144	1	a	a	DET
globalce-282	144	2	different	different	ADJ
globalce-282	144	3	colormap	colormap	NOUN
globalce-282	144	4	and	and	CCONJ
globalce-282	144	5	a	a	DET
globalce-282	144	6	better	well	ADJ
globalce-282	144	7	analysis	analysis	NOUN
globalce-282	144	8	could	could	AUX
globalce-282	144	9	potentially	potentially	ADV
globalce-282	144	10	improve	improve	VERB
globalce-282	144	11	the	the	DET
globalce-282	144	12	performance	performance	NOUN
globalce-282	144	13	of	of	ADP
globalce-282	144	14	the	the	DET
globalce-282	144	15	cnn	cnn	PROPN
globalce-282	144	16	on	on	ADP
globalce-282	144	17	the	the	DET
globalce-282	144	18	spectra	spectra	ADJ
globalce-282	144	19	image	image	NOUN
globalce-282	144	20	classification	classification	NOUN
globalce-282	144	21	.	.	PUNCT
globalce-282	145	1	also	also	ADV
globalce-282	145	2	,	,	PUNCT
globalce-282	145	3	we	we	PRON
globalce-282	145	4	need	need	VERB
globalce-282	145	5	to	to	PART
globalce-282	145	6	try	try	VERB
globalce-282	145	7	a	a	DET
globalce-282	145	8	different	different	ADJ
globalce-282	145	9	representation	representation	NOUN
globalce-282	145	10	for	for	ADP
globalce-282	145	11	the	the	DET
globalce-282	145	12	signal	signal	ADJ
globalce-282	145	13	images	image	NOUN
globalce-282	145	14	so	so	SCONJ
globalce-282	145	15	that	that	SCONJ
globalce-282	145	16	the	the	DET
globalce-282	145	17	signal	signal	ADJ
globalce-282	145	18	curve	curve	NOUN
globalce-282	145	19	is	be	AUX
globalce-282	145	20	clearly	clearly	ADV
globalce-282	145	21	depicted	depict	VERB
globalce-282	145	22	.	.	PUNCT
globalce-282	146	1	an	an	DET
globalce-282	146	2	inception	inception	ADJ
globalce-282	146	3	v3	v3	PROPN
globalce-282	146	4	network	network	NOUN
globalce-282	146	5	with	with	ADP
globalce-282	146	6	no	no	DET
globalce-282	146	7	previous	previous	ADJ
globalce-282	146	8	training	training	NOUN
globalce-282	146	9	could	could	AUX
globalce-282	146	10	prove	prove	VERB
globalce-282	146	11	more	more	ADV
globalce-282	146	12	effective	effective	ADJ
globalce-282	146	13	in	in	ADP
globalce-282	146	14	such	such	DET
globalce-282	146	15	a	a	DET
globalce-282	146	16	case	case	NOUN
globalce-282	146	17	.	.	PUNCT
globalce-282	147	1	if	if	SCONJ
globalce-282	147	2	the	the	DET
globalce-282	147	3	untrained	untrained	ADJ
globalce-282	147	4	inception	inception	NOUN
globalce-282	147	5	v3	v3	PROPN
globalce-282	147	6	performs	perform	VERB
globalce-282	147	7	significantly	significantly	ADV
globalce-282	147	8	better	well	ADJ
globalce-282	147	9	than	than	ADP
globalce-282	147	10	the	the	DET
globalce-282	147	11	ffnn	ffnn	NOUN
globalce-282	147	12	,	,	PUNCT
globalce-282	147	13	we	we	PRON
globalce-282	147	14	then	then	ADV
globalce-282	147	15	can	can	AUX
globalce-282	147	16	try	try	VERB
globalce-282	147	17	to	to	PART
globalce-282	147	18	reduce	reduce	VERB
globalce-282	147	19	the	the	DET
globalce-282	147	20	training	training	NOUN
globalce-282	147	21	time	time	NOUN
globalce-282	147	22	and	and	CCONJ
globalce-282	147	23	cost	cost	NOUN
globalce-282	147	24	by	by	ADP
globalce-282	147	25	introducing	introduce	VERB
globalce-282	147	26	some	some	DET
globalce-282	147	27	pre	pre	ADJ
globalce-282	147	28	-	-	ADJ
globalce-282	147	29	trained	trained	ADJ
globalce-282	147	30	layers	layer	NOUN
globalce-282	147	31	.	.	PUNCT
globalce-282	148	1	area	area	NOUN
globalce-282	148	2	under	under	ADP
globalce-282	148	3	curve	curve	NOUN
globalce-282	148	4	(	(	PUNCT
globalce-282	148	5	auc	auc	NOUN
globalce-282	148	6	)	)	PUNCT
globalce-282	148	7	metric	metric	NOUN
globalce-282	148	8	should	should	AUX
globalce-282	148	9	be	be	AUX
globalce-282	148	10	used	use	VERB
globalce-282	148	11	for	for	ADP
globalce-282	148	12	model	model	NOUN
globalce-282	148	13	validation	validation	NOUN
globalce-282	148	14	,	,	PUNCT
globalce-282	148	15	a	a	DET
globalce-282	148	16	step	step	NOUN
globalce-282	148	17	we	we	PRON
globalce-282	148	18	omitted	omit	VERB
globalce-282	148	19	in	in	ADP
globalce-282	148	20	our	our	PRON
globalce-282	148	21	research	research	NOUN
globalce-282	148	22	due	due	ADP
globalce-282	148	23	to	to	ADP
globalce-282	148	24	the	the	DET
globalce-282	148	25	lack	lack	NOUN
globalce-282	148	26	of	of	ADP
globalce-282	148	27	time	time	NOUN
globalce-282	148	28	and	and	CCONJ
globalce-282	148	29	resources	resource	NOUN
globalce-282	148	30	.	.	PUNCT
globalce-282	149	1	metaheuristic	metaheuristic	ADJ
globalce-282	149	2	searching	searching	NOUN
globalce-282	149	3	algorithms	algorithm	NOUN
globalce-282	149	4	,	,	PUNCT
globalce-282	149	5	like	like	ADP
globalce-282	149	6	genetic	genetic	ADJ
globalce-282	149	7	algorithms	algorithm	NOUN
globalce-282	149	8	,	,	PUNCT
globalce-282	149	9	should	should	AUX
globalce-282	149	10	be	be	AUX
globalce-282	149	11	used	use	VERB
globalce-282	149	12	for	for	ADP
globalce-282	149	13	ffnn	ffnn	NOUN
globalce-282	149	14	structure	structure	NOUN
globalce-282	149	15	optimization	optimization	NOUN
globalce-282	149	16	.	.	PUNCT
globalce-282	150	1	finally	finally	ADV
globalce-282	150	2	,	,	PUNCT
globalce-282	150	3	we	we	PRON
globalce-282	150	4	plan	plan	VERB
globalce-282	150	5	to	to	PART
globalce-282	150	6	develop	develop	VERB
globalce-282	150	7	an	an	DET
globalce-282	150	8	optimized	optimize	VERB
globalce-282	150	9	hybrid	hybrid	NOUN
globalce-282	150	10	nn	nn	PROPN
globalce-282	150	11	model	model	NOUN
globalce-282	150	12	by	by	ADP
globalce-282	150	13	combining	combine	VERB
globalce-282	150	14	elements	element	NOUN
globalce-282	150	15	and	and	CCONJ
globalce-282	150	16	layers	layer	NOUN
globalce-282	150	17	from	from	ADP
globalce-282	150	18	the	the	DET
globalce-282	150	19	best	well	ADV
globalce-282	150	20	-	-	PUNCT
globalce-282	150	21	performing	perform	VERB
globalce-282	150	22	basic	basic	ADJ
globalce-282	150	23	models	model	NOUN
globalce-282	150	24	.	.	PUNCT
globalce-282	150	25	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-282	151	1	http://globalce.org	http://globalce.org	PROPN
globalce-282	151	2	http://globalce.org	http://globalce.org	NUM
globalce-282	151	3	95	95	NUM
globalce-282	151	4	j	j	PROPN
globalce-282	151	5	global	global	ADJ
globalce-282	151	6	clinical	clinical	ADJ
globalce-282	151	7	engineering	engineering	PROPN
globalce-282	151	8	vol.6	vol.6	PROPN
globalce-282	151	9	special	special	ADJ
globalce-282	151	10	issue	issue	NOUN
globalce-282	151	11	6	6	NUM
globalce-282	151	12	:	:	SYM
globalce-282	151	13	2024	2024	NUM
globalce-282	151	14	references	reference	NOUN
globalce-282	151	15	1	1	NUM
globalce-282	151	16	.	.	PUNCT
globalce-282	152	1	sidiropoulou	sidiropoulou	PROPN
globalce-282	152	2	,	,	PUNCT
globalce-282	152	3	k.	k.	PROPN
globalce-282	153	1	basic	basic	ADJ
globalce-282	153	2	principles	principle	NOUN
globalce-282	153	3	of	of	ADP
globalce-282	153	4	the	the	DET
globalce-282	153	5	nervous	nervous	ADJ
globalce-282	153	6	system	system	NOUN
globalce-282	153	7	functioning	function	VERB
globalce-282	153	8	.	.	PUNCT
globalce-282	154	1	open	open	ADJ
globalce-282	154	2	academic	academic	ADJ
globalce-282	154	3	editions	edition	NOUN
globalce-282	154	4	:	:	PUNCT
globalce-282	154	5	national	national	ADJ
globalce-282	154	6	technological	technological	ADJ
globalce-282	154	7	university	university	PROPN
globalce-282	154	8	of	of	ADP
globalce-282	154	9	athens	athens	PROPN
globalce-282	154	10	,	,	PUNCT
globalce-282	154	11	greece	greece	PROPN
globalce-282	154	12	,	,	PUNCT
globalce-282	154	13	2015	2015	NUM
globalce-282	154	14	.	.	PUNCT
globalce-282	155	1	available	available	ADJ
globalce-282	155	2	online	online	ADV
globalce-282	155	3	:	:	PUNCT
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globalce-282	155	5	.	.	PUNCT
globalce-282	156	1	2	2	NUM
globalce-282	156	2	.	.	X
globalce-282	156	3	health	health	NOUN
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globalce-282	156	5	.	.	PUNCT
globalce-282	157	1	available	available	ADJ
globalce-282	157	2	online	online	ADV
globalce-282	157	3	:	:	PUNCT
globalce-282	158	1	https://www	https://www	PROPN
globalce-282	158	2	.	.	PUNCT
globalce-282	159	1	nih.gov/health-information	nih.gov/health-information	PROPN
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globalce-282	160	1	3	3	X
globalce-282	160	2	.	.	X
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globalce-282	160	18	.	.	PUNCT
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globalce-282	163	2	.	.	PUNCT
globalce-282	164	1	https://	https://	PROPN
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globalce-282	166	13	.	.	PUNCT
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globalce-282	167	2	.	.	PUNCT
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globalce-282	167	4	online	online	ADV
globalce-282	167	5	:	:	PUNCT
globalce-282	167	6	https://ora.ox.ac.uk/objects/	https://ora.ox.ac.uk/objects/	NOUN
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globalce-282	167	10	-	-	ADJ
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globalce-282	167	12	-	-	PUNCT
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globalce-282	167	14	.	.	PUNCT
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globalce-282	168	2	.	.	X
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globalce-282	168	5	t.	t.	PROPN
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globalce-282	168	10	,	,	PUNCT
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globalce-282	168	14	,	,	PUNCT
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globalce-282	168	16	.	.	PUNCT
globalce-282	169	1	al	al	PROPN
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globalce-282	169	9	:	:	PUNCT
globalce-282	169	10	a	a	DET
globalce-282	169	11	review	review	NOUN
globalce-282	169	12	.	.	PUNCT
globalce-282	170	1	front	front	ADJ
globalce-282	170	2	neurol	neurol	NOUN
globalce-282	170	3	.	.	PUNCT
globalce-282	171	1	2020;11:701	2020;11:701	X
globalce-282	171	2	.	.	PUNCT
globalce-282	172	1	https://doi.org/10.3389/	https://doi.org/10.3389/	NOUN
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globalce-282	172	3	.	.	PUNCT
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globalce-282	173	2	.	.	X
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globalce-282	174	30	.	.	PUNCT
globalce-282	175	1	seizure	seizure	NOUN
globalce-282	175	2	.	.	PUNCT
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globalce-282	176	2	.	.	PUNCT
globalce-282	177	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
globalce-282	177	2	.	.	PUNCT
globalce-282	178	1	seizure.2009.07.002	seizure.2009.07.002	NOUN
globalce-282	178	2	.	.	PUNCT
globalce-282	179	1	7	7	X
globalce-282	179	2	.	.	X
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globalce-282	179	4	,	,	PUNCT
globalce-282	179	5	p.	p.	NOUN
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globalce-282	179	10	j.c	j.c	PROPN
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globalce-282	179	14	,	,	PUNCT
globalce-282	179	15	a.	a.	NOUN
globalce-282	179	16	,	,	PUNCT
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globalce-282	179	18	.	.	PUNCT
globalce-282	180	1	al	al	PROPN
globalce-282	180	2	.	.	PUNCT
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globalce-282	181	2	.	.	PUNCT
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globalce-282	182	2	.	.	PUNCT
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globalce-282	183	2	.	.	PUNCT
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globalce-282	184	2	.	.	X
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globalce-282	186	14	.	.	PUNCT
globalce-282	187	1	ieee	ieee	NOUN
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globalce-282	187	3	.	.	PUNCT
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globalce-282	188	4	.	.	PUNCT
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globalce-282	189	2	.	.	PUNCT
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globalce-282	190	2	.	.	X
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globalce-282	191	8	,	,	PUNCT
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globalce-282	194	2	.	.	PUNCT
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globalce-282	195	5	.	.	PUNCT
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globalce-282	201	2	.	.	PUNCT
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globalce-282	202	2	.	.	X
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globalce-282	204	1	al	al	PROPN
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globalce-282	207	2	.	.	PUNCT
globalce-282	207	3	https://	https://	PROPN
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globalce-282	207	5	.	.	PUNCT
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globalce-282	208	2	.	.	PUNCT
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globalce-282	209	13	,	,	PUNCT
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globalce-282	227	54	analysis	analysis	NOUN
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globalce-282	227	56	lower	low	ADJ
globalce-282	227	57	limb	limb	NOUN
globalce-282	227	58	movement	movement	NOUN
globalce-282	227	59	:	:	PUNCT
globalce-282	227	60	towards	towards	ADP
globalce-282	227	61	the	the	DET
globalce-282	227	62	design	design	NOUN
globalce-282	227	63	of	of	ADP
globalce-282	227	64	a	a	DET
globalce-282	227	65	wearable	wearable	ADJ
globalce-282	227	66	rehabilitation	rehabilitation	NOUN
globalce-282	227	67	assistant	assistant	NOUN
globalce-282	227	68	device	device	NOUN
globalce-282	227	69	filippos	filippos	NOUN
globalce-282	227	70	margaritis1	margaritis1	PROPN
globalce-282	227	71	,	,	PUNCT
globalce-282	227	72	*	*	PROPN
globalce-282	227	73	,	,	PUNCT
globalce-282	227	74	konstantinos	konstantinos	PROPN
globalce-282	227	75	mitsopoulos1	mitsopoulos1	PROPN
globalce-282	227	76	,	,	PUNCT
globalce-282	227	77	kostas	kostas	PROPN
globalce-282	227	78	nizamis2	nizamis2	PROPN
globalce-282	227	79	,	,	PUNCT
globalce-282	227	80	alkinoos	alkinoo	VERB
globalce-282	227	81	athanasiou1	athanasiou1	NOUN
globalce-282	227	82	and	and	CCONJ
globalce-282	227	83	panagiotis	panagiotis	PROPN
globalce-282	227	84	d.	d.	PROPN
globalce-282	227	85	bamidis1	bamidis1	PROPN
globalce-282	227	86	a	a	DET
globalce-282	227	87	novel	novel	ADJ
globalce-282	227	88	dermatological	dermatological	ADJ
globalce-282	227	89	diagnosis	diagnosis	NOUN
globalce-282	227	90	support	support	NOUN
globalce-282	227	91	device	device	NOUN
globalce-282	227	92	based	base	VERB
globalce-282	227	93	on	on	ADP
globalce-282	227	94	electrical	electrical	ADJ
globalce-282	227	95	impedance	impedance	NOUN
globalce-282	227	96	spectroscopy	spectroscopy	NOUN
globalce-282	227	97	alexandros	alexandros	PROPN
globalce-282	227	98	moraitopoulos1	moraitopoulos1	PROPN
globalce-282	227	99	,	,	PUNCT
globalce-282	227	100	*	*	PROPN
globalce-282	227	101	,	,	PUNCT
globalce-282	227	102	konstantinos	konstantinos	PROPN
globalce-282	227	103	mitsopoulos1	mitsopoulos1	PROPN
globalce-282	227	104	,	,	PUNCT
globalce-282	227	105	christina	christina	PROPN
globalce-282	227	106	kemanetzi2	kemanetzi2	PROPN
globalce-282	227	107	,	,	PUNCT
globalce-282	227	108	panagiotis	panagiotis	NOUN
globalce-282	227	109	bamidis1	bamidis1	NOUN
globalce-282	227	110	and	and	CCONJ
globalce-282	227	111	alexandros	alexandros	PROPN
globalce-282	227	112	astaras3	astaras3	PROPN
globalce-282	227	113	software	software	NOUN
globalce-282	227	114	skills	skill	VERB
globalce-282	227	115	identification	identification	NOUN
globalce-282	227	116	:	:	PUNCT
globalce-282	227	117	a	a	DET
globalce-282	227	118	multi	multi	ADJ
globalce-282	227	119	-	-	ADJ
globalce-282	227	120	class	class	ADJ
globalce-282	227	121	classification	classification	NOUN
globalce-282	227	122	on	on	ADP
globalce-282	227	123	source	source	NOUN
globalce-282	227	124	code	code	NOUN
globalce-282	227	125	using	use	VERB
globalce-282	227	126	machine	machine	NOUN
globalce-282	227	127	learning	learning	PROPN
globalce-282	227	128	dimitris	dimitris	PROPN
globalce-282	227	129	bamidis	bamidis	PROPN
globalce-282	227	130	,	,	PUNCT
globalce-282	227	131	ilias	ilias	PROPN
globalce-282	227	132	kalouptsoglou	kalouptsoglou	PROPN
globalce-282	227	133	,	,	PUNCT
globalce-282	227	134	apostolos	apostolos	PROPN
globalce-282	227	135	ampatzoglou	ampatzoglou	PROPN
globalce-282	227	136	,	,	PUNCT
globalce-282	227	137	alexandros	alexandros	PROPN
globalce-282	227	138	chatzigeorgiou	chatzigeorgiou	PROPN
globalce-282	227	139	*	*	PROPN
globalce-282	227	140	improvement	improvement	NOUN
globalce-282	227	141	of	of	ADP
globalce-282	227	142	aortic	aortic	ADJ
globalce-282	227	143	valve	valve	NOUN
globalce-282	227	144	stenosis	stenosis	NOUN
globalce-282	227	145	classification	classification	NOUN
globalce-282	227	146	in	in	ADP
globalce-282	227	147	patients	patient	NOUN
globalce-282	227	148	through	through	ADP
globalce-282	227	149	computational	computational	ADJ
globalce-282	227	150	fluid	fluid	ADJ
globalce-282	227	151	dynamics	dynamic	NOUN
globalce-282	227	152	model	model	NOUN
globalce-282	227	153	ioannis	ioannis	PROPN
globalce-282	227	154	makropoulos	makropoulos	PROPN
globalce-282	227	155	,	,	PUNCT
globalce-282	227	156	dimitris	dimitris	PROPN
globalce-282	227	157	zantzas	zantzas	PROPN
globalce-282	227	158	,	,	PUNCT
globalce-282	227	159	vasilis	vasilis	PROPN
globalce-282	227	160	gkoutzamanis	gkoutzamanis	PROPN
globalce-282	227	161	,	,	PUNCT
globalce-282	227	162	anestis	anestis	ADP
globalce-282	227	163	kalfas	kalfas	PROPN
globalce-282	227	164	*	*	PUNCT
globalce-282	227	165	kinematic	kinematic	ADJ
globalce-282	227	166	and	and	CCONJ
globalce-282	227	167	dynamic	dynamic	ADJ
globalce-282	227	168	analysis	analysis	NOUN
globalce-282	227	169	of	of	ADP
globalce-282	227	170	the	the	DET
globalce-282	227	171	human	human	ADJ
globalce-282	227	172	hand	hand	NOUN
globalce-282	227	173	’s	’s	PART
globalce-282	227	174	articulation	articulation	NOUN
globalce-282	227	175	for	for	ADP
globalce-282	227	176	wearable	wearable	ADJ
globalce-282	227	177	soft	soft	ADJ
globalce-282	227	178	-	-	PUNCT
globalce-282	227	179	robotic	robotic	ADJ
globalce-282	227	180	device	device	NOUN
globalce-282	227	181	applications	application	NOUN
globalce-282	227	182	paschalina	paschalina	PROPN
globalce-282	227	183	-	-	PUNCT
globalce-282	227	184	danai	danai	VERB
globalce-282	227	185	sarra	sarra	PROPN
globalce-282	227	186	,	,	PUNCT
globalce-282	227	187	vasiliki	vasiliki	PROPN
globalce-282	227	188	fiska	fiska	NOUN
globalce-282	227	189	,	,	PUNCT
globalce-282	227	190	konstantinos	konstantinos	PROPN
globalce-282	227	191	mitsopoulos	mitsopoulos	PROPN
globalce-282	227	192	,	,	PUNCT
globalce-282	227	193	diamanto	diamanto	NOUN
globalce-282	227	194	mylopoulou	mylopoulou	NOUN
globalce-282	227	195	,	,	PUNCT
globalce-282	227	196	and	and	CCONJ
globalce-282	227	197	panagiotis	panagiotis	NOUN
globalce-282	227	198	d.	d.	PROPN
globalce-282	227	199	bamidis	bamidis	PROPN
globalce-282	227	200	*	*	PROPN
globalce-282	227	201	deep	deep	ADJ
globalce-282	227	202	learning	learn	VERB
globalce-282	227	203	classification	classification	NOUN
globalce-282	227	204	of	of	ADP
globalce-282	227	205	epileptic	epileptic	ADJ
globalce-282	227	206	magnetoencephalogram	magnetoencephalogram	PROPN
globalce-282	227	207	andreas	andreas	PROPN
globalce-282	227	208	stylianou1	stylianou1	PROPN
globalce-282	227	209	,	,	PUNCT
globalce-282	227	210	lefteris	lefteris	PROPN
globalce-282	227	211	koumakis2	koumakis2	PROPN
globalce-282	227	212	,	,	PUNCT
globalce-282	227	213	maria	maria	PROPN
globalce-282	227	214	hadjinicolaou3	hadjinicolaou3	PROPN
globalce-282	227	215	,	,	PUNCT
globalce-282	227	216	adam	adam	PROPN
globalce-282	227	217	adamopoulos1	adamopoulos1	PROPN
globalce-282	227	218	,	,	PUNCT
globalce-282	227	219	*	*	PUNCT
globalce-282	227	220	and	and	CCONJ
globalce-282	227	221	alkinoos	alkinoo	NOUN
globalce-282	227	222	athanasiou4	athanasiou4	VERB