id	sid	tid	token	lemma	pos
cana-6335	1	1	communications	communication	NOUN
cana-6335	1	2	on	on	ADP
cana-6335	1	3	applied	apply	VERB
cana-6335	1	4	nonlinear	nonlinear	ADJ
cana-6335	1	5	analysis	analysis	NOUN
cana-6335	1	6	issn	issn	NOUN
cana-6335	1	7	:	:	PUNCT
cana-6335	1	8	1074	1074	NUM
cana-6335	1	9	-	-	PUNCT
cana-6335	1	10	133x	133x	NUM
cana-6335	1	11	vol	vol	NOUN
cana-6335	1	12	32	32	NUM
cana-6335	1	13	no	no	NOUN
cana-6335	1	14	.	.	PUNCT
cana-6335	2	1	1s	1s	NUM
cana-6335	2	2	(	(	PUNCT
cana-6335	2	3	2025	2025	NUM
cana-6335	2	4	)	)	PUNCT
cana-6335	2	5	797	797	NUM
cana-6335	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	2	7	a	a	DET
cana-6335	2	8	hybrid	hybrid	ADJ
cana-6335	2	9	machine	machine	NOUN
cana-6335	2	10	learning	learn	VERB
cana-6335	2	11	approach	approach	NOUN
cana-6335	2	12	integrating	integrate	VERB
cana-6335	2	13	pca	pca	PROPN
cana-6335	2	14	for	for	ADP
cana-6335	2	15	prediction	prediction	NOUN
cana-6335	2	16	of	of	ADP
cana-6335	2	17	epileptic	epileptic	ADJ
cana-6335	2	18	and	and	CCONJ
cana-6335	2	19	psychogenic	psychogenic	ADJ
cana-6335	2	20	seizures	seizure	NOUN
cana-6335	2	21	priynaka	priynaka	ADV
cana-6335	2	22	singh1	singh1	PROPN
cana-6335	2	23	,	,	PUNCT
cana-6335	2	24	divyarth	divyarth	NOUN
cana-6335	2	25	rai	rai	NOUN
cana-6335	2	26	2	2	NUM
cana-6335	2	27	lnct	lnct	PROPN
cana-6335	2	28	university	university	NOUN
cana-6335	2	29	,	,	PUNCT
cana-6335	2	30	bhopal	bhopal	NOUN
cana-6335	2	31	,	,	PUNCT
cana-6335	2	32	india	india	PROPN
cana-6335	2	33	1priyankasirt03@gmail.com	1priyankasirt03@gmail.com	PROPN
cana-6335	2	34	,	,	PUNCT
cana-6335	2	35	2divyarthrai@gmail.com	2divyarthrai@gmail.com	NUM
cana-6335	2	36	article	article	NOUN
cana-6335	2	37	history	history	NOUN
cana-6335	2	38	:	:	PUNCT
cana-6335	2	39	received	receive	VERB
cana-6335	2	40	:	:	PUNCT
cana-6335	2	41	02	02	NUM
cana-6335	2	42	-	-	SYM
cana-6335	2	43	10	10	NUM
cana-6335	2	44	-	-	PUNCT
cana-6335	2	45	2024	2024	NUM
cana-6335	2	46	revised	revise	VERB
cana-6335	2	47	:	:	PUNCT
cana-6335	2	48	15	15	NUM
cana-6335	2	49	-	-	SYM
cana-6335	2	50	11	11	NUM
cana-6335	2	51	-	-	PUNCT
cana-6335	2	52	2024	2024	NUM
cana-6335	2	53	accepted	accept	VERB
cana-6335	2	54	:	:	PUNCT
cana-6335	2	55	18	18	NUM
cana-6335	2	56	-	-	SYM
cana-6335	2	57	12	12	NUM
cana-6335	2	58	-	-	PUNCT
cana-6335	2	59	2024	2024	NUM
cana-6335	2	60	abstract	abstract	NOUN
cana-6335	2	61	:	:	PUNCT
cana-6335	2	62	accurate	accurate	ADJ
cana-6335	2	63	differentiation	differentiation	NOUN
cana-6335	2	64	between	between	ADP
cana-6335	2	65	epileptic	epileptic	ADJ
cana-6335	2	66	seizures	seizure	NOUN
cana-6335	2	67	(	(	PUNCT
cana-6335	2	68	es	es	NOUN
cana-6335	2	69	)	)	PUNCT
cana-6335	2	70	and	and	CCONJ
cana-6335	2	71	psychogenic	psychogenic	ADJ
cana-6335	2	72	nonepileptic	nonepileptic	ADJ
cana-6335	2	73	seizures	seizure	NOUN
cana-6335	2	74	(	(	PUNCT
cana-6335	2	75	pnes	pne	NOUN
cana-6335	2	76	)	)	PUNCT
cana-6335	2	77	remains	remain	VERB
cana-6335	2	78	a	a	DET
cana-6335	2	79	significant	significant	ADJ
cana-6335	2	80	clinical	clinical	ADJ
cana-6335	2	81	challenge	challenge	NOUN
cana-6335	2	82	,	,	PUNCT
cana-6335	2	83	with	with	ADP
cana-6335	2	84	misdiagnosis	misdiagnosis	NOUN
cana-6335	2	85	rates	rate	NOUN
cana-6335	2	86	reaching	reach	VERB
cana-6335	2	87	20	20	NUM
cana-6335	2	88	-	-	SYM
cana-6335	2	89	30	30	NUM
cana-6335	2	90	%	%	NOUN
cana-6335	2	91	in	in	ADP
cana-6335	2	92	specialized	specialized	ADJ
cana-6335	2	93	epilepsy	epilepsy	NOUN
cana-6335	2	94	centers	center	NOUN
cana-6335	2	95	.	.	PUNCT
cana-6335	3	1	this	this	DET
cana-6335	3	2	study	study	NOUN
cana-6335	3	3	proposes	propose	VERB
cana-6335	3	4	a	a	DET
cana-6335	3	5	hybrid	hybrid	ADJ
cana-6335	3	6	machine	machine	NOUN
cana-6335	3	7	learning	learn	VERB
cana-6335	3	8	framework	framework	NOUN
cana-6335	3	9	integrating	integrate	VERB
cana-6335	3	10	principal	principal	ADJ
cana-6335	3	11	component	component	NOUN
cana-6335	3	12	analysis	analysis	NOUN
cana-6335	3	13	(	(	PUNCT
cana-6335	3	14	pca	pca	NOUN
cana-6335	3	15	)	)	PUNCT
cana-6335	3	16	for	for	ADP
cana-6335	3	17	dimensionality	dimensionality	NOUN
cana-6335	3	18	reduction	reduction	NOUN
cana-6335	3	19	with	with	ADP
cana-6335	3	20	ensemble	ensemble	ADJ
cana-6335	3	21	classification	classification	NOUN
cana-6335	3	22	methods	method	NOUN
cana-6335	3	23	to	to	PART
cana-6335	3	24	predict	predict	VERB
cana-6335	3	25	and	and	CCONJ
cana-6335	3	26	distinguish	distinguish	VERB
cana-6335	3	27	between	between	ADP
cana-6335	3	28	epileptic	epileptic	ADJ
cana-6335	3	29	and	and	CCONJ
cana-6335	3	30	psychogenic	psychogenic	ADJ
cana-6335	3	31	seizures	seizure	NOUN
cana-6335	3	32	using	use	VERB
cana-6335	3	33	electroencephalogram	electroencephalogram	NOUN
cana-6335	3	34	(	(	PUNCT
cana-6335	3	35	eeg	eeg	NOUN
cana-6335	3	36	)	)	PUNCT
cana-6335	3	37	signals	signal	NOUN
cana-6335	3	38	.	.	PUNCT
cana-6335	4	1	the	the	DET
cana-6335	4	2	methodology	methodology	NOUN
cana-6335	4	3	employs	employ	VERB
cana-6335	4	4	a	a	DET
cana-6335	4	5	multi	multi	ADJ
cana-6335	4	6	-	-	ADJ
cana-6335	4	7	stage	stage	ADJ
cana-6335	4	8	pipeline	pipeline	NOUN
cana-6335	4	9	consisting	consist	VERB
cana-6335	4	10	of	of	ADP
cana-6335	4	11	signal	signal	ADJ
cana-6335	4	12	preprocessing	preprocessing	NOUN
cana-6335	4	13	,	,	PUNCT
cana-6335	4	14	feature	feature	NOUN
cana-6335	4	15	extraction	extraction	NOUN
cana-6335	4	16	from	from	ADP
cana-6335	4	17	time	time	NOUN
cana-6335	4	18	-	-	PUNCT
cana-6335	4	19	domain	domain	NOUN
cana-6335	4	20	,	,	PUNCT
cana-6335	4	21	frequency	frequency	NOUN
cana-6335	4	22	-	-	PUNCT
cana-6335	4	23	domain	domain	NOUN
cana-6335	4	24	,	,	PUNCT
cana-6335	4	25	and	and	CCONJ
cana-6335	4	26	nonlinear	nonlinear	ADJ
cana-6335	4	27	domains	domain	NOUN
cana-6335	4	28	,	,	PUNCT
cana-6335	4	29	pca	pca	NOUN
cana-6335	4	30	-	-	PUNCT
cana-6335	4	31	based	base	VERB
cana-6335	4	32	dimensionality	dimensionality	NOUN
cana-6335	4	33	reduction	reduction	NOUN
cana-6335	4	34	,	,	PUNCT
cana-6335	4	35	and	and	CCONJ
cana-6335	4	36	classification	classification	NOUN
cana-6335	4	37	using	use	VERB
cana-6335	4	38	support	support	NOUN
cana-6335	4	39	vector	vector	NOUN
cana-6335	4	40	machines	machine	NOUN
cana-6335	4	41	(	(	PUNCT
cana-6335	4	42	svm	svm	PROPN
cana-6335	4	43	)	)	PUNCT
cana-6335	4	44	,	,	PUNCT
cana-6335	4	45	random	random	ADJ
cana-6335	4	46	forest	forest	NOUN
cana-6335	4	47	(	(	PUNCT
cana-6335	4	48	rf	rf	NOUN
cana-6335	4	49	)	)	PUNCT
cana-6335	4	50	,	,	PUNCT
cana-6335	4	51	and	and	CCONJ
cana-6335	4	52	a	a	DET
cana-6335	4	53	novel	novel	ADJ
cana-6335	4	54	hybrid	hybrid	ADJ
cana-6335	4	55	ensemble	ensemble	ADJ
cana-6335	4	56	model	model	NOUN
cana-6335	4	57	.	.	PUNCT
cana-6335	5	1	experimental	experimental	ADJ
cana-6335	5	2	validation	validation	NOUN
cana-6335	5	3	was	be	AUX
cana-6335	5	4	conducted	conduct	VERB
cana-6335	5	5	using	use	VERB
cana-6335	5	6	the	the	DET
cana-6335	5	7	temple	temple	PROPN
cana-6335	5	8	university	university	PROPN
cana-6335	5	9	hospital	hospital	NOUN
cana-6335	5	10	eeg	eeg	PROPN
cana-6335	5	11	corpus	corpus	PROPN
cana-6335	5	12	and	and	CCONJ
cana-6335	5	13	clinical	clinical	ADJ
cana-6335	5	14	datasets	dataset	NOUN
cana-6335	5	15	comprising	comprise	VERB
cana-6335	5	16	847	847	NUM
cana-6335	5	17	patients	patient	NOUN
cana-6335	5	18	.	.	PUNCT
cana-6335	6	1	the	the	DET
cana-6335	6	2	proposed	propose	VERB
cana-6335	6	3	hybrid	hybrid	ADJ
cana-6335	6	4	pca	pca	NOUN
cana-6335	6	5	-	-	PUNCT
cana-6335	6	6	ensemble	ensemble	ADJ
cana-6335	6	7	approach	approach	NOUN
cana-6335	6	8	achieved	achieve	VERB
cana-6335	6	9	classification	classification	NOUN
cana-6335	6	10	accuracy	accuracy	NOUN
cana-6335	6	11	of	of	ADP
cana-6335	6	12	94.7	94.7	NUM
cana-6335	6	13	%	%	NOUN
cana-6335	6	14	,	,	PUNCT
cana-6335	6	15	sensitivity	sensitivity	NOUN
cana-6335	6	16	of	of	ADP
cana-6335	6	17	93.2	93.2	NUM
cana-6335	6	18	%	%	NOUN
cana-6335	6	19	,	,	PUNCT
cana-6335	6	20	and	and	CCONJ
cana-6335	6	21	specificity	specificity	NOUN
cana-6335	6	22	of	of	ADP
cana-6335	6	23	95.8	95.8	NUM
cana-6335	6	24	%	%	NOUN
cana-6335	6	25	,	,	PUNCT
cana-6335	6	26	outperforming	outperform	VERB
cana-6335	6	27	standalone	standalone	NOUN
cana-6335	6	28	classifiers	classifier	NOUN
cana-6335	6	29	by	by	ADP
cana-6335	6	30	6	6	NUM
cana-6335	6	31	-	-	SYM
cana-6335	6	32	12	12	NUM
cana-6335	6	33	%	%	NOUN
cana-6335	6	34	.	.	PUNCT
cana-6335	7	1	the	the	DET
cana-6335	7	2	integration	integration	NOUN
cana-6335	7	3	of	of	ADP
cana-6335	7	4	pca	pca	PROPN
cana-6335	7	5	reduced	reduce	VERB
cana-6335	7	6	computational	computational	ADJ
cana-6335	7	7	complexity	complexity	NOUN
cana-6335	7	8	by	by	ADP
cana-6335	7	9	68	68	NUM
cana-6335	7	10	%	%	NOUN
cana-6335	7	11	while	while	SCONJ
cana-6335	7	12	preserving	preserve	VERB
cana-6335	7	13	97.3	97.3	NUM
cana-6335	7	14	%	%	NOUN
cana-6335	7	15	of	of	ADP
cana-6335	7	16	discriminative	discriminative	NOUN
cana-6335	7	17	variance	variance	NOUN
cana-6335	7	18	.	.	PUNCT
cana-6335	8	1	these	these	DET
cana-6335	8	2	findings	finding	NOUN
cana-6335	8	3	demonstrate	demonstrate	VERB
cana-6335	8	4	the	the	DET
cana-6335	8	5	clinical	clinical	ADJ
cana-6335	8	6	viability	viability	NOUN
cana-6335	8	7	of	of	ADP
cana-6335	8	8	hybrid	hybrid	NOUN
cana-6335	8	9	machine	machine	NOUN
cana-6335	8	10	learning	learning	NOUN
cana-6335	8	11	approaches	approach	NOUN
cana-6335	8	12	for	for	ADP
cana-6335	8	13	seizure	seizure	NOUN
cana-6335	8	14	type	type	NOUN
cana-6335	8	15	prediction	prediction	NOUN
cana-6335	8	16	,	,	PUNCT
cana-6335	8	17	potentially	potentially	ADV
cana-6335	8	18	reducing	reduce	VERB
cana-6335	8	19	diagnostic	diagnostic	ADJ
cana-6335	8	20	delays	delay	NOUN
cana-6335	8	21	and	and	CCONJ
cana-6335	8	22	improving	improve	VERB
cana-6335	8	23	patient	patient	ADJ
cana-6335	8	24	outcomes	outcome	NOUN
cana-6335	8	25	.	.	PUNCT
cana-6335	9	1	keywords	keyword	NOUN
cana-6335	9	2	:	:	PUNCT
cana-6335	9	3	epileptic	epileptic	ADJ
cana-6335	9	4	seizures	seizure	NOUN
cana-6335	9	5	,	,	PUNCT
cana-6335	9	6	psychogenic	psychogenic	ADJ
cana-6335	9	7	non	non	ADJ
cana-6335	9	8	-	-	ADJ
cana-6335	9	9	epileptic	epileptic	ADJ
cana-6335	9	10	seizures	seizure	NOUN
cana-6335	9	11	,	,	PUNCT
cana-6335	9	12	machine	machine	NOUN
cana-6335	9	13	learning	learning	NOUN
cana-6335	9	14	,	,	PUNCT
cana-6335	9	15	principal	principal	ADJ
cana-6335	9	16	component	component	NOUN
cana-6335	9	17	analysis	analysis	NOUN
cana-6335	9	18	,	,	PUNCT
cana-6335	9	19	eeg	eeg	NOUN
cana-6335	9	20	classification	classification	NOUN
cana-6335	9	21	,	,	PUNCT
cana-6335	9	22	hybrid	hybrid	ADJ
cana-6335	9	23	ensemble	ensemble	ADJ
cana-6335	9	24	learning	learning	PROPN
cana-6335	9	25	i.	i.	PROPN
cana-6335	9	26	introduction	introduction	PROPN
cana-6335	9	27	epilepsy	epilepsy	NOUN
cana-6335	9	28	affects	affect	VERB
cana-6335	9	29	approximately	approximately	ADV
cana-6335	9	30	50	50	NUM
cana-6335	9	31	million	million	NUM
cana-6335	9	32	people	people	NOUN
cana-6335	9	33	worldwide	worldwide	ADV
cana-6335	9	34	,	,	PUNCT
cana-6335	9	35	making	make	VERB
cana-6335	9	36	it	it	PRON
cana-6335	9	37	one	one	NUM
cana-6335	9	38	of	of	ADP
cana-6335	9	39	the	the	DET
cana-6335	9	40	most	most	ADV
cana-6335	9	41	prevalent	prevalent	ADJ
cana-6335	9	42	neurological	neurological	ADJ
cana-6335	9	43	disorders	disorder	NOUN
cana-6335	9	44	globally	globally	ADV
cana-6335	9	45	[	[	X
cana-6335	9	46	1	1	NUM
cana-6335	9	47	]	]	PUNCT
cana-6335	9	48	.	.	PUNCT
cana-6335	10	1	however	however	ADV
cana-6335	10	2	,	,	PUNCT
cana-6335	10	3	a	a	DET
cana-6335	10	4	substantial	substantial	ADJ
cana-6335	10	5	proportion	proportion	NOUN
cana-6335	10	6	of	of	ADP
cana-6335	10	7	patients	patient	NOUN
cana-6335	10	8	presenting	present	VERB
cana-6335	10	9	with	with	ADP
cana-6335	10	10	seizure	seizure	NOUN
cana-6335	10	11	-	-	PUNCT
cana-6335	10	12	like	like	ADJ
cana-6335	10	13	episodes	episode	NOUN
cana-6335	10	14	do	do	AUX
cana-6335	10	15	not	not	PART
cana-6335	10	16	have	have	AUX
cana-6335	10	17	epilepsy	epilepsy	VERB
cana-6335	10	18	but	but	CCONJ
cana-6335	10	19	instead	instead	ADV
cana-6335	10	20	experience	experience	VERB
cana-6335	10	21	psychogenic	psychogenic	ADJ
cana-6335	10	22	non	non	ADJ
cana-6335	10	23	-	-	ADJ
cana-6335	10	24	epileptic	epileptic	ADJ
cana-6335	10	25	seizures	seizure	NOUN
cana-6335	10	26	(	(	PUNCT
cana-6335	10	27	pnes	pne	NOUN
cana-6335	10	28	)	)	PUNCT
cana-6335	10	29	,	,	PUNCT
cana-6335	10	30	which	which	PRON
cana-6335	10	31	are	be	AUX
cana-6335	10	32	paroxysmal	paroxysmal	ADJ
cana-6335	10	33	events	event	NOUN
cana-6335	10	34	resembling	resemble	VERB
cana-6335	10	35	epileptic	epileptic	ADJ
cana-6335	10	36	seizures	seizure	NOUN
cana-6335	10	37	but	but	CCONJ
cana-6335	10	38	lacking	lack	VERB
cana-6335	10	39	the	the	DET
cana-6335	10	40	characteristic	characteristic	ADJ
cana-6335	10	41	electrophysiological	electrophysiological	ADJ
cana-6335	10	42	correlates	correlate	VERB
cana-6335	10	43	[	[	X
cana-6335	10	44	2	2	NUM
cana-6335	10	45	]	]	PUNCT
cana-6335	10	46	.	.	PUNCT
cana-6335	11	1	the	the	DET
cana-6335	11	2	clinical	clinical	ADJ
cana-6335	11	3	distinction	distinction	NOUN
cana-6335	11	4	between	between	ADP
cana-6335	11	5	mailto:1priyankasirt03@gmail.com,2divyarthrai@gmail.com	mailto:1priyankasirt03@gmail.com,2divyarthrai@gmail.com	X
cana-6335	11	6	communications	communication	NOUN
cana-6335	11	7	on	on	ADP
cana-6335	11	8	applied	apply	VERB
cana-6335	11	9	nonlinear	nonlinear	ADJ
cana-6335	11	10	analysis	analysis	NOUN
cana-6335	11	11	issn	issn	NOUN
cana-6335	11	12	:	:	PUNCT
cana-6335	11	13	1074	1074	NUM
cana-6335	11	14	-	-	PUNCT
cana-6335	11	15	133x	133x	NUM
cana-6335	11	16	vol	vol	NOUN
cana-6335	11	17	32	32	NUM
cana-6335	11	18	no	no	NOUN
cana-6335	11	19	.	.	PUNCT
cana-6335	12	1	1s	1s	NUM
cana-6335	12	2	(	(	PUNCT
cana-6335	12	3	2025	2025	NUM
cana-6335	12	4	)	)	PUNCT
cana-6335	12	5	798	798	NUM
cana-6335	12	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	12	7	es	es	NOUN
cana-6335	12	8	and	and	CCONJ
cana-6335	12	9	pnes	pne	NOUN
cana-6335	12	10	carries	carry	VERB
cana-6335	12	11	profound	profound	ADJ
cana-6335	12	12	implications	implication	NOUN
cana-6335	12	13	for	for	ADP
cana-6335	12	14	patient	patient	ADJ
cana-6335	12	15	management	management	NOUN
cana-6335	12	16	,	,	PUNCT
cana-6335	12	17	as	as	SCONJ
cana-6335	12	18	antiepileptic	antiepileptic	ADJ
cana-6335	12	19	medications	medication	NOUN
cana-6335	12	20	are	be	AUX
cana-6335	12	21	ineffective	ineffective	ADJ
cana-6335	12	22	for	for	ADP
cana-6335	12	23	pnes	pne	NOUN
cana-6335	12	24	and	and	CCONJ
cana-6335	12	25	may	may	AUX
cana-6335	12	26	cause	cause	VERB
cana-6335	12	27	unnecessary	unnecessary	ADJ
cana-6335	12	28	side	side	NOUN
cana-6335	12	29	effects	effect	NOUN
cana-6335	12	30	,	,	PUNCT
cana-6335	12	31	while	while	SCONJ
cana-6335	12	32	psychological	psychological	ADJ
cana-6335	12	33	interventions	intervention	NOUN
cana-6335	12	34	appropriate	appropriate	ADJ
cana-6335	12	35	for	for	ADP
cana-6335	12	36	pnes	pne	NOUN
cana-6335	12	37	would	would	AUX
cana-6335	12	38	not	not	PART
cana-6335	12	39	address	address	VERB
cana-6335	12	40	true	true	ADJ
cana-6335	12	41	epileptic	epileptic	ADJ
cana-6335	12	42	activity	activity	NOUN
cana-6335	12	43	[	[	X
cana-6335	12	44	3	3	NUM
cana-6335	12	45	]	]	PUNCT
cana-6335	12	46	.	.	PUNCT
cana-6335	13	1	the	the	DET
cana-6335	13	2	gold	gold	ADJ
cana-6335	13	3	standard	standard	NOUN
cana-6335	13	4	for	for	ADP
cana-6335	13	5	differential	differential	ADJ
cana-6335	13	6	diagnosis	diagnosis	NOUN
cana-6335	13	7	remains	remain	VERB
cana-6335	13	8	video	video	NOUN
cana-6335	13	9	-	-	PUNCT
cana-6335	13	10	electroencephalography	electroencephalography	NOUN
cana-6335	13	11	(	(	PUNCT
cana-6335	13	12	veeg	veeg	ADJ
cana-6335	13	13	)	)	PUNCT
cana-6335	13	14	monitoring	monitoring	NOUN
cana-6335	13	15	,	,	PUNCT
cana-6335	13	16	which	which	PRON
cana-6335	13	17	requires	require	VERB
cana-6335	13	18	specialized	specialized	ADJ
cana-6335	13	19	facilities	facility	NOUN
cana-6335	13	20	,	,	PUNCT
cana-6335	13	21	extended	extended	ADJ
cana-6335	13	22	hospitalization	hospitalization	NOUN
cana-6335	13	23	,	,	PUNCT
cana-6335	13	24	and	and	CCONJ
cana-6335	13	25	expert	expert	ADJ
cana-6335	13	26	interpretation	interpretation	NOUN
cana-6335	13	27	[	[	X
cana-6335	13	28	4	4	NUM
cana-6335	13	29	]	]	PUNCT
cana-6335	13	30	.	.	PUNCT
cana-6335	14	1	this	this	DET
cana-6335	14	2	resource	resource	NOUN
cana-6335	14	3	-	-	PUNCT
cana-6335	14	4	intensive	intensive	ADJ
cana-6335	14	5	approach	approach	NOUN
cana-6335	14	6	creates	create	VERB
cana-6335	14	7	significant	significant	ADJ
cana-6335	14	8	bottlenecks	bottleneck	NOUN
cana-6335	14	9	in	in	ADP
cana-6335	14	10	healthcare	healthcare	NOUN
cana-6335	14	11	systems	system	NOUN
cana-6335	14	12	,	,	PUNCT
cana-6335	14	13	with	with	ADP
cana-6335	14	14	patients	patient	NOUN
cana-6335	14	15	often	often	ADV
cana-6335	14	16	waiting	wait	VERB
cana-6335	14	17	months	month	NOUN
cana-6335	14	18	for	for	ADP
cana-6335	14	19	definitive	definitive	ADJ
cana-6335	14	20	diagnosis	diagnosis	NOUN
cana-6335	14	21	.	.	PUNCT
cana-6335	15	1	moreover	moreover	ADV
cana-6335	15	2	,	,	PUNCT
cana-6335	15	3	visual	visual	ADJ
cana-6335	15	4	interpretation	interpretation	NOUN
cana-6335	15	5	of	of	ADP
cana-6335	15	6	eeg	eeg	NOUN
cana-6335	15	7	recordings	recording	NOUN
cana-6335	15	8	demonstrates	demonstrate	VERB
cana-6335	15	9	considerable	considerable	ADJ
cana-6335	15	10	inter	inter	ADJ
cana-6335	15	11	-	-	ADJ
cana-6335	15	12	rater	rater	ADJ
cana-6335	15	13	variability	variability	NOUN
cana-6335	15	14	,	,	PUNCT
cana-6335	15	15	with	with	ADP
cana-6335	15	16	agreement	agreement	NOUN
cana-6335	15	17	rates	rate	NOUN
cana-6335	15	18	between	between	ADP
cana-6335	15	19	experts	expert	NOUN
cana-6335	15	20	ranging	range	VERB
cana-6335	15	21	from	from	ADP
cana-6335	15	22	62	62	NUM
cana-6335	15	23	%	%	NOUN
cana-6335	15	24	to	to	PART
cana-6335	15	25	85	85	NUM
cana-6335	15	26	%	%	NOUN
cana-6335	15	27	depending	depend	VERB
cana-6335	15	28	on	on	ADP
cana-6335	15	29	seizure	seizure	NOUN
cana-6335	15	30	characteristics	characteristic	NOUN
cana-6335	15	31	[	[	X
cana-6335	15	32	5	5	NUM
cana-6335	15	33	]	]	PUNCT
cana-6335	15	34	.	.	PUNCT
cana-6335	16	1	machine	machine	NOUN
cana-6335	16	2	learning	learn	VERB
cana-6335	16	3	approaches	approach	NOUN
cana-6335	16	4	have	have	AUX
cana-6335	16	5	emerged	emerge	VERB
cana-6335	16	6	as	as	ADP
cana-6335	16	7	promising	promising	ADJ
cana-6335	16	8	tools	tool	NOUN
cana-6335	16	9	for	for	ADP
cana-6335	16	10	automated	automate	VERB
cana-6335	16	11	seizure	seizure	NOUN
cana-6335	16	12	detection	detection	NOUN
cana-6335	16	13	and	and	CCONJ
cana-6335	16	14	classification	classification	NOUN
cana-6335	16	15	,	,	PUNCT
cana-6335	16	16	offering	offer	VERB
cana-6335	16	17	the	the	DET
cana-6335	16	18	potential	potential	NOUN
cana-6335	16	19	for	for	ADP
cana-6335	16	20	objective	objective	ADJ
cana-6335	16	21	,	,	PUNCT
cana-6335	16	22	reproducible	reproducible	ADJ
cana-6335	16	23	,	,	PUNCT
cana-6335	16	24	and	and	CCONJ
cana-6335	16	25	rapid	rapid	ADJ
cana-6335	16	26	analysis	analysis	NOUN
cana-6335	16	27	[	[	X
cana-6335	16	28	6	6	NUM
cana-6335	16	29	]	]	PUNCT
cana-6335	16	30	.	.	PUNCT
cana-6335	17	1	traditional	traditional	ADJ
cana-6335	17	2	machine	machine	NOUN
cana-6335	17	3	learning	learn	VERB
cana-6335	17	4	pipelines	pipeline	NOUN
cana-6335	17	5	for	for	ADP
cana-6335	17	6	eeg	eeg	NOUN
cana-6335	17	7	analysis	analysis	NOUN
cana-6335	17	8	typically	typically	ADV
cana-6335	17	9	involve	involve	VERB
cana-6335	17	10	feature	feature	NOUN
cana-6335	17	11	extraction	extraction	NOUN
cana-6335	17	12	followed	follow	VERB
cana-6335	17	13	by	by	ADP
cana-6335	17	14	classification	classification	NOUN
cana-6335	17	15	,	,	PUNCT
cana-6335	17	16	with	with	ADP
cana-6335	17	17	performance	performance	NOUN
cana-6335	17	18	heavily	heavily	ADV
cana-6335	17	19	dependent	dependent	ADJ
cana-6335	17	20	on	on	ADP
cana-6335	17	21	the	the	DET
cana-6335	17	22	quality	quality	NOUN
cana-6335	17	23	and	and	CCONJ
cana-6335	17	24	relevance	relevance	NOUN
cana-6335	17	25	of	of	ADP
cana-6335	17	26	extracted	extract	VERB
cana-6335	17	27	features	feature	NOUN
cana-6335	17	28	[	[	X
cana-6335	17	29	7	7	NUM
cana-6335	17	30	]	]	PUNCT
cana-6335	17	31	.	.	PUNCT
cana-6335	18	1	however	however	ADV
cana-6335	18	2	,	,	PUNCT
cana-6335	18	3	eeg	eeg	NOUN
cana-6335	18	4	signals	signal	NOUN
cana-6335	18	5	generate	generate	VERB
cana-6335	18	6	high	high	ADJ
cana-6335	18	7	-	-	PUNCT
cana-6335	18	8	dimensional	dimensional	ADJ
cana-6335	18	9	feature	feature	NOUN
cana-6335	18	10	spaces	space	NOUN
cana-6335	18	11	that	that	PRON
cana-6335	18	12	can	can	AUX
cana-6335	18	13	lead	lead	VERB
cana-6335	18	14	to	to	ADP
cana-6335	18	15	the	the	DET
cana-6335	18	16	curse	curse	NOUN
cana-6335	18	17	of	of	ADP
cana-6335	18	18	dimensionality	dimensionality	NOUN
cana-6335	18	19	,	,	PUNCT
cana-6335	18	20	overfitting	overfitting	NOUN
cana-6335	18	21	,	,	PUNCT
cana-6335	18	22	and	and	CCONJ
cana-6335	18	23	computational	computational	ADJ
cana-6335	18	24	inefficiency	inefficiency	NOUN
cana-6335	18	25	[	[	X
cana-6335	18	26	8	8	NUM
cana-6335	18	27	]	]	PUNCT
cana-6335	18	28	.	.	PUNCT
cana-6335	19	1	principal	principal	ADJ
cana-6335	19	2	component	component	NOUN
cana-6335	19	3	analysis	analysis	NOUN
cana-6335	19	4	(	(	PUNCT
cana-6335	19	5	pca	pca	NOUN
cana-6335	19	6	)	)	PUNCT
cana-6335	19	7	has	have	AUX
cana-6335	19	8	been	be	AUX
cana-6335	19	9	widely	widely	ADV
cana-6335	19	10	employed	employ	VERB
cana-6335	19	11	for	for	ADP
cana-6335	19	12	dimensionality	dimensionality	NOUN
cana-6335	19	13	reduction	reduction	NOUN
cana-6335	19	14	in	in	ADP
cana-6335	19	15	biomedical	biomedical	ADJ
cana-6335	19	16	signal	signal	NOUN
cana-6335	19	17	processing	processing	NOUN
cana-6335	19	18	,	,	PUNCT
cana-6335	19	19	transforming	transform	VERB
cana-6335	19	20	correlated	correlate	VERB
cana-6335	19	21	features	feature	NOUN
cana-6335	19	22	into	into	ADP
cana-6335	19	23	orthogonal	orthogonal	ADJ
cana-6335	19	24	principal	principal	ADJ
cana-6335	19	25	components	component	NOUN
cana-6335	19	26	that	that	PRON
cana-6335	19	27	capture	capture	VERB
cana-6335	19	28	maximum	maximum	ADJ
cana-6335	19	29	variance	variance	NOUN
cana-6335	19	30	[	[	X
cana-6335	19	31	9	9	NUM
cana-6335	19	32	]	]	PUNCT
cana-6335	19	33	.	.	PUNCT
cana-6335	20	1	when	when	SCONJ
cana-6335	20	2	integrated	integrate	VERB
cana-6335	20	3	with	with	ADP
cana-6335	20	4	machine	machine	NOUN
cana-6335	20	5	learning	learn	VERB
cana-6335	20	6	classifiers	classifier	NOUN
cana-6335	20	7	,	,	PUNCT
cana-6335	20	8	pca	pca	PROPN
cana-6335	20	9	can	can	AUX
cana-6335	20	10	enhance	enhance	VERB
cana-6335	20	11	generalization	generalization	NOUN
cana-6335	20	12	performance	performance	NOUN
cana-6335	20	13	,	,	PUNCT
cana-6335	20	14	reduce	reduce	VERB
cana-6335	20	15	training	training	NOUN
cana-6335	20	16	time	time	NOUN
cana-6335	20	17	,	,	PUNCT
cana-6335	20	18	and	and	CCONJ
cana-6335	20	19	improve	improve	VERB
cana-6335	20	20	interpretability	interpretability	NOUN
cana-6335	20	21	by	by	ADP
cana-6335	20	22	identifying	identify	VERB
cana-6335	20	23	the	the	DET
cana-6335	20	24	most	most	ADV
cana-6335	20	25	discriminative	discriminative	ADJ
cana-6335	20	26	signal	signal	NOUN
cana-6335	20	27	characteristics	characteristic	NOUN
cana-6335	20	28	[	[	X
cana-6335	20	29	10	10	NUM
cana-6335	20	30	]	]	PUNCT
cana-6335	20	31	.	.	PUNCT
cana-6335	21	1	this	this	DET
cana-6335	21	2	study	study	NOUN
cana-6335	21	3	presents	present	VERB
cana-6335	21	4	a	a	DET
cana-6335	21	5	novel	novel	ADJ
cana-6335	21	6	hybrid	hybrid	NOUN
cana-6335	21	7	machine	machine	NOUN
cana-6335	21	8	learning	learn	VERB
cana-6335	21	9	framework	framework	NOUN
cana-6335	21	10	that	that	PRON
cana-6335	21	11	systematically	systematically	ADV
cana-6335	21	12	integrates	integrate	VERB
cana-6335	21	13	pca	pca	PROPN
cana-6335	21	14	with	with	ADP
cana-6335	21	15	ensemble	ensemble	ADJ
cana-6335	21	16	classification	classification	NOUN
cana-6335	21	17	methods	method	NOUN
cana-6335	21	18	for	for	ADP
cana-6335	21	19	the	the	DET
cana-6335	21	20	prediction	prediction	NOUN
cana-6335	21	21	and	and	CCONJ
cana-6335	21	22	differentiation	differentiation	NOUN
cana-6335	21	23	of	of	ADP
cana-6335	21	24	epileptic	epileptic	ADJ
cana-6335	21	25	and	and	CCONJ
cana-6335	21	26	psychogenic	psychogenic	ADJ
cana-6335	21	27	seizures	seizure	NOUN
cana-6335	21	28	.	.	PUNCT
cana-6335	22	1	the	the	DET
cana-6335	22	2	primary	primary	ADJ
cana-6335	22	3	contributions	contribution	NOUN
cana-6335	22	4	include	include	VERB
cana-6335	22	5	:	:	PUNCT
cana-6335	22	6	(	(	PUNCT
cana-6335	22	7	1	1	X
cana-6335	22	8	)	)	PUNCT
cana-6335	22	9	a	a	DET
cana-6335	22	10	comprehensive	comprehensive	ADJ
cana-6335	22	11	multidomain	multidomain	NOUN
cana-6335	22	12	feature	feature	NOUN
cana-6335	22	13	extraction	extraction	NOUN
cana-6335	22	14	approach	approach	NOUN
cana-6335	22	15	combining	combine	VERB
cana-6335	22	16	temporal	temporal	ADJ
cana-6335	22	17	,	,	PUNCT
cana-6335	22	18	spectral	spectral	ADJ
cana-6335	22	19	,	,	PUNCT
cana-6335	22	20	and	and	CCONJ
cana-6335	22	21	nonlinear	nonlinear	ADJ
cana-6335	22	22	eeg	eeg	PROPN
cana-6335	22	23	characteristics	characteristic	NOUN
cana-6335	22	24	;	;	PUNCT
cana-6335	22	25	(	(	PUNCT
cana-6335	22	26	2	2	X
cana-6335	22	27	)	)	PUNCT
cana-6335	22	28	an	an	DET
cana-6335	22	29	optimized	optimize	VERB
cana-6335	22	30	pca	pca	NOUN
cana-6335	22	31	implementation	implementation	NOUN
cana-6335	22	32	with	with	ADP
cana-6335	22	33	adaptive	adaptive	ADJ
cana-6335	22	34	component	component	NOUN
cana-6335	22	35	selection	selection	NOUN
cana-6335	22	36	;	;	PUNCT
cana-6335	22	37	(	(	PUNCT
cana-6335	22	38	3	3	X
cana-6335	22	39	)	)	PUNCT
cana-6335	22	40	a	a	DET
cana-6335	22	41	hybrid	hybrid	ADJ
cana-6335	22	42	ensemble	ensemble	ADJ
cana-6335	22	43	classifier	classifier	NOUN
cana-6335	22	44	combining	combine	VERB
cana-6335	22	45	svm	svm	NOUN
cana-6335	22	46	and	and	CCONJ
cana-6335	22	47	random	random	ADJ
cana-6335	22	48	forest	forest	NOUN
cana-6335	22	49	with	with	ADP
cana-6335	22	50	weighted	weighted	ADJ
cana-6335	22	51	voting	voting	NOUN
cana-6335	22	52	;	;	PUNCT
cana-6335	22	53	and	and	CCONJ
cana-6335	22	54	(	(	PUNCT
cana-6335	22	55	4	4	X
cana-6335	22	56	)	)	PUNCT
cana-6335	22	57	extensive	extensive	ADJ
cana-6335	22	58	validation	validation	NOUN
cana-6335	22	59	demonstrating	demonstrate	VERB
cana-6335	22	60	superior	superior	ADJ
cana-6335	22	61	performance	performance	NOUN
cana-6335	22	62	compared	compare	VERB
cana-6335	22	63	to	to	ADP
cana-6335	22	64	existing	exist	VERB
cana-6335	22	65	approaches	approach	NOUN
cana-6335	22	66	.	.	PUNCT
cana-6335	23	1	ii	ii	X
cana-6335	23	2	.	.	PUNCT
cana-6335	24	1	literature	literature	PROPN
cana-6335	24	2	review	review	VERB
cana-6335	24	3	a.	a.	NOUN
cana-6335	24	4	traditional	traditional	ADJ
cana-6335	24	5	approaches	approach	NOUN
cana-6335	24	6	to	to	PART
cana-6335	24	7	seizure	seizure	VERB
cana-6335	24	8	classification	classification	NOUN
cana-6335	24	9	early	early	ADJ
cana-6335	24	10	computational	computational	ADJ
cana-6335	24	11	approaches	approach	NOUN
cana-6335	24	12	to	to	PART
cana-6335	24	13	seizure	seizure	VERB
cana-6335	24	14	detection	detection	NOUN
cana-6335	24	15	relied	rely	VERB
cana-6335	24	16	primarily	primarily	ADV
cana-6335	24	17	on	on	ADP
cana-6335	24	18	threshold	threshold	NOUN
cana-6335	24	19	-	-	PUNCT
cana-6335	24	20	based	base	VERB
cana-6335	24	21	methods	method	NOUN
cana-6335	24	22	applied	apply	VERB
cana-6335	24	23	to	to	ADP
cana-6335	24	24	eeg	eeg	NOUN
cana-6335	24	25	amplitude	amplitude	NOUN
cana-6335	24	26	or	or	CCONJ
cana-6335	24	27	frequency	frequency	NOUN
cana-6335	24	28	characteristics	characteristic	NOUN
cana-6335	24	29	[	[	X
cana-6335	24	30	11	11	NUM
cana-6335	24	31	]	]	PUNCT
cana-6335	24	32	.	.	PUNCT
cana-6335	25	1	gotman	gotman	PROPN
cana-6335	25	2	pioneered	pioneer	VERB
cana-6335	25	3	automated	automate	VERB
cana-6335	25	4	seizure	seizure	NOUN
cana-6335	25	5	detection	detection	NOUN
cana-6335	25	6	in	in	ADP
cana-6335	25	7	the	the	DET
cana-6335	25	8	1980s	1980	NOUN
cana-6335	25	9	using	use	VERB
cana-6335	25	10	rhythmic	rhythmic	ADJ
cana-6335	25	11	activity	activity	NOUN
cana-6335	25	12	detection	detection	NOUN
cana-6335	25	13	algorithms	algorithm	NOUN
cana-6335	25	14	,	,	PUNCT
cana-6335	25	15	achieving	achieve	VERB
cana-6335	25	16	sensitivities	sensitivity	NOUN
cana-6335	25	17	of	of	ADP
cana-6335	25	18	70	70	NUM
cana-6335	25	19	-	-	SYM
cana-6335	25	20	80	80	NUM
cana-6335	25	21	%	%	NOUN
cana-6335	25	22	but	but	CCONJ
cana-6335	25	23	with	with	ADP
cana-6335	25	24	high	high	ADJ
cana-6335	25	25	false	false	ADJ
cana-6335	25	26	-	-	PUNCT
cana-6335	25	27	positive	positive	ADJ
cana-6335	25	28	rates	rate	NOUN
cana-6335	25	29	[	[	X
cana-6335	25	30	12	12	NUM
cana-6335	25	31	]	]	PUNCT
cana-6335	25	32	.	.	PUNCT
cana-6335	26	1	subsequent	subsequent	ADJ
cana-6335	26	2	refinements	refinement	NOUN
cana-6335	26	3	incorporated	incorporate	VERB
cana-6335	26	4	pattern	pattern	NOUN
cana-6335	26	5	matching	matching	NOUN
cana-6335	26	6	,	,	PUNCT
cana-6335	26	7	template	template	NOUN
cana-6335	26	8	correlation	correlation	NOUN
cana-6335	26	9	,	,	PUNCT
cana-6335	26	10	and	and	CCONJ
cana-6335	26	11	expert	expert	NOUN
cana-6335	26	12	system	system	NOUN
cana-6335	26	13	rules	rule	NOUN
cana-6335	26	14	,	,	PUNCT
cana-6335	26	15	gradually	gradually	ADV
cana-6335	26	16	improving	improve	VERB
cana-6335	26	17	specificity	specificity	NOUN
cana-6335	26	18	while	while	SCONJ
cana-6335	26	19	maintaining	maintain	VERB
cana-6335	26	20	clinically	clinically	ADV
cana-6335	26	21	acceptable	acceptable	ADJ
cana-6335	26	22	sensitivity	sensitivity	NOUN
cana-6335	26	23	[	[	X
cana-6335	26	24	13	13	NUM
cana-6335	26	25	]	]	PUNCT
cana-6335	26	26	.	.	PUNCT
cana-6335	27	1	the	the	DET
cana-6335	27	2	distinction	distinction	NOUN
cana-6335	27	3	between	between	ADP
cana-6335	27	4	es	es	NOUN
cana-6335	27	5	and	and	CCONJ
cana-6335	27	6	pnes	pne	NOUN
cana-6335	27	7	presents	present	VERB
cana-6335	27	8	additional	additional	ADJ
cana-6335	27	9	challenges	challenge	NOUN
cana-6335	27	10	beyond	beyond	ADP
cana-6335	27	11	seizure	seizure	NOUN
cana-6335	27	12	detection	detection	NOUN
cana-6335	27	13	,	,	PUNCT
cana-6335	27	14	as	as	SCONJ
cana-6335	27	15	both	both	DET
cana-6335	27	16	conditions	condition	NOUN
cana-6335	27	17	may	may	AUX
cana-6335	27	18	produce	produce	VERB
cana-6335	27	19	similar	similar	ADJ
cana-6335	27	20	behavioral	behavioral	ADJ
cana-6335	27	21	manifestations	manifestation	NOUN
cana-6335	27	22	[	[	X
cana-6335	27	23	14	14	NUM
cana-6335	27	24	]	]	PUNCT
cana-6335	27	25	.	.	PUNCT
cana-6335	28	1	conventional	conventional	ADJ
cana-6335	28	2	eeg	eeg	NOUN
cana-6335	28	3	analysis	analysis	NOUN
cana-6335	28	4	focuses	focus	VERB
cana-6335	28	5	on	on	ADP
cana-6335	28	6	identifying	identify	VERB
cana-6335	28	7	ictal	ictal	ADJ
cana-6335	28	8	patterns	pattern	NOUN
cana-6335	28	9	such	such	ADJ
cana-6335	28	10	as	as	ADP
cana-6335	28	11	rhythmic	rhythmic	ADJ
cana-6335	28	12	theta	theta	NOUN
cana-6335	28	13	or	or	CCONJ
cana-6335	28	14	delta	delta	NOUN
cana-6335	28	15	activity	activity	NOUN
cana-6335	28	16	,	,	PUNCT
cana-6335	28	17	spikecommunications	spikecommunication	NOUN
cana-6335	28	18	on	on	ADP
cana-6335	28	19	applied	apply	VERB
cana-6335	28	20	nonlinear	nonlinear	ADJ
cana-6335	28	21	analysis	analysis	NOUN
cana-6335	28	22	issn	issn	NOUN
cana-6335	28	23	:	:	PUNCT
cana-6335	28	24	1074	1074	NUM
cana-6335	28	25	-	-	PUNCT
cana-6335	28	26	133x	133x	NUM
cana-6335	28	27	vol	vol	NOUN
cana-6335	28	28	32	32	NUM
cana-6335	28	29	no	no	NOUN
cana-6335	28	30	.	.	PUNCT
cana-6335	29	1	1s	1s	NUM
cana-6335	29	2	(	(	PUNCT
cana-6335	29	3	2025	2025	NUM
cana-6335	29	4	)	)	PUNCT
cana-6335	29	5	799	799	NUM
cana-6335	29	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	29	7	wave	wave	NOUN
cana-6335	29	8	discharges	discharge	NOUN
cana-6335	29	9	,	,	PUNCT
cana-6335	29	10	and	and	CCONJ
cana-6335	29	11	post	post	ADJ
cana-6335	29	12	-	-	ADJ
cana-6335	29	13	ictal	ictal	ADJ
cana-6335	29	14	slowing	slowing	NOUN
cana-6335	29	15	,	,	PUNCT
cana-6335	29	16	which	which	PRON
cana-6335	29	17	are	be	AUX
cana-6335	29	18	characteristic	characteristic	ADJ
cana-6335	29	19	of	of	ADP
cana-6335	29	20	es	es	NOUN
cana-6335	29	21	but	but	CCONJ
cana-6335	29	22	absent	absent	ADJ
cana-6335	29	23	in	in	ADP
cana-6335	29	24	pnes	pne	NOUN
cana-6335	29	25	[	[	X
cana-6335	29	26	15	15	NUM
cana-6335	29	27	]	]	PUNCT
cana-6335	29	28	.	.	PUNCT
cana-6335	30	1	however	however	ADV
cana-6335	30	2	,	,	PUNCT
cana-6335	30	3	subtle	subtle	ADJ
cana-6335	30	4	eeg	eeg	NOUN
cana-6335	30	5	changes	change	NOUN
cana-6335	30	6	during	during	ADP
cana-6335	30	7	pnes	pne	NOUN
cana-6335	30	8	,	,	PUNCT
cana-6335	30	9	including	include	VERB
cana-6335	30	10	muscle	muscle	NOUN
cana-6335	30	11	artifact	artifact	NOUN
cana-6335	30	12	and	and	CCONJ
cana-6335	30	13	movementrelated	movementrelate	VERB
cana-6335	30	14	potentials	potential	NOUN
cana-6335	30	15	,	,	PUNCT
cana-6335	30	16	can	can	AUX
cana-6335	30	17	confound	confound	VERB
cana-6335	30	18	visual	visual	ADJ
cana-6335	30	19	interpretation	interpretation	NOUN
cana-6335	31	1	[	[	X
cana-6335	31	2	16	16	NUM
cana-6335	31	3	]	]	PUNCT
cana-6335	31	4	.	.	PUNCT
cana-6335	32	1	b.	b.	PROPN
cana-6335	32	2	machine	machine	NOUN
cana-6335	32	3	learning	learn	VERB
cana-6335	32	4	for	for	ADP
cana-6335	32	5	eeg	eeg	NOUN
cana-6335	32	6	analysis	analysis	NOUN
cana-6335	32	7	the	the	DET
cana-6335	32	8	application	application	NOUN
cana-6335	32	9	of	of	ADP
cana-6335	32	10	machine	machine	NOUN
cana-6335	32	11	learning	learn	VERB
cana-6335	32	12	to	to	ADP
cana-6335	32	13	eeg	eeg	NOUN
cana-6335	32	14	-	-	PUNCT
cana-6335	32	15	based	base	VERB
cana-6335	32	16	seizure	seizure	NOUN
cana-6335	32	17	classification	classification	NOUN
cana-6335	32	18	has	have	AUX
cana-6335	32	19	progressed	progress	VERB
cana-6335	32	20	substantially	substantially	ADV
cana-6335	32	21	over	over	ADP
cana-6335	32	22	the	the	DET
cana-6335	32	23	past	past	ADJ
cana-6335	32	24	two	two	NUM
cana-6335	32	25	decades	decade	NOUN
cana-6335	32	26	.	.	PUNCT
cana-6335	33	1	subasi	subasi	NOUN
cana-6335	33	2	and	and	CCONJ
cana-6335	33	3	gursoy	gursoy	ADJ
cana-6335	34	1	[	[	X
cana-6335	34	2	17	17	NUM
cana-6335	34	3	]	]	PUNCT
cana-6335	34	4	demonstrated	demonstrate	VERB
cana-6335	34	5	that	that	SCONJ
cana-6335	34	6	wavelet	wavelet	NOUN
cana-6335	34	7	transform	transform	NOUN
cana-6335	34	8	features	feature	NOUN
cana-6335	34	9	combined	combine	VERB
cana-6335	34	10	with	with	ADP
cana-6335	34	11	artificial	artificial	ADJ
cana-6335	34	12	neural	neural	ADJ
cana-6335	34	13	networks	network	NOUN
cana-6335	34	14	could	could	AUX
cana-6335	34	15	achieve	achieve	VERB
cana-6335	34	16	93	93	NUM
cana-6335	34	17	%	%	NOUN
cana-6335	34	18	accuracy	accuracy	NOUN
cana-6335	34	19	for	for	ADP
cana-6335	34	20	seizure	seizure	NOUN
cana-6335	34	21	detection	detection	NOUN
cana-6335	34	22	.	.	PUNCT
cana-6335	35	1	acharya	acharya	PROPN
cana-6335	35	2	et	et	PROPN
cana-6335	35	3	al	al	PROPN
cana-6335	35	4	.	.	PUNCT
cana-6335	36	1	[	[	X
cana-6335	36	2	18	18	NUM
cana-6335	36	3	]	]	PUNCT
cana-6335	36	4	employed	employ	VERB
cana-6335	36	5	entropy	entropy	NOUN
cana-6335	36	6	measures	measure	NOUN
cana-6335	36	7	with	with	ADP
cana-6335	36	8	svm	svm	ADJ
cana-6335	36	9	classifiers	classifier	NOUN
cana-6335	36	10	,	,	PUNCT
cana-6335	36	11	reporting	report	VERB
cana-6335	36	12	accuracies	accuracy	NOUN
cana-6335	36	13	exceeding	exceed	VERB
cana-6335	36	14	95	95	NUM
cana-6335	36	15	%	%	NOUN
cana-6335	36	16	for	for	ADP
cana-6335	36	17	distinguishing	distinguish	VERB
cana-6335	36	18	seizure	seizure	NOUN
cana-6335	36	19	from	from	ADP
cana-6335	36	20	non	non	ADJ
cana-6335	36	21	-	-	ADJ
cana-6335	36	22	seizure	seizure	ADJ
cana-6335	36	23	eeg	eeg	NOUN
cana-6335	36	24	segments	segment	NOUN
cana-6335	36	25	.	.	PUNCT
cana-6335	37	1	for	for	ADP
cana-6335	37	2	es	es	PROPN
cana-6335	37	3	versus	versus	X
cana-6335	37	4	pnes	pne	NOUN
cana-6335	37	5	differentiation	differentiation	NOUN
cana-6335	37	6	specifically	specifically	ADV
cana-6335	37	7	,	,	PUNCT
cana-6335	37	8	fewer	few	ADJ
cana-6335	37	9	studies	study	NOUN
cana-6335	37	10	exist	exist	VERB
cana-6335	37	11	due	due	ADJ
cana-6335	37	12	to	to	ADP
cana-6335	37	13	limited	limited	ADJ
cana-6335	37	14	availability	availability	NOUN
cana-6335	37	15	of	of	ADP
cana-6335	37	16	labeled	label	VERB
cana-6335	37	17	datasets	dataset	NOUN
cana-6335	37	18	.	.	PUNCT
cana-6335	38	1	varone	varone	NOUN
cana-6335	38	2	et	et	PROPN
cana-6335	38	3	al	al	PROPN
cana-6335	38	4	.	.	PUNCT
cana-6335	39	1	[	[	X
cana-6335	39	2	19	19	NUM
cana-6335	39	3	]	]	PUNCT
cana-6335	39	4	applied	applied	ADJ
cana-6335	39	5	machine	machine	NOUN
cana-6335	39	6	learning	learn	VERB
cana-6335	39	7	to	to	ADP
cana-6335	39	8	semiological	semiological	ADJ
cana-6335	39	9	features	feature	NOUN
cana-6335	39	10	extracted	extract	VERB
cana-6335	39	11	from	from	ADP
cana-6335	39	12	video	video	NOUN
cana-6335	39	13	recordings	recording	NOUN
cana-6335	39	14	,	,	PUNCT
cana-6335	39	15	achieving	achieve	VERB
cana-6335	39	16	85	85	NUM
cana-6335	39	17	%	%	NOUN
cana-6335	39	18	classification	classification	NOUN
cana-6335	39	19	accuracy	accuracy	NOUN
cana-6335	39	20	.	.	PUNCT
cana-6335	40	1	ahmedt	ahmedt	NOUN
cana-6335	40	2	-	-	PUNCT
cana-6335	40	3	aristizabal	aristizabal	PROPN
cana-6335	40	4	et	et	PROPN
cana-6335	40	5	al	al	PROPN
cana-6335	40	6	.	.	PUNCT
cana-6335	41	1	[	[	X
cana-6335	41	2	20	20	NUM
cana-6335	41	3	]	]	PUNCT
cana-6335	41	4	explored	explore	VERB
cana-6335	41	5	deep	deep	ADJ
cana-6335	41	6	learning	learning	NOUN
cana-6335	41	7	approaches	approach	NOUN
cana-6335	41	8	using	use	VERB
cana-6335	41	9	raw	raw	ADJ
cana-6335	41	10	eeg	eeg	NOUN
cana-6335	41	11	signals	signal	NOUN
cana-6335	41	12	,	,	PUNCT
cana-6335	41	13	demonstrating	demonstrate	VERB
cana-6335	41	14	the	the	DET
cana-6335	41	15	potential	potential	NOUN
cana-6335	41	16	for	for	ADP
cana-6335	41	17	end	end	NOUN
cana-6335	41	18	-	-	PUNCT
cana-6335	41	19	to	to	ADP
cana-6335	41	20	-	-	PUNCT
cana-6335	41	21	end	end	NOUN
cana-6335	41	22	learning	learning	NOUN
cana-6335	41	23	without	without	ADP
cana-6335	41	24	manual	manual	ADJ
cana-6335	41	25	feature	feature	NOUN
cana-6335	41	26	engineering	engineering	NOUN
cana-6335	41	27	.	.	PUNCT
cana-6335	42	1	c.	c.	NOUN
cana-6335	42	2	dimensionality	dimensionality	NOUN
cana-6335	42	3	reduction	reduction	NOUN
cana-6335	42	4	in	in	ADP
cana-6335	42	5	biomedical	biomedical	ADJ
cana-6335	42	6	applications	application	NOUN
cana-6335	42	7	high	high	ADV
cana-6335	42	8	-	-	PUNCT
cana-6335	42	9	dimensional	dimensional	ADJ
cana-6335	42	10	feature	feature	NOUN
cana-6335	42	11	spaces	space	NOUN
cana-6335	42	12	pose	pose	VERB
cana-6335	42	13	significant	significant	ADJ
cana-6335	42	14	challenges	challenge	NOUN
cana-6335	42	15	for	for	ADP
cana-6335	42	16	machine	machine	NOUN
cana-6335	42	17	learning	learning	NOUN
cana-6335	42	18	algorithms	algorithm	NOUN
cana-6335	42	19	,	,	PUNCT
cana-6335	42	20	including	include	VERB
cana-6335	42	21	increased	increase	VERB
cana-6335	42	22	computational	computational	ADJ
cana-6335	42	23	requirements	requirement	NOUN
cana-6335	42	24	,	,	PUNCT
cana-6335	42	25	susceptibility	susceptibility	NOUN
cana-6335	42	26	to	to	ADP
cana-6335	42	27	overfitting	overfitte	VERB
cana-6335	42	28	,	,	PUNCT
cana-6335	42	29	and	and	CCONJ
cana-6335	42	30	reduced	reduce	VERB
cana-6335	42	31	interpretability	interpretability	NOUN
cana-6335	42	32	[	[	X
cana-6335	42	33	21	21	NUM
cana-6335	42	34	]	]	PUNCT
cana-6335	42	35	.	.	PUNCT
cana-6335	43	1	pca	pca	NOUN
cana-6335	43	2	addresses	address	VERB
cana-6335	43	3	these	these	DET
cana-6335	43	4	challenges	challenge	NOUN
cana-6335	43	5	by	by	ADP
cana-6335	43	6	projecting	project	VERB
cana-6335	43	7	data	datum	NOUN
cana-6335	43	8	onto	onto	ADP
cana-6335	43	9	lowerdimensional	lowerdimensional	ADJ
cana-6335	43	10	subspaces	subspace	NOUN
cana-6335	43	11	while	while	SCONJ
cana-6335	43	12	preserving	preserve	VERB
cana-6335	43	13	maximum	maximum	ADJ
cana-6335	43	14	variance	variance	NOUN
cana-6335	43	15	,	,	PUNCT
cana-6335	43	16	effectively	effectively	ADV
cana-6335	43	17	compressing	compress	VERB
cana-6335	43	18	information	information	NOUN
cana-6335	43	19	from	from	ADP
cana-6335	43	20	hundreds	hundred	NOUN
cana-6335	43	21	of	of	ADP
cana-6335	43	22	features	feature	NOUN
cana-6335	43	23	into	into	ADP
cana-6335	43	24	a	a	DET
cana-6335	43	25	smaller	small	ADJ
cana-6335	43	26	set	set	NOUN
cana-6335	43	27	of	of	ADP
cana-6335	43	28	principal	principal	ADJ
cana-6335	43	29	components	component	NOUN
cana-6335	44	1	[	[	X
cana-6335	44	2	22	22	NUM
cana-6335	44	3	]	]	PUNCT
cana-6335	44	4	.	.	PUNCT
cana-6335	45	1	in	in	ADP
cana-6335	45	2	eeg	eeg	NOUN
cana-6335	45	3	analysis	analysis	NOUN
cana-6335	45	4	specifically	specifically	ADV
cana-6335	45	5	,	,	PUNCT
cana-6335	45	6	subasi	subasi	NOUN
cana-6335	45	7	[	[	X
cana-6335	45	8	23	23	NUM
cana-6335	45	9	]	]	PUNCT
cana-6335	45	10	demonstrated	demonstrate	VERB
cana-6335	45	11	that	that	SCONJ
cana-6335	45	12	pca	pca	NOUN
cana-6335	45	13	preprocessing	preprocessing	NOUN
cana-6335	45	14	improved	improve	VERB
cana-6335	45	15	svm	svm	ADJ
cana-6335	45	16	classification	classification	NOUN
cana-6335	45	17	accuracy	accuracy	NOUN
cana-6335	45	18	by	by	ADP
cana-6335	45	19	4	4	NUM
cana-6335	45	20	-	-	SYM
cana-6335	45	21	7	7	NUM
cana-6335	45	22	%	%	NOUN
cana-6335	45	23	while	while	SCONJ
cana-6335	45	24	reducing	reduce	VERB
cana-6335	45	25	training	training	NOUN
cana-6335	45	26	time	time	NOUN
cana-6335	45	27	by	by	ADP
cana-6335	45	28	over	over	ADP
cana-6335	45	29	60	60	NUM
cana-6335	45	30	%	%	NOUN
cana-6335	45	31	.	.	PUNCT
cana-6335	46	1	sharma	sharma	PROPN
cana-6335	46	2	and	and	CCONJ
cana-6335	46	3	pachori	pachori	NOUN
cana-6335	46	4	[	[	X
cana-6335	46	5	24	24	NUM
cana-6335	46	6	]	]	PUNCT
cana-6335	46	7	combined	combine	VERB
cana-6335	46	8	empirical	empirical	ADJ
cana-6335	46	9	mode	mode	NOUN
cana-6335	46	10	decomposition	decomposition	NOUN
cana-6335	46	11	with	with	ADP
cana-6335	46	12	pca	pca	PROPN
cana-6335	46	13	for	for	ADP
cana-6335	46	14	epileptic	epileptic	ADJ
cana-6335	46	15	seizure	seizure	NOUN
cana-6335	46	16	classification	classification	NOUN
cana-6335	46	17	,	,	PUNCT
cana-6335	46	18	achieving	achieve	VERB
cana-6335	46	19	98	98	NUM
cana-6335	46	20	%	%	NOUN
cana-6335	46	21	accuracy	accuracy	NOUN
cana-6335	46	22	on	on	ADP
cana-6335	46	23	benchmark	benchmark	ADJ
cana-6335	46	24	datasets	dataset	NOUN
cana-6335	46	25	.	.	PUNCT
cana-6335	47	1	however	however	ADV
cana-6335	47	2	,	,	PUNCT
cana-6335	47	3	the	the	DET
cana-6335	47	4	integration	integration	NOUN
cana-6335	47	5	of	of	ADP
cana-6335	47	6	pca	pca	PROPN
cana-6335	47	7	with	with	ADP
cana-6335	47	8	hybrid	hybrid	ADJ
cana-6335	47	9	ensemble	ensemble	ADJ
cana-6335	47	10	methods	method	NOUN
cana-6335	47	11	for	for	ADP
cana-6335	47	12	es	es	PRON
cana-6335	47	13	-	-	PUNCT
cana-6335	47	14	pnes	pne	NOUN
cana-6335	47	15	differentiation	differentiation	NOUN
cana-6335	47	16	remains	remain	VERB
cana-6335	47	17	underexplored	underexplored	ADJ
cana-6335	47	18	.	.	PUNCT
cana-6335	48	1	iii	iii	X
cana-6335	48	2	.	.	PROPN
cana-6335	48	3	methodology	methodology	PROPN
cana-6335	48	4	a.	a.	NOUN
cana-6335	48	5	dataset	dataset	PROPN
cana-6335	48	6	description	description	NOUN
cana-6335	48	7	this	this	DET
cana-6335	48	8	study	study	NOUN
cana-6335	48	9	utilized	utilize	VERB
cana-6335	48	10	two	two	NUM
cana-6335	48	11	primary	primary	ADJ
cana-6335	48	12	data	datum	NOUN
cana-6335	48	13	sources	source	NOUN
cana-6335	48	14	.	.	PUNCT
cana-6335	49	1	the	the	DET
cana-6335	49	2	temple	temple	PROPN
cana-6335	49	3	university	university	PROPN
cana-6335	49	4	hospital	hospital	NOUN
cana-6335	49	5	eeg	eeg	PROPN
cana-6335	49	6	corpus	corpus	PROPN
cana-6335	49	7	(	(	PUNCT
cana-6335	49	8	tuep	tuep	NOUN
cana-6335	49	9	)	)	PUNCT
cana-6335	50	1	[	[	X
cana-6335	50	2	25	25	NUM
cana-6335	50	3	]	]	PUNCT
cana-6335	50	4	provided	provide	VERB
cana-6335	50	5	642	642	NUM
cana-6335	50	6	annotated	annotate	VERB
cana-6335	50	7	eeg	eeg	NOUN
cana-6335	50	8	recordings	recording	NOUN
cana-6335	50	9	from	from	ADP
cana-6335	50	10	patients	patient	NOUN
cana-6335	50	11	undergoing	undergo	VERB
cana-6335	50	12	epilepsy	epilepsy	ADJ
cana-6335	50	13	monitoring	monitoring	NOUN
cana-6335	50	14	,	,	PUNCT
cana-6335	50	15	including	include	VERB
cana-6335	50	16	412	412	NUM
cana-6335	50	17	confirmed	confirm	VERB
cana-6335	50	18	es	es	ADP
cana-6335	50	19	events	event	NOUN
cana-6335	50	20	and	and	CCONJ
cana-6335	50	21	230	230	NUM
cana-6335	50	22	confirmed	confirm	VERB
cana-6335	50	23	pnes	pne	NOUN
cana-6335	50	24	events	event	NOUN
cana-6335	50	25	.	.	PUNCT
cana-6335	51	1	additionally	additionally	ADV
cana-6335	51	2	,	,	PUNCT
cana-6335	51	3	a	a	DET
cana-6335	51	4	clinical	clinical	ADJ
cana-6335	51	5	dataset	dataset	NOUN
cana-6335	51	6	from	from	ADP
cana-6335	51	7	a	a	DET
cana-6335	51	8	tertiary	tertiary	ADJ
cana-6335	51	9	epilepsy	epilepsy	NOUN
cana-6335	51	10	center	center	NOUN
cana-6335	51	11	contributed	contribute	VERB
cana-6335	51	12	205	205	NUM
cana-6335	51	13	patients	patient	NOUN
cana-6335	51	14	with	with	ADP
cana-6335	51	15	video	video	NOUN
cana-6335	51	16	-	-	PUNCT
cana-6335	51	17	eeg	eeg	NOUN
cana-6335	51	18	confirmed	confirm	VERB
cana-6335	51	19	diagnoses	diagnosis	NOUN
cana-6335	51	20	(	(	PUNCT
cana-6335	51	21	138	138	NUM
cana-6335	51	22	es	es	NOUN
cana-6335	51	23	,	,	PUNCT
cana-6335	51	24	67	67	NUM
cana-6335	51	25	pnes	pne	NOUN
cana-6335	51	26	)	)	PUNCT
cana-6335	51	27	.	.	PUNCT
cana-6335	52	1	all	all	DET
cana-6335	52	2	recordings	recording	NOUN
cana-6335	52	3	employed	employ	VERB
cana-6335	52	4	the	the	DET
cana-6335	52	5	international	international	ADJ
cana-6335	52	6	10	10	NUM
cana-6335	52	7	-	-	SYM
cana-6335	52	8	20	20	NUM
cana-6335	52	9	electrode	electrode	NOUN
cana-6335	52	10	placement	placement	NOUN
cana-6335	52	11	system	system	NOUN
cana-6335	52	12	with	with	ADP
cana-6335	52	13	256	256	NUM
cana-6335	52	14	hz	hz	ADJ
cana-6335	52	15	sampling	sample	VERB
cana-6335	52	16	frequency	frequency	NOUN
cana-6335	52	17	.	.	PUNCT
cana-6335	53	1	inclusion	inclusion	NOUN
cana-6335	53	2	criteria	criterion	NOUN
cana-6335	53	3	required	require	VERB
cana-6335	53	4	definitive	definitive	ADJ
cana-6335	53	5	diagnosis	diagnosis	NOUN
cana-6335	53	6	confirmed	confirm	VERB
cana-6335	53	7	by	by	ADP
cana-6335	53	8	board	board	NOUN
cana-6335	53	9	-	-	PUNCT
cana-6335	53	10	certified	certify	VERB
cana-6335	53	11	epileptologists	epileptologist	NOUN
cana-6335	53	12	based	base	VERB
cana-6335	53	13	on	on	ADP
cana-6335	53	14	video	video	NOUN
cana-6335	53	15	-	-	PUNCT
cana-6335	53	16	eeg	eeg	NOUN
cana-6335	53	17	correlation	correlation	NOUN
cana-6335	53	18	,	,	PUNCT
cana-6335	53	19	ictal	ictal	ADJ
cana-6335	53	20	semiology	semiology	NOUN
cana-6335	53	21	,	,	PUNCT
cana-6335	53	22	and	and	CCONJ
cana-6335	53	23	clinical	clinical	ADJ
cana-6335	53	24	history	history	NOUN
cana-6335	53	25	.	.	PUNCT
cana-6335	54	1	recordings	recording	NOUN
cana-6335	54	2	with	with	ADP
cana-6335	54	3	excessive	excessive	ADJ
cana-6335	54	4	artifact	artifact	ADJ
cana-6335	54	5	contamination	contamination	NOUN
cana-6335	54	6	(	(	PUNCT
cana-6335	54	7	>	>	SYM
cana-6335	54	8	40	40	NUM
cana-6335	54	9	%	%	NOUN
cana-6335	54	10	of	of	ADP
cana-6335	54	11	channels	channel	NOUN
cana-6335	54	12	affected	affect	VERB
cana-6335	54	13	)	)	PUNCT
cana-6335	54	14	or	or	CCONJ
cana-6335	54	15	insufficient	insufficient	ADJ
cana-6335	54	16	ictal	ictal	ADJ
cana-6335	54	17	data	datum	NOUN
cana-6335	54	18	(	(	PUNCT
cana-6335	54	19	<	<	X
cana-6335	54	20	10	10	NUM
cana-6335	54	21	communications	communication	NOUN
cana-6335	54	22	on	on	ADP
cana-6335	54	23	applied	apply	VERB
cana-6335	54	24	nonlinear	nonlinear	ADJ
cana-6335	54	25	analysis	analysis	NOUN
cana-6335	54	26	issn	issn	NOUN
cana-6335	54	27	:	:	PUNCT
cana-6335	54	28	1074	1074	NUM
cana-6335	54	29	-	-	PUNCT
cana-6335	54	30	133x	133x	NUM
cana-6335	54	31	vol	vol	NOUN
cana-6335	54	32	32	32	NUM
cana-6335	54	33	no	no	NOUN
cana-6335	54	34	.	.	PUNCT
cana-6335	55	1	1s	1s	NUM
cana-6335	55	2	(	(	PUNCT
cana-6335	55	3	2025	2025	NUM
cana-6335	55	4	)	)	PUNCT
cana-6335	55	5	800	800	NUM
cana-6335	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	55	7	seconds	second	NOUN
cana-6335	55	8	)	)	PUNCT
cana-6335	55	9	were	be	AUX
cana-6335	55	10	excluded	exclude	VERB
cana-6335	55	11	.	.	PUNCT
cana-6335	56	1	the	the	DET
cana-6335	56	2	combined	combine	VERB
cana-6335	56	3	dataset	dataset	NOUN
cana-6335	56	4	comprised	comprise	VERB
cana-6335	56	5	847	847	NUM
cana-6335	56	6	patients	patient	NOUN
cana-6335	56	7	with	with	ADP
cana-6335	56	8	1,847	1,847	NUM
cana-6335	56	9	seizure	seizure	NOUN
cana-6335	56	10	events	event	NOUN
cana-6335	56	11	suitable	suitable	ADJ
cana-6335	56	12	for	for	ADP
cana-6335	56	13	analysis	analysis	NOUN
cana-6335	56	14	.	.	PUNCT
cana-6335	57	1	b.	b.	PROPN
cana-6335	57	2	signal	signal	PROPN
cana-6335	57	3	preprocessing	preprocesse	VERB
cana-6335	57	4	raw	raw	ADJ
cana-6335	57	5	eeg	eeg	NOUN
cana-6335	57	6	signals	signal	NOUN
cana-6335	57	7	underwent	undergo	VERB
cana-6335	57	8	a	a	DET
cana-6335	57	9	standardized	standardized	ADJ
cana-6335	57	10	preprocessing	preprocessing	NOUN
cana-6335	57	11	pipeline	pipeline	NOUN
cana-6335	57	12	.	.	PUNCT
cana-6335	58	1	band	band	NOUN
cana-6335	58	2	-	-	PUNCT
cana-6335	58	3	pass	pass	NOUN
cana-6335	58	4	filtering	filter	VERB
cana-6335	58	5	(	(	PUNCT
cana-6335	58	6	0.570	0.570	NUM
cana-6335	58	7	hz	hz	NOUN
cana-6335	58	8	)	)	PUNCT
cana-6335	58	9	removed	remove	VERB
cana-6335	58	10	dc	dc	PROPN
cana-6335	58	11	offset	offset	NOUN
cana-6335	58	12	and	and	CCONJ
cana-6335	58	13	high	high	ADJ
cana-6335	58	14	-	-	PUNCT
cana-6335	58	15	frequency	frequency	NOUN
cana-6335	58	16	noise	noise	NOUN
cana-6335	58	17	,	,	PUNCT
cana-6335	58	18	while	while	SCONJ
cana-6335	58	19	a	a	DET
cana-6335	58	20	notch	notch	ADJ
cana-6335	58	21	filter	filter	NOUN
cana-6335	58	22	at	at	ADP
cana-6335	58	23	60	60	NUM
cana-6335	58	24	hz	hz	VERB
cana-6335	58	25	eliminated	eliminate	VERB
cana-6335	58	26	powerline	powerline	NOUN
cana-6335	58	27	interference	interference	NOUN
cana-6335	58	28	.	.	PUNCT
cana-6335	59	1	independent	independent	ADJ
cana-6335	59	2	component	component	NOUN
cana-6335	59	3	analysis	analysis	NOUN
cana-6335	59	4	(	(	PUNCT
cana-6335	59	5	ica	ica	PROPN
cana-6335	59	6	)	)	PUNCT
cana-6335	59	7	was	be	AUX
cana-6335	59	8	applied	apply	VERB
cana-6335	59	9	for	for	ADP
cana-6335	59	10	artifact	artifact	ADJ
cana-6335	59	11	removal	removal	NOUN
cana-6335	59	12	,	,	PUNCT
cana-6335	59	13	targeting	target	VERB
cana-6335	59	14	components	component	NOUN
cana-6335	59	15	associated	associate	VERB
cana-6335	59	16	with	with	ADP
cana-6335	59	17	eye	eye	NOUN
cana-6335	59	18	movements	movement	NOUN
cana-6335	59	19	,	,	PUNCT
cana-6335	59	20	muscle	muscle	NOUN
cana-6335	59	21	activity	activity	NOUN
cana-6335	59	22	,	,	PUNCT
cana-6335	59	23	and	and	CCONJ
cana-6335	59	24	cardiac	cardiac	ADJ
cana-6335	59	25	interference	interference	NOUN
cana-6335	59	26	[	[	X
cana-6335	59	27	26	26	NUM
cana-6335	59	28	]	]	PUNCT
cana-6335	59	29	.	.	PUNCT
cana-6335	60	1	channels	channel	NOUN
cana-6335	60	2	with	with	ADP
cana-6335	60	3	persistent	persistent	ADJ
cana-6335	60	4	artifact	artifact	NOUN
cana-6335	60	5	were	be	AUX
cana-6335	60	6	interpolated	interpolate	VERB
cana-6335	60	7	using	use	VERB
cana-6335	60	8	spherical	spherical	ADJ
cana-6335	60	9	spline	spline	NOUN
cana-6335	60	10	methods	method	NOUN
cana-6335	60	11	.	.	PUNCT
cana-6335	61	1	seizure	seizure	NOUN
cana-6335	61	2	epochs	epoch	NOUN
cana-6335	61	3	were	be	AUX
cana-6335	61	4	extracted	extract	VERB
cana-6335	61	5	based	base	VERB
cana-6335	61	6	on	on	ADP
cana-6335	61	7	expert	expert	NOUN
cana-6335	61	8	annotations	annotation	NOUN
cana-6335	61	9	,	,	PUNCT
cana-6335	61	10	with	with	ADP
cana-6335	61	11	5	5	NUM
cana-6335	61	12	-	-	PUNCT
cana-6335	61	13	second	second	ADJ
cana-6335	61	14	pre	pre	ADJ
cana-6335	61	15	-	-	ADJ
cana-6335	61	16	ictal	ictal	ADJ
cana-6335	61	17	and	and	CCONJ
cana-6335	61	18	postictal	postictal	ADJ
cana-6335	61	19	buffers	buffer	NOUN
cana-6335	61	20	included	include	VERB
cana-6335	61	21	to	to	PART
cana-6335	61	22	capture	capture	VERB
cana-6335	61	23	transition	transition	NOUN
cana-6335	61	24	dynamics	dynamic	NOUN
cana-6335	61	25	.	.	PUNCT
cana-6335	62	1	epochs	epoch	NOUN
cana-6335	62	2	were	be	AUX
cana-6335	62	3	segmented	segment	VERB
cana-6335	62	4	into	into	ADP
cana-6335	62	5	2	2	NUM
cana-6335	62	6	-	-	PUNCT
cana-6335	62	7	second	second	NOUN
cana-6335	62	8	windows	window	NOUN
cana-6335	62	9	with	with	ADP
cana-6335	62	10	50	50	NUM
cana-6335	62	11	%	%	NOUN
cana-6335	62	12	overlap	overlap	NOUN
cana-6335	62	13	,	,	PUNCT
cana-6335	62	14	yielding	yield	VERB
cana-6335	62	15	approximately	approximately	ADV
cana-6335	62	16	15,000	15,000	NUM
cana-6335	62	17	analysis	analysis	NOUN
cana-6335	62	18	segments	segment	NOUN
cana-6335	62	19	across	across	ADP
cana-6335	62	20	the	the	DET
cana-6335	62	21	dataset	dataset	NOUN
cana-6335	62	22	.	.	PUNCT
cana-6335	63	1	c.	c.	NOUN
cana-6335	63	2	feature	feature	NOUN
cana-6335	63	3	extraction	extraction	NOUN
cana-6335	63	4	a	a	DET
cana-6335	63	5	comprehensive	comprehensive	ADJ
cana-6335	63	6	feature	feature	NOUN
cana-6335	63	7	extraction	extraction	NOUN
cana-6335	63	8	approach	approach	NOUN
cana-6335	63	9	was	be	AUX
cana-6335	63	10	implemented	implement	VERB
cana-6335	63	11	across	across	ADP
cana-6335	63	12	three	three	NUM
cana-6335	63	13	domains	domain	NOUN
cana-6335	63	14	:	:	PUNCT
cana-6335	63	15	time	time	NOUN
cana-6335	63	16	-	-	PUNCT
cana-6335	63	17	domain	domain	NOUN
cana-6335	63	18	features	feature	NOUN
cana-6335	63	19	included	include	VERB
cana-6335	63	20	statistical	statistical	ADJ
cana-6335	63	21	measures	measure	NOUN
cana-6335	63	22	(	(	PUNCT
cana-6335	63	23	mean	mean	ADJ
cana-6335	63	24	,	,	PUNCT
cana-6335	63	25	variance	variance	NOUN
cana-6335	63	26	,	,	PUNCT
cana-6335	63	27	skewness	skewness	NOUN
cana-6335	63	28	,	,	PUNCT
cana-6335	63	29	kurtosis	kurtosis	NOUN
cana-6335	63	30	)	)	PUNCT
cana-6335	63	31	,	,	PUNCT
cana-6335	63	32	hjorth	hjorth	NOUN
cana-6335	63	33	parameters	parameter	NOUN
cana-6335	63	34	(	(	PUNCT
cana-6335	63	35	activity	activity	NOUN
cana-6335	63	36	,	,	PUNCT
cana-6335	63	37	mobility	mobility	NOUN
cana-6335	63	38	,	,	PUNCT
cana-6335	63	39	complexity	complexity	NOUN
cana-6335	63	40	)	)	PUNCT
cana-6335	63	41	,	,	PUNCT
cana-6335	63	42	zero	zero	NUM
cana-6335	63	43	-	-	PUNCT
cana-6335	63	44	crossing	crossing	NOUN
cana-6335	63	45	rate	rate	NOUN
cana-6335	63	46	,	,	PUNCT
cana-6335	63	47	line	line	NOUN
cana-6335	63	48	length	length	NOUN
cana-6335	63	49	,	,	PUNCT
cana-6335	63	50	and	and	CCONJ
cana-6335	63	51	energy	energy	NOUN
cana-6335	63	52	[	[	X
cana-6335	63	53	27	27	NUM
cana-6335	63	54	]	]	PUNCT
cana-6335	63	55	.	.	PUNCT
cana-6335	64	1	these	these	DET
cana-6335	64	2	12	12	NUM
cana-6335	64	3	features	feature	NOUN
cana-6335	64	4	were	be	AUX
cana-6335	64	5	computed	compute	VERB
cana-6335	64	6	for	for	ADP
cana-6335	64	7	each	each	DET
cana-6335	64	8	eeg	eeg	PROPN
cana-6335	64	9	channel	channel	NOUN
cana-6335	64	10	,	,	PUNCT
cana-6335	64	11	yielding	yield	VERB
cana-6335	64	12	228	228	NUM
cana-6335	64	13	time	time	NOUN
cana-6335	64	14	-	-	PUNCT
cana-6335	64	15	domain	domain	NOUN
cana-6335	64	16	features	feature	NOUN
cana-6335	64	17	for	for	ADP
cana-6335	64	18	19	19	NUM
cana-6335	64	19	-	-	PUNCT
cana-6335	64	20	channel	channel	NOUN
cana-6335	64	21	recordings	recording	NOUN
cana-6335	64	22	.	.	PUNCT
cana-6335	65	1	frequency	frequency	NOUN
cana-6335	65	2	-	-	PUNCT
cana-6335	65	3	domain	domain	NOUN
cana-6335	65	4	features	feature	NOUN
cana-6335	65	5	were	be	AUX
cana-6335	65	6	derived	derive	VERB
cana-6335	65	7	from	from	ADP
cana-6335	65	8	power	power	NOUN
cana-6335	65	9	spectral	spectral	ADJ
cana-6335	65	10	density	density	NOUN
cana-6335	65	11	estimates	estimate	NOUN
cana-6335	65	12	using	use	VERB
cana-6335	65	13	welch	welch	PROPN
cana-6335	65	14	's	's	PART
cana-6335	65	15	method	method	NOUN
cana-6335	65	16	with	with	ADP
cana-6335	65	17	hamming	ham	VERB
cana-6335	65	18	windows	window	NOUN
cana-6335	65	19	.	.	PUNCT
cana-6335	66	1	relative	relative	ADJ
cana-6335	66	2	band	band	NOUN
cana-6335	66	3	powers	power	NOUN
cana-6335	66	4	were	be	AUX
cana-6335	66	5	calculated	calculate	VERB
cana-6335	66	6	for	for	ADP
cana-6335	66	7	delta	delta	NOUN
cana-6335	66	8	(	(	PUNCT
cana-6335	66	9	0.54	0.54	NUM
cana-6335	66	10	hz	hz	NOUN
cana-6335	66	11	)	)	PUNCT
cana-6335	66	12	,	,	PUNCT
cana-6335	66	13	theta	theta	NOUN
cana-6335	66	14	(	(	PUNCT
cana-6335	66	15	4	4	NUM
cana-6335	66	16	-	-	SYM
cana-6335	66	17	8	8	NUM
cana-6335	66	18	hz	hz	NOUN
cana-6335	66	19	)	)	PUNCT
cana-6335	66	20	,	,	PUNCT
cana-6335	66	21	alpha	alpha	NOUN
cana-6335	66	22	(	(	PUNCT
cana-6335	66	23	8	8	NUM
cana-6335	66	24	-	-	SYM
cana-6335	66	25	13	13	NUM
cana-6335	66	26	hz	hz	NOUN
cana-6335	66	27	)	)	PUNCT
cana-6335	66	28	,	,	PUNCT
cana-6335	66	29	beta	beta	NOUN
cana-6335	66	30	(	(	PUNCT
cana-6335	66	31	13	13	NUM
cana-6335	66	32	-	-	SYM
cana-6335	66	33	30	30	NUM
cana-6335	66	34	hz	hz	NOUN
cana-6335	66	35	)	)	PUNCT
cana-6335	66	36	,	,	PUNCT
cana-6335	66	37	and	and	CCONJ
cana-6335	66	38	gamma	gamma	NOUN
cana-6335	66	39	(	(	PUNCT
cana-6335	66	40	30	30	NUM
cana-6335	66	41	-	-	SYM
cana-6335	66	42	70	70	NUM
cana-6335	66	43	hz	hz	NOUN
cana-6335	66	44	)	)	PUNCT
cana-6335	66	45	bands	band	NOUN
cana-6335	66	46	.	.	PUNCT
cana-6335	67	1	spectral	spectral	ADJ
cana-6335	67	2	entropy	entropy	PROPN
cana-6335	67	3	,	,	PUNCT
cana-6335	67	4	peak	peak	NOUN
cana-6335	67	5	frequency	frequency	NOUN
cana-6335	67	6	,	,	PUNCT
cana-6335	67	7	and	and	CCONJ
cana-6335	67	8	band	band	NOUN
cana-6335	67	9	power	power	NOUN
cana-6335	67	10	ratios	ratio	NOUN
cana-6335	67	11	contributed	contribute	VERB
cana-6335	67	12	additional	additional	ADJ
cana-6335	67	13	spectral	spectral	ADJ
cana-6335	67	14	characteristics	characteristic	NOUN
cana-6335	67	15	,	,	PUNCT
cana-6335	67	16	totaling	total	VERB
cana-6335	67	17	171	171	NUM
cana-6335	67	18	frequency	frequency	NOUN
cana-6335	67	19	-	-	PUNCT
cana-6335	67	20	domain	domain	NOUN
cana-6335	67	21	features	feature	NOUN
cana-6335	67	22	[	[	X
cana-6335	67	23	28	28	NUM
cana-6335	67	24	]	]	PUNCT
cana-6335	67	25	.	.	PUNCT
cana-6335	68	1	nonlinear	nonlinear	ADJ
cana-6335	68	2	features	feature	NOUN
cana-6335	68	3	captured	capture	VERB
cana-6335	68	4	the	the	DET
cana-6335	68	5	complex	complex	ADJ
cana-6335	68	6	dynamics	dynamic	NOUN
cana-6335	68	7	of	of	ADP
cana-6335	68	8	eeg	eeg	NOUN
cana-6335	68	9	signals	signal	NOUN
cana-6335	68	10	through	through	ADP
cana-6335	68	11	approximate	approximate	ADJ
cana-6335	68	12	entropy	entropy	PROPN
cana-6335	68	13	,	,	PUNCT
cana-6335	68	14	sample	sample	NOUN
cana-6335	68	15	entropy	entropy	PROPN
cana-6335	68	16	,	,	PUNCT
cana-6335	68	17	hurst	hurst	PROPN
cana-6335	68	18	exponent	exponent	NOUN
cana-6335	68	19	,	,	PUNCT
cana-6335	68	20	correlation	correlation	NOUN
cana-6335	68	21	dimension	dimension	NOUN
cana-6335	68	22	,	,	PUNCT
cana-6335	68	23	and	and	CCONJ
cana-6335	68	24	lyapunov	lyapunov	PROPN
cana-6335	68	25	exponents	exponent	NOUN
cana-6335	69	1	[	[	X
cana-6335	69	2	29	29	NUM
cana-6335	69	3	]	]	PUNCT
cana-6335	69	4	.	.	PUNCT
cana-6335	70	1	fractal	fractal	ADJ
cana-6335	70	2	dimensions	dimension	NOUN
cana-6335	70	3	(	(	PUNCT
cana-6335	70	4	higuchi	higuchi	PROPN
cana-6335	70	5	and	and	CCONJ
cana-6335	70	6	katz	katz	PROPN
cana-6335	70	7	methods	method	NOUN
cana-6335	70	8	)	)	PUNCT
cana-6335	70	9	and	and	CCONJ
cana-6335	70	10	detrended	detrende	VERB
cana-6335	70	11	fluctuation	fluctuation	NOUN
cana-6335	70	12	analysis	analysis	NOUN
cana-6335	70	13	parameters	parameter	NOUN
cana-6335	70	14	were	be	AUX
cana-6335	70	15	also	also	ADV
cana-6335	70	16	computed	compute	VERB
cana-6335	70	17	,	,	PUNCT
cana-6335	70	18	yielding	yield	VERB
cana-6335	70	19	133	133	NUM
cana-6335	70	20	nonlinear	nonlinear	ADJ
cana-6335	70	21	features	feature	NOUN
cana-6335	70	22	.	.	PUNCT
cana-6335	71	1	the	the	DET
cana-6335	71	2	complete	complete	ADJ
cana-6335	71	3	feature	feature	NOUN
cana-6335	71	4	vector	vector	NOUN
cana-6335	71	5	comprised	comprise	VERB
cana-6335	71	6	532	532	NUM
cana-6335	71	7	features	feature	NOUN
cana-6335	71	8	per	per	ADP
cana-6335	71	9	analysis	analysis	NOUN
cana-6335	71	10	window	window	NOUN
cana-6335	71	11	,	,	PUNCT
cana-6335	71	12	necessitating	necessitate	VERB
cana-6335	71	13	dimensionality	dimensionality	NOUN
cana-6335	71	14	reduction	reduction	NOUN
cana-6335	71	15	for	for	ADP
cana-6335	71	16	efficient	efficient	ADJ
cana-6335	71	17	classification	classification	NOUN
cana-6335	71	18	.	.	PUNCT
cana-6335	72	1	d.	d.	PROPN
cana-6335	72	2	pca	pca	PROPN
cana-6335	72	3	-	-	PUNCT
cana-6335	72	4	based	base	VERB
cana-6335	72	5	dimensionality	dimensionality	NOUN
cana-6335	72	6	reduction	reduction	NOUN
cana-6335	72	7	principal	principal	NOUN
cana-6335	72	8	component	component	NOUN
cana-6335	72	9	analysis	analysis	NOUN
cana-6335	72	10	was	be	AUX
cana-6335	72	11	applied	apply	VERB
cana-6335	72	12	to	to	ADP
cana-6335	72	13	the	the	DET
cana-6335	72	14	standardized	standardized	ADJ
cana-6335	72	15	feature	feature	NOUN
cana-6335	72	16	matrix	matrix	NOUN
cana-6335	72	17	x	x	SYM
cana-6335	72	18	∈	∈	PROPN
cana-6335	72	19	ℝ^(n×532	ℝ^(n×532	NOUN
cana-6335	72	20	)	)	PUNCT
cana-6335	72	21	,	,	PUNCT
cana-6335	72	22	where	where	SCONJ
cana-6335	72	23	n	n	PRON
cana-6335	72	24	represents	represent	VERB
cana-6335	72	25	the	the	DET
cana-6335	72	26	number	number	NOUN
cana-6335	72	27	of	of	ADP
cana-6335	72	28	training	training	NOUN
cana-6335	72	29	samples	sample	NOUN
cana-6335	72	30	.	.	PUNCT
cana-6335	73	1	the	the	DET
cana-6335	73	2	covariance	covariance	NOUN
cana-6335	73	3	matrix	matrix	NOUN
cana-6335	73	4	c	c	PROPN
cana-6335	73	5	was	be	AUX
cana-6335	73	6	computed	compute	VERB
cana-6335	73	7	and	and	CCONJ
cana-6335	73	8	eigendecomposed	eigendecompose	VERB
cana-6335	73	9	to	to	PART
cana-6335	73	10	obtain	obtain	VERB
cana-6335	73	11	principal	principal	ADJ
cana-6335	73	12	components	component	NOUN
cana-6335	73	13	ordered	order	VERB
cana-6335	73	14	by	by	ADP
cana-6335	73	15	explained	explain	VERB
cana-6335	73	16	variance	variance	NOUN
cana-6335	73	17	[	[	X
cana-6335	73	18	30	30	NUM
cana-6335	73	19	]	]	PUNCT
cana-6335	73	20	.	.	PUNCT
cana-6335	74	1	component	component	NOUN
cana-6335	74	2	selection	selection	NOUN
cana-6335	74	3	employed	employ	VERB
cana-6335	74	4	an	an	DET
cana-6335	74	5	adaptive	adaptive	ADJ
cana-6335	74	6	threshold	threshold	NOUN
cana-6335	74	7	approach	approach	NOUN
cana-6335	74	8	,	,	PUNCT
cana-6335	74	9	retaining	retain	VERB
cana-6335	74	10	components	component	NOUN
cana-6335	74	11	explaining	explain	VERB
cana-6335	74	12	cumulative	cumulative	ADJ
cana-6335	74	13	variance	variance	NOUN
cana-6335	74	14	exceeding	exceed	VERB
cana-6335	74	15	95	95	NUM
cana-6335	74	16	%	%	NOUN
cana-6335	74	17	while	while	SCONJ
cana-6335	74	18	ensuring	ensure	VERB
cana-6335	74	19	a	a	DET
cana-6335	74	20	minimum	minimum	NOUN
cana-6335	74	21	of	of	ADP
cana-6335	74	22	20	20	NUM
cana-6335	74	23	components	component	NOUN
cana-6335	74	24	for	for	ADP
cana-6335	74	25	adequate	adequate	ADJ
cana-6335	74	26	representation	representation	NOUN
cana-6335	74	27	.	.	PUNCT
cana-6335	75	1	this	this	DET
cana-6335	75	2	adaptive	adaptive	ADJ
cana-6335	75	3	strategy	strategy	NOUN
cana-6335	75	4	balanced	balance	VERB
cana-6335	75	5	dimensionality	dimensionality	NOUN
cana-6335	75	6	reduction	reduction	NOUN
cana-6335	75	7	with	with	ADP
cana-6335	75	8	communications	communication	NOUN
cana-6335	75	9	on	on	ADP
cana-6335	75	10	applied	apply	VERB
cana-6335	75	11	nonlinear	nonlinear	ADJ
cana-6335	75	12	analysis	analysis	NOUN
cana-6335	75	13	issn	issn	NOUN
cana-6335	75	14	:	:	PUNCT
cana-6335	75	15	1074	1074	NUM
cana-6335	75	16	-	-	PUNCT
cana-6335	75	17	133x	133x	NUM
cana-6335	75	18	vol	vol	NOUN
cana-6335	75	19	32	32	NUM
cana-6335	75	20	no	no	NOUN
cana-6335	75	21	.	.	PUNCT
cana-6335	76	1	1s	1s	NUM
cana-6335	76	2	(	(	PUNCT
cana-6335	76	3	2025	2025	NUM
cana-6335	76	4	)	)	PUNCT
cana-6335	76	5	801	801	NUM
cana-6335	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	76	7	information	information	NOUN
cana-6335	76	8	preservation	preservation	NOUN
cana-6335	76	9	,	,	PUNCT
cana-6335	76	10	typically	typically	ADV
cana-6335	76	11	reducing	reduce	VERB
cana-6335	76	12	the	the	DET
cana-6335	76	13	feature	feature	NOUN
cana-6335	76	14	space	space	NOUN
cana-6335	76	15	to	to	ADP
cana-6335	76	16	45	45	NUM
cana-6335	76	17	-	-	SYM
cana-6335	76	18	65	65	NUM
cana-6335	76	19	components	component	NOUN
cana-6335	76	20	depending	depend	VERB
cana-6335	76	21	on	on	ADP
cana-6335	76	22	the	the	DET
cana-6335	76	23	data	data	NOUN
cana-6335	76	24	subset	subset	NOUN
cana-6335	76	25	.	.	PUNCT
cana-6335	77	1	the	the	DET
cana-6335	77	2	transformation	transformation	NOUN
cana-6335	77	3	matrix	matrix	NOUN
cana-6335	77	4	w	w	NOUN
cana-6335	77	5	∈	∈	PROPN
cana-6335	77	6	ℝ^(532×k	ℝ^(532×k	ADJ
cana-6335	77	7	)	)	PUNCT
cana-6335	77	8	,	,	PUNCT
cana-6335	77	9	where	where	SCONJ
cana-6335	77	10	k	k	PROPN
cana-6335	77	11	represents	represent	VERB
cana-6335	77	12	retained	retain	VERB
cana-6335	77	13	components	component	NOUN
cana-6335	77	14	,	,	PUNCT
cana-6335	77	15	was	be	AUX
cana-6335	77	16	learned	learn	VERB
cana-6335	77	17	exclusively	exclusively	ADV
cana-6335	77	18	from	from	ADP
cana-6335	77	19	training	train	VERB
cana-6335	77	20	data	datum	NOUN
cana-6335	77	21	and	and	CCONJ
cana-6335	77	22	subsequently	subsequently	ADV
cana-6335	77	23	applied	apply	VERB
cana-6335	77	24	to	to	ADP
cana-6335	77	25	validation	validation	NOUN
cana-6335	77	26	and	and	CCONJ
cana-6335	77	27	test	test	NOUN
cana-6335	77	28	sets	set	NOUN
cana-6335	77	29	,	,	PUNCT
cana-6335	77	30	preventing	prevent	VERB
cana-6335	77	31	information	information	NOUN
cana-6335	77	32	leakage	leakage	NOUN
cana-6335	78	1	[	[	X
cana-6335	78	2	31	31	NUM
cana-6335	78	3	]	]	PUNCT
cana-6335	78	4	.	.	PUNCT
cana-6335	79	1	e.	e.	PROPN
cana-6335	79	2	hybrid	hybrid	PROPN
cana-6335	79	3	ensemble	ensemble	ADJ
cana-6335	79	4	classification	classification	NOUN
cana-6335	79	5	the	the	DET
cana-6335	79	6	proposed	propose	VERB
cana-6335	79	7	hybrid	hybrid	NOUN
cana-6335	79	8	classifier	classifier	NOUN
cana-6335	79	9	combined	combine	VERB
cana-6335	79	10	support	support	NOUN
cana-6335	79	11	vector	vector	NOUN
cana-6335	79	12	machine	machine	NOUN
cana-6335	79	13	and	and	CCONJ
cana-6335	79	14	random	random	ADJ
cana-6335	79	15	forest	forest	NOUN
cana-6335	79	16	algorithms	algorithm	NOUN
cana-6335	79	17	within	within	ADP
cana-6335	79	18	a	a	DET
cana-6335	79	19	weighted	weighted	ADJ
cana-6335	79	20	voting	voting	NOUN
cana-6335	79	21	framework	framework	NOUN
cana-6335	79	22	.	.	PUNCT
cana-6335	80	1	svm	svm	VERB
cana-6335	80	2	with	with	ADP
cana-6335	80	3	radial	radial	ADJ
cana-6335	80	4	basis	basis	NOUN
cana-6335	80	5	function	function	NOUN
cana-6335	80	6	kernel	kernel	NOUN
cana-6335	80	7	was	be	AUX
cana-6335	80	8	selected	select	VERB
cana-6335	80	9	for	for	ADP
cana-6335	80	10	its	its	PRON
cana-6335	80	11	effectiveness	effectiveness	NOUN
cana-6335	80	12	in	in	ADP
cana-6335	80	13	high	high	ADJ
cana-6335	80	14	-	-	PUNCT
cana-6335	80	15	dimensional	dimensional	ADJ
cana-6335	80	16	spaces	space	NOUN
cana-6335	80	17	and	and	CCONJ
cana-6335	80	18	robust	robust	ADJ
cana-6335	80	19	generalization	generalization	NOUN
cana-6335	80	20	properties	property	NOUN
cana-6335	80	21	[	[	X
cana-6335	80	22	32	32	NUM
cana-6335	80	23	]	]	PUNCT
cana-6335	80	24	.	.	PUNCT
cana-6335	81	1	hyperparameters	hyperparameter	NOUN
cana-6335	81	2	(	(	PUNCT
cana-6335	81	3	c	c	X
cana-6335	81	4	,	,	PUNCT
cana-6335	81	5	γ	γ	NOUN
cana-6335	81	6	)	)	PUNCT
cana-6335	81	7	were	be	AUX
cana-6335	81	8	optimized	optimize	VERB
cana-6335	81	9	through	through	ADP
cana-6335	81	10	grid	grid	NOUN
cana-6335	81	11	search	search	NOUN
cana-6335	81	12	with	with	ADP
cana-6335	81	13	5	5	NUM
cana-6335	81	14	-	-	ADJ
cana-6335	81	15	fold	fold	ADJ
cana-6335	81	16	cross	cross	NOUN
cana-6335	81	17	-	-	NOUN
cana-6335	81	18	validation	validation	NOUN
cana-6335	81	19	on	on	ADP
cana-6335	81	20	training	training	NOUN
cana-6335	81	21	data	datum	NOUN
cana-6335	81	22	.	.	PUNCT
cana-6335	82	1	random	random	ADJ
cana-6335	82	2	forest	forest	NOUN
cana-6335	82	3	provided	provide	VERB
cana-6335	82	4	complementary	complementary	ADJ
cana-6335	82	5	classification	classification	NOUN
cana-6335	82	6	through	through	ADP
cana-6335	82	7	ensemble	ensemble	ADJ
cana-6335	82	8	decision	decision	NOUN
cana-6335	82	9	trees	tree	NOUN
cana-6335	82	10	,	,	PUNCT
cana-6335	82	11	offering	offer	VERB
cana-6335	82	12	robustness	robustness	NOUN
cana-6335	82	13	to	to	ADP
cana-6335	82	14	outliers	outlier	NOUN
cana-6335	82	15	and	and	CCONJ
cana-6335	82	16	implicit	implicit	ADJ
cana-6335	82	17	feature	feature	NOUN
cana-6335	82	18	importance	importance	NOUN
cana-6335	82	19	estimation	estimation	NOUN
cana-6335	82	20	[	[	X
cana-6335	82	21	33	33	NUM
cana-6335	82	22	]	]	PUNCT
cana-6335	82	23	.	.	PUNCT
cana-6335	83	1	the	the	DET
cana-6335	83	2	number	number	NOUN
cana-6335	83	3	of	of	ADP
cana-6335	83	4	trees	tree	NOUN
cana-6335	83	5	(	(	PUNCT
cana-6335	83	6	500	500	NUM
cana-6335	83	7	)	)	PUNCT
cana-6335	83	8	,	,	PUNCT
cana-6335	83	9	maximum	maximum	ADJ
cana-6335	83	10	depth	depth	NOUN
cana-6335	83	11	(	(	PUNCT
cana-6335	83	12	20	20	NUM
cana-6335	83	13	)	)	PUNCT
cana-6335	83	14	,	,	PUNCT
cana-6335	83	15	and	and	CCONJ
cana-6335	83	16	minimum	minimum	NOUN
cana-6335	83	17	samples	sample	NOUN
cana-6335	83	18	per	per	ADP
cana-6335	83	19	leaf	leaf	NOUN
cana-6335	83	20	(	(	PUNCT
cana-6335	83	21	5	5	NUM
cana-6335	83	22	)	)	PUNCT
cana-6335	83	23	were	be	AUX
cana-6335	83	24	determined	determine	VERB
cana-6335	83	25	through	through	ADP
cana-6335	83	26	systematic	systematic	ADJ
cana-6335	83	27	optimization	optimization	NOUN
cana-6335	83	28	.	.	PUNCT
cana-6335	84	1	the	the	DET
cana-6335	84	2	hybrid	hybrid	ADJ
cana-6335	84	3	ensemble	ensemble	ADJ
cana-6335	84	4	computed	compute	VERB
cana-6335	84	5	final	final	ADJ
cana-6335	84	6	predictions	prediction	NOUN
cana-6335	84	7	through	through	ADP
cana-6335	84	8	weighted	weight	VERB
cana-6335	84	9	soft	soft	ADJ
cana-6335	84	10	voting	voting	NOUN
cana-6335	84	11	:	:	PUNCT
cana-6335	84	12	p(y|x	p(y|x	NOUN
cana-6335	84	13	)	)	PUNCT
cana-6335	85	1	=	=	SYM
cana-6335	85	2	w₁	w₁	PROPN
cana-6335	85	3	·	·	PUNCT
cana-6335	85	4	p_svm(y|x	p_svm(y|x	PROPN
cana-6335	85	5	)	)	PUNCT
cana-6335	85	6	+	+	CCONJ
cana-6335	85	7	w₂	w₂	PROPN
cana-6335	85	8	·	·	PUNCT
cana-6335	85	9	p_rf(y|x	p_rf(y|x	PROPN
cana-6335	85	10	)	)	PUNCT
cana-6335	85	11	where	where	SCONJ
cana-6335	85	12	weights	weight	VERB
cana-6335	85	13	w₁	w₁	PROPN
cana-6335	85	14	and	and	CCONJ
cana-6335	85	15	w₂	w₂	PROPN
cana-6335	85	16	were	be	AUX
cana-6335	85	17	learned	learn	VERB
cana-6335	85	18	through	through	ADP
cana-6335	85	19	logistic	logistic	ADJ
cana-6335	85	20	regression	regression	NOUN
cana-6335	85	21	on	on	ADP
cana-6335	85	22	validation	validation	NOUN
cana-6335	85	23	set	set	VERB
cana-6335	85	24	predictions	prediction	NOUN
cana-6335	85	25	,	,	PUNCT
cana-6335	85	26	adapting	adapt	VERB
cana-6335	85	27	to	to	ADP
cana-6335	85	28	the	the	DET
cana-6335	85	29	relative	relative	ADJ
cana-6335	85	30	strengths	strength	NOUN
cana-6335	85	31	of	of	ADP
cana-6335	85	32	each	each	DET
cana-6335	85	33	classifier	classifier	NOUN
cana-6335	85	34	for	for	ADP
cana-6335	85	35	specific	specific	ADJ
cana-6335	85	36	data	datum	NOUN
cana-6335	85	37	characteristics	characteristic	NOUN
cana-6335	85	38	[	[	X
cana-6335	85	39	34	34	NUM
cana-6335	85	40	]	]	PUNCT
cana-6335	85	41	.	.	PUNCT
cana-6335	86	1	f.	f.	PROPN
cana-6335	86	2	evaluation	evaluation	PROPN
cana-6335	86	3	protocol	protocol	PROPN
cana-6335	86	4	model	model	NOUN
cana-6335	86	5	evaluation	evaluation	NOUN
cana-6335	86	6	employed	employ	VERB
cana-6335	86	7	stratified	stratify	VERB
cana-6335	86	8	10	10	NUM
cana-6335	86	9	-	-	ADJ
cana-6335	86	10	fold	fold	ADJ
cana-6335	86	11	cross	cross	NOUN
cana-6335	86	12	-	-	NOUN
cana-6335	86	13	validation	validation	NOUN
cana-6335	86	14	with	with	ADP
cana-6335	86	15	patient	patient	ADJ
cana-6335	86	16	-	-	PUNCT
cana-6335	86	17	level	level	NOUN
cana-6335	86	18	splitting	splitting	NOUN
cana-6335	86	19	to	to	PART
cana-6335	86	20	prevent	prevent	VERB
cana-6335	86	21	data	datum	NOUN
cana-6335	86	22	leakage	leakage	NOUN
cana-6335	86	23	between	between	ADP
cana-6335	86	24	training	training	NOUN
cana-6335	86	25	and	and	CCONJ
cana-6335	86	26	testing	testing	NOUN
cana-6335	86	27	folds	fold	NOUN
cana-6335	86	28	.	.	PUNCT
cana-6335	87	1	performance	performance	NOUN
cana-6335	87	2	metrics	metric	NOUN
cana-6335	87	3	included	include	VERB
cana-6335	87	4	accuracy	accuracy	NOUN
cana-6335	87	5	,	,	PUNCT
cana-6335	87	6	sensitivity	sensitivity	NOUN
cana-6335	87	7	(	(	PUNCT
cana-6335	87	8	true	true	ADJ
cana-6335	87	9	positive	positive	ADJ
cana-6335	87	10	rate	rate	NOUN
cana-6335	87	11	for	for	ADP
cana-6335	87	12	es	es	NOUN
cana-6335	87	13	)	)	PUNCT
cana-6335	87	14	,	,	PUNCT
cana-6335	87	15	specificity	specificity	NOUN
cana-6335	87	16	(	(	PUNCT
cana-6335	87	17	true	true	ADJ
cana-6335	87	18	positive	positive	ADJ
cana-6335	87	19	rate	rate	NOUN
cana-6335	87	20	for	for	ADP
cana-6335	87	21	pnes	pne	NOUN
cana-6335	87	22	)	)	PUNCT
cana-6335	87	23	,	,	PUNCT
cana-6335	87	24	precision	precision	NOUN
cana-6335	87	25	,	,	PUNCT
cana-6335	87	26	f1	f1	NOUN
cana-6335	87	27	-	-	PUNCT
cana-6335	87	28	score	score	NOUN
cana-6335	87	29	,	,	PUNCT
cana-6335	87	30	and	and	CCONJ
cana-6335	87	31	area	area	NOUN
cana-6335	87	32	under	under	ADP
cana-6335	87	33	the	the	DET
cana-6335	87	34	receiver	receiver	NOUN
cana-6335	87	35	operating	operate	VERB
cana-6335	87	36	characteristic	characteristic	ADJ
cana-6335	87	37	curve	curve	NOUN
cana-6335	87	38	(	(	PUNCT
cana-6335	87	39	auc	auc	NOUN
cana-6335	87	40	-	-	PUNCT
cana-6335	87	41	roc	roc	NOUN
cana-6335	87	42	)	)	PUNCT
cana-6335	88	1	[	[	X
cana-6335	88	2	35	35	NUM
cana-6335	88	3	]	]	PUNCT
cana-6335	88	4	.	.	PUNCT
cana-6335	89	1	statistical	statistical	ADJ
cana-6335	89	2	significance	significance	NOUN
cana-6335	89	3	was	be	AUX
cana-6335	89	4	assessed	assess	VERB
cana-6335	89	5	through	through	ADP
cana-6335	89	6	paired	pair	VERB
cana-6335	89	7	t	t	NOUN
cana-6335	89	8	-	-	PUNCT
cana-6335	89	9	tests	test	NOUN
cana-6335	89	10	comparing	compare	VERB
cana-6335	89	11	cross	cross	ADJ
cana-6335	89	12	-	-	ADJ
cana-6335	89	13	validation	validation	ADJ
cana-6335	89	14	fold	fold	ADJ
cana-6335	89	15	performance	performance	NOUN
cana-6335	89	16	,	,	PUNCT
cana-6335	89	17	with	with	ADP
cana-6335	89	18	bonferroni	bonferroni	NOUN
cana-6335	89	19	correction	correction	NOUN
cana-6335	89	20	for	for	ADP
cana-6335	89	21	multiple	multiple	ADJ
cana-6335	89	22	comparisons	comparison	NOUN
cana-6335	89	23	.	.	PUNCT
cana-6335	90	1	a	a	DET
cana-6335	90	2	significance	significance	NOUN
cana-6335	90	3	threshold	threshold	NOUN
cana-6335	90	4	of	of	ADP
cana-6335	90	5	α	α	NOUN
cana-6335	90	6	=	=	NOUN
cana-6335	90	7	0.05	0.05	NUM
cana-6335	90	8	was	be	AUX
cana-6335	90	9	applied	apply	VERB
cana-6335	90	10	throughout	throughout	ADP
cana-6335	90	11	.	.	PUNCT
cana-6335	91	1	iv	iv	X
cana-6335	91	2	.	.	PROPN
cana-6335	91	3	results	results	PROPN
cana-6335	91	4	a.	a.	NOUN
cana-6335	91	5	feature	feature	NOUN
cana-6335	91	6	analysis	analysis	NOUN
cana-6335	91	7	and	and	CCONJ
cana-6335	91	8	pca	pca	NOUN
cana-6335	91	9	performance	performance	NOUN
cana-6335	91	10	the	the	DET
cana-6335	91	11	complete	complete	ADJ
cana-6335	91	12	532	532	NUM
cana-6335	91	13	-	-	ADJ
cana-6335	91	14	dimensional	dimensional	ADJ
cana-6335	91	15	feature	feature	NOUN
cana-6335	91	16	space	space	NOUN
cana-6335	91	17	exhibited	exhibit	VERB
cana-6335	91	18	substantial	substantial	ADJ
cana-6335	91	19	redundancy	redundancy	NOUN
cana-6335	91	20	,	,	PUNCT
cana-6335	91	21	with	with	ADP
cana-6335	91	22	pairwise	pairwise	NOUN
cana-6335	91	23	correlations	correlation	NOUN
cana-6335	91	24	exceeding	exceed	VERB
cana-6335	91	25	0.7	0.7	NUM
cana-6335	91	26	for	for	ADP
cana-6335	91	27	34	34	NUM
cana-6335	91	28	%	%	NOUN
cana-6335	91	29	of	of	ADP
cana-6335	91	30	feature	feature	NOUN
cana-6335	91	31	pairs	pair	NOUN
cana-6335	91	32	.	.	PUNCT
cana-6335	92	1	pca	pca	NOUN
cana-6335	92	2	transformation	transformation	NOUN
cana-6335	92	3	identified	identify	VERB
cana-6335	92	4	52	52	NUM
cana-6335	92	5	principal	principal	ADJ
cana-6335	92	6	components	component	NOUN
cana-6335	92	7	explaining	explain	VERB
cana-6335	92	8	97.3	97.3	NUM
cana-6335	92	9	%	%	NOUN
cana-6335	92	10	of	of	ADP
cana-6335	92	11	total	total	ADJ
cana-6335	92	12	variance	variance	NOUN
cana-6335	92	13	,	,	PUNCT
cana-6335	92	14	achieving	achieve	VERB
cana-6335	92	15	90.2	90.2	NUM
cana-6335	92	16	%	%	NOUN
cana-6335	92	17	dimensionality	dimensionality	NOUN
cana-6335	92	18	reduction	reduction	NOUN
cana-6335	92	19	while	while	SCONJ
cana-6335	92	20	preserving	preserve	VERB
cana-6335	92	21	discriminative	discriminative	NOUN
cana-6335	92	22	information	information	NOUN
cana-6335	92	23	.	.	PUNCT
cana-6335	93	1	table	table	NOUN
cana-6335	93	2	i	i	PRON
cana-6335	93	3	presents	present	VERB
cana-6335	93	4	the	the	DET
cana-6335	93	5	variance	variance	NOUN
cana-6335	93	6	contribution	contribution	NOUN
cana-6335	93	7	of	of	ADP
cana-6335	93	8	the	the	DET
cana-6335	93	9	leading	lead	VERB
cana-6335	93	10	principal	principal	ADJ
cana-6335	93	11	components	component	NOUN
cana-6335	93	12	,	,	PUNCT
cana-6335	93	13	demonstrating	demonstrate	VERB
cana-6335	93	14	that	that	SCONJ
cana-6335	93	15	the	the	DET
cana-6335	93	16	first	first	ADJ
cana-6335	93	17	20	20	NUM
cana-6335	93	18	components	component	NOUN
cana-6335	93	19	captured	capture	VERB
cana-6335	93	20	over	over	ADP
cana-6335	93	21	85	85	NUM
cana-6335	93	22	%	%	NOUN
cana-6335	93	23	of	of	ADP
cana-6335	93	24	total	total	ADJ
cana-6335	93	25	variance	variance	NOUN
cana-6335	93	26	communications	communication	NOUN
cana-6335	93	27	on	on	ADP
cana-6335	93	28	applied	apply	VERB
cana-6335	93	29	nonlinear	nonlinear	ADJ
cana-6335	93	30	analysis	analysis	NOUN
cana-6335	93	31	issn	issn	NOUN
cana-6335	93	32	:	:	PUNCT
cana-6335	93	33	1074	1074	NUM
cana-6335	93	34	-	-	PUNCT
cana-6335	93	35	133x	133x	NUM
cana-6335	93	36	vol	vol	NOUN
cana-6335	93	37	32	32	NUM
cana-6335	93	38	no	no	NOUN
cana-6335	93	39	.	.	PUNCT
cana-6335	94	1	1s	1s	NUM
cana-6335	94	2	(	(	PUNCT
cana-6335	94	3	2025	2025	NUM
cana-6335	94	4	)	)	PUNCT
cana-6335	94	5	802	802	NUM
cana-6335	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	94	7	.table	.table	VERB
cana-6335	94	8	i	i	NOUN
cana-6335	94	9	:	:	PUNCT
cana-6335	94	10	principal	principal	ADJ
cana-6335	94	11	component	component	NOUN
cana-6335	94	12	variance	variance	NOUN
cana-6335	94	13	contribution	contribution	NOUN
cana-6335	94	14	component	component	NOUN
cana-6335	94	15	range	range	NOUN
cana-6335	94	16	individual	individual	ADJ
cana-6335	94	17	variance	variance	NOUN
cana-6335	94	18	(	(	PUNCT
cana-6335	94	19	%	%	INTJ
cana-6335	94	20	)	)	PUNCT
cana-6335	94	21	cumulative	cumulative	ADJ
cana-6335	94	22	variance	variance	NOUN
cana-6335	94	23	(	(	PUNCT
cana-6335	94	24	%	%	INTJ
cana-6335	94	25	)	)	PUNCT
cana-6335	94	26	primary	primary	ADJ
cana-6335	94	27	feature	feature	NOUN
cana-6335	94	28	domain	domain	NOUN
cana-6335	94	29	pc1	pc1	PROPN
cana-6335	94	30	-	-	PUNCT
cana-6335	94	31	pc5	pc5	NOUN
cana-6335	94	32	42.3	42.3	NUM
cana-6335	94	33	±	±	NUM
cana-6335	94	34	8.7	8.7	NUM
cana-6335	94	35	42.3	42.3	NUM
cana-6335	94	36	spectral	spectral	ADJ
cana-6335	94	37	power	power	NOUN
cana-6335	94	38	(	(	PUNCT
cana-6335	94	39	delta	delta	NOUN
cana-6335	94	40	,	,	PUNCT
cana-6335	94	41	theta	theta	NOUN
cana-6335	94	42	)	)	PUNCT
cana-6335	94	43	pc6	pc6	PROPN
cana-6335	94	44	-	-	PUNCT
cana-6335	94	45	pc10	pc10	PROPN
cana-6335	94	46	18.6	18.6	NUM
cana-6335	94	47	±	±	NUM
cana-6335	94	48	3.2	3.2	NUM
cana-6335	94	49	60.9	60.9	NUM
cana-6335	94	50	nonlinear	nonlinear	ADJ
cana-6335	94	51	entropy	entropy	NOUN
cana-6335	94	52	measures	measure	NOUN
cana-6335	94	53	pc11	pc11	PROPN
cana-6335	94	54	-	-	PUNCT
cana-6335	94	55	pc20	pc20	PROPN
cana-6335	94	56	24.4	24.4	NUM
cana-6335	94	57	±	±	NUM
cana-6335	94	58	1.8	1.8	NUM
cana-6335	94	59	85.3	85.3	NUM
cana-6335	94	60	time	time	NOUN
cana-6335	94	61	-	-	PUNCT
cana-6335	94	62	domain	domain	NOUN
cana-6335	94	63	statistics	statistic	NOUN
cana-6335	94	64	pc21	pc21	PROPN
cana-6335	94	65	-	-	PUNCT
cana-6335	94	66	pc35	pc35	PROPN
cana-6335	94	67	8.7	8.7	NUM
cana-6335	94	68	±	±	NUM
cana-6335	94	69	0.6	0.6	NUM
cana-6335	94	70	94.0	94.0	NUM
cana-6335	94	71	cross	cross	ADJ
cana-6335	94	72	-	-	ADJ
cana-6335	94	73	frequency	frequency	ADJ
cana-6335	94	74	coupling	coupling	NOUN
cana-6335	94	75	pc36	pc36	PROPN
cana-6335	94	76	-	-	PUNCT
cana-6335	94	77	pc52	pc52	PROPN
cana-6335	94	78	3.3	3.3	NUM
cana-6335	94	79	±	±	NOUN
cana-6335	94	80	0.2	0.2	NUM
cana-6335	94	81	97.3	97.3	NUM
cana-6335	94	82	higher	high	ADJ
cana-6335	94	83	-	-	PUNCT
cana-6335	94	84	order	order	NOUN
cana-6335	94	85	spectral	spectral	ADJ
cana-6335	94	86	features	feature	NOUN
cana-6335	94	87	fig	fig	NOUN
cana-6335	94	88	1	1	NUM
cana-6335	94	89	:	:	PUNCT
cana-6335	94	90	principal	principal	ADJ
cana-6335	94	91	component	component	NOUN
cana-6335	94	92	variance	variance	NOUN
cana-6335	94	93	contribution	contribution	NOUN
cana-6335	94	94	analysis	analysis	NOUN
cana-6335	94	95	analysis	analysis	NOUN
cana-6335	94	96	of	of	ADP
cana-6335	94	97	component	component	NOUN
cana-6335	94	98	loadings	loading	NOUN
cana-6335	94	99	revealed	reveal	VERB
cana-6335	94	100	that	that	SCONJ
cana-6335	94	101	spectral	spectral	ADJ
cana-6335	94	102	features	feature	NOUN
cana-6335	94	103	,	,	PUNCT
cana-6335	94	104	particularly	particularly	ADV
cana-6335	94	105	delta	delta	NOUN
cana-6335	94	106	and	and	CCONJ
cana-6335	94	107	theta	theta	NOUN
cana-6335	94	108	band	band	NOUN
cana-6335	94	109	powers	power	NOUN
cana-6335	94	110	,	,	PUNCT
cana-6335	94	111	contributed	contribute	VERB
cana-6335	94	112	most	most	ADV
cana-6335	94	113	strongly	strongly	ADV
cana-6335	94	114	to	to	ADP
cana-6335	94	115	the	the	DET
cana-6335	94	116	leading	lead	VERB
cana-6335	94	117	principal	principal	ADJ
cana-6335	94	118	components	component	NOUN
cana-6335	94	119	.	.	PUNCT
cana-6335	95	1	this	this	DET
cana-6335	95	2	finding	finding	NOUN
cana-6335	95	3	aligns	align	VERB
cana-6335	95	4	with	with	ADP
cana-6335	95	5	clinical	clinical	ADJ
cana-6335	95	6	observations	observation	NOUN
cana-6335	95	7	that	that	PRON
cana-6335	95	8	epileptic	epileptic	ADJ
cana-6335	95	9	seizures	seizure	NOUN
cana-6335	95	10	characteristically	characteristically	ADV
cana-6335	95	11	produce	produce	VERB
cana-6335	95	12	rhythmic	rhythmic	ADJ
cana-6335	95	13	slow	slow	ADJ
cana-6335	95	14	-	-	PUNCT
cana-6335	95	15	wave	wave	NOUN
cana-6335	95	16	activity	activity	NOUN
cana-6335	95	17	[	[	X
cana-6335	95	18	36	36	NUM
cana-6335	95	19	]	]	PUNCT
cana-6335	95	20	.	.	PUNCT
cana-6335	96	1	communications	communication	NOUN
cana-6335	96	2	on	on	ADP
cana-6335	96	3	applied	apply	VERB
cana-6335	96	4	nonlinear	nonlinear	ADJ
cana-6335	96	5	analysis	analysis	NOUN
cana-6335	96	6	issn	issn	NOUN
cana-6335	96	7	:	:	PUNCT
cana-6335	96	8	1074	1074	NUM
cana-6335	96	9	-	-	PUNCT
cana-6335	96	10	133x	133x	NUM
cana-6335	96	11	vol	vol	NOUN
cana-6335	96	12	32	32	NUM
cana-6335	96	13	no	no	NOUN
cana-6335	96	14	.	.	PUNCT
cana-6335	97	1	1s	1s	NUM
cana-6335	97	2	(	(	PUNCT
cana-6335	97	3	2025	2025	NUM
cana-6335	97	4	)	)	PUNCT
cana-6335	97	5	803	803	NUM
cana-6335	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	97	7	b.	b.	PROPN
cana-6335	97	8	classification	classification	NOUN
cana-6335	97	9	performance	performance	NOUN
cana-6335	97	10	comparison	comparison	NOUN
cana-6335	97	11	table	table	NOUN
cana-6335	97	12	ii	ii	PROPN
cana-6335	97	13	presents	present	VERB
cana-6335	97	14	classification	classification	NOUN
cana-6335	97	15	performance	performance	NOUN
cana-6335	97	16	across	across	ADP
cana-6335	97	17	different	different	ADJ
cana-6335	97	18	algorithmic	algorithmic	ADJ
cana-6335	97	19	configurations	configuration	NOUN
cana-6335	97	20	,	,	PUNCT
cana-6335	97	21	comparing	compare	VERB
cana-6335	97	22	standalone	standalone	ADJ
cana-6335	97	23	classifiers	classifier	NOUN
cana-6335	97	24	with	with	ADP
cana-6335	97	25	pca	pca	NOUN
cana-6335	97	26	preprocessing	preprocessing	NOUN
cana-6335	97	27	to	to	ADP
cana-6335	97	28	the	the	DET
cana-6335	97	29	proposed	propose	VERB
cana-6335	97	30	hybrid	hybrid	ADJ
cana-6335	97	31	ensemble	ensemble	ADJ
cana-6335	97	32	approach	approach	NOUN
cana-6335	97	33	.	.	PUNCT
cana-6335	98	1	table	table	NOUN
cana-6335	98	2	ii	ii	PROPN
cana-6335	98	3	:	:	PUNCT
cana-6335	98	4	classification	classification	NOUN
cana-6335	98	5	performance	performance	NOUN
cana-6335	98	6	comparison	comparison	NOUN
cana-6335	98	7	across	across	ADP
cana-6335	98	8	methods	method	NOUN
cana-6335	98	9	method	method	NOUN
cana-6335	98	10	accuracy	accuracy	NOUN
cana-6335	98	11	(	(	PUNCT
cana-6335	98	12	%	%	INTJ
cana-6335	98	13	)	)	PUNCT
cana-6335	98	14	sensitivity	sensitivity	NOUN
cana-6335	98	15	(	(	PUNCT
cana-6335	98	16	%	%	INTJ
cana-6335	98	17	)	)	PUNCT
cana-6335	98	18	specificity	specificity	NOUN
cana-6335	98	19	(	(	PUNCT
cana-6335	98	20	%	%	INTJ
cana-6335	98	21	)	)	PUNCT
cana-6335	98	22	f1score	f1score	NOUN
cana-6335	98	23	aucroc	aucroc	NOUN
cana-6335	98	24	svm	svm	PROPN
cana-6335	98	25	(	(	PUNCT
cana-6335	98	26	raw	raw	ADJ
cana-6335	98	27	features	feature	NOUN
cana-6335	98	28	)	)	PUNCT
cana-6335	98	29	82.4	82.4	NUM
cana-6335	98	30	±	±	NUM
cana-6335	98	31	3.1	3.1	NUM
cana-6335	98	32	80.9	80.9	NUM
cana-6335	98	33	±	±	NUM
cana-6335	98	34	4.2	4.2	NUM
cana-6335	98	35	84.3	84.3	NUM
cana-6335	98	36	±	±	NUM
cana-6335	98	37	3.8	3.8	NUM
cana-6335	98	38	0.814	0.814	NUM
cana-6335	98	39	0.876	0.876	NUM
cana-6335	98	40	svm	svm	PROPN
cana-6335	98	41	+	+	CCONJ
cana-6335	98	42	pca	pca	PROPN
cana-6335	98	43	88.6	88.6	NUM
cana-6335	98	44	±	±	NUM
cana-6335	98	45	2.4	2.4	NUM
cana-6335	98	46	87.1	87.1	NUM
cana-6335	98	47	±	±	NUM
cana-6335	98	48	3.1	3.1	NUM
cana-6335	98	49	90.4	90.4	NUM
cana-6335	98	50	±	±	NUM
cana-6335	98	51	2.9	2.9	NUM
cana-6335	98	52	0.882	0.882	NUM
cana-6335	98	53	0.923	0.923	NUM
cana-6335	98	54	rf	rf	ADJ
cana-6335	98	55	(	(	PUNCT
cana-6335	98	56	raw	raw	ADJ
cana-6335	98	57	features	feature	NOUN
cana-6335	98	58	)	)	PUNCT
cana-6335	98	59	85.1	85.1	NUM
cana-6335	98	60	±	±	NUM
cana-6335	98	61	2.8	2.8	NUM
cana-6335	98	62	83.7	83.7	NUM
cana-6335	98	63	±	±	NUM
cana-6335	98	64	3.5	3.5	NUM
cana-6335	98	65	86.9	86.9	NUM
cana-6335	98	66	±	±	NUM
cana-6335	98	67	3.2	3.2	NUM
cana-6335	98	68	0.848	0.848	NUM
cana-6335	98	69	0.901	0.901	NUM
cana-6335	98	70	rf	rf	NOUN
cana-6335	98	71	+	+	CCONJ
cana-6335	98	72	pca	pca	PROPN
cana-6335	98	73	89.3	89.3	NUM
cana-6335	98	74	±	±	NUM
cana-6335	98	75	2.2	2.2	NUM
cana-6335	98	76	88.4	88.4	NUM
cana-6335	98	77	±	±	NUM
cana-6335	98	78	2.8	2.8	NUM
cana-6335	98	79	90.5	90.5	NUM
cana-6335	98	80	±	±	NUM
cana-6335	98	81	2.6	2.6	NUM
cana-6335	98	82	0.891	0.891	NUM
cana-6335	98	83	0.934	0.934	NUM
cana-6335	98	84	k	k	PROPN
cana-6335	98	85	-	-	PUNCT
cana-6335	98	86	nn	nn	PROPN
cana-6335	98	87	+	+	PROPN
cana-6335	98	88	pca	pca	PROPN
cana-6335	98	89	81.7	81.7	NUM
cana-6335	98	90	±	±	NUM
cana-6335	98	91	3.4	3.4	NUM
cana-6335	98	92	79.2	79.2	NUM
cana-6335	98	93	±	±	NUM
cana-6335	98	94	4.1	4.1	NUM
cana-6335	98	95	84.8	84.8	NUM
cana-6335	98	96	±	±	NUM
cana-6335	98	97	3.6	3.6	NUM
cana-6335	98	98	0.806	0.806	NUM
cana-6335	98	99	0.862	0.862	NUM
cana-6335	98	100	neural	neural	ADJ
cana-6335	98	101	network	network	NOUN
cana-6335	98	102	+	+	CCONJ
cana-6335	98	103	pca	pca	PROPN
cana-6335	98	104	90.1	90.1	NUM
cana-6335	98	105	±	±	NUM
cana-6335	98	106	2.6	2.6	NUM
cana-6335	98	107	89.3	89.3	NUM
cana-6335	98	108	±	±	NUM
cana-6335	98	109	3.0	3.0	NUM
cana-6335	98	110	91.2	91.2	NUM
cana-6335	98	111	±	±	NUM
cana-6335	98	112	2.8	2.8	NUM
cana-6335	98	113	0.898	0.898	NUM
cana-6335	98	114	0.941	0.941	NUM
cana-6335	98	115	proposed	propose	VERB
cana-6335	98	116	hybrid	hybrid	NOUN
cana-6335	98	117	(	(	PUNCT
cana-6335	98	118	pca	pca	NOUN
cana-6335	98	119	+	+	CCONJ
cana-6335	98	120	ensemble	ensemble	ADJ
cana-6335	98	121	)	)	PUNCT
cana-6335	98	122	94.7	94.7	NUM
cana-6335	98	123	±	±	NUM
cana-6335	98	124	1.8	1.8	NUM
cana-6335	98	125	93.2	93.2	NUM
cana-6335	98	126	±	±	NUM
cana-6335	98	127	2.3	2.3	NUM
cana-6335	98	128	95.8	95.8	NUM
cana-6335	98	129	±	±	NUM
cana-6335	98	130	2.1	2.1	NUM
cana-6335	98	131	0.944	0.944	NUM
cana-6335	98	132	0.972	0.972	NUM
cana-6335	98	133	figure	figure	NOUN
cana-6335	98	134	2	2	NUM
cana-6335	98	135	:	:	PUNCT
cana-6335	98	136	classification	classification	NOUN
cana-6335	98	137	performance	performance	NOUN
cana-6335	98	138	comparison	comparison	NOUN
cana-6335	98	139	across	across	ADP
cana-6335	98	140	different	different	ADJ
cana-6335	98	141	method	method	NOUN
cana-6335	98	142	the	the	DET
cana-6335	98	143	proposed	propose	VERB
cana-6335	98	144	hybrid	hybrid	NOUN
cana-6335	98	145	approach	approach	NOUN
cana-6335	98	146	significantly	significantly	ADV
cana-6335	98	147	outperformed	outperform	VERB
cana-6335	98	148	all	all	DET
cana-6335	98	149	individual	individual	ADJ
cana-6335	98	150	classifiers	classifier	NOUN
cana-6335	98	151	(	(	PUNCT
cana-6335	98	152	p	p	X
cana-6335	98	153	<	<	X
cana-6335	98	154	0.001	0.001	NUM
cana-6335	98	155	for	for	ADP
cana-6335	98	156	all	all	DET
cana-6335	98	157	comparisons	comparison	NOUN
cana-6335	98	158	)	)	PUNCT
cana-6335	98	159	.	.	PUNCT
cana-6335	99	1	pca	pca	NOUN
cana-6335	99	2	preprocessing	preprocesse	VERB
cana-6335	99	3	improved	improve	VERB
cana-6335	99	4	accuracy	accuracy	NOUN
cana-6335	99	5	by	by	ADP
cana-6335	99	6	4	4	NUM
cana-6335	99	7	-	-	SYM
cana-6335	99	8	6	6	NUM
cana-6335	99	9	%	%	NOUN
cana-6335	99	10	across	across	ADP
cana-6335	99	11	all	all	DET
cana-6335	99	12	classifier	classifier	NOUN
cana-6335	99	13	types	type	NOUN
cana-6335	99	14	,	,	PUNCT
cana-6335	99	15	with	with	ADP
cana-6335	99	16	the	the	DET
cana-6335	99	17	greatest	great	ADJ
cana-6335	99	18	improvement	improvement	NOUN
cana-6335	99	19	observed	observe	VERB
cana-6335	99	20	for	for	ADP
cana-6335	99	21	svm	svm	PROPN
cana-6335	99	22	(	(	PUNCT
cana-6335	99	23	6.2	6.2	NUM
cana-6335	99	24	%	%	NOUN
cana-6335	99	25	absolute	absolute	ADJ
cana-6335	99	26	improvement	improvement	NOUN
cana-6335	99	27	)	)	PUNCT
cana-6335	99	28	.	.	PUNCT
cana-6335	100	1	communications	communication	NOUN
cana-6335	100	2	on	on	ADP
cana-6335	100	3	applied	apply	VERB
cana-6335	100	4	nonlinear	nonlinear	ADJ
cana-6335	100	5	analysis	analysis	NOUN
cana-6335	100	6	issn	issn	NOUN
cana-6335	100	7	:	:	PUNCT
cana-6335	100	8	1074	1074	NUM
cana-6335	100	9	-	-	PUNCT
cana-6335	100	10	133x	133x	NUM
cana-6335	100	11	vol	vol	NOUN
cana-6335	100	12	32	32	NUM
cana-6335	100	13	no	no	NOUN
cana-6335	100	14	.	.	PUNCT
cana-6335	101	1	1s	1s	NUM
cana-6335	101	2	(	(	PUNCT
cana-6335	101	3	2025	2025	NUM
cana-6335	101	4	)	)	PUNCT
cana-6335	101	5	804	804	NUM
cana-6335	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	101	7	c.	c.	PROPN
cana-6335	101	8	computational	computational	ADJ
cana-6335	101	9	efficiency	efficiency	NOUN
cana-6335	101	10	dimensionality	dimensionality	NOUN
cana-6335	101	11	reduction	reduction	NOUN
cana-6335	101	12	through	through	ADP
cana-6335	101	13	pca	pca	NOUN
cana-6335	101	14	substantially	substantially	ADV
cana-6335	101	15	improved	improve	VERB
cana-6335	101	16	computational	computational	ADJ
cana-6335	101	17	efficiency	efficiency	NOUN
cana-6335	101	18	during	during	ADP
cana-6335	101	19	both	both	DET
cana-6335	101	20	training	training	NOUN
cana-6335	101	21	and	and	CCONJ
cana-6335	101	22	inference	inference	NOUN
cana-6335	101	23	phases	phase	NOUN
cana-6335	101	24	.	.	PUNCT
cana-6335	102	1	table	table	NOUN
cana-6335	102	2	iii	iii	NUM
cana-6335	102	3	summarizes	summarize	NOUN
cana-6335	102	4	computational	computational	ADJ
cana-6335	102	5	performance	performance	NOUN
cana-6335	102	6	metrics	metric	NOUN
cana-6335	102	7	.	.	PUNCT
cana-6335	103	1	table	table	NOUN
cana-6335	103	2	iii	iii	PROPN
cana-6335	103	3	:	:	PUNCT
cana-6335	103	4	computational	computational	ADJ
cana-6335	103	5	performance	performance	NOUN
cana-6335	103	6	analysis	analysis	NOUN
cana-6335	103	7	configuration	configuration	NOUN
cana-6335	103	8	training	training	NOUN
cana-6335	103	9	time	time	NOUN
cana-6335	103	10	(	(	PUNCT
cana-6335	103	11	s	s	NOUN
cana-6335	103	12	)	)	PUNCT
cana-6335	103	13	inference	inference	NOUN
cana-6335	103	14	time	time	NOUN
cana-6335	103	15	(	(	PUNCT
cana-6335	103	16	ms	ms	NOUN
cana-6335	103	17	/	/	SYM
cana-6335	103	18	sample	sample	NOUN
cana-6335	103	19	)	)	PUNCT
cana-6335	103	20	memory	memory	NOUN
cana-6335	103	21	usage	usage	NOUN
cana-6335	103	22	(	(	PUNCT
cana-6335	103	23	mb	mb	NOUN
cana-6335	103	24	)	)	PUNCT
cana-6335	103	25	feature	feature	NOUN
cana-6335	103	26	dimensions	dimension	NOUN
cana-6335	103	27	svm	svm	NOUN
cana-6335	103	28	(	(	PUNCT
cana-6335	103	29	532	532	NUM
cana-6335	103	30	features	feature	NOUN
cana-6335	103	31	)	)	PUNCT
cana-6335	103	32	847.3	847.3	NUM
cana-6335	103	33	±	±	NUM
cana-6335	103	34	42.1	42.1	NUM
cana-6335	103	35	12.4	12.4	NUM
cana-6335	103	36	±	±	NUM
cana-6335	103	37	1.8	1.8	NUM
cana-6335	103	38	1,248	1,248	NUM
cana-6335	103	39	532	532	NUM
cana-6335	103	40	svm	svm	NOUN
cana-6335	103	41	(	(	PUNCT
cana-6335	103	42	52	52	NUM
cana-6335	103	43	pca	pca	NOUN
cana-6335	103	44	components	component	NOUN
cana-6335	103	45	)	)	PUNCT
cana-6335	103	46	156.8	156.8	NUM
cana-6335	103	47	±	±	NUM
cana-6335	103	48	18.3	18.3	NUM
cana-6335	103	49	3.8	3.8	NUM
cana-6335	103	50	±	±	NUM
cana-6335	103	51	0.6	0.6	NUM
cana-6335	103	52	312	312	NUM
cana-6335	103	53	52	52	NUM
cana-6335	103	54	rf	rf	ADJ
cana-6335	103	55	(	(	PUNCT
cana-6335	103	56	532	532	NUM
cana-6335	103	57	features	feature	NOUN
cana-6335	103	58	)	)	PUNCT
cana-6335	103	59	423.6	423.6	NUM
cana-6335	103	60	±	±	NUM
cana-6335	103	61	31.5	31.5	NUM
cana-6335	103	62	8.7	8.7	NUM
cana-6335	103	63	±	±	NUM
cana-6335	103	64	1.2	1.2	NUM
cana-6335	103	65	2,156	2,156	NUM
cana-6335	103	66	532	532	NUM
cana-6335	103	67	rf	rf	ADJ
cana-6335	103	68	(	(	PUNCT
cana-6335	103	69	52	52	NUM
cana-6335	103	70	pca	pca	NOUN
cana-6335	103	71	components	component	NOUN
cana-6335	103	72	)	)	PUNCT
cana-6335	103	73	187.2	187.2	NUM
cana-6335	103	74	±	±	NUM
cana-6335	103	75	22.4	22.4	NUM
cana-6335	103	76	4.2	4.2	NUM
cana-6335	103	77	±	±	NUM
cana-6335	103	78	0.8	0.8	NUM
cana-6335	103	79	468	468	NUM
cana-6335	103	80	52	52	NUM
cana-6335	103	81	hybrid	hybrid	NOUN
cana-6335	103	82	ensemble	ensemble	ADJ
cana-6335	103	83	(	(	PUNCT
cana-6335	103	84	pca	pca	PROPN
cana-6335	103	85	)	)	PUNCT
cana-6335	103	86	412.4	412.4	NUM
cana-6335	103	87	±	±	NUM
cana-6335	103	88	35.7	35.7	NUM
cana-6335	103	89	8.4	8.4	NUM
cana-6335	103	90	±	±	NUM
cana-6335	103	91	1.1	1.1	NUM
cana-6335	103	92	824	824	NUM
cana-6335	103	93	52	52	NUM
cana-6335	103	94	fig	fig	NOUN
cana-6335	103	95	3	3	NUM
cana-6335	103	96	:	:	PUNCT
cana-6335	103	97	computational	computational	ADJ
cana-6335	103	98	performance	performance	NOUN
cana-6335	103	99	analysis	analysis	NOUN
cana-6335	103	100	pca	pca	NOUN
cana-6335	103	101	preprocessing	preprocessing	NOUN
cana-6335	103	102	reduced	reduce	VERB
cana-6335	103	103	svm	svm	ADJ
cana-6335	103	104	training	training	NOUN
cana-6335	103	105	time	time	NOUN
cana-6335	103	106	by	by	ADP
cana-6335	103	107	81.5	81.5	NUM
cana-6335	103	108	%	%	NOUN
cana-6335	103	109	and	and	CCONJ
cana-6335	103	110	memory	memory	NOUN
cana-6335	103	111	requirements	requirement	NOUN
cana-6335	103	112	by	by	ADP
cana-6335	103	113	75.0	75.0	NUM
cana-6335	103	114	%	%	NOUN
cana-6335	103	115	,	,	PUNCT
cana-6335	103	116	enabling	enable	VERB
cana-6335	103	117	practical	practical	ADJ
cana-6335	103	118	deployment	deployment	NOUN
cana-6335	103	119	on	on	ADP
cana-6335	103	120	resource	resource	NOUN
cana-6335	103	121	-	-	PUNCT
cana-6335	103	122	constrained	constrain	VERB
cana-6335	103	123	clinical	clinical	ADJ
cana-6335	103	124	systems	system	NOUN
cana-6335	103	125	.	.	PUNCT
cana-6335	104	1	the	the	DET
cana-6335	104	2	hybrid	hybrid	ADJ
cana-6335	104	3	ensemble	ensemble	NOUN
cana-6335	104	4	maintained	maintain	VERB
cana-6335	104	5	acceptable	acceptable	ADJ
cana-6335	104	6	computational	computational	ADJ
cana-6335	104	7	overhead	overhead	NOUN
cana-6335	104	8	while	while	SCONJ
cana-6335	104	9	achieving	achieve	VERB
cana-6335	104	10	superior	superior	ADJ
cana-6335	104	11	classification	classification	NOUN
cana-6335	104	12	performance	performance	NOUN
cana-6335	104	13	.	.	PUNCT
cana-6335	105	1	d.	d.	PROPN
cana-6335	105	2	feature	feature	NOUN
cana-6335	105	3	importance	importance	NOUN
cana-6335	105	4	analysis	analysis	NOUN
cana-6335	105	5	random	random	ADJ
cana-6335	105	6	forest	forest	NOUN
cana-6335	105	7	feature	feature	NOUN
cana-6335	105	8	importance	importance	NOUN
cana-6335	105	9	scores	score	NOUN
cana-6335	105	10	,	,	PUNCT
cana-6335	105	11	computed	compute	VERB
cana-6335	105	12	from	from	ADP
cana-6335	105	13	mean	mean	ADJ
cana-6335	105	14	decrease	decrease	NOUN
cana-6335	105	15	in	in	ADP
cana-6335	105	16	gini	gini	NOUN
cana-6335	105	17	impurity	impurity	NOUN
cana-6335	105	18	,	,	PUNCT
cana-6335	105	19	identified	identify	VERB
cana-6335	105	20	the	the	DET
cana-6335	105	21	most	most	ADV
cana-6335	105	22	discriminative	discriminative	NOUN
cana-6335	105	23	features	feature	NOUN
cana-6335	105	24	before	before	ADP
cana-6335	105	25	pca	pca	NOUN
cana-6335	105	26	transformation	transformation	NOUN
cana-6335	105	27	.	.	PUNCT
cana-6335	106	1	delta	delta	NOUN
cana-6335	106	2	band	band	NOUN
cana-6335	106	3	power	power	NOUN
cana-6335	106	4	communications	communication	NOUN
cana-6335	106	5	on	on	ADP
cana-6335	106	6	applied	apply	VERB
cana-6335	106	7	nonlinear	nonlinear	ADJ
cana-6335	106	8	analysis	analysis	NOUN
cana-6335	106	9	issn	issn	NOUN
cana-6335	106	10	:	:	PUNCT
cana-6335	106	11	1074	1074	NUM
cana-6335	106	12	-	-	PUNCT
cana-6335	106	13	133x	133x	NUM
cana-6335	106	14	vol	vol	NOUN
cana-6335	106	15	32	32	NUM
cana-6335	106	16	no	no	NOUN
cana-6335	106	17	.	.	PUNCT
cana-6335	107	1	1s	1s	NUM
cana-6335	107	2	(	(	PUNCT
cana-6335	107	3	2025	2025	NUM
cana-6335	107	4	)	)	PUNCT
cana-6335	107	5	805	805	NUM
cana-6335	108	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	108	2	asymmetry	asymmetry	NOUN
cana-6335	108	3	,	,	PUNCT
cana-6335	108	4	theta	theta	NOUN
cana-6335	108	5	/	/	SYM
cana-6335	108	6	alpha	alpha	NOUN
cana-6335	108	7	ratio	ratio	NOUN
cana-6335	108	8	,	,	PUNCT
cana-6335	108	9	and	and	CCONJ
cana-6335	108	10	sample	sample	NOUN
cana-6335	108	11	entropy	entropy	NOUN
cana-6335	108	12	emerged	emerge	VERB
cana-6335	108	13	as	as	ADP
cana-6335	108	14	the	the	DET
cana-6335	108	15	strongest	strong	ADJ
cana-6335	108	16	individual	individual	ADJ
cana-6335	108	17	predictors	predictor	NOUN
cana-6335	108	18	.	.	PUNCT
cana-6335	109	1	post	post	ADJ
cana-6335	109	2	-	-	ADJ
cana-6335	109	3	pca	pca	ADJ
cana-6335	109	4	analysis	analysis	NOUN
cana-6335	109	5	revealed	reveal	VERB
cana-6335	109	6	that	that	SCONJ
cana-6335	109	7	the	the	DET
cana-6335	109	8	first	first	ADJ
cana-6335	109	9	principal	principal	ADJ
cana-6335	109	10	component	component	NOUN
cana-6335	109	11	,	,	PUNCT
cana-6335	109	12	dominated	dominate	VERB
cana-6335	109	13	by	by	ADP
cana-6335	109	14	lowfrequency	lowfrequency	ADJ
cana-6335	109	15	spectral	spectral	ADJ
cana-6335	109	16	power	power	NOUN
cana-6335	109	17	,	,	PUNCT
cana-6335	109	18	contributed	contribute	VERB
cana-6335	109	19	23.7	23.7	NUM
cana-6335	109	20	%	%	NOUN
cana-6335	109	21	of	of	ADP
cana-6335	109	22	the	the	DET
cana-6335	109	23	classification	classification	NOUN
cana-6335	109	24	decision	decision	NOUN
cana-6335	109	25	,	,	PUNCT
cana-6335	109	26	consistent	consistent	ADJ
cana-6335	109	27	with	with	ADP
cana-6335	109	28	the	the	DET
cana-6335	109	29	prominence	prominence	NOUN
cana-6335	109	30	of	of	ADP
cana-6335	109	31	rhythmic	rhythmic	ADJ
cana-6335	109	32	slow	slow	ADJ
cana-6335	109	33	activity	activity	NOUN
cana-6335	109	34	in	in	ADP
cana-6335	109	35	epileptic	epileptic	ADJ
cana-6335	109	36	seizures	seizure	NOUN
cana-6335	109	37	.	.	PUNCT
cana-6335	110	1	e.	e.	PROPN
cana-6335	110	2	cross	cross	PROPN
cana-6335	110	3	-	-	ADJ
cana-6335	110	4	dataset	dataset	ADJ
cana-6335	110	5	validation	validation	NOUN
cana-6335	110	6	to	to	PART
cana-6335	110	7	assess	assess	VERB
cana-6335	110	8	generalization	generalization	NOUN
cana-6335	110	9	capability	capability	NOUN
cana-6335	110	10	,	,	PUNCT
cana-6335	110	11	models	model	NOUN
cana-6335	110	12	trained	train	VERB
cana-6335	110	13	on	on	ADP
cana-6335	110	14	the	the	DET
cana-6335	110	15	tuep	tuep	NOUN
cana-6335	110	16	dataset	dataset	VERB
cana-6335	110	17	were	be	AUX
cana-6335	110	18	evaluated	evaluate	VERB
cana-6335	110	19	on	on	ADP
cana-6335	110	20	the	the	DET
cana-6335	110	21	clinical	clinical	ADJ
cana-6335	110	22	dataset	dataset	NOUN
cana-6335	110	23	without	without	ADP
cana-6335	110	24	retraining	retrain	VERB
cana-6335	110	25	.	.	PUNCT
cana-6335	111	1	the	the	DET
cana-6335	111	2	hybrid	hybrid	NOUN
cana-6335	111	3	ensemble	ensemble	NOUN
cana-6335	111	4	achieved	achieve	VERB
cana-6335	111	5	91.2	91.2	NUM
cana-6335	111	6	%	%	NOUN
cana-6335	111	7	accuracy	accuracy	NOUN
cana-6335	111	8	on	on	ADP
cana-6335	111	9	this	this	DET
cana-6335	111	10	external	external	ADJ
cana-6335	111	11	validation	validation	NOUN
cana-6335	111	12	,	,	PUNCT
cana-6335	111	13	compared	compare	VERB
cana-6335	111	14	to	to	ADP
cana-6335	111	15	86.4	86.4	NUM
cana-6335	111	16	%	%	NOUN
cana-6335	111	17	for	for	ADP
cana-6335	111	18	svm+pca	svm+pca	PROPN
cana-6335	111	19	and	and	CCONJ
cana-6335	111	20	87.8	87.8	NUM
cana-6335	111	21	%	%	NOUN
cana-6335	111	22	for	for	ADP
cana-6335	111	23	rf+pca	rf+pca	NOUN
cana-6335	111	24	,	,	PUNCT
cana-6335	111	25	demonstrating	demonstrate	VERB
cana-6335	111	26	robust	robust	ADJ
cana-6335	111	27	transfer	transfer	NOUN
cana-6335	111	28	across	across	ADP
cana-6335	111	29	institutional	institutional	ADJ
cana-6335	111	30	recording	recording	NOUN
cana-6335	111	31	conditions	condition	NOUN
cana-6335	111	32	.	.	PUNCT
cana-6335	112	1	v.	v.	ADP
cana-6335	112	2	discussion	discussion	NOUN
cana-6335	112	3	a.	a.	NOUN
cana-6335	112	4	clinical	clinical	ADJ
cana-6335	112	5	implications	implication	NOUN
cana-6335	112	6	the	the	DET
cana-6335	112	7	achieved	achieve	VERB
cana-6335	112	8	classification	classification	NOUN
cana-6335	112	9	performance	performance	NOUN
cana-6335	112	10	of	of	ADP
cana-6335	112	11	94.7	94.7	NUM
cana-6335	112	12	%	%	NOUN
cana-6335	112	13	accuracy	accuracy	NOUN
cana-6335	112	14	with	with	ADP
cana-6335	112	15	balanced	balanced	ADJ
cana-6335	112	16	sensitivity	sensitivity	NOUN
cana-6335	112	17	(	(	PUNCT
cana-6335	112	18	93.2	93.2	NUM
cana-6335	112	19	%	%	NOUN
cana-6335	112	20	)	)	PUNCT
cana-6335	112	21	and	and	CCONJ
cana-6335	112	22	specificity	specificity	NOUN
cana-6335	112	23	(	(	PUNCT
cana-6335	112	24	95.8	95.8	NUM
cana-6335	112	25	%	%	NOUN
cana-6335	112	26	)	)	PUNCT
cana-6335	112	27	approaches	approach	VERB
cana-6335	112	28	the	the	DET
cana-6335	112	29	diagnostic	diagnostic	ADJ
cana-6335	112	30	accuracy	accuracy	NOUN
cana-6335	112	31	of	of	ADP
cana-6335	112	32	expert	expert	NOUN
cana-6335	112	33	epileptologists	epileptologist	NOUN
cana-6335	112	34	,	,	PUNCT
cana-6335	112	35	who	who	PRON
cana-6335	112	36	demonstrate	demonstrate	VERB
cana-6335	112	37	agreement	agreement	NOUN
cana-6335	112	38	rates	rate	NOUN
cana-6335	112	39	of	of	ADP
cana-6335	112	40	85	85	NUM
cana-6335	112	41	-	-	SYM
cana-6335	112	42	92	92	NUM
cana-6335	112	43	%	%	NOUN
cana-6335	112	44	for	for	ADP
cana-6335	112	45	es	es	NOUN
cana-6335	112	46	-	-	PUNCT
cana-6335	112	47	pnes	pne	NOUN
cana-6335	112	48	differentiation	differentiation	NOUN
cana-6335	112	49	[	[	X
cana-6335	112	50	37	37	NUM
cana-6335	112	51	]	]	PUNCT
cana-6335	112	52	.	.	PUNCT
cana-6335	113	1	the	the	DET
cana-6335	113	2	high	high	ADJ
cana-6335	113	3	specificity	specificity	NOUN
cana-6335	113	4	is	be	AUX
cana-6335	113	5	particularly	particularly	ADV
cana-6335	113	6	valuable	valuable	ADJ
cana-6335	113	7	clinically	clinically	ADV
cana-6335	113	8	,	,	PUNCT
cana-6335	113	9	as	as	SCONJ
cana-6335	113	10	it	it	PRON
cana-6335	113	11	minimizes	minimize	VERB
cana-6335	113	12	false	false	ADJ
cana-6335	113	13	positive	positive	ADJ
cana-6335	113	14	es	es	NOUN
cana-6335	113	15	diagnoses	diagnosis	NOUN
cana-6335	113	16	that	that	PRON
cana-6335	113	17	could	could	AUX
cana-6335	113	18	lead	lead	VERB
cana-6335	113	19	to	to	PART
cana-6335	113	20	inappropriate	inappropriate	VERB
cana-6335	113	21	antiepileptic	antiepileptic	ADJ
cana-6335	113	22	medication	medication	NOUN
cana-6335	113	23	prescription	prescription	NOUN
cana-6335	113	24	.	.	PUNCT
cana-6335	114	1	the	the	DET
cana-6335	114	2	automated	automate	VERB
cana-6335	114	3	analysis	analysis	NOUN
cana-6335	114	4	pipeline	pipeline	NOUN
cana-6335	114	5	processes	process	VERB
cana-6335	114	6	individual	individual	ADJ
cana-6335	114	7	seizure	seizure	NOUN
cana-6335	114	8	epochs	epoch	NOUN
cana-6335	114	9	in	in	ADP
cana-6335	114	10	under	under	ADP
cana-6335	114	11	10	10	NUM
cana-6335	114	12	milliseconds	millisecond	NOUN
cana-6335	114	13	,	,	PUNCT
cana-6335	114	14	enabling	enable	VERB
cana-6335	114	15	real	real	ADJ
cana-6335	114	16	-	-	PUNCT
cana-6335	114	17	time	time	NOUN
cana-6335	114	18	decision	decision	NOUN
cana-6335	114	19	support	support	NOUN
cana-6335	114	20	during	during	ADP
cana-6335	114	21	video	video	NOUN
cana-6335	114	22	-	-	PUNCT
cana-6335	114	23	eeg	eeg	NOUN
cana-6335	114	24	monitoring	monitoring	NOUN
cana-6335	114	25	.	.	PUNCT
cana-6335	115	1	integration	integration	NOUN
cana-6335	115	2	into	into	ADP
cana-6335	115	3	clinical	clinical	ADJ
cana-6335	115	4	workflows	workflow	NOUN
cana-6335	115	5	could	could	AUX
cana-6335	115	6	accelerate	accelerate	VERB
cana-6335	115	7	preliminary	preliminary	ADJ
cana-6335	115	8	triage	triage	NOUN
cana-6335	115	9	,	,	PUNCT
cana-6335	115	10	allowing	allow	VERB
cana-6335	115	11	epileptologists	epileptologist	NOUN
cana-6335	115	12	to	to	PART
cana-6335	115	13	prioritize	prioritize	VERB
cana-6335	115	14	review	review	NOUN
cana-6335	115	15	of	of	ADP
cana-6335	115	16	ambiguous	ambiguous	ADJ
cana-6335	115	17	cases	case	NOUN
cana-6335	115	18	flagged	flag	VERB
cana-6335	115	19	by	by	ADP
cana-6335	115	20	the	the	DET
cana-6335	115	21	algorithm	algorithm	NOUN
cana-6335	115	22	[	[	X
cana-6335	115	23	38	38	NUM
cana-6335	115	24	]	]	PUNCT
cana-6335	115	25	.	.	PUNCT
cana-6335	116	1	b.	b.	PROPN
cana-6335	117	1	methodological	methodological	ADJ
cana-6335	117	2	considerations	consideration	NOUN
cana-6335	117	3	the	the	DET
cana-6335	117	4	superiority	superiority	NOUN
cana-6335	117	5	of	of	ADP
cana-6335	117	6	the	the	DET
cana-6335	117	7	hybrid	hybrid	ADJ
cana-6335	117	8	ensemble	ensemble	ADJ
cana-6335	117	9	approach	approach	NOUN
cana-6335	117	10	over	over	ADP
cana-6335	117	11	individual	individual	ADJ
cana-6335	117	12	classifiers	classifier	NOUN
cana-6335	117	13	reflects	reflect	VERB
cana-6335	117	14	the	the	DET
cana-6335	117	15	complementary	complementary	ADJ
cana-6335	117	16	strengths	strength	NOUN
cana-6335	117	17	of	of	ADP
cana-6335	117	18	svm	svm	ADJ
cana-6335	117	19	and	and	CCONJ
cana-6335	117	20	random	random	ADJ
cana-6335	117	21	forest	forest	NOUN
cana-6335	117	22	.	.	PUNCT
cana-6335	118	1	svm	svm	ADJ
cana-6335	118	2	excels	excel	NOUN
cana-6335	118	3	at	at	ADP
cana-6335	118	4	finding	find	VERB
cana-6335	118	5	optimal	optimal	ADJ
cana-6335	118	6	decision	decision	NOUN
cana-6335	118	7	boundaries	boundary	NOUN
cana-6335	118	8	in	in	ADP
cana-6335	118	9	the	the	DET
cana-6335	118	10	transformed	transform	VERB
cana-6335	118	11	pca	pca	NOUN
cana-6335	118	12	space	space	NOUN
cana-6335	118	13	,	,	PUNCT
cana-6335	118	14	while	while	SCONJ
cana-6335	118	15	random	random	ADJ
cana-6335	118	16	forest	forest	NOUN
cana-6335	118	17	captures	capture	VERB
cana-6335	118	18	nonlinear	nonlinear	ADJ
cana-6335	118	19	interactions	interaction	NOUN
cana-6335	118	20	potentially	potentially	ADV
cana-6335	118	21	lost	lose	VERB
cana-6335	118	22	through	through	ADP
cana-6335	118	23	linear	linear	ADJ
cana-6335	118	24	dimensionality	dimensionality	NOUN
cana-6335	118	25	reduction	reduction	NOUN
cana-6335	118	26	[	[	X
cana-6335	118	27	39	39	NUM
cana-6335	118	28	]	]	PUNCT
cana-6335	118	29	.	.	PUNCT
cana-6335	119	1	the	the	DET
cana-6335	119	2	weighted	weighted	ADJ
cana-6335	119	3	voting	voting	NOUN
cana-6335	119	4	mechanism	mechanism	NOUN
cana-6335	119	5	adaptively	adaptively	ADV
cana-6335	119	6	balances	balance	VERB
cana-6335	119	7	these	these	DET
cana-6335	119	8	contributions	contribution	NOUN
cana-6335	119	9	based	base	VERB
cana-6335	119	10	on	on	ADP
cana-6335	119	11	validation	validation	NOUN
cana-6335	119	12	performance	performance	NOUN
cana-6335	119	13	.	.	PUNCT
cana-6335	120	1	pca	pca	PROPN
cana-6335	120	2	's	's	PART
cana-6335	120	3	effectiveness	effectiveness	NOUN
cana-6335	120	4	in	in	ADP
cana-6335	120	5	this	this	DET
cana-6335	120	6	application	application	NOUN
cana-6335	120	7	stems	stem	VERB
cana-6335	120	8	from	from	ADP
cana-6335	120	9	the	the	DET
cana-6335	120	10	inherent	inherent	ADJ
cana-6335	120	11	redundancy	redundancy	NOUN
cana-6335	120	12	in	in	ADP
cana-6335	120	13	eeg	eeg	NOUN
cana-6335	120	14	feature	feature	NOUN
cana-6335	120	15	spaces	space	NOUN
cana-6335	120	16	,	,	PUNCT
cana-6335	120	17	where	where	SCONJ
cana-6335	120	18	multiple	multiple	ADJ
cana-6335	120	19	features	feature	NOUN
cana-6335	120	20	capture	capture	VERB
cana-6335	120	21	overlapping	overlap	VERB
cana-6335	120	22	aspects	aspect	NOUN
cana-6335	120	23	of	of	ADP
cana-6335	120	24	underlying	underlie	VERB
cana-6335	120	25	neural	neural	ADJ
cana-6335	120	26	dynamics	dynamic	NOUN
cana-6335	120	27	[	[	X
cana-6335	120	28	40	40	NUM
cana-6335	120	29	]	]	PUNCT
cana-6335	120	30	.	.	PUNCT
cana-6335	121	1	by	by	ADP
cana-6335	121	2	projecting	project	VERB
cana-6335	121	3	onto	onto	ADP
cana-6335	121	4	principal	principal	ADJ
cana-6335	121	5	components	component	NOUN
cana-6335	121	6	,	,	PUNCT
cana-6335	121	7	the	the	DET
cana-6335	121	8	algorithm	algorithm	NOUN
cana-6335	121	9	identifies	identify	VERB
cana-6335	121	10	fundamental	fundamental	ADJ
cana-6335	121	11	patterns	pattern	NOUN
cana-6335	121	12	distinguishing	distinguish	VERB
cana-6335	121	13	epileptic	epileptic	ADJ
cana-6335	121	14	from	from	ADP
cana-6335	121	15	psychogenic	psychogenic	ADJ
cana-6335	121	16	activity	activity	NOUN
cana-6335	121	17	,	,	PUNCT
cana-6335	121	18	reducing	reduce	VERB
cana-6335	121	19	noise	noise	NOUN
cana-6335	121	20	and	and	CCONJ
cana-6335	121	21	spurious	spurious	ADJ
cana-6335	121	22	correlations	correlation	NOUN
cana-6335	121	23	that	that	PRON
cana-6335	121	24	impair	impair	VERB
cana-6335	121	25	classifier	classifier	NOUN
cana-6335	121	26	generalization	generalization	NOUN
cana-6335	121	27	.	.	PUNCT
cana-6335	122	1	c.	c.	PROPN
cana-6335	122	2	comparison	comparison	NOUN
cana-6335	122	3	with	with	ADP
cana-6335	122	4	existing	exist	VERB
cana-6335	122	5	literature	literature	NOUN
cana-6335	122	6	table	table	NOUN
cana-6335	122	7	iv	iv	NUM
cana-6335	122	8	contextualizes	contextualize	VERB
cana-6335	122	9	the	the	DET
cana-6335	122	10	present	present	ADJ
cana-6335	122	11	findings	finding	NOUN
cana-6335	122	12	within	within	ADP
cana-6335	122	13	the	the	DET
cana-6335	122	14	broader	broad	ADJ
cana-6335	122	15	literature	literature	NOUN
cana-6335	122	16	on	on	ADP
cana-6335	122	17	automated	automate	VERB
cana-6335	122	18	espnes	espne	NOUN
cana-6335	122	19	classification	classification	NOUN
cana-6335	122	20	.	.	PUNCT
cana-6335	123	1	communications	communication	NOUN
cana-6335	123	2	on	on	ADP
cana-6335	123	3	applied	apply	VERB
cana-6335	123	4	nonlinear	nonlinear	ADJ
cana-6335	123	5	analysis	analysis	NOUN
cana-6335	123	6	issn	issn	NOUN
cana-6335	123	7	:	:	PUNCT
cana-6335	123	8	1074	1074	NUM
cana-6335	123	9	-	-	PUNCT
cana-6335	123	10	133x	133x	NUM
cana-6335	123	11	vol	vol	NOUN
cana-6335	123	12	32	32	NUM
cana-6335	123	13	no	no	NOUN
cana-6335	123	14	.	.	PUNCT
cana-6335	124	1	1s	1s	NUM
cana-6335	124	2	(	(	PUNCT
cana-6335	124	3	2025	2025	NUM
cana-6335	124	4	)	)	PUNCT
cana-6335	124	5	806	806	NUM
cana-6335	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	124	7	table	table	NOUN
cana-6335	124	8	iv	iv	X
cana-6335	124	9	:	:	PUNCT
cana-6335	124	10	comparison	comparison	NOUN
cana-6335	124	11	with	with	ADP
cana-6335	124	12	published	publish	VERB
cana-6335	124	13	es	es	NOUN
cana-6335	124	14	-	-	PUNCT
cana-6335	124	15	pnes	pnes	NOUN
cana-6335	124	16	classification	classification	NOUN
cana-6335	124	17	studies	study	NOUN
cana-6335	124	18	study	study	VERB
cana-6335	124	19	year	year	NOUN
cana-6335	124	20	dataset	dataset	NOUN
cana-6335	124	21	size	size	NOUN
cana-6335	124	22	features	feature	VERB
cana-6335	124	23	classifier	classifier	NOUN
cana-6335	124	24	accuracy	accuracy	NOUN
cana-6335	124	25	(	(	PUNCT
cana-6335	124	26	%	%	INTJ
cana-6335	124	27	)	)	PUNCT
cana-6335	125	1	varone	varone	NOUN
cana-6335	125	2	et	et	NOUN
cana-6335	125	3	al	al	PROPN
cana-6335	125	4	.	.	PUNCT
cana-6335	126	1	[	[	X
cana-6335	126	2	19	19	NUM
cana-6335	126	3	]	]	SYM
cana-6335	126	4	2019	2019	NUM
cana-6335	126	5	54	54	NUM
cana-6335	126	6	patients	patient	NOUN
cana-6335	126	7	semiological	semiological	ADJ
cana-6335	126	8	svm	svm	VERB
cana-6335	126	9	85.0	85.0	NUM
cana-6335	126	10	ahmedt	ahmedt	NOUN
cana-6335	126	11	-	-	PUNCT
cana-6335	126	12	aristizabal	aristizabal	PROPN
cana-6335	126	13	et	et	PROPN
cana-6335	126	14	al	al	PROPN
cana-6335	126	15	.	.	PUNCT
cana-6335	127	1	[	[	X
cana-6335	127	2	20	20	NUM
cana-6335	127	3	]	]	SYM
cana-6335	127	4	2020	2020	NUM
cana-6335	127	5	176	176	NUM
cana-6335	127	6	patients	patient	NOUN
cana-6335	127	7	raw	raw	ADJ
cana-6335	127	8	eeg	eeg	PROPN
cana-6335	127	9	(	(	PUNCT
cana-6335	127	10	cnn	cnn	PROPN
cana-6335	127	11	)	)	PUNCT
cana-6335	127	12	deep	deep	ADJ
cana-6335	127	13	learning	learn	VERB
cana-6335	127	14	88.4	88.4	NUM
cana-6335	127	15	chen	chen	PROPN
cana-6335	127	16	et	et	PROPN
cana-6335	127	17	al	al	PROPN
cana-6335	127	18	.	.	PUNCT
cana-6335	128	1	[	[	X
cana-6335	128	2	41	41	NUM
cana-6335	128	3	]	]	SYM
cana-6335	128	4	2021	2021	NUM
cana-6335	128	5	312	312	NUM
cana-6335	128	6	patients	patient	NOUN
cana-6335	128	7	spectral	spectral	ADJ
cana-6335	128	8	random	random	ADJ
cana-6335	128	9	forest	forest	NOUN
cana-6335	128	10	87.2	87.2	NUM
cana-6335	128	11	gasparini	gasparini	NOUN
cana-6335	128	12	et	et	PROPN
cana-6335	128	13	al	al	PROPN
cana-6335	128	14	.	.	PUNCT
cana-6335	129	1	[	[	X
cana-6335	129	2	42	42	NUM
cana-6335	129	3	]	]	SYM
cana-6335	129	4	2022	2022	NUM
cana-6335	129	5	89	89	NUM
cana-6335	129	6	patients	patient	NOUN
cana-6335	129	7	time	time	NOUN
cana-6335	129	8	-	-	PUNCT
cana-6335	129	9	frequency	frequency	NOUN
cana-6335	129	10	xgboost	xgboost	ADV
cana-6335	129	11	90.1	90.1	NUM
cana-6335	129	12	pereira	pereira	PROPN
cana-6335	129	13	et	et	PROPN
cana-6335	129	14	al	al	PROPN
cana-6335	129	15	.	.	PUNCT
cana-6335	130	1	[	[	X
cana-6335	130	2	43	43	NUM
cana-6335	130	3	]	]	PUNCT
cana-6335	130	4	2023	2023	NUM
cana-6335	130	5	423	423	NUM
cana-6335	130	6	patients	patient	NOUN
cana-6335	130	7	multi	multi	ADJ
cana-6335	130	8	-	-	ADJ
cana-6335	130	9	domain	domain	ADJ
cana-6335	130	10	ensemble	ensemble	ADJ
cana-6335	130	11	91.8	91.8	NUM
cana-6335	130	12	present	present	ADJ
cana-6335	130	13	study	study	NOUN
cana-6335	130	14	2024	2024	NUM
cana-6335	130	15	847	847	NUM
cana-6335	130	16	patients	patient	NOUN
cana-6335	130	17	multi	multi	ADJ
cana-6335	130	18	-	-	ADJ
cana-6335	130	19	domain	domain	ADJ
cana-6335	130	20	+	+	SYM
cana-6335	130	21	pca	pca	NOUN
cana-6335	130	22	hybrid	hybrid	NOUN
cana-6335	130	23	ensemble	ensemble	ADJ
cana-6335	130	24	94.7	94.7	NUM
cana-6335	130	25	the	the	DET
cana-6335	130	26	present	present	ADJ
cana-6335	130	27	study	study	NOUN
cana-6335	130	28	achieves	achieve	VERB
cana-6335	130	29	state	state	NOUN
cana-6335	130	30	-	-	PUNCT
cana-6335	130	31	of	of	ADP
cana-6335	130	32	-	-	PUNCT
cana-6335	130	33	the	the	DET
cana-6335	130	34	-	-	PUNCT
cana-6335	130	35	art	art	NOUN
cana-6335	130	36	performance	performance	NOUN
cana-6335	130	37	while	while	SCONJ
cana-6335	130	38	utilizing	utilize	VERB
cana-6335	130	39	the	the	DET
cana-6335	130	40	largest	large	ADJ
cana-6335	130	41	patient	patient	ADJ
cana-6335	130	42	cohort	cohort	NOUN
cana-6335	130	43	reported	report	VERB
cana-6335	130	44	to	to	ADP
cana-6335	130	45	date	date	NOUN
cana-6335	130	46	,	,	PUNCT
cana-6335	130	47	enhancing	enhance	VERB
cana-6335	130	48	confidence	confidence	NOUN
cana-6335	130	49	in	in	ADP
cana-6335	130	50	generalizability	generalizability	NOUN
cana-6335	130	51	.	.	PUNCT
cana-6335	131	1	the	the	DET
cana-6335	131	2	pca	pca	PROPN
cana-6335	131	3	integration	integration	NOUN
cana-6335	131	4	addresses	address	VERB
cana-6335	131	5	scalability	scalability	NOUN
cana-6335	131	6	concerns	concern	NOUN
cana-6335	131	7	as	as	ADP
cana-6335	131	8	feature	feature	NOUN
cana-6335	131	9	dimensionality	dimensionality	NOUN
cana-6335	131	10	increases	increase	NOUN
cana-6335	131	11	,	,	PUNCT
cana-6335	131	12	providing	provide	VERB
cana-6335	131	13	a	a	DET
cana-6335	131	14	methodological	methodological	ADJ
cana-6335	131	15	template	template	NOUN
cana-6335	131	16	for	for	ADP
cana-6335	131	17	future	future	ADJ
cana-6335	131	18	multi	multi	ADJ
cana-6335	131	19	-	-	ADJ
cana-6335	131	20	modal	modal	ADJ
cana-6335	131	21	analyses	analysis	NOUN
cana-6335	131	22	incorporating	incorporate	VERB
cana-6335	131	23	additional	additional	ADJ
cana-6335	131	24	physiological	physiological	ADJ
cana-6335	131	25	signals	signal	NOUN
cana-6335	131	26	.	.	PUNCT
cana-6335	132	1	d.	d.	PROPN
cana-6335	132	2	limitations	limitation	NOUN
cana-6335	132	3	and	and	CCONJ
cana-6335	132	4	future	future	ADJ
cana-6335	132	5	directions	direction	NOUN
cana-6335	132	6	several	several	ADJ
cana-6335	132	7	limitations	limitation	NOUN
cana-6335	132	8	warrant	warrant	VERB
cana-6335	132	9	consideration	consideration	NOUN
cana-6335	132	10	.	.	PUNCT
cana-6335	133	1	first	first	ADV
cana-6335	133	2	,	,	PUNCT
cana-6335	133	3	the	the	DET
cana-6335	133	4	retrospective	retrospective	ADJ
cana-6335	133	5	dataset	dataset	NOUN
cana-6335	133	6	exclusively	exclusively	ADV
cana-6335	133	7	contained	contain	VERB
cana-6335	133	8	patients	patient	NOUN
cana-6335	133	9	with	with	ADP
cana-6335	133	10	definitive	definitive	ADJ
cana-6335	133	11	diagnoses	diagnosis	NOUN
cana-6335	133	12	,	,	PUNCT
cana-6335	133	13	excluding	exclude	VERB
cana-6335	133	14	the	the	DET
cana-6335	133	15	substantial	substantial	ADJ
cana-6335	133	16	proportion	proportion	NOUN
cana-6335	133	17	of	of	ADP
cana-6335	133	18	clinical	clinical	ADJ
cana-6335	133	19	cases	case	NOUN
cana-6335	133	20	with	with	ADP
cana-6335	133	21	inconclusive	inconclusive	ADJ
cana-6335	133	22	evaluations	evaluation	NOUN
cana-6335	133	23	.	.	PUNCT
cana-6335	134	1	prospective	prospective	ADJ
cana-6335	134	2	validation	validation	NOUN
cana-6335	134	3	in	in	ADP
cana-6335	134	4	diagnostically	diagnostically	ADV
cana-6335	134	5	challenging	challenging	ADJ
cana-6335	134	6	populations	population	NOUN
cana-6335	134	7	is	be	AUX
cana-6335	134	8	necessary	necessary	ADJ
cana-6335	134	9	to	to	PART
cana-6335	134	10	establish	establish	VERB
cana-6335	134	11	real	real	ADJ
cana-6335	134	12	-	-	PUNCT
cana-6335	134	13	world	world	NOUN
cana-6335	134	14	utility	utility	NOUN
cana-6335	134	15	.	.	PUNCT
cana-6335	135	1	second	second	ADJ
cana-6335	135	2	,	,	PUNCT
cana-6335	135	3	the	the	DET
cana-6335	135	4	current	current	ADJ
cana-6335	135	5	implementation	implementation	NOUN
cana-6335	135	6	requires	require	VERB
cana-6335	135	7	artifactfree	artifactfree	PROPN
cana-6335	135	8	eeg	eeg	NOUN
cana-6335	135	9	segments	segment	NOUN
cana-6335	135	10	,	,	PUNCT
cana-6335	135	11	whereas	whereas	SCONJ
cana-6335	135	12	clinical	clinical	ADJ
cana-6335	135	13	recordings	recording	NOUN
cana-6335	135	14	frequently	frequently	ADV
cana-6335	135	15	contain	contain	VERB
cana-6335	135	16	significant	significant	ADJ
cana-6335	135	17	contamination	contamination	NOUN
cana-6335	135	18	requiring	require	VERB
cana-6335	135	19	manual	manual	ADJ
cana-6335	135	20	review	review	NOUN
cana-6335	135	21	.	.	PUNCT
cana-6335	136	1	development	development	NOUN
cana-6335	136	2	of	of	ADP
cana-6335	136	3	robust	robust	ADJ
cana-6335	136	4	preprocessing	preprocessing	NOUN
cana-6335	136	5	pipelines	pipeline	NOUN
cana-6335	136	6	tolerant	tolerant	ADJ
cana-6335	136	7	to	to	ADP
cana-6335	136	8	common	common	ADJ
cana-6335	136	9	artifact	artifact	ADJ
cana-6335	136	10	types	type	NOUN
cana-6335	136	11	represents	represent	VERB
cana-6335	136	12	an	an	DET
cana-6335	136	13	important	important	ADJ
cana-6335	136	14	extension	extension	NOUN
cana-6335	136	15	.	.	PUNCT
cana-6335	137	1	future	future	ADJ
cana-6335	137	2	research	research	NOUN
cana-6335	137	3	directions	direction	NOUN
cana-6335	137	4	include	include	VERB
cana-6335	137	5	integration	integration	NOUN
cana-6335	137	6	of	of	ADP
cana-6335	137	7	video	video	NOUN
cana-6335	137	8	analysis	analysis	NOUN
cana-6335	137	9	for	for	ADP
cana-6335	137	10	semiological	semiological	ADJ
cana-6335	137	11	features	feature	NOUN
cana-6335	137	12	,	,	PUNCT
cana-6335	137	13	incorporation	incorporation	NOUN
cana-6335	137	14	of	of	ADP
cana-6335	137	15	heart	heart	NOUN
cana-6335	137	16	rate	rate	NOUN
cana-6335	137	17	variability	variability	NOUN
cana-6335	137	18	and	and	CCONJ
cana-6335	137	19	other	other	ADJ
cana-6335	137	20	autonomic	autonomic	ADJ
cana-6335	137	21	measures	measure	NOUN
cana-6335	137	22	,	,	PUNCT
cana-6335	137	23	and	and	CCONJ
cana-6335	137	24	extension	extension	NOUN
cana-6335	137	25	to	to	ADP
cana-6335	137	26	multiclass	multiclass	ADJ
cana-6335	137	27	frameworks	framework	NOUN
cana-6335	137	28	distinguishing	distinguish	VERB
cana-6335	137	29	es	es	NOUN
cana-6335	137	30	,	,	PUNCT
cana-6335	137	31	pnes	pne	NOUN
cana-6335	137	32	,	,	PUNCT
cana-6335	137	33	and	and	CCONJ
cana-6335	137	34	physiological	physiological	ADJ
cana-6335	137	35	non	non	ADJ
cana-6335	137	36	-	-	ADJ
cana-6335	137	37	epileptic	epileptic	ADJ
cana-6335	137	38	events	event	NOUN
cana-6335	137	39	.	.	PUNCT
cana-6335	138	1	deep	deep	ADJ
cana-6335	138	2	learning	learning	NOUN
cana-6335	138	3	approaches	approach	NOUN
cana-6335	138	4	operating	operate	VERB
cana-6335	138	5	on	on	ADP
cana-6335	138	6	raw	raw	ADJ
cana-6335	138	7	signals	signal	NOUN
cana-6335	138	8	without	without	ADP
cana-6335	138	9	manual	manual	ADJ
cana-6335	138	10	feature	feature	NOUN
cana-6335	138	11	engineering	engineering	NOUN
cana-6335	138	12	also	also	ADV
cana-6335	138	13	merit	merit	VERB
cana-6335	138	14	exploration	exploration	NOUN
cana-6335	138	15	,	,	PUNCT
cana-6335	138	16	potentially	potentially	ADV
cana-6335	138	17	capturing	capture	VERB
cana-6335	138	18	subtle	subtle	ADJ
cana-6335	138	19	patterns	pattern	NOUN
cana-6335	138	20	not	not	PART
cana-6335	138	21	evident	evident	ADJ
cana-6335	138	22	in	in	ADP
cana-6335	138	23	traditional	traditional	ADJ
cana-6335	138	24	features	feature	NOUN
cana-6335	138	25	[	[	X
cana-6335	138	26	44	44	NUM
cana-6335	138	27	]	]	PUNCT
cana-6335	138	28	.	.	PUNCT
cana-6335	139	1	vi	vi	X
cana-6335	139	2	.	.	PROPN
cana-6335	139	3	conclusion	conclusion	NOUN
cana-6335	139	4	this	this	DET
cana-6335	139	5	study	study	NOUN
cana-6335	139	6	demonstrated	demonstrate	VERB
cana-6335	139	7	that	that	SCONJ
cana-6335	139	8	a	a	DET
cana-6335	139	9	hybrid	hybrid	ADJ
cana-6335	139	10	machine	machine	NOUN
cana-6335	139	11	learning	learn	VERB
cana-6335	139	12	approach	approach	NOUN
cana-6335	139	13	integrating	integrate	VERB
cana-6335	139	14	pca	pca	PROPN
cana-6335	139	15	-	-	PUNCT
cana-6335	139	16	based	base	VERB
cana-6335	139	17	dimensionality	dimensionality	NOUN
cana-6335	139	18	reduction	reduction	NOUN
cana-6335	139	19	with	with	ADP
cana-6335	139	20	ensemble	ensemble	ADJ
cana-6335	139	21	classification	classification	NOUN
cana-6335	139	22	achieves	achieve	VERB
cana-6335	139	23	high	high	ADJ
cana-6335	139	24	accuracy	accuracy	NOUN
cana-6335	139	25	(	(	PUNCT
cana-6335	139	26	94.7	94.7	NUM
cana-6335	139	27	%	%	NOUN
cana-6335	139	28	)	)	PUNCT
cana-6335	139	29	in	in	ADP
cana-6335	139	30	differentiating	differentiate	VERB
cana-6335	139	31	epileptic	epileptic	ADJ
cana-6335	139	32	from	from	ADP
cana-6335	139	33	psychogenic	psychogenic	ADJ
cana-6335	139	34	seizures	seizure	NOUN
cana-6335	139	35	using	use	VERB
cana-6335	139	36	eeg	eeg	NOUN
cana-6335	139	37	signals	signal	NOUN
cana-6335	139	38	.	.	PUNCT
cana-6335	140	1	the	the	DET
cana-6335	140	2	systematic	systematic	ADJ
cana-6335	140	3	extraction	extraction	NOUN
cana-6335	140	4	of	of	ADP
cana-6335	140	5	time	time	NOUN
cana-6335	140	6	-	-	PUNCT
cana-6335	140	7	domain	domain	NOUN
cana-6335	140	8	,	,	PUNCT
cana-6335	140	9	frequency	frequency	NOUN
cana-6335	140	10	-	-	PUNCT
cana-6335	140	11	domain	domain	NOUN
cana-6335	140	12	,	,	PUNCT
cana-6335	140	13	and	and	CCONJ
cana-6335	140	14	nonlinear	nonlinear	ADJ
cana-6335	140	15	features	feature	NOUN
cana-6335	140	16	,	,	PUNCT
cana-6335	140	17	followed	follow	VERB
cana-6335	140	18	by	by	ADP
cana-6335	140	19	pca	pca	NOUN
cana-6335	140	20	communications	communication	NOUN
cana-6335	140	21	on	on	ADP
cana-6335	140	22	applied	apply	VERB
cana-6335	140	23	nonlinear	nonlinear	ADJ
cana-6335	140	24	analysis	analysis	NOUN
cana-6335	140	25	issn	issn	NOUN
cana-6335	140	26	:	:	PUNCT
cana-6335	140	27	1074	1074	NUM
cana-6335	140	28	-	-	PUNCT
cana-6335	140	29	133x	133x	NUM
cana-6335	140	30	vol	vol	NOUN
cana-6335	140	31	32	32	NUM
cana-6335	141	1	no	no	NOUN
cana-6335	141	2	.	.	PUNCT
cana-6335	142	1	1s	1s	NUM
cana-6335	142	2	(	(	PUNCT
cana-6335	142	3	2025	2025	NUM
cana-6335	142	4	)	)	PUNCT
cana-6335	142	5	807	807	NUM
cana-6335	142	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	142	7	compression	compression	NOUN
cana-6335	142	8	to	to	ADP
cana-6335	142	9	52	52	NUM
cana-6335	142	10	principal	principal	ADJ
cana-6335	142	11	components	component	NOUN
cana-6335	142	12	,	,	PUNCT
cana-6335	142	13	provided	provide	VERB
cana-6335	142	14	an	an	DET
cana-6335	142	15	efficient	efficient	ADJ
cana-6335	142	16	representation	representation	NOUN
cana-6335	142	17	preserving	preserve	VERB
cana-6335	142	18	97.3	97.3	NUM
cana-6335	142	19	%	%	NOUN
cana-6335	142	20	of	of	ADP
cana-6335	142	21	discriminative	discriminative	NOUN
cana-6335	142	22	variance	variance	NOUN
cana-6335	142	23	while	while	SCONJ
cana-6335	142	24	reducing	reduce	VERB
cana-6335	142	25	computational	computational	ADJ
cana-6335	142	26	requirements	requirement	NOUN
cana-6335	142	27	by	by	ADP
cana-6335	142	28	over	over	ADP
cana-6335	142	29	68	68	NUM
cana-6335	142	30	%	%	NOUN
cana-6335	142	31	.	.	PUNCT
cana-6335	143	1	the	the	DET
cana-6335	143	2	hybrid	hybrid	ADJ
cana-6335	143	3	ensemble	ensemble	ADJ
cana-6335	143	4	combining	combine	VERB
cana-6335	143	5	svm	svm	NOUN
cana-6335	143	6	and	and	CCONJ
cana-6335	143	7	random	random	ADJ
cana-6335	143	8	forest	forest	NOUN
cana-6335	143	9	with	with	ADP
cana-6335	143	10	weighted	weight	VERB
cana-6335	143	11	voting	voting	NOUN
cana-6335	143	12	outperformed	outperform	VERB
cana-6335	143	13	individual	individual	ADJ
cana-6335	143	14	classifiers	classifier	NOUN
cana-6335	143	15	by	by	ADP
cana-6335	143	16	5	5	NUM
cana-6335	143	17	-	-	SYM
cana-6335	143	18	12	12	NUM
cana-6335	143	19	%	%	NOUN
cana-6335	143	20	across	across	ADP
cana-6335	143	21	all	all	DET
cana-6335	143	22	performance	performance	NOUN
cana-6335	143	23	metrics	metric	NOUN
cana-6335	143	24	,	,	PUNCT
cana-6335	143	25	demonstrating	demonstrate	VERB
cana-6335	143	26	the	the	DET
cana-6335	143	27	value	value	NOUN
cana-6335	143	28	of	of	ADP
cana-6335	143	29	algorithmic	algorithmic	ADJ
cana-6335	143	30	complementarity	complementarity	NOUN
cana-6335	143	31	.	.	PUNCT
cana-6335	144	1	cross	cross	ADJ
cana-6335	144	2	-	-	ADJ
cana-6335	144	3	dataset	dataset	ADJ
cana-6335	144	4	validation	validation	NOUN
cana-6335	144	5	confirmed	confirm	VERB
cana-6335	144	6	robust	robust	ADJ
cana-6335	144	7	generalization	generalization	NOUN
cana-6335	144	8	across	across	ADP
cana-6335	144	9	institutional	institutional	ADJ
cana-6335	144	10	recording	recording	NOUN
cana-6335	144	11	conditions	condition	NOUN
cana-6335	144	12	.	.	PUNCT
cana-6335	145	1	these	these	DET
cana-6335	145	2	findings	finding	NOUN
cana-6335	145	3	support	support	VERB
cana-6335	145	4	the	the	DET
cana-6335	145	5	clinical	clinical	ADJ
cana-6335	145	6	viability	viability	NOUN
cana-6335	145	7	of	of	ADP
cana-6335	145	8	machine	machine	NOUN
cana-6335	145	9	learning	learning	NOUN
cana-6335	145	10	-	-	PUNCT
cana-6335	145	11	assisted	assist	VERB
cana-6335	145	12	seizure	seizure	NOUN
cana-6335	145	13	classification	classification	NOUN
cana-6335	145	14	,	,	PUNCT
cana-6335	145	15	with	with	ADP
cana-6335	145	16	potential	potential	NOUN
cana-6335	145	17	to	to	PART
cana-6335	145	18	reduce	reduce	VERB
cana-6335	145	19	diagnostic	diagnostic	ADJ
cana-6335	145	20	delays	delay	NOUN
cana-6335	145	21	,	,	PUNCT
cana-6335	145	22	optimize	optimize	VERB
cana-6335	145	23	resource	resource	NOUN
cana-6335	145	24	utilization	utilization	NOUN
cana-6335	145	25	,	,	PUNCT
cana-6335	145	26	and	and	CCONJ
cana-6335	145	27	improve	improve	VERB
cana-6335	145	28	patient	patient	ADJ
cana-6335	145	29	outcomes	outcome	NOUN
cana-6335	145	30	through	through	ADP
cana-6335	145	31	earlier	early	ADJ
cana-6335	145	32	appropriate	appropriate	ADJ
cana-6335	145	33	treatment	treatment	NOUN
cana-6335	145	34	initiation	initiation	NOUN
cana-6335	145	35	.	.	PUNCT
cana-6335	146	1	continued	continue	VERB
cana-6335	146	2	development	development	NOUN
cana-6335	146	3	incorporating	incorporate	VERB
cana-6335	146	4	multi	multi	ADJ
cana-6335	146	5	-	-	ADJ
cana-6335	146	6	modal	modal	ADJ
cana-6335	146	7	physiological	physiological	ADJ
cana-6335	146	8	signals	signal	NOUN
cana-6335	146	9	and	and	CCONJ
cana-6335	146	10	prospective	prospective	ADJ
cana-6335	146	11	clinical	clinical	ADJ
cana-6335	146	12	validation	validation	NOUN
cana-6335	146	13	will	will	AUX
cana-6335	146	14	further	far	ADV
cana-6335	146	15	advance	advance	VERB
cana-6335	146	16	automated	automate	VERB
cana-6335	146	17	seizure	seizure	NOUN
cana-6335	146	18	classification	classification	NOUN
cana-6335	146	19	toward	toward	ADP
cana-6335	146	20	routine	routine	ADJ
cana-6335	146	21	clinical	clinical	ADJ
cana-6335	146	22	implementation	implementation	NOUN
cana-6335	146	23	.	.	PUNCT
cana-6335	147	1	references	reference	NOUN
cana-6335	147	2	[	[	X
cana-6335	147	3	1	1	NUM
cana-6335	147	4	]	]	X
cana-6335	147	5	g.	g.	PROPN
cana-6335	147	6	singh	singh	PROPN
cana-6335	147	7	and	and	CCONJ
cana-6335	147	8	m.	m.	PROPN
cana-6335	147	9	sander	sander	NOUN
cana-6335	147	10	,	,	PUNCT
cana-6335	147	11	"	"	PUNCT
cana-6335	147	12	the	the	DET
cana-6335	147	13	global	global	ADJ
cana-6335	147	14	burden	burden	NOUN
cana-6335	147	15	of	of	ADP
cana-6335	147	16	epilepsy	epilepsy	NOUN
cana-6335	147	17	report	report	NOUN
cana-6335	147	18	:	:	PUNCT
cana-6335	147	19	implications	implication	NOUN
cana-6335	147	20	for	for	ADP
cana-6335	147	21	lowand	lowand	ADJ
cana-6335	147	22	middle	middle	ADJ
cana-6335	147	23	-	-	PUNCT
cana-6335	147	24	income	income	NOUN
cana-6335	147	25	countries	country	NOUN
cana-6335	147	26	,	,	PUNCT
cana-6335	147	27	"	"	PUNCT
cana-6335	147	28	epilepsy	epilepsy	NOUN
cana-6335	147	29	&	&	CCONJ
cana-6335	147	30	behavior	behavior	PROPN
cana-6335	147	31	,	,	PUNCT
cana-6335	147	32	vol	vol	NOUN
cana-6335	147	33	.	.	PROPN
cana-6335	147	34	105	105	NUM
cana-6335	147	35	,	,	PUNCT
cana-6335	147	36	pp	pp	ADJ
cana-6335	147	37	.	.	PUNCT
cana-6335	147	38	106949	106949	NUM
cana-6335	147	39	,	,	PUNCT
cana-6335	147	40	2020	2020	NUM
cana-6335	147	41	.	.	PUNCT
cana-6335	148	1	[	[	X
cana-6335	148	2	2	2	NUM
cana-6335	148	3	]	]	PUNCT
cana-6335	148	4	m.	m.	NOUN
cana-6335	148	5	reuber	reuber	NOUN
cana-6335	148	6	,	,	PUNCT
cana-6335	148	7	"	"	PUNCT
cana-6335	148	8	the	the	DET
cana-6335	148	9	etiology	etiology	NOUN
cana-6335	148	10	of	of	ADP
cana-6335	148	11	psychogenic	psychogenic	ADJ
cana-6335	148	12	non	non	ADJ
cana-6335	148	13	-	-	ADJ
cana-6335	148	14	epileptic	epileptic	ADJ
cana-6335	148	15	seizures	seizure	NOUN
cana-6335	148	16	:	:	PUNCT
cana-6335	148	17	toward	toward	ADP
cana-6335	148	18	a	a	DET
cana-6335	148	19	biopsychosocial	biopsychosocial	ADJ
cana-6335	148	20	model	model	NOUN
cana-6335	148	21	,	,	PUNCT
cana-6335	148	22	"	"	PUNCT
cana-6335	148	23	neurologic	neurologic	ADJ
cana-6335	148	24	clinics	clinic	NOUN
cana-6335	148	25	,	,	PUNCT
cana-6335	148	26	vol	vol	NOUN
cana-6335	148	27	.	.	PROPN
cana-6335	148	28	27	27	NUM
cana-6335	148	29	,	,	PUNCT
cana-6335	148	30	no	no	INTJ
cana-6335	148	31	.	.	NOUN
cana-6335	148	32	4	4	NUM
cana-6335	148	33	,	,	PUNCT
cana-6335	148	34	pp	pp	ADJ
cana-6335	148	35	.	.	PUNCT
cana-6335	149	1	909	909	NUM
cana-6335	149	2	-	-	SYM
cana-6335	149	3	924	924	NUM
cana-6335	149	4	,	,	PUNCT
cana-6335	149	5	2009	2009	NUM
cana-6335	149	6	.	.	PUNCT
cana-6335	150	1	[	[	X
cana-6335	150	2	3	3	X
cana-6335	150	3	]	]	X
cana-6335	150	4	w.	w.	PROPN
cana-6335	150	5	c.	c.	PROPN
cana-6335	150	6	lafrance	lafrance	PROPN
cana-6335	150	7	jr	jr	PROPN
cana-6335	150	8	.	.	PROPN
cana-6335	150	9	et	et	PROPN
cana-6335	150	10	al	al	PROPN
cana-6335	150	11	.	.	PROPN
cana-6335	150	12	,	,	PUNCT
cana-6335	150	13	"	"	PUNCT
cana-6335	150	14	minimum	minimum	ADJ
cana-6335	150	15	requirements	requirement	NOUN
cana-6335	150	16	for	for	ADP
cana-6335	150	17	the	the	DET
cana-6335	150	18	diagnosis	diagnosis	NOUN
cana-6335	150	19	of	of	ADP
cana-6335	150	20	psychogenic	psychogenic	ADJ
cana-6335	150	21	nonepileptic	nonepileptic	ADJ
cana-6335	150	22	seizures	seizure	NOUN
cana-6335	150	23	:	:	PUNCT
cana-6335	150	24	a	a	DET
cana-6335	150	25	staged	stage	VERB
cana-6335	150	26	approach	approach	NOUN
cana-6335	150	27	,	,	PUNCT
cana-6335	150	28	"	"	PUNCT
cana-6335	150	29	epilepsia	epilepsia	NOUN
cana-6335	150	30	,	,	PUNCT
cana-6335	150	31	vol	vol	NOUN
cana-6335	150	32	.	.	PROPN
cana-6335	150	33	54	54	NUM
cana-6335	150	34	,	,	PUNCT
cana-6335	150	35	no	no	INTJ
cana-6335	150	36	.	.	NOUN
cana-6335	150	37	11	11	NUM
cana-6335	150	38	,	,	PUNCT
cana-6335	150	39	pp	pp	ADJ
cana-6335	150	40	.	.	PUNCT
cana-6335	151	1	2005	2005	NUM
cana-6335	151	2	-	-	SYM
cana-6335	151	3	2018	2018	NUM
cana-6335	151	4	,	,	PUNCT
cana-6335	151	5	2013	2013	NUM
cana-6335	151	6	.	.	PUNCT
cana-6335	152	1	[	[	X
cana-6335	152	2	4	4	X
cana-6335	152	3	]	]	X
cana-6335	152	4	s.	s.	PROPN
cana-6335	152	5	benbadis	benbadis	PROPN
cana-6335	152	6	and	and	CCONJ
cana-6335	152	7	w.	w.	PROPN
cana-6335	152	8	allen	allen	PROPN
cana-6335	152	9	hauser	hauser	PROPN
cana-6335	152	10	,	,	PUNCT
cana-6335	152	11	"	"	PUNCT
cana-6335	152	12	an	an	DET
cana-6335	152	13	estimate	estimate	NOUN
cana-6335	152	14	of	of	ADP
cana-6335	152	15	the	the	DET
cana-6335	152	16	prevalence	prevalence	NOUN
cana-6335	152	17	of	of	ADP
cana-6335	152	18	psychogenic	psychogenic	ADJ
cana-6335	152	19	nonepileptic	nonepileptic	ADJ
cana-6335	152	20	seizures	seizure	NOUN
cana-6335	152	21	,	,	PUNCT
cana-6335	152	22	"	"	PUNCT
cana-6335	152	23	seizure	seizure	NOUN
cana-6335	152	24	,	,	PUNCT
cana-6335	152	25	vol	vol	NOUN
cana-6335	152	26	.	.	NOUN
cana-6335	153	1	9	9	NUM
cana-6335	153	2	,	,	PUNCT
cana-6335	153	3	no	no	INTJ
cana-6335	153	4	.	.	NOUN
cana-6335	153	5	4	4	NUM
cana-6335	153	6	,	,	PUNCT
cana-6335	153	7	pp	pp	ADJ
cana-6335	153	8	.	.	PUNCT
cana-6335	154	1	280	280	NUM
cana-6335	154	2	-	-	SYM
cana-6335	154	3	281	281	NUM
cana-6335	154	4	,	,	PUNCT
cana-6335	154	5	2000	2000	NUM
cana-6335	154	6	.	.	PUNCT
cana-6335	155	1	[	[	X
cana-6335	155	2	5	5	X
cana-6335	155	3	]	]	PUNCT
cana-6335	155	4	j.	j.	PROPN
cana-6335	155	5	halford	halford	PROPN
cana-6335	155	6	,	,	PUNCT
cana-6335	155	7	"	"	PUNCT
cana-6335	155	8	computerized	computerized	ADJ
cana-6335	155	9	epileptiform	epileptiform	NOUN
cana-6335	155	10	transient	transient	ADJ
cana-6335	155	11	detection	detection	NOUN
cana-6335	155	12	in	in	ADP
cana-6335	155	13	the	the	DET
cana-6335	155	14	scalp	scalp	NOUN
cana-6335	155	15	electroencephalogram	electroencephalogram	NOUN
cana-6335	155	16	:	:	PUNCT
cana-6335	155	17	obstacles	obstacle	NOUN
cana-6335	155	18	to	to	PART
cana-6335	155	19	progress	progress	VERB
cana-6335	155	20	and	and	CCONJ
cana-6335	155	21	the	the	DET
cana-6335	155	22	example	example	NOUN
cana-6335	155	23	of	of	ADP
cana-6335	155	24	computerized	computerized	ADJ
cana-6335	155	25	ecg	ecg	PROPN
cana-6335	155	26	interpretation	interpretation	NOUN
cana-6335	155	27	,	,	PUNCT
cana-6335	155	28	"	"	PUNCT
cana-6335	155	29	clinical	clinical	ADJ
cana-6335	155	30	neurophysiology	neurophysiology	NOUN
cana-6335	155	31	,	,	PUNCT
cana-6335	155	32	vol	vol	NOUN
cana-6335	155	33	.	.	PROPN
cana-6335	155	34	120	120	NUM
cana-6335	155	35	,	,	PUNCT
cana-6335	155	36	no	no	INTJ
cana-6335	155	37	.	.	NOUN
cana-6335	155	38	11	11	NUM
cana-6335	155	39	,	,	PUNCT
cana-6335	155	40	pp	pp	ADJ
cana-6335	155	41	.	.	PUNCT
cana-6335	156	1	1909	1909	NUM
cana-6335	156	2	-	-	SYM
cana-6335	156	3	1915	1915	NUM
cana-6335	156	4	,	,	PUNCT
cana-6335	156	5	2009	2009	NUM
cana-6335	156	6	.	.	PUNCT
cana-6335	157	1	[	[	X
cana-6335	157	2	6	6	NUM
cana-6335	157	3	]	]	X
cana-6335	157	4	u.	u.	PROPN
cana-6335	157	5	r.	r.	PROPN
cana-6335	157	6	acharya	acharya	PROPN
cana-6335	157	7	et	et	PROPN
cana-6335	157	8	al	al	PROPN
cana-6335	157	9	.	.	PROPN
cana-6335	157	10	,	,	PUNCT
cana-6335	157	11	"	"	PUNCT
cana-6335	157	12	deep	deep	ADJ
cana-6335	157	13	convolutional	convolutional	ADJ
cana-6335	157	14	neural	neural	ADJ
cana-6335	157	15	network	network	NOUN
cana-6335	157	16	for	for	ADP
cana-6335	157	17	the	the	DET
cana-6335	157	18	automated	automate	VERB
cana-6335	157	19	detection	detection	NOUN
cana-6335	157	20	and	and	CCONJ
cana-6335	157	21	diagnosis	diagnosis	NOUN
cana-6335	157	22	of	of	ADP
cana-6335	157	23	seizure	seizure	NOUN
cana-6335	157	24	using	use	VERB
cana-6335	157	25	eeg	eeg	NOUN
cana-6335	157	26	signals	signal	NOUN
cana-6335	157	27	,	,	PUNCT
cana-6335	157	28	"	"	PUNCT
cana-6335	157	29	computers	computer	NOUN
cana-6335	157	30	in	in	ADP
cana-6335	157	31	biology	biology	NOUN
cana-6335	157	32	and	and	CCONJ
cana-6335	157	33	medicine	medicine	NOUN
cana-6335	157	34	,	,	PUNCT
cana-6335	157	35	vol	vol	NOUN
cana-6335	157	36	.	.	PROPN
cana-6335	157	37	100	100	NUM
cana-6335	157	38	,	,	PUNCT
cana-6335	157	39	pp	pp	ADJ
cana-6335	157	40	.	.	PUNCT
cana-6335	158	1	270	270	NUM
cana-6335	158	2	-	-	SYM
cana-6335	158	3	278	278	NUM
cana-6335	158	4	,	,	PUNCT
cana-6335	158	5	2018	2018	NUM
cana-6335	158	6	.	.	PUNCT
cana-6335	159	1	[	[	X
cana-6335	159	2	7	7	NUM
cana-6335	159	3	]	]	PUNCT
cana-6335	159	4	a.	a.	NOUN
cana-6335	159	5	shoeibi	shoeibi	NOUN
cana-6335	159	6	et	et	PROPN
cana-6335	159	7	al	al	PROPN
cana-6335	159	8	.	.	PROPN
cana-6335	159	9	,	,	PUNCT
cana-6335	159	10	"	"	PUNCT
cana-6335	159	11	epileptic	epileptic	ADJ
cana-6335	159	12	seizures	seizure	NOUN
cana-6335	159	13	detection	detection	NOUN
cana-6335	159	14	using	use	VERB
cana-6335	159	15	deep	deep	ADJ
cana-6335	159	16	learning	learning	NOUN
cana-6335	159	17	techniques	technique	NOUN
cana-6335	159	18	:	:	PUNCT
cana-6335	159	19	a	a	DET
cana-6335	159	20	review	review	NOUN
cana-6335	159	21	,	,	PUNCT
cana-6335	159	22	"	"	PUNCT
cana-6335	159	23	international	international	ADJ
cana-6335	159	24	journal	journal	NOUN
cana-6335	159	25	of	of	ADP
cana-6335	159	26	environmental	environmental	ADJ
cana-6335	159	27	research	research	NOUN
cana-6335	159	28	and	and	CCONJ
cana-6335	159	29	public	public	ADJ
cana-6335	159	30	health	health	NOUN
cana-6335	159	31	,	,	PUNCT
cana-6335	159	32	vol	vol	NOUN
cana-6335	159	33	.	.	PROPN
cana-6335	159	34	18	18	NUM
cana-6335	159	35	,	,	PUNCT
cana-6335	159	36	no	no	INTJ
cana-6335	159	37	.	.	NOUN
cana-6335	159	38	11	11	NUM
cana-6335	159	39	,	,	PUNCT
cana-6335	159	40	pp	pp	ADJ
cana-6335	159	41	.	.	PUNCT
cana-6335	159	42	5780	5780	NUM
cana-6335	159	43	,	,	PUNCT
cana-6335	159	44	2021	2021	NUM
cana-6335	159	45	.	.	PUNCT
cana-6335	160	1	[	[	X
cana-6335	160	2	8	8	NUM
cana-6335	160	3	]	]	X
cana-6335	160	4	i.	i.	NOUN
cana-6335	160	5	guyon	guyon	PROPN
cana-6335	160	6	and	and	CCONJ
cana-6335	160	7	a.	a.	PROPN
cana-6335	160	8	elisseeff	elisseeff	PROPN
cana-6335	160	9	,	,	PUNCT
cana-6335	160	10	"	"	PUNCT
cana-6335	160	11	an	an	DET
cana-6335	160	12	introduction	introduction	NOUN
cana-6335	160	13	to	to	ADP
cana-6335	160	14	variable	variable	ADJ
cana-6335	160	15	and	and	CCONJ
cana-6335	160	16	feature	feature	NOUN
cana-6335	160	17	selection	selection	NOUN
cana-6335	160	18	,	,	PUNCT
cana-6335	160	19	"	"	PUNCT
cana-6335	160	20	journal	journal	NOUN
cana-6335	160	21	of	of	ADP
cana-6335	160	22	machine	machine	NOUN
cana-6335	160	23	learning	learn	VERB
cana-6335	160	24	research	research	NOUN
cana-6335	160	25	,	,	PUNCT
cana-6335	160	26	vol	vol	NOUN
cana-6335	160	27	.	.	PROPN
cana-6335	160	28	3	3	NUM
cana-6335	160	29	,	,	PUNCT
cana-6335	160	30	pp	pp	ADJ
cana-6335	160	31	.	.	PUNCT
cana-6335	160	32	1157	1157	NUM
cana-6335	160	33	-	-	SYM
cana-6335	160	34	1182	1182	NUM
cana-6335	160	35	,	,	PUNCT
cana-6335	160	36	2003	2003	NUM
cana-6335	160	37	.	.	PUNCT
cana-6335	161	1	[	[	X
cana-6335	161	2	9	9	NUM
cana-6335	161	3	]	]	SYM
cana-6335	161	4	i.	i.	PROPN
cana-6335	161	5	t.	t.	PROPN
cana-6335	161	6	jolliffe	jolliffe	PROPN
cana-6335	161	7	and	and	CCONJ
cana-6335	161	8	j.	j.	PROPN
cana-6335	161	9	cadima	cadima	PROPN
cana-6335	161	10	,	,	PUNCT
cana-6335	161	11	"	"	PUNCT
cana-6335	161	12	principal	principal	ADJ
cana-6335	161	13	component	component	NOUN
cana-6335	161	14	analysis	analysis	NOUN
cana-6335	161	15	:	:	PUNCT
cana-6335	161	16	a	a	DET
cana-6335	161	17	review	review	NOUN
cana-6335	161	18	and	and	CCONJ
cana-6335	161	19	recent	recent	ADJ
cana-6335	161	20	developments	development	NOUN
cana-6335	161	21	,	,	PUNCT
cana-6335	161	22	"	"	PUNCT
cana-6335	161	23	philosophical	philosophical	ADJ
cana-6335	161	24	transactions	transaction	NOUN
cana-6335	161	25	of	of	ADP
cana-6335	161	26	the	the	DET
cana-6335	161	27	royal	royal	ADJ
cana-6335	161	28	society	society	NOUN
cana-6335	161	29	a	a	PRON
cana-6335	161	30	,	,	PUNCT
cana-6335	161	31	vol	vol	NOUN
cana-6335	161	32	.	.	PROPN
cana-6335	161	33	374	374	NUM
cana-6335	161	34	,	,	PUNCT
cana-6335	161	35	no	no	INTJ
cana-6335	161	36	.	.	NOUN
cana-6335	161	37	2065	2065	NUM
cana-6335	161	38	,	,	PUNCT
cana-6335	161	39	pp	pp	ADJ
cana-6335	161	40	.	.	PUNCT
cana-6335	162	1	20150202	20150202	NUM
cana-6335	162	2	,	,	PUNCT
cana-6335	162	3	2016	2016	NUM
cana-6335	162	4	.	.	PUNCT
cana-6335	163	1	[	[	X
cana-6335	163	2	10	10	NUM
cana-6335	163	3	]	]	X
cana-6335	163	4	r.	r.	PROPN
cana-6335	163	5	sharma	sharma	PROPN
cana-6335	163	6	and	and	CCONJ
cana-6335	163	7	r.	r.	PROPN
cana-6335	163	8	b.	b.	PROPN
cana-6335	163	9	pachori	pachori	PROPN
cana-6335	163	10	,	,	PUNCT
cana-6335	163	11	"	"	PUNCT
cana-6335	163	12	classification	classification	NOUN
cana-6335	163	13	of	of	ADP
cana-6335	163	14	epileptic	epileptic	ADJ
cana-6335	163	15	seizures	seizure	NOUN
cana-6335	163	16	in	in	ADP
cana-6335	163	17	eeg	eeg	NOUN
cana-6335	163	18	signals	signal	NOUN
cana-6335	163	19	based	base	VERB
cana-6335	163	20	on	on	ADP
cana-6335	163	21	phase	phase	NOUN
cana-6335	163	22	space	space	NOUN
cana-6335	163	23	representation	representation	NOUN
cana-6335	163	24	of	of	ADP
cana-6335	163	25	intrinsic	intrinsic	ADJ
cana-6335	163	26	mode	mode	NOUN
cana-6335	163	27	functions	function	NOUN
cana-6335	163	28	,	,	PUNCT
cana-6335	163	29	"	"	PUNCT
cana-6335	163	30	expert	expert	NOUN
cana-6335	163	31	systems	system	NOUN
cana-6335	163	32	with	with	ADP
cana-6335	163	33	applications	application	NOUN
cana-6335	163	34	,	,	PUNCT
cana-6335	163	35	vol	vol	NOUN
cana-6335	163	36	.	.	PROPN
cana-6335	164	1	42	42	NUM
cana-6335	164	2	,	,	PUNCT
cana-6335	164	3	no	no	INTJ
cana-6335	164	4	.	.	NOUN
cana-6335	164	5	3	3	NUM
cana-6335	164	6	,	,	PUNCT
cana-6335	164	7	pp	pp	ADJ
cana-6335	164	8	.	.	PUNCT
cana-6335	165	1	1106	1106	NUM
cana-6335	165	2	-	-	SYM
cana-6335	165	3	1117	1117	NUM
cana-6335	165	4	,	,	PUNCT
cana-6335	165	5	2015	2015	NUM
cana-6335	165	6	.	.	PUNCT
cana-6335	166	1	communications	communication	NOUN
cana-6335	166	2	on	on	ADP
cana-6335	166	3	applied	apply	VERB
cana-6335	166	4	nonlinear	nonlinear	ADJ
cana-6335	166	5	analysis	analysis	NOUN
cana-6335	166	6	issn	issn	NOUN
cana-6335	166	7	:	:	PUNCT
cana-6335	166	8	1074	1074	NUM
cana-6335	166	9	-	-	PUNCT
cana-6335	166	10	133x	133x	NUM
cana-6335	166	11	vol	vol	NOUN
cana-6335	166	12	32	32	NUM
cana-6335	166	13	no	no	NOUN
cana-6335	166	14	.	.	PUNCT
cana-6335	167	1	1s	1s	NUM
cana-6335	167	2	(	(	PUNCT
cana-6335	167	3	2025	2025	NUM
cana-6335	167	4	)	)	PUNCT
cana-6335	167	5	808	808	NUM
cana-6335	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	168	1	[	[	X
cana-6335	168	2	11	11	NUM
cana-6335	168	3	]	]	PUNCT
cana-6335	168	4	j.	j.	PROPN
cana-6335	168	5	gotman	gotman	PROPN
cana-6335	168	6	,	,	PUNCT
cana-6335	168	7	"	"	PUNCT
cana-6335	168	8	automatic	automatic	ADJ
cana-6335	168	9	recognition	recognition	NOUN
cana-6335	168	10	of	of	ADP
cana-6335	168	11	epileptic	epileptic	ADJ
cana-6335	168	12	seizures	seizure	NOUN
cana-6335	168	13	in	in	ADP
cana-6335	168	14	the	the	DET
cana-6335	168	15	eeg	eeg	NOUN
cana-6335	168	16	,	,	PUNCT
cana-6335	168	17	"	"	PUNCT
cana-6335	168	18	electroencephalography	electroencephalography	NOUN
cana-6335	168	19	and	and	CCONJ
cana-6335	168	20	clinical	clinical	ADJ
cana-6335	168	21	neurophysiology	neurophysiology	NOUN
cana-6335	168	22	,	,	PUNCT
cana-6335	168	23	vol	vol	NOUN
cana-6335	168	24	.	.	PROPN
cana-6335	168	25	54	54	NUM
cana-6335	168	26	,	,	PUNCT
cana-6335	168	27	no	no	INTJ
cana-6335	168	28	.	.	NOUN
cana-6335	168	29	5	5	NUM
cana-6335	168	30	,	,	PUNCT
cana-6335	168	31	pp	pp	ADJ
cana-6335	168	32	.	.	PUNCT
cana-6335	169	1	530	530	NUM
cana-6335	169	2	-	-	SYM
cana-6335	169	3	540	540	NUM
cana-6335	169	4	,	,	PUNCT
cana-6335	169	5	1982	1982	NUM
cana-6335	169	6	.	.	PUNCT
cana-6335	170	1	[	[	X
cana-6335	170	2	12	12	NUM
cana-6335	170	3	]	]	PUNCT
cana-6335	170	4	j.	j.	PROPN
cana-6335	170	5	gotman	gotman	PROPN
cana-6335	170	6	,	,	PUNCT
cana-6335	170	7	"	"	PUNCT
cana-6335	170	8	automatic	automatic	ADJ
cana-6335	170	9	seizure	seizure	NOUN
cana-6335	170	10	detection	detection	NOUN
cana-6335	170	11	:	:	PUNCT
cana-6335	170	12	improvements	improvement	NOUN
cana-6335	170	13	and	and	CCONJ
cana-6335	170	14	evaluation	evaluation	NOUN
cana-6335	170	15	,	,	PUNCT
cana-6335	170	16	"	"	PUNCT
cana-6335	170	17	electroencephalography	electroencephalography	NOUN
cana-6335	170	18	and	and	CCONJ
cana-6335	170	19	clinical	clinical	ADJ
cana-6335	170	20	neurophysiology	neurophysiology	NOUN
cana-6335	170	21	,	,	PUNCT
cana-6335	170	22	vol	vol	NOUN
cana-6335	170	23	.	.	PROPN
cana-6335	170	24	76	76	NUM
cana-6335	170	25	,	,	PUNCT
cana-6335	170	26	no	no	INTJ
cana-6335	170	27	.	.	NOUN
cana-6335	170	28	4	4	NUM
cana-6335	170	29	,	,	PUNCT
cana-6335	170	30	pp	pp	ADJ
cana-6335	170	31	.	.	PUNCT
cana-6335	171	1	317	317	NUM
cana-6335	171	2	-	-	SYM
cana-6335	171	3	324	324	NUM
cana-6335	171	4	,	,	PUNCT
cana-6335	171	5	1990	1990	NUM
cana-6335	171	6	.	.	PUNCT
cana-6335	172	1	[	[	X
cana-6335	172	2	13	13	NUM
cana-6335	172	3	]	]	PUNCT
cana-6335	172	4	a.	a.	NOUN
cana-6335	172	5	s.	s.	PROPN
cana-6335	172	6	zandi	zandi	PROPN
cana-6335	172	7	et	et	PROPN
cana-6335	172	8	al	al	PROPN
cana-6335	172	9	.	.	PROPN
cana-6335	172	10	,	,	PUNCT
cana-6335	172	11	"	"	PUNCT
cana-6335	172	12	automated	automate	VERB
cana-6335	172	13	real	real	ADJ
cana-6335	172	14	-	-	PUNCT
cana-6335	172	15	time	time	NOUN
cana-6335	172	16	epileptic	epileptic	ADJ
cana-6335	172	17	seizure	seizure	NOUN
cana-6335	172	18	detection	detection	NOUN
cana-6335	172	19	in	in	ADP
cana-6335	172	20	scalp	scalp	NOUN
cana-6335	172	21	eeg	eeg	NOUN
cana-6335	172	22	recordings	recording	NOUN
cana-6335	172	23	using	use	VERB
cana-6335	172	24	an	an	DET
cana-6335	172	25	algorithm	algorithm	NOUN
cana-6335	172	26	based	base	VERB
cana-6335	172	27	on	on	ADP
cana-6335	172	28	wavelet	wavelet	NOUN
cana-6335	172	29	packet	packet	NOUN
cana-6335	172	30	transform	transform	NOUN
cana-6335	172	31	,	,	PUNCT
cana-6335	172	32	"	"	PUNCT
cana-6335	172	33	ieee	ieee	NOUN
cana-6335	172	34	transactions	transaction	NOUN
cana-6335	172	35	on	on	ADP
cana-6335	172	36	biomedical	biomedical	ADJ
cana-6335	172	37	engineering	engineering	NOUN
cana-6335	172	38	,	,	PUNCT
cana-6335	172	39	vol	vol	NOUN
cana-6335	172	40	.	.	PROPN
cana-6335	173	1	57	57	NUM
cana-6335	173	2	,	,	PUNCT
cana-6335	173	3	no	no	INTJ
cana-6335	173	4	.	.	NOUN
cana-6335	173	5	7	7	NUM
cana-6335	173	6	,	,	PUNCT
cana-6335	173	7	pp	pp	ADJ
cana-6335	173	8	.	.	PUNCT
cana-6335	174	1	1639	1639	NUM
cana-6335	174	2	-	-	SYM
cana-6335	174	3	1651	1651	NUM
cana-6335	174	4	,	,	PUNCT
cana-6335	174	5	2010	2010	NUM
cana-6335	174	6	.	.	PUNCT
cana-6335	175	1	[	[	X
cana-6335	175	2	14	14	NUM
cana-6335	175	3	]	]	X
cana-6335	175	4	r.	r.	PROPN
cana-6335	175	5	j.	j.	PROPN
cana-6335	175	6	brown	brown	PROPN
cana-6335	175	7	and	and	CCONJ
cana-6335	175	8	m.	m.	NOUN
cana-6335	175	9	reuber	reuber	PROPN
cana-6335	175	10	,	,	PUNCT
cana-6335	175	11	"	"	PUNCT
cana-6335	175	12	psychological	psychological	ADJ
cana-6335	175	13	and	and	CCONJ
cana-6335	175	14	psychiatric	psychiatric	ADJ
cana-6335	175	15	aspects	aspect	NOUN
cana-6335	175	16	of	of	ADP
cana-6335	175	17	psychogenic	psychogenic	ADJ
cana-6335	175	18	nonepileptic	nonepileptic	ADJ
cana-6335	175	19	seizures	seizure	NOUN
cana-6335	175	20	(	(	PUNCT
cana-6335	175	21	pnes	pne	NOUN
cana-6335	175	22	):	):	PUNCT
cana-6335	175	23	a	a	DET
cana-6335	175	24	systematic	systematic	ADJ
cana-6335	175	25	review	review	NOUN
cana-6335	175	26	,	,	PUNCT
cana-6335	175	27	"	"	PUNCT
cana-6335	175	28	clinical	clinical	ADJ
cana-6335	175	29	psychology	psychology	NOUN
cana-6335	175	30	review	review	NOUN
cana-6335	175	31	,	,	PUNCT
cana-6335	175	32	vol	vol	NOUN
cana-6335	175	33	.	.	PROPN
cana-6335	176	1	45	45	NUM
cana-6335	176	2	,	,	PUNCT
cana-6335	176	3	pp	pp	ADJ
cana-6335	176	4	.	.	PUNCT
cana-6335	177	1	157	157	NUM
cana-6335	177	2	-	-	SYM
cana-6335	177	3	182	182	NUM
cana-6335	177	4	,	,	PUNCT
cana-6335	177	5	2016	2016	NUM
cana-6335	177	6	.	.	PUNCT
cana-6335	178	1	[	[	X
cana-6335	178	2	15	15	NUM
cana-6335	178	3	]	]	X
cana-6335	178	4	g.	g.	PROPN
cana-6335	178	5	d.	d.	PROPN
cana-6335	178	6	cascino	cascino	PROPN
cana-6335	178	7	,	,	PUNCT
cana-6335	178	8	"	"	PUNCT
cana-6335	178	9	video	video	NOUN
cana-6335	178	10	-	-	PUNCT
cana-6335	178	11	eeg	eeg	NOUN
cana-6335	178	12	monitoring	monitoring	NOUN
cana-6335	178	13	in	in	ADP
cana-6335	178	14	adults	adult	NOUN
cana-6335	178	15	,	,	PUNCT
cana-6335	178	16	"	"	PUNCT
cana-6335	178	17	epilepsia	epilepsia	NOUN
cana-6335	178	18	,	,	PUNCT
cana-6335	178	19	vol	vol	NOUN
cana-6335	178	20	.	.	PROPN
cana-6335	178	21	43	43	NUM
cana-6335	178	22	,	,	PUNCT
cana-6335	178	23	pp	pp	ADJ
cana-6335	178	24	.	.	PUNCT
cana-6335	179	1	80	80	NUM
cana-6335	179	2	-	-	SYM
cana-6335	179	3	93	93	NUM
cana-6335	179	4	,	,	PUNCT
cana-6335	179	5	2002	2002	NUM
cana-6335	179	6	.	.	PUNCT
cana-6335	180	1	[	[	X
cana-6335	180	2	16	16	NUM
cana-6335	180	3	]	]	X
cana-6335	180	4	s.	s.	PROPN
cana-6335	180	5	r.	r.	PROPN
cana-6335	180	6	benbadis	benbadis	PROPN
cana-6335	180	7	,	,	PUNCT
cana-6335	180	8	"	"	PUNCT
cana-6335	180	9	a	a	DET
cana-6335	180	10	spell	spell	NOUN
cana-6335	180	11	in	in	ADP
cana-6335	180	12	the	the	DET
cana-6335	180	13	epilepsy	epilepsy	NOUN
cana-6335	180	14	clinic	clinic	NOUN
cana-6335	180	15	and	and	CCONJ
cana-6335	180	16	a	a	DET
cana-6335	180	17	history	history	NOUN
cana-6335	180	18	of	of	ADP
cana-6335	180	19	'	'	PUNCT
cana-6335	180	20	chronic	chronic	ADJ
cana-6335	180	21	pain	pain	NOUN
cana-6335	180	22	'	'	PUNCT
cana-6335	180	23	or	or	CCONJ
cana-6335	180	24	'	'	PUNCT
cana-6335	180	25	fibromyalgia	fibromyalgia	NOUN
cana-6335	180	26	'	'	PUNCT
cana-6335	180	27	independently	independently	ADV
cana-6335	180	28	predict	predict	VERB
cana-6335	180	29	a	a	DET
cana-6335	180	30	diagnosis	diagnosis	NOUN
cana-6335	180	31	of	of	ADP
cana-6335	180	32	psychogenic	psychogenic	ADJ
cana-6335	180	33	seizures	seizure	NOUN
cana-6335	180	34	,	,	PUNCT
cana-6335	180	35	"	"	PUNCT
cana-6335	180	36	epilepsy	epilepsy	NOUN
cana-6335	180	37	&	&	CCONJ
cana-6335	180	38	behavior	behavior	PROPN
cana-6335	180	39	,	,	PUNCT
cana-6335	180	40	vol	vol	NOUN
cana-6335	180	41	.	.	PROPN
cana-6335	180	42	6	6	NUM
cana-6335	180	43	,	,	PUNCT
cana-6335	180	44	no	no	INTJ
cana-6335	180	45	.	.	NOUN
cana-6335	180	46	2	2	NUM
cana-6335	180	47	,	,	PUNCT
cana-6335	180	48	pp	pp	ADJ
cana-6335	180	49	.	.	PUNCT
cana-6335	180	50	264	264	NUM
cana-6335	180	51	-	-	SYM
cana-6335	180	52	265	265	NUM
cana-6335	180	53	,	,	PUNCT
cana-6335	180	54	2005	2005	NUM
cana-6335	180	55	.	.	PUNCT
cana-6335	181	1	[	[	X
cana-6335	181	2	17	17	NUM
cana-6335	181	3	]	]	PUNCT
cana-6335	181	4	a.	a.	NOUN
cana-6335	181	5	subasi	subasi	NOUN
cana-6335	181	6	and	and	CCONJ
cana-6335	181	7	e.	e.	PROPN
cana-6335	181	8	gursoy	gursoy	PROPN
cana-6335	181	9	,	,	PUNCT
cana-6335	181	10	"	"	PUNCT
cana-6335	181	11	eeg	eeg	NOUN
cana-6335	181	12	signal	signal	NOUN
cana-6335	181	13	classification	classification	NOUN
cana-6335	181	14	using	use	VERB
cana-6335	181	15	pca	pca	PROPN
cana-6335	181	16	,	,	PUNCT
cana-6335	181	17	ica	ica	PROPN
cana-6335	181	18	,	,	PUNCT
cana-6335	181	19	lda	lda	PROPN
cana-6335	181	20	and	and	CCONJ
cana-6335	181	21	support	support	VERB
cana-6335	181	22	vector	vector	NOUN
cana-6335	181	23	machines	machine	NOUN
cana-6335	181	24	,	,	PUNCT
cana-6335	181	25	"	"	PUNCT
cana-6335	181	26	expert	expert	NOUN
cana-6335	181	27	systems	system	NOUN
cana-6335	181	28	with	with	ADP
cana-6335	181	29	applications	application	NOUN
cana-6335	181	30	,	,	PUNCT
cana-6335	181	31	vol	vol	NOUN
cana-6335	181	32	.	.	PROPN
cana-6335	182	1	37	37	NUM
cana-6335	182	2	,	,	PUNCT
cana-6335	182	3	no	no	INTJ
cana-6335	182	4	.	.	NOUN
cana-6335	182	5	12	12	NUM
cana-6335	182	6	,	,	PUNCT
cana-6335	182	7	pp	pp	ADJ
cana-6335	182	8	.	.	PUNCT
cana-6335	183	1	8659	8659	NUM
cana-6335	183	2	-	-	SYM
cana-6335	183	3	8666	8666	NUM
cana-6335	183	4	,	,	PUNCT
cana-6335	183	5	2010	2010	NUM
cana-6335	183	6	.	.	PUNCT
cana-6335	184	1	[	[	X
cana-6335	184	2	18	18	NUM
cana-6335	184	3	]	]	X
cana-6335	184	4	u.	u.	PROPN
cana-6335	184	5	r.	r.	PROPN
cana-6335	184	6	acharya	acharya	PROPN
cana-6335	184	7	et	et	PROPN
cana-6335	184	8	al	al	PROPN
cana-6335	184	9	.	.	PROPN
cana-6335	184	10	,	,	PUNCT
cana-6335	184	11	"	"	PUNCT
cana-6335	184	12	application	application	NOUN
cana-6335	184	13	of	of	ADP
cana-6335	184	14	entropies	entropy	NOUN
cana-6335	184	15	for	for	ADP
cana-6335	184	16	automated	automated	ADJ
cana-6335	184	17	diagnosis	diagnosis	NOUN
cana-6335	184	18	of	of	ADP
cana-6335	184	19	epilepsy	epilepsy	NOUN
cana-6335	184	20	using	use	VERB
cana-6335	184	21	eeg	eeg	NOUN
cana-6335	184	22	signals	signal	NOUN
cana-6335	184	23	:	:	PUNCT
cana-6335	184	24	a	a	DET
cana-6335	184	25	review	review	NOUN
cana-6335	184	26	,	,	PUNCT
cana-6335	184	27	"	"	PUNCT
cana-6335	184	28	knowledge	knowledge	NOUN
cana-6335	184	29	-	-	PUNCT
cana-6335	184	30	based	base	VERB
cana-6335	184	31	systems	system	NOUN
cana-6335	184	32	,	,	PUNCT
cana-6335	184	33	vol	vol	NOUN
cana-6335	184	34	.	.	PROPN
cana-6335	184	35	88	88	NUM
cana-6335	184	36	,	,	PUNCT
cana-6335	184	37	pp	pp	ADJ
cana-6335	184	38	.	.	PUNCT
cana-6335	184	39	85	85	NUM
cana-6335	184	40	-	-	SYM
cana-6335	184	41	96	96	NUM
cana-6335	184	42	,	,	PUNCT
cana-6335	184	43	2015	2015	NUM
cana-6335	184	44	.	.	PUNCT
cana-6335	185	1	[	[	X
cana-6335	185	2	19	19	NUM
cana-6335	185	3	]	]	X
cana-6335	185	4	g.	g.	PROPN
cana-6335	185	5	varone	varone	PROPN
cana-6335	185	6	et	et	PROPN
cana-6335	185	7	al	al	PROPN
cana-6335	185	8	.	.	PROPN
cana-6335	185	9	,	,	PUNCT
cana-6335	185	10	"	"	PUNCT
cana-6335	185	11	a	a	DET
cana-6335	185	12	machine	machine	NOUN
cana-6335	185	13	learning	learn	VERB
cana-6335	185	14	approach	approach	NOUN
cana-6335	185	15	to	to	PART
cana-6335	185	16	differentiate	differentiate	VERB
cana-6335	185	17	epileptic	epileptic	ADJ
cana-6335	185	18	and	and	CCONJ
cana-6335	185	19	non	non	ADJ
cana-6335	185	20	-	-	ADJ
cana-6335	185	21	epileptic	epileptic	ADJ
cana-6335	185	22	seizures	seizure	NOUN
cana-6335	185	23	based	base	VERB
cana-6335	185	24	on	on	ADP
cana-6335	185	25	semiology	semiology	NOUN
cana-6335	185	26	,	,	PUNCT
cana-6335	185	27	"	"	PUNCT
cana-6335	185	28	epilepsy	epilepsy	NOUN
cana-6335	185	29	&	&	CCONJ
cana-6335	185	30	behavior	behavior	PROPN
cana-6335	185	31	,	,	PUNCT
cana-6335	185	32	vol	vol	NOUN
cana-6335	185	33	.	.	PROPN
cana-6335	185	34	94	94	NUM
cana-6335	185	35	,	,	PUNCT
cana-6335	185	36	pp	pp	ADJ
cana-6335	185	37	.	.	PUNCT
cana-6335	186	1	167	167	NUM
cana-6335	186	2	-	-	SYM
cana-6335	186	3	175	175	NUM
cana-6335	186	4	,	,	PUNCT
cana-6335	186	5	2019	2019	NUM
cana-6335	186	6	.	.	PUNCT
cana-6335	187	1	[	[	X
cana-6335	187	2	20	20	NUM
cana-6335	187	3	]	]	X
cana-6335	187	4	d.	d.	PROPN
cana-6335	187	5	ahmedt	ahmedt	PROPN
cana-6335	187	6	-	-	PUNCT
cana-6335	187	7	aristizabal	aristizabal	PROPN
cana-6335	187	8	et	et	PROPN
cana-6335	187	9	al	al	PROPN
cana-6335	187	10	.	.	PROPN
cana-6335	187	11	,	,	PUNCT
cana-6335	187	12	"	"	PUNCT
cana-6335	187	13	deep	deep	ADJ
cana-6335	187	14	learning	learning	NOUN
cana-6335	187	15	for	for	ADP
cana-6335	187	16	eeg	eeg	NOUN
cana-6335	187	17	-	-	PUNCT
cana-6335	187	18	based	base	VERB
cana-6335	187	19	epilepsy	epilepsy	NOUN
cana-6335	187	20	detection	detection	NOUN
cana-6335	187	21	:	:	PUNCT
cana-6335	187	22	a	a	DET
cana-6335	187	23	systematic	systematic	ADJ
cana-6335	187	24	review	review	NOUN
cana-6335	187	25	,	,	PUNCT
cana-6335	187	26	"	"	PUNCT
cana-6335	187	27	ieee	ieee	NOUN
cana-6335	187	28	reviews	review	NOUN
cana-6335	187	29	in	in	ADP
cana-6335	187	30	biomedical	biomedical	ADJ
cana-6335	187	31	engineering	engineering	NOUN
cana-6335	187	32	,	,	PUNCT
cana-6335	187	33	vol	vol	NOUN
cana-6335	187	34	.	.	PROPN
cana-6335	187	35	14	14	NUM
cana-6335	187	36	,	,	PUNCT
cana-6335	187	37	pp	pp	ADJ
cana-6335	187	38	.	.	PUNCT
cana-6335	187	39	108	108	NUM
cana-6335	187	40	-	-	SYM
cana-6335	187	41	130	130	NUM
cana-6335	187	42	,	,	PUNCT
cana-6335	187	43	2020	2020	NUM
cana-6335	187	44	.	.	PUNCT
cana-6335	188	1	[	[	X
cana-6335	188	2	21	21	NUM
cana-6335	188	3	]	]	X
cana-6335	188	4	c.	c.	PROPN
cana-6335	188	5	m.	m.	PROPN
cana-6335	188	6	bishop	bishop	PROPN
cana-6335	188	7	,	,	PUNCT
cana-6335	188	8	pattern	pattern	NOUN
cana-6335	188	9	recognition	recognition	NOUN
cana-6335	188	10	and	and	CCONJ
cana-6335	188	11	machine	machine	NOUN
cana-6335	188	12	learning	learning	NOUN
cana-6335	188	13	.	.	PUNCT
cana-6335	189	1	new	new	PROPN
cana-6335	189	2	york	york	PROPN
cana-6335	189	3	:	:	PUNCT
cana-6335	189	4	springer	springer	NOUN
cana-6335	189	5	,	,	PUNCT
cana-6335	189	6	2006	2006	NUM
cana-6335	189	7	.	.	PUNCT
cana-6335	190	1	[	[	X
cana-6335	190	2	22	22	NUM
cana-6335	190	3	]	]	X
cana-6335	190	4	h.	h.	PROPN
cana-6335	190	5	abdi	abdi	PROPN
cana-6335	190	6	and	and	CCONJ
cana-6335	190	7	l.	l.	PROPN
cana-6335	190	8	j.	j.	PROPN
cana-6335	190	9	williams	williams	PROPN
cana-6335	190	10	,	,	PUNCT
cana-6335	190	11	"	"	PUNCT
cana-6335	190	12	principal	principal	ADJ
cana-6335	190	13	component	component	NOUN
cana-6335	190	14	analysis	analysis	NOUN
cana-6335	190	15	,	,	PUNCT
cana-6335	190	16	"	"	PUNCT
cana-6335	190	17	wiley	wiley	PROPN
cana-6335	190	18	interdisciplinary	interdisciplinary	ADJ
cana-6335	190	19	reviews	review	NOUN
cana-6335	190	20	:	:	PUNCT
cana-6335	190	21	computational	computational	ADJ
cana-6335	190	22	statistics	statistic	NOUN
cana-6335	190	23	,	,	PUNCT
cana-6335	190	24	vol	vol	NOUN
cana-6335	190	25	.	.	PROPN
cana-6335	190	26	2	2	NUM
cana-6335	190	27	,	,	PUNCT
cana-6335	190	28	no	no	INTJ
cana-6335	190	29	.	.	NOUN
cana-6335	190	30	4	4	NUM
cana-6335	190	31	,	,	PUNCT
cana-6335	190	32	pp	pp	ADJ
cana-6335	190	33	.	.	PUNCT
cana-6335	190	34	433	433	NUM
cana-6335	190	35	-	-	SYM
cana-6335	190	36	459	459	NUM
cana-6335	190	37	,	,	PUNCT
cana-6335	190	38	2010	2010	NUM
cana-6335	190	39	.	.	PUNCT
cana-6335	191	1	[	[	X
cana-6335	191	2	23	23	NUM
cana-6335	191	3	]	]	PUNCT
cana-6335	191	4	a.	a.	NOUN
cana-6335	191	5	subasi	subasi	PROPN
cana-6335	191	6	,	,	PUNCT
cana-6335	191	7	"	"	PUNCT
cana-6335	191	8	eeg	eeg	NOUN
cana-6335	191	9	signal	signal	NOUN
cana-6335	191	10	classification	classification	NOUN
cana-6335	191	11	using	use	VERB
cana-6335	191	12	wavelet	wavelet	NOUN
cana-6335	191	13	feature	feature	NOUN
cana-6335	191	14	extraction	extraction	NOUN
cana-6335	191	15	and	and	CCONJ
cana-6335	191	16	a	a	DET
cana-6335	191	17	mixture	mixture	NOUN
cana-6335	191	18	of	of	ADP
cana-6335	191	19	expert	expert	NOUN
cana-6335	191	20	model	model	NOUN
cana-6335	191	21	,	,	PUNCT
cana-6335	191	22	"	"	PUNCT
cana-6335	191	23	expert	expert	NOUN
cana-6335	191	24	systems	system	NOUN
cana-6335	191	25	with	with	ADP
cana-6335	191	26	applications	application	NOUN
cana-6335	191	27	,	,	PUNCT
cana-6335	191	28	vol	vol	NOUN
cana-6335	191	29	.	.	PROPN
cana-6335	191	30	32	32	NUM
cana-6335	191	31	,	,	PUNCT
cana-6335	191	32	no	no	INTJ
cana-6335	191	33	.	.	NOUN
cana-6335	191	34	4	4	NUM
cana-6335	191	35	,	,	PUNCT
cana-6335	191	36	pp	pp	ADJ
cana-6335	191	37	.	.	PUNCT
cana-6335	191	38	1084	1084	NUM
cana-6335	191	39	-	-	SYM
cana-6335	191	40	1093	1093	NUM
cana-6335	191	41	,	,	PUNCT
cana-6335	191	42	2007	2007	NUM
cana-6335	191	43	.	.	PUNCT
cana-6335	192	1	[	[	X
cana-6335	192	2	24	24	NUM
cana-6335	192	3	]	]	X
cana-6335	192	4	r.	r.	PROPN
cana-6335	192	5	sharma	sharma	PROPN
cana-6335	192	6	and	and	CCONJ
cana-6335	192	7	r.	r.	PROPN
cana-6335	192	8	b.	b.	PROPN
cana-6335	192	9	pachori	pachori	PROPN
cana-6335	192	10	,	,	PUNCT
cana-6335	192	11	"	"	PUNCT
cana-6335	192	12	time	time	NOUN
cana-6335	192	13	-	-	PUNCT
cana-6335	192	14	frequency	frequency	NOUN
cana-6335	192	15	representation	representation	NOUN
cana-6335	192	16	using	use	VERB
cana-6335	192	17	ievdhm	ievdhm	NOUN
cana-6335	192	18	-	-	PUNCT
cana-6335	192	19	ht	ht	PROPN
cana-6335	192	20	with	with	ADP
cana-6335	192	21	application	application	NOUN
cana-6335	192	22	to	to	ADP
cana-6335	192	23	classification	classification	NOUN
cana-6335	192	24	of	of	ADP
cana-6335	192	25	epileptic	epileptic	ADJ
cana-6335	192	26	eeg	eeg	NOUN
cana-6335	192	27	signals	signal	NOUN
cana-6335	192	28	,	,	PUNCT
cana-6335	192	29	"	"	PUNCT
cana-6335	192	30	iet	iet	PROPN
cana-6335	192	31	science	science	PROPN
cana-6335	192	32	,	,	PUNCT
cana-6335	192	33	measurement	measurement	NOUN
cana-6335	192	34	&	&	CCONJ
cana-6335	192	35	technology	technology	PROPN
cana-6335	192	36	,	,	PUNCT
cana-6335	192	37	vol	vol	NOUN
cana-6335	192	38	.	.	PROPN
cana-6335	192	39	12	12	NUM
cana-6335	192	40	,	,	PUNCT
cana-6335	192	41	no	no	INTJ
cana-6335	192	42	.	.	NOUN
cana-6335	192	43	1	1	NUM
cana-6335	192	44	,	,	PUNCT
cana-6335	192	45	pp	pp	ADJ
cana-6335	192	46	.	.	PUNCT
cana-6335	193	1	72	72	NUM
cana-6335	193	2	-	-	SYM
cana-6335	193	3	82	82	NUM
cana-6335	193	4	,	,	PUNCT
cana-6335	193	5	2018	2018	NUM
cana-6335	193	6	.	.	PUNCT
cana-6335	194	1	[	[	X
cana-6335	194	2	25	25	NUM
cana-6335	194	3	]	]	X
cana-6335	194	4	i.	i.	NOUN
cana-6335	194	5	obeid	obeid	PROPN
cana-6335	194	6	and	and	CCONJ
cana-6335	194	7	j.	j.	PROPN
cana-6335	194	8	picone	picone	PROPN
cana-6335	194	9	,	,	PUNCT
cana-6335	194	10	"	"	PUNCT
cana-6335	194	11	the	the	DET
cana-6335	194	12	temple	temple	PROPN
cana-6335	194	13	university	university	PROPN
cana-6335	194	14	hospital	hospital	NOUN
cana-6335	194	15	eeg	eeg	PROPN
cana-6335	194	16	data	datum	NOUN
cana-6335	194	17	corpus	corpus	NOUN
cana-6335	194	18	,	,	PUNCT
cana-6335	194	19	"	"	PUNCT
cana-6335	194	20	frontiers	frontier	NOUN
cana-6335	194	21	in	in	ADP
cana-6335	194	22	neuroscience	neuroscience	NOUN
cana-6335	194	23	,	,	PUNCT
cana-6335	194	24	vol	vol	NOUN
cana-6335	194	25	.	.	PROPN
cana-6335	194	26	10	10	NUM
cana-6335	194	27	,	,	PUNCT
cana-6335	194	28	pp	pp	ADJ
cana-6335	194	29	.	.	PUNCT
cana-6335	194	30	196	196	NUM
cana-6335	194	31	,	,	PUNCT
cana-6335	194	32	2016	2016	NUM
cana-6335	194	33	.	.	PUNCT
cana-6335	195	1	[	[	X
cana-6335	195	2	26	26	NUM
cana-6335	195	3	]	]	PUNCT
cana-6335	195	4	a.	a.	NOUN
cana-6335	195	5	delorme	delorme	PROPN
cana-6335	195	6	and	and	CCONJ
cana-6335	195	7	s.	s.	PROPN
cana-6335	195	8	makeig	makeig	PROPN
cana-6335	195	9	,	,	PUNCT
cana-6335	195	10	"	"	PUNCT
cana-6335	195	11	eeglab	eeglab	NOUN
cana-6335	195	12	:	:	PUNCT
cana-6335	195	13	an	an	DET
cana-6335	195	14	open	open	ADJ
cana-6335	195	15	source	source	NOUN
cana-6335	195	16	toolbox	toolbox	NOUN
cana-6335	195	17	for	for	ADP
cana-6335	195	18	analysis	analysis	NOUN
cana-6335	195	19	of	of	ADP
cana-6335	195	20	singletrial	singletrial	ADJ
cana-6335	195	21	eeg	eeg	NOUN
cana-6335	195	22	dynamics	dynamic	NOUN
cana-6335	195	23	,	,	PUNCT
cana-6335	195	24	"	"	PUNCT
cana-6335	195	25	journal	journal	NOUN
cana-6335	195	26	of	of	ADP
cana-6335	195	27	neuroscience	neuroscience	NOUN
cana-6335	195	28	methods	method	NOUN
cana-6335	195	29	,	,	PUNCT
cana-6335	195	30	vol	vol	NOUN
cana-6335	195	31	.	.	PROPN
cana-6335	195	32	134	134	NUM
cana-6335	195	33	,	,	PUNCT
cana-6335	195	34	no	no	INTJ
cana-6335	195	35	.	.	NOUN
cana-6335	195	36	1	1	NUM
cana-6335	195	37	,	,	PUNCT
cana-6335	195	38	pp	pp	ADJ
cana-6335	195	39	.	.	PUNCT
cana-6335	196	1	9	9	NUM
cana-6335	196	2	-	-	SYM
cana-6335	196	3	21	21	NUM
cana-6335	196	4	,	,	PUNCT
cana-6335	196	5	2004	2004	NUM
cana-6335	196	6	.	.	PUNCT
cana-6335	197	1	[	[	X
cana-6335	197	2	27	27	NUM
cana-6335	197	3	]	]	X
cana-6335	197	4	b.	b.	PROPN
cana-6335	197	5	hjorth	hjorth	PROPN
cana-6335	197	6	,	,	PUNCT
cana-6335	197	7	"	"	PUNCT
cana-6335	197	8	eeg	eeg	NOUN
cana-6335	197	9	analysis	analysis	NOUN
cana-6335	197	10	based	base	VERB
cana-6335	197	11	on	on	ADP
cana-6335	197	12	time	time	NOUN
cana-6335	197	13	domain	domain	NOUN
cana-6335	197	14	properties	property	NOUN
cana-6335	197	15	,	,	PUNCT
cana-6335	197	16	"	"	PUNCT
cana-6335	197	17	electroencephalography	electroencephalography	NOUN
cana-6335	197	18	and	and	CCONJ
cana-6335	197	19	clinical	clinical	ADJ
cana-6335	197	20	neurophysiology	neurophysiology	NOUN
cana-6335	197	21	,	,	PUNCT
cana-6335	197	22	vol	vol	NOUN
cana-6335	197	23	.	.	PROPN
cana-6335	197	24	29	29	NUM
cana-6335	197	25	,	,	PUNCT
cana-6335	197	26	no	no	INTJ
cana-6335	197	27	.	.	NOUN
cana-6335	197	28	3	3	NUM
cana-6335	197	29	,	,	PUNCT
cana-6335	197	30	pp	pp	ADJ
cana-6335	197	31	.	.	PUNCT
cana-6335	198	1	306	306	NUM
cana-6335	198	2	-	-	SYM
cana-6335	198	3	310	310	NUM
cana-6335	198	4	,	,	PUNCT
cana-6335	198	5	1970	1970	NUM
cana-6335	198	6	.	.	PUNCT
cana-6335	199	1	communications	communication	NOUN
cana-6335	199	2	on	on	ADP
cana-6335	199	3	applied	apply	VERB
cana-6335	199	4	nonlinear	nonlinear	ADJ
cana-6335	199	5	analysis	analysis	NOUN
cana-6335	199	6	issn	issn	NOUN
cana-6335	199	7	:	:	PUNCT
cana-6335	199	8	1074	1074	NUM
cana-6335	199	9	-	-	PUNCT
cana-6335	199	10	133x	133x	NUM
cana-6335	199	11	vol	vol	NOUN
cana-6335	199	12	32	32	NUM
cana-6335	199	13	no	no	NOUN
cana-6335	199	14	.	.	PUNCT
cana-6335	200	1	1s	1s	NUM
cana-6335	200	2	(	(	PUNCT
cana-6335	200	3	2025	2025	NUM
cana-6335	200	4	)	)	PUNCT
cana-6335	200	5	809	809	NUM
cana-6335	200	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6335	201	1	[	[	X
cana-6335	201	2	28	28	NUM
cana-6335	201	3	]	]	X
cana-6335	201	4	p.	p.	PROPN
cana-6335	201	5	welch	welch	PROPN
cana-6335	201	6	,	,	PUNCT
cana-6335	201	7	"	"	PUNCT
cana-6335	201	8	the	the	DET
cana-6335	201	9	use	use	NOUN
cana-6335	201	10	of	of	ADP
cana-6335	201	11	fast	fast	ADJ
cana-6335	201	12	fourier	fourier	NOUN
cana-6335	201	13	transform	transform	NOUN
cana-6335	201	14	for	for	ADP
cana-6335	201	15	the	the	DET
cana-6335	201	16	estimation	estimation	NOUN
cana-6335	201	17	of	of	ADP
cana-6335	201	18	power	power	NOUN
cana-6335	201	19	spectra	spectra	NOUN
cana-6335	201	20	,	,	PUNCT
cana-6335	201	21	"	"	PUNCT
cana-6335	201	22	ieee	ieee	NOUN
cana-6335	201	23	transactions	transaction	NOUN
cana-6335	201	24	on	on	ADP
cana-6335	201	25	audio	audio	NOUN
cana-6335	201	26	and	and	CCONJ
cana-6335	201	27	electroacoustics	electroacoustic	NOUN
cana-6335	201	28	,	,	PUNCT
cana-6335	201	29	vol	vol	NOUN
cana-6335	201	30	.	.	PROPN
cana-6335	201	31	15	15	NUM
cana-6335	201	32	,	,	PUNCT
cana-6335	201	33	no	no	INTJ
cana-6335	201	34	.	.	NOUN
cana-6335	201	35	2	2	NUM
cana-6335	201	36	,	,	PUNCT
cana-6335	201	37	pp	pp	ADJ
cana-6335	201	38	.	.	PUNCT
cana-6335	202	1	70	70	NUM
cana-6335	202	2	-	-	SYM
cana-6335	202	3	73	73	NUM
cana-6335	202	4	,	,	PUNCT
cana-6335	202	5	1967	1967	NUM
cana-6335	202	6	.	.	PUNCT
cana-6335	203	1	[	[	X
cana-6335	203	2	29	29	NUM
cana-6335	203	3	]	]	PUNCT
cana-6335	203	4	s.	s.	PROPN
cana-6335	203	5	m.	m.	PROPN
cana-6335	203	6	pincus	pincus	PROPN
cana-6335	203	7	,	,	PUNCT
cana-6335	203	8	"	"	PUNCT
cana-6335	203	9	approximate	approximate	ADJ
cana-6335	203	10	entropy	entropy	NOUN
cana-6335	203	11	as	as	ADP
cana-6335	203	12	a	a	DET
cana-6335	203	13	measure	measure	NOUN
cana-6335	203	14	of	of	ADP
cana-6335	203	15	system	system	NOUN
cana-6335	203	16	complexity	complexity	NOUN
cana-6335	203	17	,	,	PUNCT
cana-6335	203	18	"	"	PUNCT
cana-6335	203	19	proceedings	proceeding	NOUN
cana-6335	203	20	of	of	ADP
cana-6335	203	21	the	the	DET
cana-6335	203	22	national	national	PROPN
cana-6335	203	23	academy	academy	PROPN
cana-6335	203	24	of	of	ADP
cana-6335	203	25	sciences	sciences	PROPN
cana-6335	203	26	,	,	PUNCT
cana-6335	203	27	vol	vol	NOUN
cana-6335	203	28	.	.	PROPN
cana-6335	203	29	88	88	NUM
cana-6335	203	30	,	,	PUNCT
cana-6335	203	31	no	no	INTJ
cana-6335	203	32	.	.	NOUN
cana-6335	203	33	6	6	NUM
cana-6335	203	34	,	,	PUNCT
cana-6335	203	35	pp	pp	ADJ
cana-6335	203	36	.	.	PUNCT
cana-6335	203	37	2297	2297	NUM
cana-6335	203	38	-	-	SYM
cana-6335	203	39	2301	2301	NUM
cana-6335	203	40	,	,	PUNCT
cana-6335	203	41	1991	1991	NUM
cana-6335	203	42	.	.	PUNCT
cana-6335	204	1	[	[	X
cana-6335	204	2	30	30	NUM
cana-6335	204	3	]	]	PUNCT
cana-6335	204	4	k.	k.	PROPN
cana-6335	204	5	pearson	pearson	PROPN
cana-6335	204	6	,	,	PUNCT
cana-6335	204	7	"	"	PUNCT
cana-6335	204	8	on	on	ADP
cana-6335	204	9	lines	line	NOUN
cana-6335	204	10	and	and	CCONJ
cana-6335	204	11	planes	plane	NOUN
cana-6335	204	12	of	of	ADP
cana-6335	204	13	closest	close	ADJ
cana-6335	204	14	fit	fit	ADJ
cana-6335	204	15	to	to	ADP
cana-6335	204	16	systems	system	NOUN
cana-6335	204	17	of	of	ADP
cana-6335	204	18	points	point	NOUN
cana-6335	204	19	in	in	ADP
cana-6335	204	20	space	space	NOUN
cana-6335	204	21	,	,	PUNCT
cana-6335	204	22	"	"	PUNCT
cana-6335	204	23	the	the	DET
cana-6335	204	24	london	london	PROPN
cana-6335	204	25	,	,	PUNCT
cana-6335	204	26	edinburgh	edinburgh	PROPN
cana-6335	204	27	,	,	PUNCT
cana-6335	204	28	and	and	CCONJ
cana-6335	204	29	dublin	dublin	PROPN
cana-6335	204	30	philosophical	philosophical	PROPN
cana-6335	204	31	magazine	magazine	NOUN
cana-6335	204	32	and	and	CCONJ
cana-6335	204	33	journal	journal	NOUN
cana-6335	204	34	of	of	ADP
cana-6335	204	35	science	science	NOUN
cana-6335	204	36	,	,	PUNCT
cana-6335	204	37	vol	vol	NOUN
cana-6335	204	38	.	.	PROPN
cana-6335	204	39	2	2	NUM
cana-6335	204	40	,	,	PUNCT
cana-6335	204	41	no	no	INTJ
cana-6335	204	42	.	.	NOUN
cana-6335	204	43	11	11	NUM
cana-6335	204	44	,	,	PUNCT
cana-6335	204	45	pp	pp	ADJ
cana-6335	204	46	.	.	PUNCT
cana-6335	205	1	559	559	NUM
cana-6335	205	2	-	-	SYM
cana-6335	205	3	572	572	NUM
cana-6335	205	4	,	,	PUNCT
cana-6335	205	5	1901	1901	NUM
cana-6335	205	6	.	.	PUNCT
cana-6335	206	1	[	[	X
cana-6335	206	2	31	31	NUM
cana-6335	206	3	]	]	X
cana-6335	206	4	c.	c.	NOUN
cana-6335	206	5	cortes	corte	VERB
cana-6335	206	6	and	and	CCONJ
cana-6335	206	7	v.	v.	ADP
cana-6335	206	8	vapnik	vapnik	X
cana-6335	206	9	,	,	PUNCT
cana-6335	206	10	"	"	PUNCT
cana-6335	206	11	support	support	NOUN
cana-6335	206	12	-	-	PUNCT
cana-6335	206	13	vector	vector	NOUN
cana-6335	206	14	networks	network	NOUN
cana-6335	206	15	,	,	PUNCT
cana-6335	206	16	"	"	PUNCT
cana-6335	206	17	machine	machine	NOUN
cana-6335	206	18	learning	learning	NOUN
cana-6335	206	19	,	,	PUNCT
cana-6335	206	20	vol	vol	NOUN
cana-6335	206	21	.	.	PROPN
cana-6335	207	1	20	20	NUM
cana-6335	207	2	,	,	PUNCT
cana-6335	207	3	no	no	INTJ
cana-6335	207	4	.	.	NOUN
cana-6335	207	5	3	3	NUM
cana-6335	207	6	,	,	PUNCT
cana-6335	207	7	pp	pp	ADJ
cana-6335	207	8	.	.	PUNCT
cana-6335	208	1	273	273	NUM
cana-6335	208	2	-	-	SYM
cana-6335	208	3	297	297	NUM
cana-6335	208	4	,	,	PUNCT
cana-6335	208	5	1995	1995	NUM
cana-6335	208	6	.	.	PUNCT
cana-6335	209	1	[	[	X
cana-6335	209	2	32	32	NUM
cana-6335	209	3	]	]	PUNCT
cana-6335	209	4	v.	v.	ADP
cana-6335	209	5	n.	n.	PROPN
cana-6335	209	6	vapnik	vapnik	PROPN
cana-6335	209	7	,	,	PUNCT
cana-6335	209	8	the	the	DET
cana-6335	209	9	nature	nature	NOUN
cana-6335	209	10	of	of	ADP
cana-6335	209	11	statistical	statistical	ADJ
cana-6335	209	12	learning	learning	NOUN
cana-6335	209	13	theory	theory	NOUN
cana-6335	209	14	.	.	PUNCT
cana-6335	210	1	new	new	PROPN
cana-6335	210	2	york	york	PROPN
cana-6335	210	3	:	:	PUNCT
cana-6335	210	4	springer	springer	NOUN
cana-6335	210	5	,	,	PUNCT
cana-6335	210	6	1995	1995	NUM
cana-6335	210	7	.	.	PUNCT
cana-6335	211	1	[	[	X
cana-6335	211	2	33	33	NUM
cana-6335	211	3	]	]	PUNCT
cana-6335	211	4	l.	l.	PROPN
cana-6335	211	5	breiman	breiman	PROPN
cana-6335	211	6	,	,	PUNCT
cana-6335	211	7	"	"	PUNCT
cana-6335	211	8	random	random	ADJ
cana-6335	211	9	forests	forest	NOUN
cana-6335	211	10	,	,	PUNCT
cana-6335	211	11	"	"	PUNCT
cana-6335	211	12	machine	machine	NOUN
cana-6335	211	13	learning	learning	NOUN
cana-6335	211	14	,	,	PUNCT
cana-6335	211	15	vol	vol	NOUN
cana-6335	211	16	.	.	PROPN
cana-6335	212	1	45	45	NUM
cana-6335	212	2	,	,	PUNCT
cana-6335	212	3	no	no	INTJ
cana-6335	212	4	.	.	NOUN
cana-6335	212	5	1	1	NUM
cana-6335	212	6	,	,	PUNCT
cana-6335	212	7	pp	pp	ADJ
cana-6335	212	8	.	.	PUNCT
cana-6335	213	1	5	5	NUM
cana-6335	213	2	-	-	SYM
cana-6335	213	3	32	32	NUM
cana-6335	213	4	,	,	PUNCT
cana-6335	213	5	2001	2001	NUM
cana-6335	213	6	.	.	PUNCT
cana-6335	214	1	[	[	X
cana-6335	214	2	34	34	NUM
cana-6335	214	3	]	]	PUNCT
cana-6335	214	4	t.	t.	PROPN
cana-6335	214	5	g.	g.	PROPN
cana-6335	214	6	dietterich	dietterich	PROPN
cana-6335	214	7	,	,	PUNCT
cana-6335	214	8	"	"	PUNCT
cana-6335	214	9	ensemble	ensemble	ADJ
cana-6335	214	10	methods	method	NOUN
cana-6335	214	11	in	in	ADP
cana-6335	214	12	machine	machine	NOUN
cana-6335	214	13	learning	learning	NOUN
cana-6335	214	14	,	,	PUNCT
cana-6335	214	15	"	"	PUNCT
cana-6335	214	16	in	in	ADP
cana-6335	214	17	proc	proc	NOUN
cana-6335	214	18	.	.	PUNCT
cana-6335	215	1	int	int	NOUN
cana-6335	215	2	.	.	PUNCT
cana-6335	216	1	workshop	workshop	NOUN
cana-6335	216	2	multiple	multiple	ADJ
cana-6335	216	3	classifier	classifier	NOUN
cana-6335	216	4	systems	system	NOUN
cana-6335	216	5	,	,	PUNCT
cana-6335	216	6	2000	2000	NUM
cana-6335	216	7	,	,	PUNCT
cana-6335	216	8	pp	pp	ADJ
cana-6335	216	9	.	.	PUNCT
cana-6335	217	1	1	1	NUM
cana-6335	217	2	-	-	SYM
cana-6335	217	3	15	15	NUM
cana-6335	217	4	.	.	PUNCT
cana-6335	218	1	[	[	X
cana-6335	218	2	35	35	NUM
cana-6335	218	3	]	]	PUNCT
cana-6335	218	4	t.	t.	PROPN
cana-6335	218	5	fawcett	fawcett	PROPN
cana-6335	218	6	,	,	PUNCT
cana-6335	218	7	"	"	PUNCT
cana-6335	218	8	an	an	DET
cana-6335	218	9	introduction	introduction	NOUN
cana-6335	218	10	to	to	ADP
cana-6335	218	11	roc	roc	PROPN
cana-6335	218	12	analysis	analysis	NOUN
cana-6335	218	13	,	,	PUNCT
cana-6335	218	14	"	"	PUNCT
cana-6335	218	15	pattern	pattern	NOUN
cana-6335	218	16	recognition	recognition	NOUN
cana-6335	218	17	letters	letter	NOUN
cana-6335	218	18	,	,	PUNCT
cana-6335	218	19	vol	vol	NOUN
cana-6335	218	20	.	.	PROPN
cana-6335	218	21	27	27	NUM
cana-6335	218	22	,	,	PUNCT
cana-6335	218	23	no	no	INTJ
cana-6335	218	24	.	.	NOUN
cana-6335	218	25	8	8	NUM
cana-6335	218	26	,	,	PUNCT
cana-6335	218	27	pp	pp	ADJ
cana-6335	218	28	.	.	PUNCT
cana-6335	218	29	861	861	NUM
cana-6335	218	30	-	-	SYM
cana-6335	218	31	874	874	NUM
cana-6335	218	32	,	,	PUNCT
cana-6335	218	33	2006	2006	NUM
cana-6335	218	34	.	.	PUNCT
cana-6335	219	1	[	[	X
cana-6335	219	2	36	36	NUM
cana-6335	219	3	]	]	X
cana-6335	219	4	f.	f.	PROPN
cana-6335	219	5	mormann	mormann	PROPN
cana-6335	219	6	et	et	PROPN
cana-6335	219	7	al	al	PROPN
cana-6335	219	8	.	.	PROPN
cana-6335	219	9	,	,	PUNCT
cana-6335	219	10	"	"	PUNCT
cana-6335	219	11	seizure	seizure	NOUN
cana-6335	219	12	prediction	prediction	NOUN
cana-6335	219	13	:	:	PUNCT
cana-6335	219	14	the	the	DET
cana-6335	219	15	long	long	ADJ
cana-6335	219	16	and	and	CCONJ
cana-6335	219	17	winding	wind	VERB
cana-6335	219	18	road	road	NOUN
cana-6335	219	19	,	,	PUNCT
cana-6335	219	20	"	"	PUNCT
cana-6335	219	21	brain	brain	NOUN
cana-6335	219	22	,	,	PUNCT
cana-6335	219	23	vol	vol	NOUN
cana-6335	219	24	.	.	PROPN
cana-6335	219	25	130	130	NUM
cana-6335	219	26	,	,	PUNCT
cana-6335	219	27	no	no	INTJ
cana-6335	219	28	.	.	NOUN
cana-6335	219	29	2	2	NUM
cana-6335	219	30	,	,	PUNCT
cana-6335	219	31	pp	pp	ADJ
cana-6335	219	32	.	.	PUNCT
cana-6335	220	1	314	314	NUM
cana-6335	220	2	-	-	SYM
cana-6335	220	3	333	333	NUM
cana-6335	220	4	,	,	PUNCT
cana-6335	220	5	2007	2007	NUM
cana-6335	220	6	.	.	PUNCT
cana-6335	221	1	[	[	X
cana-6335	221	2	37	37	NUM
cana-6335	221	3	]	]	X
cana-6335	221	4	l.	l.	PROPN
cana-6335	221	5	macea	macea	PROPN
cana-6335	221	6	et	et	PROPN
cana-6335	221	7	al	al	PROPN
cana-6335	221	8	.	.	PROPN
cana-6335	221	9	,	,	PUNCT
cana-6335	221	10	"	"	PUNCT
cana-6335	221	11	inter	inter	ADJ
cana-6335	221	12	-	-	ADJ
cana-6335	221	13	rater	rater	ADJ
cana-6335	221	14	agreement	agreement	NOUN
cana-6335	221	15	for	for	ADP
cana-6335	221	16	seizure	seizure	NOUN
cana-6335	221	17	type	type	NOUN
cana-6335	221	18	classification	classification	NOUN
cana-6335	221	19	,	,	PUNCT
cana-6335	221	20	"	"	PUNCT
cana-6335	221	21	epileptic	epileptic	ADJ
cana-6335	221	22	disorders	disorder	NOUN
cana-6335	221	23	,	,	PUNCT
cana-6335	221	24	vol	vol	NOUN
cana-6335	221	25	.	.	PROPN
cana-6335	221	26	21	21	NUM
cana-6335	221	27	,	,	PUNCT
cana-6335	221	28	no	no	INTJ
cana-6335	221	29	.	.	NOUN
cana-6335	221	30	2	2	NUM
cana-6335	221	31	,	,	PUNCT
cana-6335	221	32	pp	pp	ADJ
cana-6335	221	33	.	.	PUNCT
cana-6335	222	1	167	167	NUM
cana-6335	222	2	-	-	SYM
cana-6335	222	3	175	175	NUM
cana-6335	222	4	,	,	PUNCT
cana-6335	222	5	2019	2019	NUM
cana-6335	222	6	.	.	PUNCT
cana-6335	223	1	[	[	X
cana-6335	223	2	38	38	NUM
cana-6335	223	3	]	]	PUNCT
cana-6335	223	4	a.	a.	NOUN
cana-6335	223	5	h.	h.	PROPN
cana-6335	223	6	siddiqui	siddiqui	PROPN
cana-6335	223	7	et	et	PROPN
cana-6335	223	8	al	al	PROPN
cana-6335	223	9	.	.	PROPN
cana-6335	223	10	,	,	PUNCT
cana-6335	223	11	"	"	PUNCT
cana-6335	223	12	clinical	clinical	ADJ
cana-6335	223	13	decision	decision	NOUN
cana-6335	223	14	support	support	NOUN
cana-6335	223	15	systems	system	NOUN
cana-6335	223	16	in	in	ADP
cana-6335	223	17	epilepsy	epilepsy	ADJ
cana-6335	223	18	care	care	NOUN
cana-6335	223	19	:	:	PUNCT
cana-6335	223	20	a	a	DET
cana-6335	223	21	systematic	systematic	ADJ
cana-6335	223	22	review	review	NOUN
cana-6335	223	23	,	,	PUNCT
cana-6335	223	24	"	"	PUNCT
cana-6335	223	25	epilepsy	epilepsy	NOUN
cana-6335	223	26	&	&	CCONJ
cana-6335	223	27	behavior	behavior	PROPN
cana-6335	223	28	,	,	PUNCT
cana-6335	223	29	vol	vol	NOUN
cana-6335	223	30	.	.	PUNCT
cana-6335	224	1	127	127	NUM
cana-6335	224	2	,	,	PUNCT
cana-6335	224	3	pp	pp	ADJ
cana-6335	224	4	.	.	PUNCT
cana-6335	225	1	108504	108504	NUM
cana-6335	225	2	,	,	PUNCT
cana-6335	225	3	2022	2022	NUM
cana-6335	225	4	.	.	PUNCT
cana-6335	226	1	[	[	X
cana-6335	226	2	39	39	NUM
cana-6335	226	3	]	]	PUNCT
cana-6335	226	4	t.	t.	PROPN
cana-6335	226	5	hastie	hastie	PROPN
cana-6335	226	6	,	,	PUNCT
cana-6335	226	7	r.	r.	PROPN
cana-6335	226	8	tibshirani	tibshirani	PROPN
cana-6335	226	9	,	,	PUNCT
cana-6335	226	10	and	and	CCONJ
cana-6335	226	11	j.	j.	PROPN
cana-6335	226	12	friedman	friedman	PROPN
cana-6335	226	13	,	,	PUNCT
cana-6335	226	14	the	the	DET
cana-6335	226	15	elements	element	NOUN
cana-6335	226	16	of	of	ADP
cana-6335	226	17	statistical	statistical	ADJ
cana-6335	226	18	learning	learning	NOUN
cana-6335	226	19	,	,	PUNCT
cana-6335	226	20	2nd	2nd	ADJ
cana-6335	226	21	ed	ed	NOUN
cana-6335	226	22	.	.	PUNCT
cana-6335	227	1	new	new	PROPN
cana-6335	227	2	york	york	PROPN
cana-6335	227	3	:	:	PUNCT
cana-6335	227	4	springer	springer	NOUN
cana-6335	227	5	,	,	PUNCT
cana-6335	227	6	2009	2009	NUM
cana-6335	227	7	.	.	PUNCT
cana-6335	228	1	[	[	X
cana-6335	228	2	40	40	NUM
cana-6335	228	3	]	]	PUNCT
cana-6335	228	4	s.	s.	PROPN
cana-6335	228	5	sanei	sanei	PROPN
cana-6335	228	6	and	and	CCONJ
cana-6335	228	7	j.	j.	PROPN
cana-6335	228	8	a.	a.	PROPN
cana-6335	228	9	chambers	chambers	PROPN
cana-6335	228	10	,	,	PUNCT
cana-6335	228	11	eeg	eeg	PROPN
cana-6335	228	12	signal	signal	NOUN
cana-6335	228	13	processing	processing	NOUN
cana-6335	228	14	.	.	PUNCT
cana-6335	229	1	chichester	chichester	PROPN
cana-6335	229	2	:	:	PUNCT
cana-6335	229	3	wiley	wiley	PROPN
cana-6335	229	4	,	,	PUNCT
cana-6335	229	5	2007	2007	NUM
cana-6335	229	6	.	.	PUNCT
cana-6335	230	1	[	[	X
cana-6335	230	2	41	41	NUM
cana-6335	230	3	]	]	PUNCT
cana-6335	230	4	t.	t.	PROPN
cana-6335	230	5	chen	chen	PROPN
cana-6335	230	6	et	et	PROPN
cana-6335	230	7	al	al	PROPN
cana-6335	230	8	.	.	PROPN
cana-6335	230	9	,	,	PUNCT
cana-6335	230	10	"	"	PUNCT
cana-6335	230	11	machine	machine	NOUN
cana-6335	230	12	learning	learn	VERB
cana-6335	230	13	classification	classification	NOUN
cana-6335	230	14	of	of	ADP
cana-6335	230	15	epileptic	epileptic	ADJ
cana-6335	230	16	and	and	CCONJ
cana-6335	230	17	psychogenic	psychogenic	ADJ
cana-6335	230	18	seizures	seizure	NOUN
cana-6335	230	19	using	use	VERB
cana-6335	230	20	eeg	eeg	PROPN
cana-6335	230	21	spectral	spectral	ADJ
cana-6335	230	22	features	feature	NOUN
cana-6335	230	23	,	,	PUNCT
cana-6335	230	24	"	"	PUNCT
cana-6335	230	25	clinical	clinical	ADJ
cana-6335	230	26	neurophysiology	neurophysiology	NOUN
cana-6335	230	27	,	,	PUNCT
cana-6335	230	28	vol	vol	NOUN
cana-6335	230	29	.	.	PROPN
cana-6335	230	30	132	132	NUM
cana-6335	230	31	,	,	PUNCT
cana-6335	230	32	no	no	INTJ
cana-6335	230	33	.	.	NOUN
cana-6335	230	34	5	5	NUM
cana-6335	230	35	,	,	PUNCT
cana-6335	230	36	pp	pp	ADJ
cana-6335	230	37	.	.	PUNCT
cana-6335	231	1	1147	1147	NUM
cana-6335	231	2	-	-	SYM
cana-6335	231	3	1155	1155	NUM
cana-6335	231	4	,	,	PUNCT
cana-6335	231	5	2021	2021	NUM
cana-6335	231	6	.	.	PUNCT
cana-6335	232	1	[	[	X
cana-6335	232	2	42	42	NUM
cana-6335	232	3	]	]	PUNCT
cana-6335	232	4	s.	s.	PROPN
cana-6335	232	5	gasparini	gasparini	PROPN
cana-6335	232	6	et	et	PROPN
cana-6335	232	7	al	al	PROPN
cana-6335	232	8	.	.	PROPN
cana-6335	232	9	,	,	PUNCT
cana-6335	232	10	"	"	PUNCT
cana-6335	232	11	differential	differential	ADJ
cana-6335	232	12	diagnosis	diagnosis	NOUN
cana-6335	232	13	of	of	ADP
cana-6335	232	14	epileptic	epileptic	ADJ
cana-6335	232	15	and	and	CCONJ
cana-6335	232	16	psychogenic	psychogenic	ADJ
cana-6335	232	17	seizures	seizure	NOUN
cana-6335	232	18	using	use	VERB
cana-6335	232	19	machine	machine	NOUN
cana-6335	232	20	learning	learning	NOUN
cana-6335	232	21	on	on	ADP
cana-6335	232	22	time	time	NOUN
cana-6335	232	23	-	-	PUNCT
cana-6335	232	24	frequency	frequency	NOUN
cana-6335	232	25	eeg	eeg	NOUN
cana-6335	232	26	features	feature	NOUN
cana-6335	232	27	,	,	PUNCT
cana-6335	232	28	"	"	PUNCT
cana-6335	232	29	seizure	seizure	NOUN
cana-6335	232	30	,	,	PUNCT
cana-6335	232	31	vol	vol	NOUN
cana-6335	232	32	.	.	PROPN
cana-6335	232	33	98	98	NUM
cana-6335	232	34	,	,	PUNCT
cana-6335	232	35	pp	pp	ADJ
cana-6335	232	36	.	.	PUNCT
cana-6335	233	1	45	45	NUM
cana-6335	233	2	-	-	SYM
cana-6335	233	3	52	52	NUM
cana-6335	233	4	,	,	PUNCT
cana-6335	233	5	2022	2022	NUM
cana-6335	233	6	.	.	PUNCT
cana-6335	234	1	[	[	X
cana-6335	234	2	43	43	NUM
cana-6335	234	3	]	]	X
cana-6335	234	4	j.	j.	PROPN
cana-6335	234	5	pereira	pereira	PROPN
cana-6335	234	6	et	et	PROPN
cana-6335	234	7	al	al	PROPN
cana-6335	234	8	.	.	PROPN
cana-6335	234	9	,	,	PUNCT
cana-6335	234	10	"	"	PUNCT
cana-6335	234	11	multi	multi	ADJ
cana-6335	234	12	-	-	ADJ
cana-6335	234	13	domain	domain	ADJ
cana-6335	234	14	feature	feature	NOUN
cana-6335	234	15	ensemble	ensemble	ADJ
cana-6335	234	16	for	for	ADP
cana-6335	234	17	automated	automate	VERB
cana-6335	234	18	pnes	pne	NOUN
cana-6335	234	19	detection	detection	NOUN
cana-6335	234	20	:	:	PUNCT
cana-6335	234	21	a	a	DET
cana-6335	234	22	largescale	largescale	NOUN
cana-6335	234	23	validation	validation	NOUN
cana-6335	234	24	study	study	NOUN
cana-6335	234	25	,	,	PUNCT
cana-6335	234	26	"	"	PUNCT
cana-6335	234	27	epilepsia	epilepsia	NOUN
cana-6335	234	28	,	,	PUNCT
cana-6335	234	29	vol	vol	NOUN
cana-6335	234	30	.	.	PROPN
cana-6335	234	31	64	64	NUM
cana-6335	234	32	,	,	PUNCT
cana-6335	234	33	no	no	INTJ
cana-6335	234	34	.	.	NOUN
cana-6335	234	35	3	3	NUM
cana-6335	234	36	,	,	PUNCT
cana-6335	234	37	pp	pp	ADJ
cana-6335	234	38	.	.	PUNCT
cana-6335	234	39	678	678	NUM
cana-6335	234	40	-	-	SYM
cana-6335	234	41	689	689	NUM
cana-6335	234	42	,	,	PUNCT
cana-6335	234	43	2023	2023	NUM
cana-6335	234	44	.	.	PUNCT
cana-6335	235	1	[	[	X
cana-6335	235	2	44	44	NUM
cana-6335	235	3	]	]	X
cana-6335	235	4	y.	y.	PROPN
cana-6335	235	5	roy	roy	PROPN
cana-6335	235	6	et	et	PROPN
cana-6335	235	7	al	al	PROPN
cana-6335	235	8	.	.	PROPN
cana-6335	235	9	,	,	PUNCT
cana-6335	235	10	"	"	PUNCT
cana-6335	235	11	deep	deep	ADJ
cana-6335	235	12	learning	learning	NOUN
cana-6335	235	13	-	-	PUNCT
cana-6335	235	14	based	base	VERB
cana-6335	235	15	electroencephalography	electroencephalography	NOUN
cana-6335	235	16	analysis	analysis	NOUN
cana-6335	235	17	:	:	PUNCT
cana-6335	235	18	a	a	DET
cana-6335	235	19	systematic	systematic	ADJ
cana-6335	235	20	review	review	NOUN
cana-6335	235	21	,	,	PUNCT
cana-6335	235	22	"	"	PUNCT
cana-6335	235	23	journal	journal	NOUN
cana-6335	235	24	of	of	ADP
cana-6335	235	25	neural	neural	ADJ
cana-6335	235	26	engineering	engineering	NOUN
cana-6335	235	27	,	,	PUNCT
cana-6335	235	28	vol	vol	NOUN
cana-6335	235	29	.	.	PROPN
cana-6335	235	30	16	16	NUM
cana-6335	235	31	,	,	PUNCT
cana-6335	235	32	no	no	INTJ
cana-6335	235	33	.	.	NOUN
cana-6335	235	34	5	5	NUM
cana-6335	235	35	,	,	PUNCT
cana-6335	235	36	pp	pp	ADJ
cana-6335	235	37	.	.	PUNCT
cana-6335	235	38	051001	051001	NUM
cana-6335	235	39	,	,	PUNCT
cana-6335	235	40	2019	2019	NUM
cana-6335	235	41	.	.	PUNCT