id	sid	tid	token	lemma	pos
alkej-938	1	1	this	this	PRON
alkej-938	1	2	is	be	AUX
alkej-938	1	3	an	an	DET
alkej-938	1	4	open	open	ADJ
alkej-938	1	5	access	access	NOUN
alkej-938	1	6	article	article	NOUN
alkej-938	1	7	under	under	ADP
alkej-938	1	8	the	the	DET
alkej-938	1	9	cc	cc	NOUN
alkej-938	1	10	by	by	ADP
alkej-938	1	11	license	license	NOUN
alkej-938	1	12	:	:	PUNCT
alkej-938	1	13	al	al	PROPN
alkej-938	1	14	-	-	PUNCT
alkej-938	1	15	khwarizmi	khwarizmi	PROPN
alkej-938	1	16	engineering	engineering	PROPN
alkej-938	1	17	journal	journal	PROPN
alkej-938	1	18	al	al	PROPN
alkej-938	1	19	-	-	PUNCT
alkej-938	1	20	khwarizmi	khwarizmi	PROPN
alkej-938	1	21	engineering	engineering	PROPN
alkej-938	1	22	journal	journal	PROPN
alkej-938	1	23	issn	issn	PROPN
alkej-938	1	24	(	(	PUNCT
alkej-938	1	25	printed	print	VERB
alkej-938	1	26	):	):	PUNCT
alkej-938	1	27	1818	1818	NUM
alkej-938	1	28	–	–	PUNCT
alkej-938	1	29	1171	1171	NUM
alkej-938	1	30	,	,	PUNCT
alkej-938	1	31	issn	issn	PROPN
alkej-938	1	32	(	(	PUNCT
alkej-938	1	33	online	online	ADJ
alkej-938	1	34	):	):	PUNCT
alkej-938	1	35	2312	2312	NUM
alkej-938	1	36	–	–	PUNCT
alkej-938	1	37	0789	0789	NUM
alkej-938	1	38	vol	vol	NOUN
alkej-938	1	39	.	.	PROPN
alkej-938	1	40	20	20	NUM
alkej-938	1	41	,	,	PUNCT
alkej-938	1	42	no	no	INTJ
alkej-938	1	43	.	.	NOUN
alkej-938	1	44	4	4	NUM
alkej-938	1	45	,	,	PUNCT
alkej-938	1	46	december	december	PROPN
alkej-938	1	47	(	(	PUNCT
alkej-938	1	48	2024	2024	NUM
alkej-938	1	49	)	)	PUNCT
alkej-938	1	50	,	,	PUNCT
alkej-938	1	51	pp	pp	ADP
alkej-938	1	52	.	.	PUNCT
alkej-938	2	1	1	1	NUM
alkej-938	2	2	-	-	SYM
alkej-938	2	3	12	12	NUM
alkej-938	2	4	deep	deep	ADJ
alkej-938	2	5	learning	learning	NOUN
alkej-938	2	6	model	model	NOUN
alkej-938	2	7	for	for	ADP
alkej-938	2	8	prediction	prediction	NOUN
alkej-938	2	9	of	of	ADP
alkej-938	2	10	dementia	dementia	NOUN
alkej-938	2	11	severity	severity	NOUN
alkej-938	2	12	based	base	VERB
alkej-938	2	13	on	on	ADP
alkej-938	2	14	eeg	eeg	NOUN
alkej-938	2	15	signals	signal	NOUN
alkej-938	2	16	noor	noor	PROPN
alkej-938	2	17	kamal	kamal	PROPN
alkej-938	2	18	al	al	PROPN
alkej-938	2	19	-	-	PUNCT
alkej-938	2	20	qazzaz	qazzaz	PROPN
alkej-938	2	21	1	1	NUM
alkej-938	2	22	*	*	NOUN
alkej-938	2	23	,	,	PUNCT
alkej-938	2	24	sawal	sawal	PROPN
alkej-938	2	25	hamid	hamid	PROPN
alkej-938	2	26	bin	bin	PROPN
alkej-938	2	27	mohd	mohd	PROPN
alkej-938	2	28	ali	ali	PROPN
alkej-938	2	29	2,3	2,3	NUM
alkej-938	2	30	siti	siti	NOUN
alkej-938	2	31	anom	anom	PROPN
alkej-938	2	32	ahmad	ahmad	PROPN
alkej-938	2	33	4,5	4,5	NUM
alkej-938	2	34	1department	1department	NUM
alkej-938	2	35	of	of	ADP
alkej-938	2	36	biomedical	biomedical	ADJ
alkej-938	2	37	engineering	engineering	NOUN
alkej-938	2	38	,	,	PUNCT
alkej-938	2	39	al	al	PROPN
alkej-938	2	40	-	-	PUNCT
alkej-938	2	41	khwarizmi	khwarizmi	PROPN
alkej-938	2	42	college	college	PROPN
alkej-938	2	43	of	of	ADP
alkej-938	2	44	engineering	engineering	PROPN
alkej-938	2	45	,	,	PUNCT
alkej-938	2	46	university	university	NOUN
alkej-938	2	47	of	of	ADP
alkej-938	2	48	baghdad	baghdad	PROPN
alkej-938	2	49	,	,	PUNCT
alkej-938	2	50	baghdad	baghdad	PROPN
alkej-938	2	51	47146	47146	NUM
alkej-938	2	52	,	,	PUNCT
alkej-938	2	53	iraq	iraq	PROPN
alkej-938	2	54	2department	2department	NUM
alkej-938	2	55	of	of	ADP
alkej-938	2	56	electrical	electrical	ADJ
alkej-938	2	57	,	,	PUNCT
alkej-938	2	58	electronic	electronic	ADJ
alkej-938	2	59	and	and	CCONJ
alkej-938	2	60	systems	system	NOUN
alkej-938	2	61	engineering	engineering	NOUN
alkej-938	2	62	,	,	PUNCT
alkej-938	2	63	faculty	faculty	NOUN
alkej-938	2	64	of	of	ADP
alkej-938	2	65	engineering	engineering	NOUN
alkej-938	2	66	and	and	CCONJ
alkej-938	2	67	built	build	VERB
alkej-938	2	68	environment	environment	NOUN
alkej-938	2	69	,	,	PUNCT
alkej-938	2	70	universiti	universiti	PROPN
alkej-938	2	71	kebangsaan	kebangsaan	PROPN
alkej-938	2	72	malaysia	malaysia	PROPN
alkej-938	2	73	,	,	PUNCT
alkej-938	2	74	ukm	ukm	PROPN
alkej-938	2	75	bangi	bangi	PROPN
alkej-938	2	76	,	,	PUNCT
alkej-938	2	77	selangor	selangor	PROPN
alkej-938	2	78	43600	43600	NUM
alkej-938	2	79	,	,	PUNCT
alkej-938	2	80	malaysia	malaysia	PROPN
alkej-938	2	81	3centre	3centre	NUM
alkej-938	2	82	of	of	ADP
alkej-938	2	83	advanced	advanced	ADJ
alkej-938	2	84	electronic	electronic	ADJ
alkej-938	2	85	and	and	CCONJ
alkej-938	2	86	communication	communication	NOUN
alkej-938	2	87	engineering	engineering	NOUN
alkej-938	2	88	,	,	PUNCT
alkej-938	2	89	department	department	NOUN
alkej-938	2	90	of	of	ADP
alkej-938	2	91	electrical	electrical	ADJ
alkej-938	2	92	,	,	PUNCT
alkej-938	2	93	electronic	electronic	ADJ
alkej-938	2	94	and	and	CCONJ
alkej-938	2	95	systems	system	NOUN
alkej-938	2	96	engineering	engineering	NOUN
alkej-938	2	97	,	,	PUNCT
alkej-938	2	98	universiti	universiti	PROPN
alkej-938	2	99	kebangsaan	kebangsaan	PROPN
alkej-938	2	100	malaysia	malaysia	PROPN
alkej-938	2	101	,	,	PUNCT
alkej-938	2	102	selangor	selangor	PROPN
alkej-938	2	103	,	,	PUNCT
alkej-938	2	104	malaysia	malaysia	PROPN
alkej-938	2	105	,	,	PUNCT
alkej-938	2	106	43600	43600	NUM
alkej-938	2	107	4department	4department	NUM
alkej-938	2	108	of	of	ADP
alkej-938	2	109	electrical	electrical	ADJ
alkej-938	2	110	and	and	CCONJ
alkej-938	2	111	electronic	electronic	ADJ
alkej-938	2	112	engineering	engineering	NOUN
alkej-938	2	113	,	,	PUNCT
alkej-938	2	114	faculty	faculty	NOUN
alkej-938	2	115	of	of	ADP
alkej-938	2	116	engineering	engineering	PROPN
alkej-938	2	117	,	,	PUNCT
alkej-938	2	118	universiti	universiti	PROPN
alkej-938	2	119	putra	putra	PROPN
alkej-938	2	120	malaysia	malaysia	PROPN
alkej-938	2	121	,	,	PUNCT
alkej-938	2	122	upm	upm	PROPN
alkej-938	2	123	serdang	serdang	PROPN
alkej-938	2	124	,	,	PUNCT
alkej-938	2	125	selangor	selangor	PROPN
alkej-938	2	126	43400	43400	NUM
alkej-938	2	127	,	,	PUNCT
alkej-938	2	128	malaysia	malaysia	PROPN
alkej-938	2	129	5malaysian	5malaysian	NUM
alkej-938	2	130	research	research	NOUN
alkej-938	2	131	institute	institute	NOUN
alkej-938	2	132	on	on	ADP
alkej-938	2	133	ageing	age	VERB
alkej-938	2	134	(	(	PUNCT
alkej-938	2	135	myageing	myagee	VERB
alkej-938	2	136	™	™	NOUN
alkej-938	2	137	)	)	PUNCT
alkej-938	2	138	,	,	PUNCT
alkej-938	2	139	universiti	universiti	PROPN
alkej-938	2	140	putra	putra	PROPN
alkej-938	2	141	malaysia	malaysia	PROPN
alkej-938	2	142	,	,	PUNCT
alkej-938	2	143	serdang	serdang	PROPN
alkej-938	2	144	,	,	PUNCT
alkej-938	2	145	selangor	selangor	PROPN
alkej-938	2	146	43400	43400	NUM
alkej-938	2	147	,	,	PUNCT
alkej-938	2	148	malaysia	malaysia	PROPN
alkej-938	2	149	*	*	PUNCT
alkej-938	2	150	corresponding	correspond	VERB
alkej-938	2	151	author	author	NOUN
alkej-938	2	152	,	,	PUNCT
alkej-938	2	153	s	s	NOUN
alkej-938	2	154	email	email	NOUN
alkej-938	2	155	:	:	PUNCT
alkej-938	2	156	noorbme@kecbu.uobaghdad.edu.iq	noorbme@kecbu.uobaghdad.edu.iq	PUNCT
alkej-938	2	157	(	(	PUNCT
alkej-938	2	158	received	receive	VERB
alkej-938	2	159	27	27	NUM
alkej-938	2	160	march	march	NOUN
alkej-938	2	161	2024	2024	NUM
alkej-938	2	162	;	;	PUNCT
alkej-938	2	163	revised	revise	VERB
alkej-938	2	164	3	3	NUM
alkej-938	2	165	july	july	PROPN
alkej-938	2	166	2024	2024	NUM
alkej-938	2	167	;	;	PUNCT
alkej-938	2	168	accepted	accept	VERB
alkej-938	2	169	11	11	NUM
alkej-938	2	170	august	august	PROPN
alkej-938	2	171	2024	2024	NUM
alkej-938	2	172	;	;	PUNCT
alkej-938	2	173	published	publish	VERB
alkej-938	2	174	1	1	NUM
alkej-938	2	175	december	december	PROPN
alkej-938	2	176	2024	2024	NUM
alkej-938	2	177	)	)	PUNCT
alkej-938	2	178	https://doi.org/10.22153/kej.2024.08.002	https://doi.org/10.22153/kej.2024.08.002	PUNCT
alkej-938	2	179	abstract	abstract	ADV
alkej-938	2	180	this	this	DET
alkej-938	2	181	study	study	NOUN
alkej-938	2	182	aimed	aim	VERB
alkej-938	2	183	to	to	PART
alkej-938	2	184	determine	determine	VERB
alkej-938	2	185	variations	variation	NOUN
alkej-938	2	186	in	in	ADP
alkej-938	2	187	the	the	DET
alkej-938	2	188	electroencephalograms	electroencephalogram	NOUN
alkej-938	2	189	(	(	PUNCT
alkej-938	2	190	eegs	eeg	NOUN
alkej-938	2	191	)	)	PUNCT
alkej-938	2	192	of	of	ADP
alkej-938	2	193	15	15	NUM
alkej-938	2	194	individuals	individual	NOUN
alkej-938	2	195	who	who	PRON
alkej-938	2	196	were	be	AUX
alkej-938	2	197	diagnosed	diagnose	VERB
alkej-938	2	198	with	with	ADP
alkej-938	2	199	mild	mild	ADJ
alkej-938	2	200	cognitive	cognitive	ADJ
alkej-938	2	201	impairment	impairment	NOUN
alkej-938	2	202	(	(	PUNCT
alkej-938	2	203	mci	mci	NOUN
alkej-938	2	204	)	)	PUNCT
alkej-938	2	205	following	follow	VERB
alkej-938	2	206	stroke	stroke	NOUN
alkej-938	2	207	,	,	PUNCT
alkej-938	2	208	5	5	NUM
alkej-938	2	209	individuals	individual	NOUN
alkej-938	2	210	suffering	suffer	VERB
alkej-938	2	211	from	from	ADP
alkej-938	2	212	vascular	vascular	ADJ
alkej-938	2	213	dementia	dementia	NOUN
alkej-938	2	214	(	(	PUNCT
alkej-938	2	215	vd	vd	NOUN
alkej-938	2	216	)	)	PUNCT
alkej-938	2	217	and	and	CCONJ
alkej-938	2	218	15	15	NUM
alkej-938	2	219	healthy	healthy	ADJ
alkej-938	2	220	normal	normal	ADJ
alkej-938	2	221	control	control	NOUN
alkej-938	2	222	(	(	PUNCT
alkej-938	2	223	nc	nc	PROPN
alkej-938	2	224	)	)	PUNCT
alkej-938	2	225	individuals	individual	NOUN
alkej-938	2	226	who	who	PRON
alkej-938	2	227	performed	perform	VERB
alkej-938	2	228	a	a	DET
alkej-938	2	229	working	work	VERB
alkej-938	2	230	memory	memory	NOUN
alkej-938	2	231	task	task	NOUN
alkej-938	2	232	.	.	PUNCT
alkej-938	3	1	conventional	conventional	ADJ
alkej-938	3	2	filters	filter	NOUN
alkej-938	3	3	including	include	VERB
alkej-938	3	4	notch	notch	NOUN
alkej-938	3	5	and	and	CCONJ
alkej-938	3	6	bandpass	bandpass	NOUN
alkej-938	3	7	filters	filter	NOUN
alkej-938	3	8	were	be	AUX
alkej-938	3	9	utilised	utilise	VERB
alkej-938	3	10	to	to	PART
alkej-938	3	11	remove	remove	VERB
alkej-938	3	12	noise	noise	NOUN
alkej-938	3	13	from	from	ADP
alkej-938	3	14	the	the	DET
alkej-938	3	15	eeg	eeg	PROPN
alkej-938	3	16	data	datum	NOUN
alkej-938	3	17	.	.	PUNCT
alkej-938	4	1	the	the	DET
alkej-938	4	2	proposed	propose	VERB
alkej-938	4	3	method	method	NOUN
alkej-938	4	4	comprises	comprise	VERB
alkej-938	4	5	computing	compute	VERB
alkej-938	4	6	the	the	DET
alkej-938	4	7	estimates	estimate	NOUN
alkej-938	4	8	of	of	ADP
alkej-938	4	9	the	the	DET
alkej-938	4	10	attention	attention	NOUN
alkej-938	4	11	entropy	entropy	NOUN
alkej-938	4	12	(	(	PUNCT
alkej-938	4	13	atten	atten	PROPN
alkej-938	4	14	)	)	PUNCT
alkej-938	4	15	,	,	PUNCT
alkej-938	4	16	bubble	bubble	NOUN
alkej-938	4	17	entropy	entropy	NOUN
alkej-938	4	18	(	(	PUNCT
alkej-938	4	19	bubben	bubben	PROPN
alkej-938	4	20	)	)	PUNCT
alkej-938	4	21	and	and	CCONJ
alkej-938	4	22	symbolic	symbolic	ADJ
alkej-938	4	23	dynamic	dynamic	ADJ
alkej-938	4	24	entropy	entropy	NOUN
alkej-938	4	25	(	(	PUNCT
alkej-938	4	26	sydyen	sydyen	NOUN
alkej-938	4	27	)	)	PUNCT
alkej-938	4	28	of	of	ADP
alkej-938	4	29	univariate	univariate	ADJ
alkej-938	4	30	data	datum	NOUN
alkej-938	4	31	sequence	sequence	NOUN
alkej-938	4	32	features	feature	VERB
alkej-938	4	33	.	.	PUNCT
alkej-938	5	1	the	the	DET
alkej-938	5	2	long	long	ADJ
alkej-938	5	3	short	short	ADJ
alkej-938	5	4	-	-	PUNCT
alkej-938	5	5	term	term	NOUN
alkej-938	5	6	memory	memory	NOUN
alkej-938	5	7	(	(	PUNCT
alkej-938	5	8	lstm	lstm	NOUN
alkej-938	5	9	)	)	PUNCT
alkej-938	5	10	deep	deep	ADJ
alkej-938	5	11	learning	learn	VERB
alkej-938	5	12	neural	neural	ADJ
alkej-938	5	13	network	network	NOUN
alkej-938	5	14	was	be	AUX
alkej-938	5	15	used	use	VERB
alkej-938	5	16	to	to	PART
alkej-938	5	17	automatically	automatically	ADV
alkej-938	5	18	classify	classify	VERB
alkej-938	5	19	dementia	dementia	NOUN
alkej-938	5	20	severity	severity	NOUN
alkej-938	5	21	through	through	ADP
alkej-938	5	22	noninvasive	noninvasive	ADJ
alkej-938	5	23	eeg	eeg	NOUN
alkej-938	5	24	-	-	PUNCT
alkej-938	5	25	based	base	VERB
alkej-938	5	26	recordings	recording	NOUN
alkej-938	5	27	.	.	PUNCT
alkej-938	6	1	the	the	DET
alkej-938	6	2	lstm	lstm	ADJ
alkej-938	6	3	classification	classification	NOUN
alkej-938	6	4	result	result	NOUN
alkej-938	6	5	with	with	ADP
alkej-938	6	6	atten	atten	PROPN
alkej-938	6	7	exceeds	exceed	VERB
alkej-938	6	8	an	an	DET
alkej-938	6	9	average	average	NOUN
alkej-938	6	10	of	of	ADP
alkej-938	6	11	88.9	88.9	NUM
alkej-938	6	12	%	%	NOUN
alkej-938	6	13	than	than	ADP
alkej-938	6	14	bubben	bubben	NOUN
alkej-938	6	15	and	and	CCONJ
alkej-938	6	16	sydyen	sydyen	NOUN
alkej-938	6	17	,	,	PUNCT
alkej-938	6	18	with	with	ADP
alkej-938	6	19	classification	classification	NOUN
alkej-938	6	20	results	result	NOUN
alkej-938	6	21	of	of	ADP
alkej-938	6	22	69.2	69.2	NUM
alkej-938	6	23	%	%	NOUN
alkej-938	6	24	and	and	CCONJ
alkej-938	6	25	77.7	77.7	NUM
alkej-938	6	26	%	%	NOUN
alkej-938	6	27	,	,	PUNCT
alkej-938	6	28	respectively	respectively	ADV
alkej-938	6	29	.	.	PUNCT
alkej-938	7	1	the	the	DET
alkej-938	7	2	analysis	analysis	NOUN
alkej-938	7	3	of	of	ADP
alkej-938	7	4	the	the	DET
alkej-938	7	5	brain	brain	NOUN
alkej-938	7	6	eeg	eeg	NOUN
alkej-938	7	7	-	-	PUNCT
alkej-938	7	8	based	base	VERB
alkej-938	7	9	dementia	dementia	NOUN
alkej-938	7	10	severity	severity	NOUN
alkej-938	7	11	dataset	dataset	NOUN
alkej-938	7	12	suggests	suggest	VERB
alkej-938	7	13	that	that	SCONJ
alkej-938	7	14	atten	atten	PROPN
alkej-938	7	15	could	could	AUX
alkej-938	7	16	potentially	potentially	ADV
alkej-938	7	17	serve	serve	VERB
alkej-938	7	18	as	as	ADP
alkej-938	7	19	a	a	DET
alkej-938	7	20	biomarker	biomarker	NOUN
alkej-938	7	21	for	for	ADP
alkej-938	7	22	detecting	detect	VERB
alkej-938	7	23	dementia	dementia	NOUN
alkej-938	7	24	severity	severity	NOUN
alkej-938	7	25	.	.	PUNCT
alkej-938	8	1	atten	atten	PROPN
alkej-938	8	2	can	can	AUX
alkej-938	8	3	capture	capture	VERB
alkej-938	8	4	relevant	relevant	ADJ
alkej-938	8	5	patterns	pattern	NOUN
alkej-938	8	6	and	and	CCONJ
alkej-938	8	7	features	feature	NOUN
alkej-938	8	8	in	in	ADP
alkej-938	8	9	the	the	DET
alkej-938	8	10	eeg	eeg	NOUN
alkej-938	8	11	data	datum	NOUN
alkej-938	8	12	and	and	CCONJ
alkej-938	8	13	may	may	AUX
alkej-938	8	14	be	be	AUX
alkej-938	8	15	indicative	indicative	ADJ
alkej-938	8	16	of	of	ADP
alkej-938	8	17	the	the	DET
alkej-938	8	18	severity	severity	NOUN
alkej-938	8	19	of	of	ADP
alkej-938	8	20	dementia	dementia	NOUN
alkej-938	8	21	with	with	ADP
alkej-938	8	22	lstm	lstm	NOUN
alkej-938	8	23	rnn	rnn	VERB
alkej-938	8	24	to	to	PART
alkej-938	8	25	differentiate	differentiate	VERB
alkej-938	8	26	patients	patient	NOUN
alkej-938	8	27	with	with	ADP
alkej-938	8	28	vd	vd	NOUN
alkej-938	8	29	,	,	PUNCT
alkej-938	8	30	patients	patient	NOUN
alkej-938	8	31	with	with	ADP
alkej-938	8	32	mci	mci	PROPN
alkej-938	8	33	and	and	CCONJ
alkej-938	8	34	nc	nc	PROPN
alkej-938	8	35	individuals	individual	NOUN
alkej-938	8	36	.	.	PUNCT
alkej-938	9	1	keywords	keyword	NOUN
alkej-938	9	2	:	:	PUNCT
alkej-938	9	3	dementia	dementia	NOUN
alkej-938	9	4	;	;	PUNCT
alkej-938	9	5	deep	deep	ADJ
alkej-938	9	6	learning	learning	NOUN
alkej-938	9	7	;	;	PUNCT
alkej-938	9	8	transfer	transfer	NOUN
alkej-938	9	9	learning	learning	NOUN
alkej-938	9	10	;	;	PUNCT
alkej-938	9	11	long	long	ADJ
alkej-938	9	12	short	short	ADJ
alkej-938	9	13	-	-	PUNCT
alkej-938	9	14	term	term	NOUN
alkej-938	9	15	memory	memory	NOUN
alkej-938	9	16	;	;	PUNCT
alkej-938	9	17	classification	classification	NOUN
alkej-938	9	18	1	1	NUM
alkej-938	9	19	.	.	PUNCT
alkej-938	10	1	introduction	introduction	NOUN
alkej-938	10	2	cognitive	cognitive	ADJ
alkej-938	10	3	impairment	impairment	NOUN
alkej-938	10	4	occurs	occur	VERB
alkej-938	10	5	due	due	ADJ
alkej-938	10	6	to	to	ADP
alkej-938	10	7	vascular	vascular	ADJ
alkej-938	10	8	lesions	lesion	NOUN
alkej-938	10	9	that	that	PRON
alkej-938	10	10	arise	arise	VERB
alkej-938	10	11	from	from	ADP
alkej-938	10	12	a	a	DET
alkej-938	10	13	diverse	diverse	ADJ
alkej-938	10	14	range	range	NOUN
alkej-938	10	15	of	of	ADP
alkej-938	10	16	medical	medical	ADJ
alkej-938	10	17	conditions	condition	NOUN
alkej-938	10	18	,	,	PUNCT
alkej-938	10	19	including	include	VERB
alkej-938	10	20	ischemic	ischemic	ADJ
alkej-938	10	21	heart	heart	NOUN
alkej-938	10	22	disease	disease	NOUN
alkej-938	10	23	and	and	CCONJ
alkej-938	10	24	stroke	stroke	NOUN
alkej-938	11	1	[	[	X
alkej-938	11	2	1	1	NUM
alkej-938	11	3	]	]	PUNCT
alkej-938	11	4	.	.	PUNCT
alkej-938	12	1	about	about	ADV
alkej-938	12	2	1	1	NUM
alkej-938	12	3	%	%	NOUN
alkej-938	12	4	to	to	PART
alkej-938	12	5	4	4	NUM
alkej-938	12	6	%	%	NOUN
alkej-938	12	7	of	of	ADP
alkej-938	12	8	the	the	DET
alkej-938	12	9	elderly	elderly	ADJ
alkej-938	12	10	population	population	NOUN
alkej-938	12	11	over	over	ADP
alkej-938	12	12	the	the	DET
alkej-938	12	13	age	age	NOUN
alkej-938	12	14	of	of	ADP
alkej-938	12	15	65	65	NUM
alkej-938	12	16	years	year	NOUN
alkej-938	12	17	suffers	suffer	VERB
alkej-938	12	18	from	from	ADP
alkej-938	12	19	vascular	vascular	ADJ
alkej-938	12	20	dementia	dementia	NOUN
alkej-938	12	21	(	(	PUNCT
alkej-938	12	22	vd	vd	NOUN
alkej-938	12	23	)	)	PUNCT
alkej-938	12	24	,	,	PUNCT
alkej-938	12	25	and	and	CCONJ
alkej-938	12	26	this	this	DET
alkej-938	12	27	number	number	NOUN
alkej-938	12	28	will	will	AUX
alkej-938	12	29	double	double	VERB
alkej-938	12	30	every	every	DET
alkej-938	12	31	5	5	NUM
alkej-938	12	32	to	to	PART
alkej-938	12	33	10	10	NUM
alkej-938	12	34	years	year	NOUN
alkej-938	13	1	[	[	X
alkej-938	13	2	2	2	NUM
alkej-938	13	3	]	]	PUNCT
alkej-938	13	4	.	.	PUNCT
alkej-938	14	1	vd	vd	NOUN
alkej-938	14	2	is	be	AUX
alkej-938	14	3	the	the	DET
alkej-938	14	4	second	second	ADJ
alkej-938	14	5	most	most	ADV
alkej-938	14	6	common	common	ADJ
alkej-938	14	7	form	form	NOUN
alkej-938	14	8	of	of	ADP
alkej-938	14	9	dementia	dementia	NOUN
alkej-938	14	10	,	,	PUNCT
alkej-938	14	11	after	after	ADP
alkej-938	14	12	alzheimer	alzheimer	PROPN
alkej-938	14	13	’s	’s	PART
alkej-938	14	14	disease	disease	NOUN
alkej-938	14	15	(	(	PUNCT
alkej-938	14	16	ad	ad	NOUN
alkej-938	14	17	)	)	PUNCT
alkej-938	15	1	[	[	X
alkej-938	15	2	3	3	NUM
alkej-938	15	3	]	]	PUNCT
alkej-938	15	4	.	.	PUNCT
alkej-938	16	1	mild	mild	ADJ
alkej-938	16	2	cognitive	cognitive	ADJ
alkej-938	16	3	impairment	impairment	NOUN
alkej-938	16	4	(	(	PUNCT
alkej-938	16	5	mci	mci	NOUN
alkej-938	16	6	)	)	PUNCT
alkej-938	16	7	refers	refer	VERB
alkej-938	16	8	to	to	ADP
alkej-938	16	9	a	a	DET
alkej-938	16	10	decrease	decrease	NOUN
alkej-938	16	11	in	in	ADP
alkej-938	16	12	cognitive	cognitive	ADJ
alkej-938	16	13	function	function	NOUN
alkej-938	16	14	that	that	PRON
alkej-938	16	15	is	be	AUX
alkej-938	16	16	more	more	ADV
alkej-938	16	17	severe	severe	ADJ
alkej-938	16	18	than	than	SCONJ
alkej-938	16	19	one	one	PRON
alkej-938	16	20	would	would	AUX
alkej-938	16	21	expect	expect	VERB
alkej-938	16	22	given	give	VERB
alkej-938	16	23	one	one	PRON
alkej-938	16	24	’s	’s	PART
alkej-938	16	25	age	age	NOUN
alkej-938	16	26	and	and	CCONJ
alkej-938	16	27	degree	degree	NOUN
alkej-938	16	28	of	of	ADP
alkej-938	16	29	education	education	NOUN
alkej-938	16	30	but	but	CCONJ
alkej-938	16	31	does	do	AUX
alkej-938	16	32	not	not	PART
alkej-938	16	33	significantly	significantly	ADV
alkej-938	16	34	impact	impact	VERB
alkej-938	16	35	one	one	NUM
alkej-938	16	36	’s	’s	PART
alkej-938	16	37	ability	ability	NOUN
alkej-938	16	38	to	to	PART
alkej-938	16	39	carry	carry	VERB
alkej-938	16	40	out	out	ADP
alkej-938	16	41	daily	daily	ADJ
alkej-938	16	42	tasks	task	NOUN
alkej-938	16	43	[	[	X
alkej-938	16	44	4	4	NUM
alkej-938	16	45	,	,	PUNCT
alkej-938	16	46	5	5	NUM
alkej-938	16	47	]	]	PUNCT
alkej-938	16	48	.	.	PUNCT
alkej-938	17	1	patients	patient	NOUN
alkej-938	17	2	diagnosed	diagnose	VERB
alkej-938	17	3	with	with	ADP
alkej-938	17	4	mci	mci	PROPN
alkej-938	17	5	have	have	VERB
alkej-938	17	6	a	a	DET
alkej-938	17	7	high	high	ADJ
alkej-938	17	8	risk	risk	NOUN
alkej-938	17	9	of	of	ADP
alkej-938	17	10	developing	develop	VERB
alkej-938	17	11	dementia	dementia	NOUN
alkej-938	17	12	within	within	ADP
alkej-938	17	13	the	the	DET
alkej-938	17	14	third	third	ADJ
alkej-938	17	15	month	month	NOUN
alkej-938	17	16	of	of	ADP
alkej-938	17	17	the	the	DET
alkej-938	17	18	onset	onset	NOUN
alkej-938	17	19	of	of	ADP
alkej-938	17	20	dementia	dementia	NOUN
alkej-938	17	21	symptoms	symptom	NOUN
alkej-938	17	22	[	[	X
alkej-938	17	23	3	3	NUM
alkej-938	17	24	,	,	PUNCT
alkej-938	17	25	6	6	NUM
alkej-938	17	26	]	]	PUNCT
alkej-938	17	27	.	.	PUNCT
alkej-938	18	1	this	this	DET
alkej-938	18	2	clinical	clinical	ADJ
alkej-938	18	3	transitional	transitional	ADJ
alkej-938	18	4	stage	stage	NOUN
alkej-938	18	5	occurs	occur	VERB
alkej-938	18	6	between	between	ADP
alkej-938	18	7	early	early	ADJ
alkej-938	18	8	normal	normal	ADJ
alkej-938	18	9	cognition	cognition	NOUN
alkej-938	18	10	and	and	CCONJ
alkej-938	18	11	mailto:noorbme@kecbu.uobaghdad.edu.iq	mailto:noorbme@kecbu.uobaghdad.edu.iq	PROPN
alkej-938	18	12	https://doi.org/10.22153/kej.2024.08.002	https://doi.org/10.22153/kej.2024.08.002	PROPN
alkej-938	18	13	noor	noor	PROPN
alkej-938	18	14	kamal	kamal	PROPN
alkej-938	18	15	al	al	PROPN
alkej-938	18	16	-	-	PUNCT
alkej-938	18	17	qazzaz	qazzaz	PROPN
alkej-938	18	18	al	al	PROPN
alkej-938	18	19	-	-	PUNCT
alkej-938	18	20	khwarizmi	khwarizmi	PROPN
alkej-938	18	21	engineering	engineering	NOUN
alkej-938	18	22	journal	journal	PROPN
alkej-938	18	23	,	,	PUNCT
alkej-938	18	24	vol	vol	NOUN
alkej-938	18	25	.	.	PROPN
alkej-938	18	26	20	20	NUM
alkej-938	18	27	,	,	PUNCT
alkej-938	18	28	no.4	no.4	PROPN
alkej-938	18	29	,	,	PUNCT
alkej-938	18	30	p.p	p.p	PROPN
alkej-938	18	31	.	.	PROPN
alkej-938	18	32	112	112	NUM
alkej-938	18	33	(	(	PUNCT
alkej-938	18	34	2024	2024	NUM
alkej-938	18	35	)	)	PUNCT
alkej-938	18	36	2	2	NUM
alkej-938	18	37	late	late	ADJ
alkej-938	18	38	severe	severe	ADJ
alkej-938	18	39	dementia	dementia	NOUN
alkej-938	18	40	.	.	PUNCT
alkej-938	19	1	most	most	ADJ
alkej-938	19	2	people	people	NOUN
alkej-938	19	3	with	with	ADP
alkej-938	19	4	mci	mci	PROPN
alkej-938	19	5	only	only	ADV
alkej-938	19	6	experience	experience	NOUN
alkej-938	19	7	memory	memory	NOUN
alkej-938	19	8	loss	loss	NOUN
alkej-938	19	9	,	,	PUNCT
alkej-938	19	10	but	but	CCONJ
alkej-938	19	11	their	their	PRON
alkej-938	19	12	ability	ability	NOUN
alkej-938	19	13	to	to	PART
alkej-938	19	14	do	do	AUX
alkej-938	19	15	daily	daily	ADJ
alkej-938	19	16	tasks	task	NOUN
alkej-938	19	17	is	be	AUX
alkej-938	19	18	unaffected	unaffected	ADJ
alkej-938	19	19	[	[	X
alkej-938	19	20	7	7	NUM
alkej-938	19	21	]	]	PUNCT
alkej-938	19	22	.	.	PUNCT
alkej-938	20	1	electroencephalograms	electroencephalograms	PROPN
alkej-938	20	2	(	(	PUNCT
alkej-938	20	3	eegs	eegs	PROPN
alkej-938	20	4	)	)	PUNCT
alkej-938	20	5	are	be	AUX
alkej-938	20	6	used	use	VERB
alkej-938	20	7	to	to	PART
alkej-938	20	8	detect	detect	VERB
alkej-938	20	9	dementia	dementia	NOUN
alkej-938	20	10	.	.	PUNCT
alkej-938	21	1	multiple	multiple	ADJ
alkej-938	21	2	studies	study	NOUN
alkej-938	21	3	have	have	AUX
alkej-938	21	4	demonstrated	demonstrate	VERB
alkej-938	21	5	the	the	DET
alkej-938	21	6	utility	utility	NOUN
alkej-938	21	7	of	of	ADP
alkej-938	21	8	eegs	eegs	PROPN
alkej-938	21	9	to	to	PART
alkej-938	21	10	identify	identify	VERB
alkej-938	21	11	and	and	CCONJ
alkej-938	21	12	assess	assess	VERB
alkej-938	21	13	the	the	DET
alkej-938	21	14	severity	severity	NOUN
alkej-938	21	15	of	of	ADP
alkej-938	21	16	dementia	dementia	NOUN
alkej-938	21	17	[	[	X
alkej-938	21	18	3	3	X
alkej-938	21	19	]	]	PUNCT
alkej-938	21	20	as	as	ADV
alkej-938	21	21	well	well	ADV
alkej-938	21	22	as	as	ADP
alkej-938	21	23	differentiate	differentiate	VERB
alkej-938	21	24	ad	ad	NOUN
alkej-938	21	25	from	from	ADP
alkej-938	21	26	vd	vd	NOUN
alkej-938	21	27	and	and	CCONJ
alkej-938	21	28	other	other	ADJ
alkej-938	21	29	types	type	NOUN
alkej-938	21	30	of	of	ADP
alkej-938	21	31	dementia	dementia	NOUN
alkej-938	21	32	[	[	X
alkej-938	21	33	8	8	NUM
alkej-938	21	34	,	,	PUNCT
alkej-938	21	35	9,10	9,10	NUM
alkej-938	21	36	]	]	PUNCT
alkej-938	21	37	.	.	PUNCT
alkej-938	22	1	various	various	ADJ
alkej-938	22	2	machine	machine	NOUN
alkej-938	22	3	learning	learn	VERB
alkej-938	22	4	classification	classification	NOUN
alkej-938	22	5	algorithms	algorithm	NOUN
alkej-938	22	6	have	have	AUX
alkej-938	22	7	been	be	AUX
alkej-938	22	8	used	use	VERB
alkej-938	22	9	to	to	PART
alkej-938	22	10	classify	classify	VERB
alkej-938	22	11	eegs	eeg	NOUN
alkej-938	22	12	of	of	ADP
alkej-938	22	13	cognitively	cognitively	ADV
alkej-938	22	14	challenged	challenge	VERB
alkej-938	22	15	participants	participant	NOUN
alkej-938	22	16	[	[	X
alkej-938	22	17	11	11	NUM
alkej-938	22	18	]	]	PUNCT
alkej-938	22	19	.	.	PUNCT
alkej-938	23	1	relative	relative	ADJ
alkej-938	23	2	frequencies	frequency	NOUN
alkej-938	23	3	play	play	VERB
alkej-938	23	4	a	a	DET
alkej-938	23	5	prominent	prominent	ADJ
alkej-938	23	6	role	role	NOUN
alkej-938	23	7	in	in	ADP
alkej-938	23	8	each	each	DET
alkej-938	23	9	case	case	NOUN
alkej-938	23	10	[	[	X
alkej-938	23	11	12	12	NUM
alkej-938	23	12	,	,	PUNCT
alkej-938	23	13	13	13	NUM
alkej-938	23	14	,	,	PUNCT
alkej-938	23	15	14	14	NUM
alkej-938	23	16	]	]	PUNCT
alkej-938	23	17	.	.	PUNCT
alkej-938	24	1	however	however	ADV
alkej-938	24	2	,	,	PUNCT
alkej-938	24	3	traditional	traditional	ADJ
alkej-938	24	4	machine	machine	NOUN
alkej-938	24	5	learning	learning	NOUN
alkej-938	24	6	approaches	approach	NOUN
alkej-938	24	7	are	be	AUX
alkej-938	24	8	unsuitable	unsuitable	ADJ
alkej-938	24	9	for	for	ADP
alkej-938	24	10	processing	process	VERB
alkej-938	24	11	highdimensional	highdimensional	ADJ
alkej-938	24	12	volumes	volume	NOUN
alkej-938	24	13	of	of	ADP
alkej-938	24	14	data	datum	NOUN
alkej-938	24	15	because	because	SCONJ
alkej-938	24	16	they	they	PRON
alkej-938	24	17	are	be	AUX
alkej-938	24	18	based	base	VERB
alkej-938	24	19	on	on	ADP
alkej-938	24	20	the	the	DET
alkej-938	24	21	explicit	explicit	ADJ
alkej-938	24	22	definition	definition	NOUN
alkej-938	24	23	of	of	ADP
alkej-938	24	24	features	feature	NOUN
alkej-938	24	25	.	.	PUNCT
alkej-938	25	1	deep	deep	ADJ
alkej-938	25	2	learning	learning	NOUN
alkej-938	25	3	is	be	AUX
alkej-938	25	4	a	a	DET
alkej-938	25	5	cutting	cut	VERB
alkej-938	25	6	-	-	PUNCT
alkej-938	25	7	edge	edge	NOUN
alkej-938	25	8	machine	machine	NOUN
alkej-938	25	9	learning	learn	VERB
alkej-938	25	10	technology	technology	NOUN
alkej-938	25	11	that	that	PRON
alkej-938	25	12	can	can	AUX
alkej-938	25	13	address	address	VERB
alkej-938	25	14	those	those	DET
alkej-938	25	15	drawbacks	drawback	NOUN
alkej-938	25	16	and	and	CCONJ
alkej-938	25	17	has	have	VERB
alkej-938	25	18	an	an	DET
alkej-938	25	19	advantage	advantage	NOUN
alkej-938	25	20	over	over	ADP
alkej-938	25	21	traditional	traditional	ADJ
alkej-938	25	22	machine	machine	NOUN
alkej-938	25	23	learning	learn	VERB
alkej-938	25	24	techniques	technique	NOUN
alkej-938	25	25	;	;	PUNCT
alkej-938	25	26	deep	deep	ADJ
alkej-938	25	27	neural	neural	ADJ
alkej-938	25	28	networks	network	NOUN
alkej-938	25	29	(	(	PUNCT
alkej-938	25	30	nns	nn	NOUN
alkej-938	25	31	)	)	PUNCT
alkej-938	25	32	can	can	AUX
alkej-938	25	33	process	process	VERB
alkej-938	25	34	and	and	CCONJ
alkej-938	25	35	learn	learn	VERB
alkej-938	25	36	latent	latent	NOUN
alkej-938	25	37	discriminative	discriminative	NOUN
alkej-938	25	38	features	feature	NOUN
alkej-938	25	39	from	from	ADP
alkej-938	25	40	raw	raw	ADJ
alkej-938	25	41	data	datum	NOUN
alkej-938	25	42	or	or	CCONJ
alkej-938	25	43	end	end	NOUN
alkej-938	25	44	-	-	PUNCT
alkej-938	25	45	to	to	ADP
alkej-938	25	46	-	-	PUNCT
alkej-938	25	47	end	end	NOUN
alkej-938	25	48	learning	learning	NOUN
alkej-938	25	49	.	.	PUNCT
alkej-938	26	1	deep	deep	ADJ
alkej-938	26	2	learning	learning	NOUN
alkej-938	26	3	-	-	PUNCT
alkej-938	26	4	powered	power	VERB
alkej-938	26	5	ad	ad	NOUN
alkej-938	26	6	detection	detection	NOUN
alkej-938	26	7	systems	system	NOUN
alkej-938	26	8	have	have	AUX
alkej-938	26	9	emerged	emerge	VERB
alkej-938	26	10	given	give	VERB
alkej-938	26	11	that	that	SCONJ
alkej-938	26	12	deep	deep	ADJ
alkej-938	26	13	learning	learning	NOUN
alkej-938	26	14	has	have	AUX
alkej-938	26	15	been	be	AUX
alkej-938	26	16	proven	prove	VERB
alkej-938	26	17	to	to	PART
alkej-938	26	18	have	have	VERB
alkej-938	26	19	many	many	ADJ
alkej-938	26	20	real	real	ADJ
alkej-938	26	21	-	-	PUNCT
alkej-938	26	22	world	world	NOUN
alkej-938	26	23	applications	application	NOUN
alkej-938	26	24	,	,	PUNCT
alkej-938	26	25	such	such	ADJ
alkej-938	26	26	as	as	ADP
alkej-938	26	27	in	in	ADP
alkej-938	26	28	biomedicine	biomedicine	NOUN
alkej-938	26	29	[	[	X
alkej-938	26	30	15	15	NUM
alkej-938	26	31	,	,	PUNCT
alkej-938	26	32	16	16	NUM
alkej-938	26	33	]	]	PUNCT
alkej-938	26	34	and	and	CCONJ
alkej-938	26	35	image	image	NOUN
alkej-938	26	36	detection	detection	NOUN
alkej-938	26	37	[	[	X
alkej-938	26	38	17	17	NUM
alkej-938	26	39	,	,	PUNCT
alkej-938	26	40	18	18	NUM
alkej-938	26	41	]	]	PUNCT
alkej-938	26	42	.	.	PUNCT
alkej-938	27	1	the	the	DET
alkej-938	27	2	majority	majority	NOUN
alkej-938	27	3	of	of	ADP
alkej-938	27	4	these	these	DET
alkej-938	27	5	systems	system	NOUN
alkej-938	27	6	rely	rely	VERB
alkej-938	27	7	on	on	ADP
alkej-938	27	8	neuroimaging	neuroimage	VERB
alkej-938	27	9	analysis	analysis	NOUN
alkej-938	27	10	(	(	PUNCT
alkej-938	27	11	structural	structural	ADJ
alkej-938	27	12	and	and	CCONJ
alkej-938	27	13	functional	functional	ADJ
alkej-938	27	14	magnetic	magnetic	ADJ
alkej-938	27	15	resonance	resonance	NOUN
alkej-938	27	16	imaging	imaging	NOUN
alkej-938	27	17	or	or	CCONJ
alkej-938	27	18	smri	smri	NOUN
alkej-938	27	19	and	and	CCONJ
alkej-938	27	20	fmri	fmri	NOUN
alkej-938	27	21	,	,	PUNCT
alkej-938	27	22	respectively	respectively	ADV
alkej-938	27	23	)	)	PUNCT
alkej-938	27	24	,	,	PUNCT
alkej-938	27	25	with	with	ADP
alkej-938	27	26	data	datum	NOUN
alkej-938	27	27	from	from	ADP
alkej-938	27	28	the	the	DET
alkej-938	27	29	ad	ad	NOUN
alkej-938	27	30	neuroimaging	neuroimaging	NOUN
alkej-938	27	31	initiative	initiative	NOUN
alkej-938	27	32	(	(	PUNCT
alkej-938	27	33	adni	adni	ADJ
alkej-938	27	34	)	)	PUNCT
alkej-938	27	35	database	database	NOUN
alkej-938	27	36	.	.	PUNCT
alkej-938	28	1	very	very	ADV
alkej-938	28	2	few	few	ADJ
alkej-938	28	3	deep	deep	ADJ
alkej-938	28	4	learning	learning	NOUN
alkej-938	28	5	studies	study	NOUN
alkej-938	28	6	have	have	AUX
alkej-938	28	7	focused	focus	VERB
alkej-938	28	8	on	on	ADP
alkej-938	28	9	the	the	DET
alkej-938	28	10	differentiation	differentiation	NOUN
alkej-938	28	11	of	of	ADP
alkej-938	28	12	ad	ad	NOUN
alkej-938	28	13	by	by	ADP
alkej-938	28	14	using	use	VERB
alkej-938	28	15	eeg	eeg	NOUN
alkej-938	28	16	recordings	recording	NOUN
alkej-938	28	17	[	[	X
alkej-938	28	18	19	19	NUM
alkej-938	28	19	]	]	PUNCT
alkej-938	28	20	.	.	PUNCT
alkej-938	29	1	given	give	VERB
alkej-938	29	2	the	the	DET
alkej-938	29	3	nonlinearity	nonlinearity	NOUN
alkej-938	29	4	and	and	CCONJ
alkej-938	29	5	complexity	complexity	NOUN
alkej-938	29	6	of	of	ADP
alkej-938	29	7	biological	biological	ADJ
alkej-938	29	8	systems	system	NOUN
alkej-938	29	9	,	,	PUNCT
alkej-938	29	10	scholars	scholar	NOUN
alkej-938	29	11	have	have	AUX
alkej-938	29	12	suggested	suggest	VERB
alkej-938	29	13	alternative	alternative	ADJ
alkej-938	29	14	entropy	entropy	NOUN
alkej-938	29	15	measures	measure	NOUN
alkej-938	29	16	to	to	PART
alkej-938	29	17	characterise	characterise	VERB
alkej-938	29	18	eeg	eeg	NOUN
alkej-938	29	19	signals	signal	NOUN
alkej-938	29	20	[	[	X
alkej-938	29	21	20	20	NUM
alkej-938	29	22	,	,	PUNCT
alkej-938	29	23	21	21	NUM
alkej-938	29	24	]	]	PUNCT
alkej-938	29	25	.	.	PUNCT
alkej-938	30	1	the	the	DET
alkej-938	30	2	approximate	approximate	ADJ
alkej-938	30	3	entropy	entropy	NOUN
alkej-938	30	4	(	(	PUNCT
alkej-938	30	5	apen	apen	NOUN
alkej-938	30	6	)	)	PUNCT
alkej-938	30	7	algorithm	algorithm	NOUN
alkej-938	30	8	derives	derive	VERB
alkej-938	30	9	a	a	DET
alkej-938	30	10	measure	measure	NOUN
alkej-938	30	11	of	of	ADP
alkej-938	30	12	entropy	entropy	NOUN
alkej-938	30	13	for	for	ADP
alkej-938	30	14	noisy	noisy	ADJ
alkej-938	30	15	biomedical	biomedical	ADJ
alkej-938	30	16	time	time	NOUN
alkej-938	30	17	series	series	NOUN
alkej-938	30	18	that	that	PRON
alkej-938	30	19	is	be	AUX
alkej-938	30	20	statistically	statistically	ADV
alkej-938	30	21	valid	valid	ADJ
alkej-938	30	22	.	.	PUNCT
alkej-938	31	1	this	this	DET
alkej-938	31	2	measure	measure	NOUN
alkej-938	31	3	represents	represent	VERB
alkej-938	31	4	the	the	DET
alkej-938	31	5	likelihood	likelihood	NOUN
alkej-938	31	6	that	that	SCONJ
alkej-938	31	7	time	time	NOUN
alkej-938	31	8	series	series	PROPN
alkej-938	31	9	patterns	pattern	NOUN
alkej-938	31	10	that	that	PRON
alkej-938	31	11	are	be	AUX
alkej-938	31	12	similar	similar	ADJ
alkej-938	31	13	at	at	ADP
alkej-938	31	14	first	first	ADJ
alkej-938	31	15	glance	glance	NOUN
alkej-938	31	16	will	will	AUX
alkej-938	31	17	retain	retain	VERB
alkej-938	31	18	their	their	PRON
alkej-938	31	19	similarity	similarity	NOUN
alkej-938	31	20	even	even	ADV
alkej-938	31	21	after	after	SCONJ
alkej-938	31	22	the	the	DET
alkej-938	31	23	pattern	pattern	NOUN
alkej-938	31	24	lengths	length	NOUN
alkej-938	31	25	are	be	AUX
alkej-938	31	26	increased	increase	VERB
alkej-938	31	27	.	.	PUNCT
alkej-938	32	1	as	as	ADP
alkej-938	32	2	such	such	ADJ
alkej-938	32	3	,	,	PUNCT
alkej-938	32	4	this	this	DET
alkej-938	32	5	algorithm	algorithm	NOUN
alkej-938	32	6	offers	offer	VERB
alkej-938	32	7	an	an	DET
alkej-938	32	8	inherent	inherent	ADJ
alkej-938	32	9	assessment	assessment	NOUN
alkej-938	32	10	of	of	ADP
alkej-938	32	11	the	the	DET
alkej-938	32	12	regularity	regularity	NOUN
alkej-938	32	13	of	of	ADP
alkej-938	32	14	time	time	NOUN
alkej-938	32	15	series	series	NOUN
alkej-938	32	16	[	[	X
alkej-938	32	17	22	22	NUM
alkej-938	32	18	]	]	PUNCT
alkej-938	32	19	.	.	PUNCT
alkej-938	33	1	nevertheless	nevertheless	ADV
alkej-938	33	2	,	,	PUNCT
alkej-938	33	3	previous	previous	ADJ
alkej-938	33	4	research	research	NOUN
alkej-938	33	5	demonstrated	demonstrate	VERB
alkej-938	33	6	that	that	SCONJ
alkej-938	33	7	apen	apen	PROPN
alkej-938	33	8	is	be	AUX
alkej-938	33	9	a	a	DET
alkej-938	33	10	highly	highly	ADV
alkej-938	33	11	sensitive	sensitive	ADJ
alkej-938	33	12	estimator	estimator	NOUN
alkej-938	33	13	that	that	PRON
alkej-938	33	14	is	be	AUX
alkej-938	33	15	skewed	skew	VERB
alkej-938	33	16	by	by	ADP
alkej-938	33	17	the	the	DET
alkej-938	33	18	number	number	NOUN
alkej-938	33	19	of	of	ADP
alkej-938	33	20	data	data	NOUN
alkej-938	33	21	samples	sample	NOUN
alkej-938	33	22	[	[	X
alkej-938	33	23	23	23	NUM
alkej-938	33	24	]	]	PUNCT
alkej-938	33	25	.	.	PUNCT
alkej-938	34	1	sample	sample	NOUN
alkej-938	34	2	entropy	entropy	PROPN
alkej-938	34	3	(	(	PUNCT
alkej-938	34	4	sampen	sampen	NOUN
alkej-938	34	5	)	)	PUNCT
alkej-938	34	6	,	,	PUNCT
alkej-938	34	7	an	an	DET
alkej-938	34	8	adaptation	adaptation	NOUN
alkej-938	34	9	of	of	ADP
alkej-938	34	10	apen	apen	PROPN
alkej-938	34	11	,	,	PUNCT
alkej-938	34	12	excludes	exclude	VERB
alkej-938	34	13	self	self	NOUN
alkej-938	34	14	-	-	PUNCT
alkej-938	34	15	matches	match	NOUN
alkej-938	34	16	from	from	ADP
alkej-938	34	17	the	the	DET
alkej-938	34	18	probability	probability	NOUN
alkej-938	34	19	calculation	calculation	NOUN
alkej-938	34	20	[	[	X
alkej-938	34	21	24	24	NUM
alkej-938	34	22	]	]	PUNCT
alkej-938	34	23	.	.	PUNCT
alkej-938	35	1	a	a	DET
alkej-938	35	2	reduced	reduce	VERB
alkej-938	35	3	value	value	NOUN
alkej-938	35	4	of	of	ADP
alkej-938	35	5	sampen	sampen	ADJ
alkej-938	35	6	signifies	signifie	NOUN
alkej-938	35	7	increased	increase	VERB
alkej-938	35	8	self	self	NOUN
alkej-938	35	9	-	-	PUNCT
alkej-938	35	10	similarity	similarity	NOUN
alkej-938	35	11	within	within	ADP
alkej-938	35	12	the	the	DET
alkej-938	35	13	time	time	NOUN
alkej-938	35	14	series	series	PROPN
alkej-938	35	15	.	.	PUNCT
alkej-938	36	1	sampen	sampen	VERB
alkej-938	36	2	exhibits	exhibit	VERB
alkej-938	36	3	greater	great	ADJ
alkej-938	36	4	consistency	consistency	NOUN
alkej-938	36	5	in	in	ADP
alkej-938	36	6	its	its	PRON
alkej-938	36	7	behaviour	behaviour	NOUN
alkej-938	36	8	and	and	CCONJ
alkej-938	36	9	is	be	AUX
alkej-938	36	10	more	more	ADV
alkej-938	36	11	independent	independent	ADJ
alkej-938	36	12	of	of	ADP
alkej-938	36	13	data	data	NOUN
alkej-938	36	14	samples	sample	NOUN
alkej-938	36	15	than	than	ADP
alkej-938	36	16	apen	apen	NOUN
alkej-938	36	17	[	[	X
alkej-938	36	18	24	24	NUM
alkej-938	36	19	]	]	PUNCT
alkej-938	36	20	.	.	PUNCT
alkej-938	37	1	however	however	ADV
alkej-938	37	2	,	,	PUNCT
alkej-938	37	3	sampen	sampen	ADJ
alkej-938	37	4	possesses	possess	VERB
alkej-938	37	5	certain	certain	ADJ
alkej-938	37	6	limitations	limitation	NOUN
alkej-938	37	7	,	,	PUNCT
alkej-938	37	8	such	such	ADJ
alkej-938	37	9	as	as	ADP
alkej-938	37	10	potential	potential	ADJ
alkej-938	37	11	instability	instability	NOUN
alkej-938	37	12	and	and	CCONJ
alkej-938	37	13	unreliable	unreliable	ADJ
alkej-938	37	14	results	result	NOUN
alkej-938	37	15	when	when	SCONJ
alkej-938	37	16	applied	apply	VERB
alkej-938	37	17	to	to	ADP
alkej-938	37	18	brief	brief	ADJ
alkej-938	37	19	time	time	NOUN
alkej-938	37	20	series	series	NOUN
alkej-938	37	21	[	[	X
alkej-938	37	22	25	25	NUM
alkej-938	37	23	]	]	PUNCT
alkej-938	37	24	.	.	PUNCT
alkej-938	38	1	fuzzy	fuzzy	ADJ
alkej-938	38	2	entropy	entropy	NOUN
alkej-938	38	3	(	(	PUNCT
alkej-938	38	4	fuzen	fuzen	ADJ
alkej-938	38	5	)	)	PUNCT
alkej-938	38	6	employs	employ	VERB
alkej-938	38	7	the	the	DET
alkej-938	38	8	notion	notion	NOUN
alkej-938	38	9	of	of	ADP
alkej-938	38	10	fuzzy	fuzzy	ADJ
alkej-938	38	11	sets	set	NOUN
alkej-938	38	12	to	to	PART
alkej-938	38	13	address	address	VERB
alkej-938	38	14	limitations	limitation	NOUN
alkej-938	38	15	associated	associate	VERB
alkej-938	38	16	with	with	ADP
alkej-938	38	17	sample	sample	NOUN
alkej-938	38	18	entropy	entropy	NOUN
alkej-938	38	19	.	.	PUNCT
alkej-938	39	1	fuzen	fuzen	NOUN
alkej-938	39	2	exhibits	exhibit	VERB
alkej-938	39	3	a	a	DET
alkej-938	39	4	more	more	ADV
alkej-938	39	5	robust	robust	ADJ
alkej-938	39	6	relative	relative	ADJ
alkej-938	39	7	consistency	consistency	NOUN
alkej-938	39	8	and	and	CCONJ
alkej-938	39	9	reduced	reduce	VERB
alkej-938	39	10	reliance	reliance	NOUN
alkej-938	39	11	on	on	ADP
alkej-938	39	12	data	datum	NOUN
alkej-938	39	13	length	length	NOUN
alkej-938	39	14	than	than	SCONJ
alkej-938	39	15	sampen	sampen	ADJ
alkej-938	39	16	[	[	X
alkej-938	39	17	25	25	NUM
alkej-938	39	18	]	]	PUNCT
alkej-938	39	19	.	.	PUNCT
alkej-938	40	1	additionally	additionally	ADV
alkej-938	40	2	,	,	PUNCT
alkej-938	40	3	continuity	continuity	NOUN
alkej-938	40	4	is	be	AUX
alkej-938	40	5	ensured	ensure	VERB
alkej-938	40	6	by	by	ADP
alkej-938	40	7	the	the	DET
alkej-938	40	8	continuous	continuous	ADJ
alkej-938	40	9	and	and	CCONJ
alkej-938	40	10	flexible	flexible	ADJ
alkej-938	40	11	boundaries	boundary	NOUN
alkej-938	40	12	of	of	ADP
alkej-938	40	13	fuzzy	fuzzy	ADJ
alkej-938	40	14	functions	function	NOUN
alkej-938	40	15	.	.	PUNCT
alkej-938	41	1	however	however	ADV
alkej-938	41	2	,	,	PUNCT
alkej-938	41	3	the	the	DET
alkej-938	41	4	degree	degree	NOUN
alkej-938	41	5	of	of	ADP
alkej-938	41	6	freedom	freedom	NOUN
alkej-938	41	7	associated	associate	VERB
alkej-938	41	8	with	with	ADP
alkej-938	41	9	selecting	select	VERB
alkej-938	41	10	internal	internal	ADJ
alkej-938	41	11	parameters	parameter	NOUN
alkej-938	41	12	is	be	AUX
alkej-938	41	13	greater	great	ADJ
alkej-938	41	14	than	than	ADP
alkej-938	41	15	that	that	PRON
alkej-938	41	16	of	of	ADP
alkej-938	41	17	sample	sample	NOUN
alkej-938	41	18	entropy	entropy	NOUN
alkej-938	41	19	because	because	SCONJ
alkej-938	41	20	of	of	ADP
alkej-938	41	21	the	the	DET
alkej-938	41	22	introduction	introduction	NOUN
alkej-938	41	23	of	of	ADP
alkej-938	41	24	fuzzy	fuzzy	ADJ
alkej-938	41	25	power	power	NOUN
alkej-938	41	26	and	and	CCONJ
alkej-938	41	27	membership	membership	NOUN
alkej-938	41	28	function	function	NOUN
alkej-938	41	29	to	to	PART
alkej-938	41	30	delineate	delineate	VERB
alkej-938	41	31	the	the	DET
alkej-938	41	32	boundary	boundary	ADJ
alkej-938	41	33	[	[	X
alkej-938	41	34	26	26	NUM
alkej-938	41	35	]	]	PUNCT
alkej-938	41	36	.	.	PUNCT
alkej-938	42	1	determining	determine	VERB
alkej-938	42	2	internal	internal	ADJ
alkej-938	42	3	parameters	parameter	NOUN
alkej-938	42	4	is	be	AUX
alkej-938	42	5	a	a	DET
alkej-938	42	6	crucial	crucial	ADJ
alkej-938	42	7	aspect	aspect	NOUN
alkej-938	42	8	of	of	ADP
alkej-938	42	9	obtaining	obtain	VERB
alkej-938	42	10	entropy	entropy	NOUN
alkej-938	42	11	metrics	metric	NOUN
alkej-938	42	12	.	.	PUNCT
alkej-938	43	1	manis	manis	PROPN
alkej-938	43	2	et	et	PROPN
alkej-938	43	3	al	al	PROPN
alkej-938	43	4	.	.	PROPN
alkej-938	43	5	proposed	propose	VERB
alkej-938	43	6	bubble	bubble	NOUN
alkej-938	43	7	entropy	entropy	NOUN
alkej-938	43	8	(	(	PUNCT
alkej-938	43	9	bubben	bubben	PROPN
alkej-938	43	10	)	)	PUNCT
alkej-938	43	11	,	,	PUNCT
alkej-938	43	12	a	a	DET
alkej-938	43	13	new	new	ADJ
alkej-938	43	14	definition	definition	NOUN
alkej-938	43	15	of	of	ADP
alkej-938	43	16	entropy	entropy	NOUN
alkej-938	43	17	derived	derive	VERB
alkej-938	43	18	from	from	ADP
alkej-938	43	19	permutation	permutation	NOUN
alkej-938	43	20	entropy	entropy	NOUN
alkej-938	43	21	(	(	PUNCT
alkej-938	43	22	peren	peren	PROPN
alkej-938	43	23	)	)	PUNCT
alkej-938	43	24	that	that	PRON
alkej-938	43	25	ranks	rank	VERB
alkej-938	43	26	vectors	vector	NOUN
alkej-938	43	27	in	in	ADP
alkej-938	43	28	the	the	DET
alkej-938	43	29	embedding	embed	VERB
alkej-938	43	30	space	space	NOUN
alkej-938	43	31	of	of	ADP
alkej-938	43	32	the	the	DET
alkej-938	43	33	time	time	NOUN
alkej-938	43	34	series	series	NOUN
alkej-938	43	35	[	[	X
alkej-938	43	36	27	27	NUM
alkej-938	43	37	]	]	PUNCT
alkej-938	43	38	.	.	PUNCT
alkej-938	44	1	the	the	DET
alkej-938	44	2	effort	effort	NOUN
alkej-938	44	3	from	from	ADP
alkej-938	44	4	the	the	DET
alkej-938	44	5	number	number	NOUN
alkej-938	44	6	of	of	ADP
alkej-938	44	7	exchanges	exchange	NOUN
alkej-938	44	8	is	be	AUX
alkej-938	44	9	quantified	quantify	VERB
alkej-938	44	10	for	for	ADP
alkej-938	44	11	permutation	permutation	NOUN
alkej-938	44	12	,	,	PUNCT
alkej-938	44	13	which	which	PRON
alkej-938	44	14	is	be	AUX
alkej-938	44	15	executed	execute	VERB
alkej-938	44	16	via	via	ADP
alkej-938	44	17	the	the	DET
alkej-938	44	18	‘	'	PUNCT
alkej-938	44	19	bubble	bubble	NOUN
alkej-938	44	20	sort	sort	NOUN
alkej-938	44	21	’	'	PUNCT
alkej-938	44	22	algorithm	algorithm	NOUN
alkej-938	44	23	.	.	PUNCT
alkej-938	45	1	bubble	bubble	NOUN
alkej-938	45	2	entropy	entropy	NOUN
alkej-938	45	3	is	be	AUX
alkej-938	45	4	virtually	virtually	ADV
alkej-938	45	5	devoid	devoid	ADJ
alkej-938	45	6	of	of	ADP
alkej-938	45	7	internal	internal	ADJ
alkej-938	45	8	parameters	parameter	NOUN
alkej-938	45	9	;	;	PUNCT
alkej-938	45	10	its	its	PRON
alkej-938	45	11	definition	definition	NOUN
alkej-938	45	12	completely	completely	ADV
alkej-938	45	13	omits	omit	VERB
alkej-938	45	14	the	the	DET
alkej-938	45	15	scaling	scale	VERB
alkej-938	45	16	factor	factor	NOUN
alkej-938	45	17	𝑟	𝑟	NOUN
alkej-938	45	18	,	,	PUNCT
alkej-938	45	19	and	and	CCONJ
alkej-938	45	20	the	the	DET
alkej-938	45	21	significance	significance	NOUN
alkej-938	45	22	of	of	ADP
alkej-938	45	23	embedding	embed	VERB
alkej-938	45	24	dimension	dimension	NOUN
alkej-938	45	25	m	m	VERB
alkej-938	45	26	is	be	AUX
alkej-938	45	27	drastically	drastically	ADV
alkej-938	45	28	diminished	diminish	VERB
alkej-938	45	29	[	[	X
alkej-938	45	30	27	27	NUM
alkej-938	45	31	]	]	PUNCT
alkej-938	45	32	.	.	PUNCT
alkej-938	46	1	in	in	ADP
alkej-938	46	2	general	general	ADJ
alkej-938	46	3	,	,	PUNCT
alkej-938	46	4	symbolism	symbolism	NOUN
alkej-938	46	5	can	can	AUX
alkej-938	46	6	increase	increase	VERB
alkej-938	46	7	performance	performance	NOUN
alkej-938	46	8	in	in	ADP
alkej-938	46	9	characterisation	characterisation	NOUN
alkej-938	46	10	and	and	CCONJ
alkej-938	46	11	quantification	quantification	NOUN
alkej-938	46	12	of	of	ADP
alkej-938	46	13	time	time	NOUN
alkej-938	46	14	series	series	NOUN
alkej-938	46	15	[	[	X
alkej-938	46	16	28	28	NUM
alkej-938	46	17	]	]	PUNCT
alkej-938	46	18	.	.	PUNCT
alkej-938	47	1	time	time	PROPN
alkej-938	47	2	series	series	PROPN
alkej-938	47	3	representation	representation	NOUN
alkej-938	47	4	depends	depend	VERB
alkej-938	47	5	on	on	ADP
alkej-938	47	6	the	the	DET
alkej-938	47	7	method	method	NOUN
alkej-938	47	8	of	of	ADP
alkej-938	47	9	delay	delay	NOUN
alkej-938	47	10	time	time	NOUN
alkej-938	47	11	on	on	ADP
alkej-938	47	12	the	the	DET
alkej-938	47	13	scheme	scheme	NOUN
alkej-938	47	14	introduced	introduce	VERB
alkej-938	47	15	by	by	ADP
alkej-938	47	16	tekens	teken	NOUN
alkej-938	47	17	for	for	ADP
alkej-938	47	18	phase	phase	NOUN
alkej-938	47	19	space	space	NOUN
alkej-938	47	20	reconstruction	reconstruction	NOUN
alkej-938	47	21	.	.	PUNCT
alkej-938	48	1	methods	method	NOUN
alkej-938	48	2	for	for	ADP
alkej-938	48	3	state	state	NOUN
alkej-938	48	4	space	space	NOUN
alkej-938	48	5	reconstruction	reconstruction	NOUN
alkej-938	48	6	rely	rely	VERB
alkej-938	48	7	on	on	ADP
alkej-938	48	8	the	the	DET
alkej-938	48	9	detection	detection	NOUN
alkej-938	48	10	of	of	ADP
alkej-938	48	11	lags	lag	NOUN
alkej-938	48	12	of	of	ADP
alkej-938	48	13	some	some	DET
alkej-938	48	14	degree	degree	NOUN
alkej-938	48	15	of	of	ADP
alkej-938	48	16	independence	independence	NOUN
alkej-938	48	17	(	(	PUNCT
alkej-938	48	18	linear	linear	ADJ
alkej-938	48	19	or	or	CCONJ
alkej-938	48	20	nonlinear	nonlinear	ADJ
alkej-938	48	21	)	)	PUNCT
alkej-938	48	22	;	;	PUNCT
alkej-938	48	23	signal	signal	NOUN
alkej-938	48	24	strength	strength	NOUN
alkej-938	48	25	has	have	AUX
alkej-938	48	26	been	be	AUX
alkej-938	48	27	used	use	VERB
alkej-938	48	28	as	as	ADP
alkej-938	48	29	a	a	DET
alkej-938	48	30	statistical	statistical	ADJ
alkej-938	48	31	tool	tool	NOUN
alkej-938	48	32	to	to	PART
alkej-938	48	33	determine	determine	VERB
alkej-938	48	34	the	the	DET
alkej-938	48	35	presence	presence	NOUN
alkej-938	48	36	of	of	ADP
alkej-938	48	37	dependence	dependence	NOUN
alkej-938	48	38	in	in	ADP
alkej-938	48	39	time	time	NOUN
alkej-938	48	40	series	series	NOUN
alkej-938	48	41	[	[	X
alkej-938	48	42	29	29	NUM
alkej-938	48	43	]	]	PUNCT
alkej-938	48	44	.	.	PUNCT
alkej-938	49	1	symbolic	symbolic	ADJ
alkej-938	49	2	dynamics	dynamics	PROPN
alkej-938	49	3	entropy	entropy	VERB
alkej-938	49	4	(	(	PUNCT
alkej-938	49	5	sydyen	sydyen	PROPN
alkej-938	49	6	)	)	PUNCT
alkej-938	49	7	is	be	AUX
alkej-938	49	8	a	a	DET
alkej-938	49	9	convenient	convenient	ADJ
alkej-938	49	10	tool	tool	NOUN
alkej-938	49	11	for	for	ADP
alkej-938	49	12	selecting	select	VERB
alkej-938	49	13	the	the	DET
alkej-938	49	14	optimal	optimal	ADJ
alkej-938	49	15	state	state	NOUN
alkej-938	49	16	space	space	NOUN
alkej-938	49	17	reconstruction	reconstruction	NOUN
alkej-938	49	18	parameters	parameter	NOUN
alkej-938	49	19	for	for	ADP
alkej-938	49	20	chaotic	chaotic	ADJ
alkej-938	49	21	time	time	NOUN
alkej-938	49	22	series	series	NOUN
alkej-938	49	23	.	.	PUNCT
alkej-938	50	1	thus	thus	ADV
alkej-938	50	2	,	,	PUNCT
alkej-938	50	3	having	having	AUX
alkej-938	50	4	defined	define	VERB
alkej-938	50	5	the	the	DET
alkej-938	50	6	symbolic	symbolic	ADJ
alkej-938	50	7	properties	property	NOUN
alkej-938	50	8	of	of	ADP
alkej-938	50	9	the	the	DET
alkej-938	50	10	problem	problem	NOUN
alkej-938	50	11	,	,	PUNCT
alkej-938	50	12	we	we	PRON
alkej-938	50	13	then	then	ADV
alkej-938	50	14	used	use	VERB
alkej-938	50	15	the	the	DET
alkej-938	50	16	entropy	entropy	NOUN
alkej-938	50	17	measure	measure	NOUN
alkej-938	50	18	associated	associate	VERB
alkej-938	50	19	with	with	ADP
alkej-938	50	20	the	the	DET
alkej-938	50	21	symbolic	symbolic	ADJ
alkej-938	50	22	space	space	NOUN
alkej-938	50	23	(	(	PUNCT
alkej-938	50	24	symbolic	symbolic	ADJ
alkej-938	50	25	entropy	entropy	PROPN
alkej-938	50	26	)	)	PUNCT
alkej-938	50	27	for	for	ADP
alkej-938	50	28	parameter	parameter	NOUN
alkej-938	50	29	selection	selection	NOUN
alkej-938	50	30	[	[	X
alkej-938	50	31	29	29	NUM
alkej-938	50	32	]	]	PUNCT
alkej-938	50	33	.	.	PUNCT
alkej-938	51	1	the	the	DET
alkej-938	51	2	attention	attention	NOUN
alkej-938	51	3	entropy	entropy	NOUN
alkej-938	51	4	(	(	PUNCT
alkej-938	51	5	atten	atten	VERB
alkej-938	51	6	)	)	PUNCT
alkej-938	51	7	approach	approach	NOUN
alkej-938	51	8	has	have	AUX
alkej-938	51	9	been	be	AUX
alkej-938	51	10	innovated	innovate	VERB
alkej-938	51	11	to	to	PART
alkej-938	51	12	isolate	isolate	VERB
alkej-938	51	13	the	the	DET
alkej-938	51	14	most	most	ADV
alkej-938	51	15	critical	critical	ADJ
alkej-938	51	16	observations	observation	NOUN
alkej-938	51	17	and	and	CCONJ
alkej-938	51	18	measure	measure	VERB
alkej-938	51	19	their	their	PRON
alkej-938	51	20	frequency	frequency	NOUN
alkej-938	51	21	of	of	ADP
alkej-938	51	22	prevalence	prevalence	NOUN
alkej-938	51	23	within	within	ADP
alkej-938	51	24	the	the	DET
alkej-938	51	25	time	time	NOUN
alkej-938	51	26	series	series	NOUN
alkej-938	51	27	.	.	PUNCT
alkej-938	52	1	the	the	DET
alkej-938	52	2	model	model	NOUN
alkej-938	52	3	may	may	AUX
alkej-938	52	4	cognizance	cognizance	NOUN
alkej-938	52	5	at	at	ADP
alkej-938	52	6	the	the	DET
alkej-938	52	7	time	time	NOUN
alkej-938	52	8	steps	step	NOUN
alkej-938	52	9	that	that	PRON
alkej-938	52	10	have	have	VERB
alkej-938	52	11	maximum	maximum	ADJ
alkej-938	52	12	information	information	NOUN
alkej-938	52	13	but	but	CCONJ
alkej-938	52	14	ignore	ignore	VERB
alkej-938	52	15	those	those	PRON
alkej-938	52	16	that	that	PRON
alkej-938	52	17	are	be	AUX
alkej-938	52	18	too	too	ADV
alkej-938	52	19	noisy	noisy	ADJ
alkej-938	52	20	.	.	PUNCT
alkej-938	53	1	this	this	DET
alkej-938	53	2	approach	approach	NOUN
alkej-938	53	3	has	have	AUX
alkej-938	53	4	improved	improve	VERB
alkej-938	53	5	typical	typical	ADJ
alkej-938	53	6	performance	performance	NOUN
alkej-938	53	7	and	and	CCONJ
alkej-938	53	8	resistance	resistance	NOUN
alkej-938	53	9	to	to	ADP
alkej-938	53	10	noisy	noisy	ADJ
alkej-938	53	11	inputs	input	NOUN
alkej-938	53	12	[	[	X
alkej-938	53	13	30	30	NUM
alkej-938	53	14	]	]	PUNCT
alkej-938	53	15	.	.	PUNCT
alkej-938	54	1	in	in	ADP
alkej-938	54	2	the	the	DET
alkej-938	54	3	realm	realm	NOUN
alkej-938	54	4	of	of	ADP
alkej-938	54	5	deep	deep	ADJ
alkej-938	54	6	learning	learning	NOUN
alkej-938	54	7	,	,	PUNCT
alkej-938	54	8	models	model	NOUN
alkej-938	54	9	such	such	ADJ
alkej-938	54	10	as	as	ADP
alkej-938	54	11	1d	1d	NUM
alkej-938	54	12	-	-	PUNCT
alkej-938	54	13	convolutional	convolutional	ADJ
alkej-938	54	14	neural	neural	ADJ
alkej-938	54	15	networks	network	NOUN
alkej-938	54	16	(	(	PUNCT
alkej-938	54	17	cnns	cnns	PROPN
alkej-938	54	18	)	)	PUNCT
alkej-938	55	1	[	[	X
alkej-938	55	2	31	31	NUM
alkej-938	55	3	]	]	PUNCT
alkej-938	55	4	and	and	CCONJ
alkej-938	55	5	cnns	cnn	NOUN
alkej-938	55	6	[	[	X
alkej-938	55	7	32	32	NUM
alkej-938	55	8	,	,	PUNCT
alkej-938	55	9	33	33	NUM
alkej-938	55	10	,	,	PUNCT
alkej-938	55	11	15	15	NUM
alkej-938	55	12	]	]	PUNCT
alkej-938	55	13	are	be	AUX
alkej-938	55	14	common	common	ADJ
alkej-938	55	15	.	.	PUNCT
alkej-938	56	1	cnns	cnns	PROPN
alkej-938	56	2	provide	provide	VERB
alkej-938	56	3	many	many	ADJ
alkej-938	56	4	benefits	benefit	NOUN
alkej-938	56	5	,	,	PUNCT
alkej-938	56	6	such	such	ADJ
alkej-938	56	7	as	as	ADP
alkej-938	56	8	speed	speed	NOUN
alkej-938	56	9	,	,	PUNCT
alkej-938	56	10	accuracy	accuracy	NOUN
alkej-938	56	11	and	and	CCONJ
alkej-938	56	12	power	power	NOUN
alkej-938	56	13	when	when	SCONJ
alkej-938	56	14	processing	process	VERB
alkej-938	56	15	visual	visual	ADJ
alkej-938	56	16	data	datum	NOUN
alkej-938	56	17	,	,	PUNCT
alkej-938	56	18	huge	huge	ADJ
alkej-938	56	19	amounts	amount	NOUN
alkej-938	56	20	of	of	ADP
alkej-938	56	21	data	datum	NOUN
alkej-938	56	22	,	,	PUNCT
alkej-938	56	23	and	and	CCONJ
alkej-938	56	24	complex	complex	ADJ
alkej-938	56	25	pattern	pattern	NOUN
alkej-938	56	26	predictions	prediction	NOUN
alkej-938	56	27	.	.	PUNCT
alkej-938	57	1	however	however	ADV
alkej-938	57	2	,	,	PUNCT
alkej-938	57	3	cnns	cnns	PROPN
alkej-938	57	4	noor	noor	PROPN
alkej-938	57	5	kamal	kamal	PROPN
alkej-938	57	6	al	al	PROPN
alkej-938	57	7	-	-	PUNCT
alkej-938	57	8	qazzaz	qazzaz	PROPN
alkej-938	57	9	al	al	PROPN
alkej-938	57	10	-	-	PUNCT
alkej-938	57	11	khwarizmi	khwarizmi	PROPN
alkej-938	57	12	engineering	engineering	NOUN
alkej-938	57	13	journal	journal	PROPN
alkej-938	57	14	,	,	PUNCT
alkej-938	57	15	vol	vol	NOUN
alkej-938	57	16	.	.	PROPN
alkej-938	57	17	20	20	NUM
alkej-938	57	18	,	,	PUNCT
alkej-938	57	19	no.4	no.4	PROPN
alkej-938	57	20	,	,	PUNCT
alkej-938	57	21	p.p	p.p	PROPN
alkej-938	57	22	.	.	PROPN
alkej-938	57	23	112	112	NUM
alkej-938	57	24	(	(	PUNCT
alkej-938	57	25	2024	2024	NUM
alkej-938	57	26	)	)	PUNCT
alkej-938	57	27	3	3	NUM
alkej-938	57	28	need	need	VERB
alkej-938	57	29	labelled	label	VERB
alkej-938	57	30	data	datum	NOUN
alkej-938	57	31	and	and	CCONJ
alkej-938	57	32	have	have	VERB
alkej-938	57	33	high	high	ADJ
alkej-938	57	34	computational	computational	ADJ
alkej-938	57	35	cost	cost	NOUN
alkej-938	57	36	of	of	ADP
alkej-938	57	37	training	training	NOUN
alkej-938	57	38	,	,	PUNCT
alkej-938	57	39	and	and	CCONJ
alkej-938	57	40	their	their	PRON
alkej-938	57	41	predictions	prediction	NOUN
alkej-938	57	42	are	be	AUX
alkej-938	57	43	difficult	difficult	ADJ
alkej-938	57	44	to	to	PART
alkej-938	57	45	confirm	confirm	VERB
alkej-938	57	46	.	.	PUNCT
alkej-938	58	1	different	different	ADJ
alkej-938	58	2	types	type	NOUN
alkej-938	58	3	of	of	ADP
alkej-938	58	4	nns	nn	NOUN
alkej-938	58	5	have	have	AUX
alkej-938	58	6	been	be	AUX
alkej-938	58	7	employed	employ	VERB
alkej-938	58	8	for	for	ADP
alkej-938	58	9	signal	signal	ADJ
alkej-938	58	10	classification	classification	NOUN
alkej-938	58	11	,	,	PUNCT
alkej-938	58	12	including	include	VERB
alkej-938	58	13	rnns	rnns	PROPN
alkej-938	58	14	[	[	X
alkej-938	58	15	34	34	NUM
alkej-938	58	16	,	,	PUNCT
alkej-938	58	17	35	35	NUM
alkej-938	58	18	]	]	PUNCT
alkej-938	58	19	and	and	CCONJ
alkej-938	58	20	lstms	lstms	ADJ
alkej-938	58	21	[	[	X
alkej-938	58	22	36	36	NUM
alkej-938	58	23	,	,	PUNCT
alkej-938	58	24	37	37	NUM
alkej-938	58	25	,	,	PUNCT
alkej-938	58	26	38	38	NUM
alkej-938	58	27	]	]	PUNCT
alkej-938	58	28	for	for	ADP
alkej-938	58	29	eeg	eeg	NOUN
alkej-938	58	30	and	and	CCONJ
alkej-938	58	31	other	other	ADJ
alkej-938	58	32	critical	critical	ADJ
alkej-938	58	33	signal	signal	NOUN
alkej-938	58	34	processing	processing	NOUN
alkej-938	58	35	.	.	PUNCT
alkej-938	59	1	rnns	rnns	PROPN
alkej-938	59	2	and	and	CCONJ
alkej-938	59	3	lstm	lstm	NOUN
alkej-938	59	4	can	can	AUX
alkej-938	59	5	handle	handle	VERB
alkej-938	59	6	data	datum	NOUN
alkej-938	59	7	of	of	ADP
alkej-938	59	8	varying	vary	VERB
alkej-938	59	9	lengths	length	NOUN
alkej-938	59	10	,	,	PUNCT
alkej-938	59	11	catch	catch	NOUN
alkej-938	59	12	patterns	pattern	NOUN
alkej-938	59	13	across	across	ADP
alkej-938	59	14	time	time	NOUN
alkej-938	59	15	and	and	CCONJ
alkej-938	59	16	integrate	integrate	VERB
alkej-938	59	17	complex	complex	ADJ
alkej-938	59	18	nn	nn	X
alkej-938	59	19	designs	design	NOUN
alkej-938	59	20	.	.	PUNCT
alkej-938	60	1	regular	regular	ADJ
alkej-938	60	2	neural	neural	ADJ
alkej-938	60	3	networks	network	NOUN
alkej-938	60	4	(	(	PUNCT
alkej-938	60	5	rnns	rnns	PROPN
alkej-938	60	6	)	)	PUNCT
alkej-938	60	7	have	have	VERB
alkej-938	60	8	a	a	DET
alkej-938	60	9	lot	lot	NOUN
alkej-938	60	10	of	of	ADP
alkej-938	60	11	drawbacks	drawback	NOUN
alkej-938	60	12	,	,	PUNCT
alkej-938	60	13	such	such	ADJ
alkej-938	60	14	as	as	ADP
alkej-938	60	15	a	a	DET
alkej-938	60	16	high	high	ADJ
alkej-938	60	17	computing	computing	NOUN
alkej-938	60	18	cost	cost	NOUN
alkej-938	60	19	,	,	PUNCT
alkej-938	60	20	lengthy	lengthy	ADJ
alkej-938	60	21	training	training	NOUN
alkej-938	60	22	durations	duration	NOUN
alkej-938	60	23	and	and	CCONJ
alkej-938	60	24	problems	problem	NOUN
alkej-938	60	25	with	with	ADP
alkej-938	60	26	bigger	big	ADJ
alkej-938	60	27	datasets	dataset	NOUN
alkej-938	60	28	.	.	PUNCT
alkej-938	61	1	every	every	DET
alkej-938	61	2	approach	approach	NOUN
alkej-938	61	3	has	have	VERB
alkej-938	61	4	its	its	PRON
alkej-938	61	5	advantages	advantage	NOUN
alkej-938	61	6	and	and	CCONJ
alkej-938	61	7	disadvantages	disadvantage	NOUN
alkej-938	61	8	,	,	PUNCT
alkej-938	61	9	so	so	ADV
alkej-938	61	10	selecting	select	VERB
alkej-938	61	11	a	a	DET
alkej-938	61	12	suitable	suitable	ADJ
alkej-938	61	13	method	method	NOUN
alkej-938	61	14	depends	depend	VERB
alkej-938	61	15	on	on	ADP
alkej-938	61	16	the	the	DET
alkej-938	61	17	type	type	NOUN
alkej-938	61	18	of	of	ADP
alkej-938	61	19	problem	problem	NOUN
alkej-938	61	20	and	and	CCONJ
alkej-938	61	21	the	the	DET
alkej-938	61	22	level	level	NOUN
alkej-938	61	23	of	of	ADP
alkej-938	61	24	precision	precision	NOUN
alkej-938	61	25	needed	need	VERB
alkej-938	61	26	.	.	PUNCT
alkej-938	62	1	this	this	DET
alkej-938	62	2	study	study	NOUN
alkej-938	62	3	could	could	AUX
alkej-938	62	4	provide	provide	VERB
alkej-938	62	5	insights	insight	NOUN
alkej-938	62	6	into	into	ADP
alkej-938	62	7	dementia	dementia	NOUN
alkej-938	62	8	.	.	PUNCT
alkej-938	63	1	patients	patient	NOUN
alkej-938	63	2	with	with	ADP
alkej-938	63	3	dementia	dementia	NOUN
alkej-938	63	4	frequently	frequently	ADV
alkej-938	63	5	exhibit	exhibit	VERB
alkej-938	63	6	diminished	diminish	VERB
alkej-938	63	7	nonlinear	nonlinear	ADJ
alkej-938	63	8	cell	cell	NOUN
alkej-938	63	9	dynamics	dynamic	NOUN
alkej-938	63	10	and/or	and/or	CCONJ
alkej-938	63	11	nonlinear	nonlinear	ADJ
alkej-938	63	12	coupling	coupling	NOUN
alkej-938	63	13	within	within	ADP
alkej-938	63	14	the	the	DET
alkej-938	63	15	brain	brain	NOUN
alkej-938	63	16	cortex	cortex	NOUN
alkej-938	63	17	as	as	ADV
alkej-938	63	18	well	well	ADV
alkej-938	63	19	as	as	ADP
alkej-938	63	20	linear	linear	ADJ
alkej-938	63	21	couplings	coupling	NOUN
alkej-938	63	22	.	.	PUNCT
alkej-938	64	1	these	these	DET
alkej-938	64	2	factors	factor	NOUN
alkej-938	64	3	can	can	AUX
alkej-938	64	4	result	result	VERB
alkej-938	64	5	in	in	ADP
alkej-938	64	6	a	a	DET
alkej-938	64	7	decline	decline	NOUN
alkej-938	64	8	in	in	ADP
alkej-938	64	9	complexity	complexity	NOUN
alkej-938	64	10	and	and	CCONJ
alkej-938	64	11	functional	functional	ADJ
alkej-938	64	12	connections	connection	NOUN
alkej-938	64	13	.	.	PUNCT
alkej-938	65	1	to	to	PART
alkej-938	65	2	comprehend	comprehend	VERB
alkej-938	65	3	this	this	DET
alkej-938	65	4	phenomenon	phenomenon	NOUN
alkej-938	65	5	,	,	PUNCT
alkej-938	65	6	scholars	scholar	NOUN
alkej-938	65	7	should	should	AUX
alkej-938	65	8	investigate	investigate	VERB
alkej-938	65	9	the	the	DET
alkej-938	65	10	nonlinear	nonlinear	ADJ
alkej-938	65	11	eeg	eeg	NOUN
alkej-938	65	12	dynamics	dynamic	NOUN
alkej-938	65	13	of	of	ADP
alkej-938	65	14	patients	patient	NOUN
alkej-938	65	15	with	with	ADP
alkej-938	65	16	dementia	dementia	NOUN
alkej-938	65	17	.	.	PUNCT
alkej-938	66	1	in	in	ADP
alkej-938	66	2	the	the	DET
alkej-938	66	3	early	early	ADJ
alkej-938	66	4	stages	stage	NOUN
alkej-938	66	5	of	of	ADP
alkej-938	66	6	dementia	dementia	NOUN
alkej-938	66	7	,	,	PUNCT
alkej-938	66	8	eegs	eeg	NOUN
alkej-938	66	9	may	may	AUX
alkej-938	66	10	appear	appear	VERB
alkej-938	66	11	normal	normal	ADJ
alkej-938	66	12	and	and	CCONJ
alkej-938	66	13	have	have	VERB
alkej-938	66	14	the	the	DET
alkej-938	66	15	same	same	ADJ
alkej-938	66	16	rhythm	rhythm	NOUN
alkej-938	66	17	as	as	ADP
alkej-938	66	18	healthy	healthy	ADJ
alkej-938	66	19	individuals	individual	NOUN
alkej-938	66	20	of	of	ADP
alkej-938	66	21	the	the	DET
alkej-938	66	22	same	same	ADJ
alkej-938	66	23	age	age	NOUN
alkej-938	66	24	.	.	PUNCT
alkej-938	67	1	eeg	eeg	NOUN
alkej-938	67	2	recordings	recording	NOUN
alkej-938	67	3	obtained	obtain	VERB
alkej-938	67	4	from	from	ADP
alkej-938	67	5	individuals	individual	NOUN
alkej-938	67	6	with	with	ADP
alkej-938	67	7	dementia	dementia	NOUN
alkej-938	67	8	should	should	AUX
alkej-938	67	9	be	be	AUX
alkej-938	67	10	analysed	analyse	VERB
alkej-938	67	11	and	and	CCONJ
alkej-938	67	12	interpreted	interpret	VERB
alkej-938	67	13	using	use	VERB
alkej-938	67	14	signal	signal	NOUN
alkej-938	67	15	analysis	analysis	NOUN
alkej-938	67	16	techniques	technique	NOUN
alkej-938	67	17	to	to	PART
alkej-938	67	18	assess	assess	VERB
alkej-938	67	19	the	the	DET
alkej-938	67	20	influence	influence	NOUN
alkej-938	67	21	of	of	ADP
alkej-938	67	22	dementia	dementia	NOUN
alkej-938	67	23	on	on	ADP
alkej-938	67	24	the	the	DET
alkej-938	67	25	brain	brain	NOUN
alkej-938	67	26	and	and	CCONJ
alkej-938	67	27	understand	understand	VERB
alkej-938	67	28	the	the	DET
alkej-938	67	29	progression	progression	NOUN
alkej-938	67	30	of	of	ADP
alkej-938	67	31	the	the	DET
alkej-938	67	32	disease	disease	NOUN
alkej-938	67	33	[	[	X
alkej-938	67	34	5	5	NUM
alkej-938	67	35	]	]	PUNCT
alkej-938	67	36	.	.	PUNCT
alkej-938	68	1	this	this	DET
alkej-938	68	2	study	study	NOUN
alkej-938	68	3	aimed	aim	VERB
alkej-938	68	4	to	to	PART
alkej-938	68	5	determine	determine	VERB
alkej-938	68	6	if	if	SCONJ
alkej-938	68	7	individuals	individual	NOUN
alkej-938	68	8	have	have	VERB
alkej-938	68	9	vd	vd	NOUN
alkej-938	68	10	,	,	PUNCT
alkej-938	68	11	mci	mci	NOUN
alkej-938	68	12	,	,	PUNCT
alkej-938	68	13	or	or	CCONJ
alkej-938	68	14	normal	normal	ADJ
alkej-938	68	15	control	control	NOUN
alkej-938	68	16	(	(	PUNCT
alkej-938	68	17	nc	nc	NOUN
alkej-938	68	18	)	)	PUNCT
alkej-938	68	19	condition	condition	NOUN
alkej-938	68	20	by	by	ADP
alkej-938	68	21	using	use	VERB
alkej-938	68	22	deep	deep	ADJ
alkej-938	68	23	learning	learning	NOUN
alkej-938	68	24	recurrent	recurrent	ADJ
alkej-938	68	25	neural	neural	ADJ
alkej-938	68	26	networks	network	NOUN
alkej-938	68	27	.	.	PUNCT
alkej-938	69	1	the	the	DET
alkej-938	69	2	features	feature	NOUN
alkej-938	69	3	of	of	ADP
alkej-938	69	4	univariate	univariate	ADJ
alkej-938	69	5	eeg	eeg	NOUN
alkej-938	69	6	data	datum	NOUN
alkej-938	69	7	sequences	sequence	NOUN
alkej-938	69	8	should	should	AUX
alkej-938	69	9	be	be	AUX
alkej-938	69	10	estimated	estimate	VERB
alkej-938	69	11	using	use	VERB
alkej-938	69	12	attention	attention	NOUN
alkej-938	69	13	entropy	entropy	NOUN
alkej-938	69	14	(	(	PUNCT
alkej-938	69	15	atten	atten	PROPN
alkej-938	69	16	)	)	PUNCT
alkej-938	69	17	,	,	PUNCT
alkej-938	69	18	bubble	bubble	NOUN
alkej-938	69	19	entropy	entropy	NOUN
alkej-938	69	20	(	(	PUNCT
alkej-938	69	21	bubben	bubben	PROPN
alkej-938	69	22	)	)	PUNCT
alkej-938	69	23	and	and	CCONJ
alkej-938	69	24	symbolic	symbolic	ADJ
alkej-938	69	25	dynamic	dynamic	ADJ
alkej-938	69	26	entropy	entropy	NOUN
alkej-938	69	27	(	(	PUNCT
alkej-938	69	28	sydyen	sydyen	NOUN
alkej-938	69	29	)	)	PUNCT
alkej-938	69	30	.	.	PUNCT
alkej-938	70	1	the	the	DET
alkej-938	70	2	long	long	ADJ
alkej-938	70	3	short	short	ADJ
alkej-938	70	4	-	-	PUNCT
alkej-938	70	5	term	term	NOUN
alkej-938	70	6	memory	memory	NOUN
alkej-938	70	7	(	(	PUNCT
alkej-938	70	8	lstm	lstm	NOUN
alkej-938	70	9	)	)	PUNCT
alkej-938	70	10	deep	deep	ADJ
alkej-938	70	11	learning	learn	VERB
alkej-938	70	12	neural	neural	ADJ
alkej-938	70	13	network	network	NOUN
alkej-938	70	14	was	be	AUX
alkej-938	70	15	used	use	VERB
alkej-938	70	16	to	to	PART
alkej-938	70	17	discriminate	discriminate	VERB
alkej-938	70	18	dementia	dementia	NOUN
alkej-938	70	19	severity	severity	NOUN
alkej-938	70	20	.	.	PUNCT
alkej-938	71	1	this	this	DET
alkej-938	71	2	study	study	NOUN
alkej-938	71	3	aims	aim	VERB
alkej-938	71	4	to	to	PART
alkej-938	71	5	develop	develop	VERB
alkej-938	71	6	a	a	DET
alkej-938	71	7	paradigm	paradigm	NOUN
alkej-938	71	8	that	that	PRON
alkej-938	71	9	could	could	AUX
alkej-938	71	10	be	be	AUX
alkej-938	71	11	used	use	VERB
alkej-938	71	12	in	in	ADP
alkej-938	71	13	real	real	ADJ
alkej-938	71	14	-	-	PUNCT
alkej-938	71	15	world	world	NOUN
alkej-938	71	16	clinical	clinical	ADJ
alkej-938	71	17	settings	setting	NOUN
alkej-938	71	18	and	and	CCONJ
alkej-938	71	19	classify	classify	VERB
alkej-938	71	20	patients	patient	NOUN
alkej-938	71	21	as	as	ADP
alkej-938	71	22	having	have	VERB
alkej-938	71	23	vd	vd	NOUN
alkej-938	71	24	,	,	PUNCT
alkej-938	71	25	mci	mci	NOUN
alkej-938	71	26	,	,	PUNCT
alkej-938	71	27	or	or	CCONJ
alkej-938	71	28	nc	nc	PROPN
alkej-938	71	29	based	base	VERB
alkej-938	71	30	on	on	ADP
alkej-938	71	31	noninvasive	noninvasive	ADJ
alkej-938	71	32	scalp	scalp	NOUN
alkej-938	71	33	eeg	eeg	NOUN
alkej-938	71	34	recordings	recording	NOUN
alkej-938	71	35	.	.	PUNCT
alkej-938	72	1	2	2	X
alkej-938	72	2	.	.	X
alkej-938	72	3	materials	material	NOUN
alkej-938	72	4	and	and	CCONJ
alkej-938	72	5	methods	method	NOUN
alkej-938	72	6	the	the	DET
alkej-938	72	7	recorded	record	VERB
alkej-938	72	8	eegs	eeg	NOUN
alkej-938	72	9	would	would	AUX
alkej-938	72	10	go	go	VERB
alkej-938	72	11	through	through	ADP
alkej-938	72	12	a	a	DET
alkej-938	72	13	series	series	NOUN
alkej-938	72	14	of	of	ADP
alkej-938	72	15	signal	signal	ADJ
alkej-938	72	16	processing	processing	NOUN
alkej-938	72	17	stages	stage	NOUN
alkej-938	72	18	designed	design	VERB
alkej-938	72	19	to	to	PART
alkej-938	72	20	separate	separate	VERB
alkej-938	72	21	the	the	DET
alkej-938	72	22	symptoms	symptom	NOUN
alkej-938	72	23	of	of	ADP
alkej-938	72	24	patients	patient	NOUN
alkej-938	72	25	with	with	ADP
alkej-938	72	26	dementia	dementia	NOUN
alkej-938	72	27	to	to	PART
alkej-938	72	28	diagnose	diagnose	VERB
alkej-938	72	29	post	post	ADJ
alkej-938	72	30	-	-	ADJ
alkej-938	72	31	stroke	stroke	ADJ
alkej-938	72	32	clinical	clinical	ADJ
alkej-938	72	33	manifestations	manifestation	NOUN
alkej-938	72	34	.	.	PUNCT
alkej-938	73	1	fig	fig	NOUN
alkej-938	73	2	.	.	PUNCT
alkej-938	74	1	1	1	NUM
alkej-938	74	2	shows	show	VERB
alkej-938	74	3	the	the	DET
alkej-938	74	4	flowchart	flowchart	NOUN
alkej-938	74	5	of	of	ADP
alkej-938	74	6	the	the	DET
alkej-938	74	7	proposed	propose	VERB
alkej-938	74	8	method	method	NOUN
alkej-938	74	9	.	.	PUNCT
alkej-938	75	1	fig	fig	NOUN
alkej-938	75	2	.	.	PUNCT
alkej-938	76	1	1	1	X
alkej-938	76	2	.	.	X
alkej-938	76	3	flowchart	flowchart	NOUN
alkej-938	76	4	of	of	ADP
alkej-938	76	5	the	the	DET
alkej-938	76	6	proposed	propose	VERB
alkej-938	76	7	method	method	NOUN
alkej-938	76	8	.	.	PUNCT
alkej-938	77	1	2.1	2.1	NUM
alkej-938	77	2	subjects	subject	NOUN
alkej-938	77	3	and	and	CCONJ
alkej-938	77	4	eeg	eeg	NOUN
alkej-938	77	5	recording	recording	NOUN
alkej-938	77	6	procedure	procedure	NOUN
alkej-938	77	7	the	the	DET
alkej-938	77	8	eeg	eeg	NOUN
alkej-938	77	9	datasets	dataset	NOUN
alkej-938	77	10	of	of	ADP
alkej-938	77	11	15	15	NUM
alkej-938	77	12	nc	nc	NOUN
alkej-938	77	13	individuals	individual	NOUN
alkej-938	77	14	(	(	PUNCT
alkej-938	77	15	aged	aged	ADJ
alkej-938	77	16	60.06±5.21	60.06±5.21	NUM
alkej-938	77	17	)	)	PUNCT
alkej-938	77	18	years	year	NOUN
alkej-938	77	19	)	)	PUNCT
alkej-938	77	20	,	,	PUNCT
alkej-938	77	21	15	15	NUM
alkej-938	77	22	patients	patient	NOUN
alkej-938	77	23	(	(	PUNCT
alkej-938	77	24	aged	aged	ADJ
alkej-938	77	25	60.26±7.77	60.26±7.77	NUM
alkej-938	77	26	years	year	NOUN
alkej-938	77	27	)	)	PUNCT
alkej-938	77	28	with	with	ADP
alkej-938	77	29	mci	mci	PROPN
alkej-938	77	30	due	due	ADP
alkej-938	77	31	to	to	ADP
alkej-938	77	32	stroke	stroke	NOUN
alkej-938	77	33	and	and	CCONJ
alkej-938	77	34	5	5	NUM
alkej-938	77	35	people	people	NOUN
alkej-938	77	36	with	with	ADP
alkej-938	77	37	vd	vd	NOUN
alkej-938	77	38	(	(	PUNCT
alkej-938	77	39	aged	aged	ADJ
alkej-938	77	40	64.6±4.8	64.6±4.8	NUM
alkej-938	77	41	years	year	NOUN
alkej-938	77	42	)	)	PUNCT
alkej-938	77	43	.	.	PUNCT
alkej-938	78	1	healthy	healthy	ADJ
alkej-938	78	2	volunteers	volunteer	NOUN
alkej-938	78	3	had	have	VERB
alkej-938	78	4	no	no	DET
alkej-938	78	5	known	know	VERB
alkej-938	78	6	history	history	NOUN
alkej-938	78	7	of	of	ADP
alkej-938	78	8	mental	mental	ADJ
alkej-938	78	9	disorders	disorder	NOUN
alkej-938	78	10	.	.	PUNCT
alkej-938	79	1	patients	patient	NOUN
alkej-938	79	2	suffering	suffer	VERB
alkej-938	79	3	from	from	ADP
alkej-938	79	4	stroke	stroke	NOUN
alkej-938	79	5	were	be	AUX
alkej-938	79	6	culled	cull	VERB
alkej-938	79	7	from	from	ADP
alkej-938	79	8	the	the	DET
alkej-938	79	9	stroke	stroke	NOUN
alkej-938	79	10	ward	ward	NOUN
alkej-938	79	11	at	at	ADP
alkej-938	79	12	pusat	pusat	PROPN
alkej-938	79	13	perubatan	perubatan	PROPN
alkej-938	79	14	universiti	universiti	PROPN
alkej-938	79	15	kebangsaan	kebangsaan	PROPN
alkej-938	79	16	malaysia	malaysia	PROPN
alkej-938	79	17	hospital	hospital	PROPN
alkej-938	79	18	.	.	PUNCT
alkej-938	80	1	the	the	DET
alkej-938	80	2	groups	group	NOUN
alkej-938	80	3	were	be	AUX
alkej-938	80	4	evaluated	evaluate	VERB
alkej-938	80	5	cognitively	cognitively	ADV
alkej-938	80	6	by	by	ADP
alkej-938	80	7	using	use	VERB
alkej-938	80	8	the	the	DET
alkej-938	80	9	mini	mini	ADJ
alkej-938	80	10	-	-	ADJ
alkej-938	80	11	mental	mental	ADJ
alkej-938	80	12	state	state	NOUN
alkej-938	80	13	examination	examination	NOUN
alkej-938	80	14	(	(	PUNCT
alkej-938	80	15	mmse	mmse	ADJ
alkej-938	80	16	)	)	PUNCT
alkej-938	81	1	[	[	X
alkej-938	81	2	39	39	NUM
alkej-938	81	3	]	]	PUNCT
alkej-938	81	4	and	and	CCONJ
alkej-938	81	5	montreal	montreal	PROPN
alkej-938	81	6	cognitive	cognitive	ADJ
alkej-938	81	7	assessment	assessment	NOUN
alkej-938	81	8	(	(	PUNCT
alkej-938	81	9	moca	moca	PROPN
alkej-938	81	10	)	)	PUNCT
alkej-938	82	1	[	[	X
alkej-938	82	2	40	40	NUM
alkej-938	82	3	]	]	PUNCT
alkej-938	82	4	.	.	PUNCT
alkej-938	83	1	the	the	DET
alkej-938	83	2	hospital	hospital	NOUN
alkej-938	83	3	human	human	PROPN
alkej-938	83	4	ethics	ethic	NOUN
alkej-938	83	5	committee	committee	PROPN
alkej-938	83	6	gave	give	VERB
alkej-938	83	7	their	their	PRON
alkej-938	83	8	approval	approval	NOUN
alkej-938	83	9	to	to	ADP
alkej-938	83	10	all	all	PRON
alkej-938	83	11	of	of	ADP
alkej-938	83	12	the	the	DET
alkej-938	83	13	noor	noor	PROPN
alkej-938	83	14	kamal	kamal	PROPN
alkej-938	83	15	al	al	PROPN
alkej-938	83	16	-	-	PUNCT
alkej-938	83	17	qazzaz	qazzaz	PROPN
alkej-938	83	18	al	al	PROPN
alkej-938	83	19	-	-	PUNCT
alkej-938	83	20	khwarizmi	khwarizmi	PROPN
alkej-938	83	21	engineering	engineering	NOUN
alkej-938	83	22	journal	journal	PROPN
alkej-938	83	23	,	,	PUNCT
alkej-938	83	24	vol	vol	NOUN
alkej-938	83	25	.	.	PROPN
alkej-938	83	26	20	20	NUM
alkej-938	83	27	,	,	PUNCT
alkej-938	83	28	no.4	no.4	PROPN
alkej-938	83	29	,	,	PUNCT
alkej-938	83	30	p.p	p.p	PROPN
alkej-938	83	31	.	.	PROPN
alkej-938	83	32	112	112	NUM
alkej-938	83	33	(	(	PUNCT
alkej-938	83	34	2024	2024	NUM
alkej-938	83	35	)	)	PUNCT
alkej-938	83	36	4	4	NUM
alkej-938	83	37	experiment	experiment	NOUN
alkej-938	83	38	protocols	protocol	NOUN
alkej-938	83	39	.	.	PUNCT
alkej-938	84	1	all	all	DET
alkej-938	84	2	participants	participant	NOUN
alkej-938	84	3	also	also	ADV
alkej-938	84	4	signed	sign	VERB
alkej-938	84	5	an	an	DET
alkej-938	84	6	information	information	NOUN
alkej-938	84	7	consent	consent	NOUN
alkej-938	84	8	(	(	PUNCT
alkej-938	84	9	icf	icf	PROPN
alkej-938	84	10	)	)	PUNCT
alkej-938	84	11	form	form	NOUN
alkej-938	84	12	.	.	PUNCT
alkej-938	85	1	nicoletone	nicoletone	NOUN
alkej-938	85	2	(	(	PUNCT
alkej-938	85	3	v32	v32	PROPN
alkej-938	85	4	)	)	PUNCT
alkej-938	85	5	systems	system	NOUN
alkej-938	85	6	were	be	AUX
alkej-938	85	7	used	use	VERB
alkej-938	85	8	to	to	PART
alkej-938	85	9	record	record	VERB
alkej-938	85	10	eeg	eeg	NOUN
alkej-938	85	11	activities	activity	NOUN
alkej-938	85	12	.	.	PUNCT
alkej-938	86	1	in	in	ADP
alkej-938	86	2	accordance	accordance	NOUN
alkej-938	86	3	with	with	ADP
alkej-938	86	4	the	the	DET
alkej-938	86	5	10	10	NUM
alkej-938	86	6	-	-	SYM
alkej-938	86	7	20	20	NUM
alkej-938	86	8	international	international	ADJ
alkej-938	86	9	system	system	NOUN
alkej-938	86	10	,	,	PUNCT
alkej-938	86	11	19	19	NUM
alkej-938	86	12	electrodes	electrode	NOUN
alkej-938	86	13	,	,	PUNCT
alkej-938	86	14	including	include	VERB
alkej-938	86	15	the	the	DET
alkej-938	86	16	ground	ground	NOUN
alkej-938	86	17	and	and	CCONJ
alkej-938	86	18	system	system	NOUN
alkej-938	86	19	reference	reference	NOUN
alkej-938	86	20	electrodes	electrode	NOUN
alkej-938	86	21	,	,	PUNCT
alkej-938	86	22	were	be	AUX
alkej-938	86	23	placed	place	VERB
alkej-938	86	24	(	(	PUNCT
alkej-938	86	25	fp1	fp1	PROPN
alkej-938	86	26	,	,	PUNCT
alkej-938	86	27	fp2	fp2	PROPN
alkej-938	86	28	,	,	PUNCT
alkej-938	86	29	f7	f7	PROPN
alkej-938	86	30	,	,	PUNCT
alkej-938	86	31	f3	f3	PROPN
alkej-938	86	32	,	,	PUNCT
alkej-938	86	33	fz	fz	NOUN
alkej-938	86	34	,	,	PUNCT
alkej-938	86	35	f4	f4	PROPN
alkej-938	86	36	,	,	PUNCT
alkej-938	86	37	f8	f8	PROPN
alkej-938	86	38	,	,	PUNCT
alkej-938	86	39	t3	t3	PROPN
alkej-938	86	40	,	,	PUNCT
alkej-938	86	41	t5	t5	PROPN
alkej-938	86	42	,	,	PUNCT
alkej-938	86	43	t4	t4	PROPN
alkej-938	86	44	,	,	PUNCT
alkej-938	86	45	t6	t6	PROPN
alkej-938	86	46	,	,	PUNCT
alkej-938	86	47	p3	p3	PROPN
alkej-938	86	48	,	,	PUNCT
alkej-938	86	49	pz	pz	NOUN
alkej-938	86	50	,	,	PUNCT
alkej-938	86	51	p4	p4	ADJ
alkej-938	86	52	,	,	PUNCT
alkej-938	86	53	c3	c3	PROPN
alkej-938	86	54	,	,	PUNCT
alkej-938	86	55	cz	cz	NOUN
alkej-938	86	56	,	,	PUNCT
alkej-938	86	57	c4	c4	NOUN
alkej-938	86	58	,	,	PUNCT
alkej-938	86	59	o1	o1	NOUN
alkej-938	86	60	and	and	CCONJ
alkej-938	86	61	o2	o2	PROPN
alkej-938	86	62	)	)	PUNCT
alkej-938	86	63	.	.	PUNCT
alkej-938	87	1	in	in	ADP
alkej-938	87	2	this	this	DET
alkej-938	87	3	study	study	NOUN
alkej-938	87	4	,	,	PUNCT
alkej-938	87	5	all	all	DET
alkej-938	87	6	participants	participant	NOUN
alkej-938	87	7	engaged	engage	VERB
alkej-938	87	8	in	in	ADP
alkej-938	87	9	an	an	DET
alkej-938	87	10	auditory	auditory	ADJ
alkej-938	87	11	working	working	NOUN
alkej-938	87	12	memory	memory	NOUN
alkej-938	87	13	(	(	PUNCT
alkej-938	87	14	wm	wm	PROPN
alkej-938	87	15	)	)	PUNCT
alkej-938	87	16	task	task	NOUN
alkej-938	87	17	session	session	NOUN
alkej-938	87	18	.	.	PUNCT
alkej-938	88	1	as	as	SCONJ
alkej-938	88	2	the	the	DET
alkej-938	88	3	subjects	subject	NOUN
alkej-938	88	4	were	be	AUX
alkej-938	88	5	instructed	instruct	VERB
alkej-938	88	6	to	to	PART
alkej-938	88	7	relax	relax	VERB
alkej-938	88	8	completely	completely	ADV
alkej-938	88	9	,	,	PUNCT
alkej-938	88	10	an	an	DET
alkej-938	88	11	auditory	auditory	ADJ
alkej-938	88	12	session	session	NOUN
alkej-938	88	13	began	begin	VERB
alkej-938	88	14	with	with	ADP
alkej-938	88	15	a	a	DET
alkej-938	88	16	0.5	0.5	NUM
alkej-938	88	17	-	-	PUNCT
alkej-938	88	18	second	second	ADJ
alkej-938	88	19	fixation	fixation	NOUN
alkej-938	88	20	cue	cue	NOUN
alkej-938	88	21	.	.	PUNCT
alkej-938	89	1	the	the	DET
alkej-938	89	2	participants	participant	NOUN
alkej-938	89	3	were	be	AUX
alkej-938	89	4	then	then	ADV
alkej-938	89	5	given	give	VERB
alkej-938	89	6	a	a	DET
alkej-938	89	7	brief	brief	ADJ
alkej-938	89	8	wm	wm	PROPN
alkej-938	89	9	test	test	NOUN
alkej-938	89	10	,	,	PUNCT
alkej-938	89	11	during	during	ADP
alkej-938	89	12	which	which	PRON
alkej-938	89	13	they	they	PRON
alkej-938	89	14	were	be	AUX
alkej-938	89	15	asked	ask	VERB
alkej-938	89	16	to	to	PART
alkej-938	89	17	memorise	memorise	VERB
alkej-938	89	18	five	five	NUM
alkej-938	89	19	words	word	NOUN
alkej-938	89	20	for	for	ADP
alkej-938	89	21	10	10	NUM
alkej-938	89	22	seconds	second	NOUN
alkej-938	89	23	.	.	PUNCT
alkej-938	90	1	the	the	DET
alkej-938	90	2	participants	participant	NOUN
alkej-938	90	3	were	be	AUX
alkej-938	90	4	then	then	ADV
alkej-938	90	5	asked	ask	VERB
alkej-938	90	6	to	to	PART
alkej-938	90	7	try	try	VERB
alkej-938	90	8	to	to	PART
alkej-938	90	9	recall	recall	VERB
alkej-938	90	10	the	the	DET
alkej-938	90	11	words	word	NOUN
alkej-938	90	12	while	while	SCONJ
alkej-938	90	13	keeping	keep	VERB
alkej-938	90	14	their	their	PRON
alkej-938	90	15	eyes	eye	NOUN
alkej-938	90	16	closed	close	VERB
alkej-938	90	17	,	,	PUNCT
alkej-938	90	18	and	and	CCONJ
alkej-938	90	19	eeg	eeg	NOUN
alkej-938	90	20	data	datum	NOUN
alkej-938	90	21	were	be	AUX
alkej-938	90	22	collected	collect	VERB
alkej-938	90	23	.	.	PUNCT
alkej-938	91	1	they	they	PRON
alkej-938	91	2	closed	close	VERB
alkej-938	91	3	their	their	PRON
alkej-938	91	4	eyes	eye	NOUN
alkej-938	91	5	for	for	ADP
alkej-938	91	6	60	60	NUM
alkej-938	91	7	seconds	second	NOUN
alkej-938	91	8	,	,	PUNCT
alkej-938	91	9	opened	open	VERB
alkej-938	91	10	them	they	PRON
alkej-938	91	11	and	and	CCONJ
alkej-938	91	12	list	list	VERB
alkej-938	91	13	as	as	ADV
alkej-938	91	14	many	many	ADJ
alkej-938	91	15	words	word	NOUN
alkej-938	91	16	as	as	SCONJ
alkej-938	91	17	they	they	PRON
alkej-938	91	18	could	could	AUX
alkej-938	91	19	remember	remember	VERB
alkej-938	91	20	[	[	X
alkej-938	91	21	8	8	NUM
alkej-938	91	22	]	]	PUNCT
alkej-938	91	23	.	.	PUNCT
alkej-938	92	1	2.2	2.2	NUM
alkej-938	92	2	preprocessing	preprocessing	NOUN
alkej-938	92	3	stage	stage	NOUN
alkej-938	92	4	in	in	ADP
alkej-938	92	5	the	the	DET
alkej-938	92	6	first	first	ADJ
alkej-938	92	7	step	step	NOUN
alkej-938	92	8	of	of	ADP
alkej-938	92	9	processing	process	VERB
alkej-938	92	10	each	each	DET
alkej-938	92	11	channel	channel	NOUN
alkej-938	92	12	of	of	ADP
alkej-938	92	13	recorded	record	VERB
alkej-938	92	14	eeg	eeg	NOUN
alkej-938	92	15	datasets	dataset	NOUN
alkej-938	92	16	,	,	PUNCT
alkej-938	92	17	conventional	conventional	ADJ
alkej-938	92	18	filters	filter	NOUN
alkej-938	92	19	were	be	AUX
alkej-938	92	20	used	use	VERB
alkej-938	92	21	;	;	PUNCT
alkej-938	92	22	in	in	ADP
alkej-938	92	23	particular	particular	ADJ
alkej-938	92	24	,	,	PUNCT
alkej-938	92	25	a	a	DET
alkej-938	92	26	notch	notch	ADJ
alkej-938	92	27	filter	filter	NOUN
alkej-938	92	28	at	at	ADP
alkej-938	92	29	50	50	NUM
alkej-938	92	30	hz	hz	NOUN
alkej-938	92	31	was	be	AUX
alkej-938	92	32	used	use	VERB
alkej-938	92	33	to	to	PART
alkej-938	92	34	remove	remove	VERB
alkej-938	92	35	interference	interference	NOUN
alkej-938	92	36	noise	noise	NOUN
alkej-938	92	37	,	,	PUNCT
alkej-938	92	38	and	and	CCONJ
alkej-938	92	39	a	a	DET
alkej-938	92	40	bandpass	bandpass	NOUN
alkej-938	92	41	filter	filter	NOUN
alkej-938	92	42	with	with	ADP
alkej-938	92	43	a	a	DET
alkej-938	92	44	(	(	PUNCT
alkej-938	92	45	0.5–64	0.5–64	NOUN
alkej-938	92	46	)	)	PUNCT
alkej-938	92	47	hz	hz	VERB
alkej-938	92	48	frequency	frequency	NOUN
alkej-938	92	49	range	range	NOUN
alkej-938	92	50	was	be	AUX
alkej-938	92	51	used	use	VERB
alkej-938	92	52	to	to	PART
alkej-938	92	53	limit	limit	VERB
alkej-938	92	54	the	the	DET
alkej-938	92	55	band	band	NOUN
alkej-938	92	56	of	of	ADP
alkej-938	92	57	the	the	DET
alkej-938	92	58	recorded	record	VERB
alkej-938	92	59	eeg	eeg	NOUN
alkej-938	92	60	signals	signal	NOUN
alkej-938	93	1	[	[	X
alkej-938	93	2	41	41	NUM
alkej-938	93	3	,	,	PUNCT
alkej-938	93	4	42	42	NUM
alkej-938	93	5	]	]	PUNCT
alkej-938	93	6	.	.	PUNCT
alkej-938	94	1	2.3	2.3	NUM
alkej-938	94	2	feature	feature	NOUN
alkej-938	94	3	extraction	extraction	NOUN
alkej-938	94	4	stage	stage	NOUN
alkej-938	94	5	the	the	DET
alkej-938	94	6	eeg	eeg	NOUN
alkej-938	94	7	signals	signal	NOUN
alkej-938	94	8	for	for	ADP
alkej-938	94	9	all	all	DET
alkej-938	94	10	channels	channel	NOUN
alkej-938	94	11	were	be	AUX
alkej-938	94	12	segmented	segment	VERB
alkej-938	94	13	into	into	ADP
alkej-938	94	14	nonoverlapping	nonoverlapping	ADJ
alkej-938	94	15	windows	window	NOUN
alkej-938	94	16	of	of	ADP
alkej-938	94	17	2	2	NUM
alkej-938	94	18	s	s	NOUN
alkej-938	94	19	for	for	ADP
alkej-938	94	20	feature	feature	NOUN
alkej-938	94	21	extraction	extraction	NOUN
alkej-938	94	22	.	.	PUNCT
alkej-938	95	1	entropy	entropy	PROPN
alkej-938	95	2	features	feature	NOUN
alkej-938	95	3	including	include	VERB
alkej-938	95	4	attention	attention	NOUN
alkej-938	95	5	entropy	entropy	NOUN
alkej-938	95	6	(	(	PUNCT
alkej-938	95	7	atten	atten	VERB
alkej-938	95	8	)	)	PUNCT
alkej-938	96	1	[	[	X
alkej-938	96	2	38	38	NUM
alkej-938	96	3	]	]	PUNCT
alkej-938	96	4	,	,	PUNCT
alkej-938	96	5	bubble	bubble	NOUN
alkej-938	96	6	entropy	entropy	NOUN
alkej-938	96	7	(	(	PUNCT
alkej-938	96	8	bubben	bubben	PROPN
alkej-938	96	9	)	)	PUNCT
alkej-938	97	1	[	[	X
alkej-938	97	2	43	43	NUM
alkej-938	97	3	]	]	PUNCT
alkej-938	97	4	and	and	CCONJ
alkej-938	97	5	symbolic	symbolic	ADJ
alkej-938	97	6	dynamic	dynamic	ADJ
alkej-938	97	7	entropy	entropy	NOUN
alkej-938	97	8	(	(	PUNCT
alkej-938	97	9	sydyen	sydyen	ADV
alkej-938	97	10	)	)	PUNCT
alkej-938	98	1	[	[	X
alkej-938	98	2	44	44	NUM
alkej-938	98	3	,	,	PUNCT
alkej-938	98	4	45	45	NUM
alkej-938	98	5	,	,	PUNCT
alkej-938	98	6	46	46	NUM
alkej-938	98	7	]	]	PUNCT
alkej-938	98	8	of	of	ADP
alkej-938	98	9	univariate	univariate	ADJ
alkej-938	98	10	data	datum	NOUN
alkej-938	98	11	sequence	sequence	NOUN
alkej-938	98	12	features	feature	NOUN
alkej-938	98	13	were	be	AUX
alkej-938	98	14	extracted	extract	VERB
alkej-938	98	15	.	.	PUNCT
alkej-938	99	1	the	the	DET
alkej-938	99	2	dimension	dimension	NOUN
alkej-938	99	3	of	of	ADP
alkej-938	99	4	each	each	DET
alkej-938	99	5	feature	feature	NOUN
alkej-938	99	6	vector	vector	NOUN
alkej-938	99	7	from	from	ADP
alkej-938	99	8	each	each	DET
alkej-938	99	9	subject	subject	NOUN
alkej-938	99	10	was	be	AUX
alkej-938	99	11	equal	equal	ADJ
alkej-938	99	12	to	to	ADP
alkej-938	99	13	30	30	NUM
alkej-938	99	14	windows	window	NOUN
alkej-938	99	15	×	×	PROPN
alkej-938	99	16	19	19	NUM
alkej-938	99	17	eeg	eeg	NOUN
alkej-938	99	18	channels	channel	NOUN
alkej-938	99	19	.	.	PUNCT
alkej-938	100	1	patients	patient	NOUN
alkej-938	100	2	with	with	ADP
alkej-938	100	3	vd	vd	NOUN
alkej-938	100	4	were	be	AUX
alkej-938	100	5	a	a	DET
alkej-938	100	6	minority	minority	NOUN
alkej-938	100	7	in	in	ADP
alkej-938	100	8	this	this	DET
alkej-938	100	9	research	research	NOUN
alkej-938	100	10	.	.	PUNCT
alkej-938	101	1	synthetic	synthetic	ADJ
alkej-938	101	2	oversampling	oversample	VERB
alkej-938	101	3	technique	technique	NOUN
alkej-938	101	4	(	(	PUNCT
alkej-938	101	5	smote	smote	NOUN
alkej-938	101	6	)	)	PUNCT
alkej-938	101	7	was	be	AUX
alkej-938	101	8	utilised	utilise	VERB
alkej-938	101	9	to	to	PART
alkej-938	101	10	rectify	rectify	VERB
alkej-938	101	11	the	the	DET
alkej-938	101	12	data	datum	NOUN
alkej-938	101	13	imbalance	imbalance	NOUN
alkej-938	101	14	[	[	X
alkej-938	101	15	47	47	NUM
alkej-938	101	16	]	]	PUNCT
alkej-938	101	17	.	.	PUNCT
alkej-938	102	1	empirical	empirical	ADJ
alkej-938	102	2	evidence	evidence	NOUN
alkej-938	102	3	is	be	AUX
alkej-938	102	4	lacking	lack	VERB
alkej-938	102	5	to	to	PART
alkej-938	102	6	support	support	VERB
alkej-938	102	7	the	the	DET
alkej-938	102	8	efficacy	efficacy	NOUN
alkej-938	102	9	of	of	ADP
alkej-938	102	10	bubben	bubben	NOUN
alkej-938	102	11	or	or	CCONJ
alkej-938	102	12	dispen	dispen	VERB
alkej-938	102	13	in	in	ADP
alkej-938	102	14	the	the	DET
alkej-938	102	15	characterisation	characterisation	NOUN
alkej-938	102	16	of	of	ADP
alkej-938	102	17	eeg	eeg	NOUN
alkej-938	102	18	signals	signal	NOUN
alkej-938	102	19	.	.	PUNCT
alkej-938	103	1	the	the	DET
alkej-938	103	2	present	present	ADJ
alkej-938	103	3	work	work	NOUN
alkej-938	103	4	aimed	aim	VERB
alkej-938	103	5	to	to	PART
alkej-938	103	6	assess	assess	VERB
alkej-938	103	7	the	the	DET
alkej-938	103	8	discriminatory	discriminatory	ADJ
alkej-938	103	9	capability	capability	NOUN
alkej-938	103	10	of	of	ADP
alkej-938	103	11	atten	atten	PROPN
alkej-938	103	12	,	,	PUNCT
alkej-938	103	13	bubben	bubben	NOUN
alkej-938	103	14	and	and	CCONJ
alkej-938	103	15	sydyen	sydyen	NOUN
alkej-938	103	16	in	in	ADP
alkej-938	103	17	discerning	discern	VERB
alkej-938	103	18	the	the	DET
alkej-938	103	19	severity	severity	NOUN
alkej-938	103	20	of	of	ADP
alkej-938	103	21	dementia	dementia	NOUN
alkej-938	103	22	based	base	VERB
alkej-938	103	23	on	on	ADP
alkej-938	103	24	eeg	eeg	PROPN
alkej-938	103	25	signals	signal	NOUN
alkej-938	103	26	a.	a.	NOUN
alkej-938	103	27	symbolic	symbolic	PROPN
alkej-938	103	28	dynamic	dynamic	ADJ
alkej-938	103	29	entropy	entropy	NOUN
alkej-938	103	30	(	(	PUNCT
alkej-938	103	31	sydyen	sydyen	NOUN
alkej-938	103	32	)	)	PUNCT
alkej-938	103	33	symbolic	symbolic	ADJ
alkej-938	103	34	dynamics	dynamic	NOUN
alkej-938	103	35	evaluates	evaluate	VERB
alkej-938	103	36	dynamical	dynamical	ADJ
alkej-938	103	37	systems	system	NOUN
alkej-938	103	38	based	base	VERB
alkej-938	103	39	on	on	ADP
alkej-938	103	40	the	the	DET
alkej-938	103	41	proper	proper	ADJ
alkej-938	103	42	partitioning	partitioning	NOUN
alkej-938	103	43	of	of	ADP
alkej-938	103	44	the	the	DET
alkej-938	103	45	symbol	symbol	NOUN
alkej-938	103	46	sequences	sequence	NOUN
alkej-938	103	47	obtained	obtain	VERB
alkej-938	103	48	for	for	ADP
alkej-938	103	49	the	the	DET
alkej-938	103	50	state	state	NOUN
alkej-938	103	51	space	space	NOUN
alkej-938	103	52	.	.	PUNCT
alkej-938	104	1	symbolic	symbolic	ADJ
alkej-938	104	2	dynamic	dynamic	ADJ
alkej-938	104	3	entropy	entropy	NOUN
alkej-938	104	4	(	(	PUNCT
alkej-938	104	5	sydyen	sydyen	PROPN
alkej-938	104	6	)	)	PUNCT
alkej-938	104	7	is	be	AUX
alkej-938	104	8	based	base	VERB
alkej-938	104	9	on	on	ADP
alkej-938	104	10	an	an	DET
alkej-938	104	11	entropy	entropy	NOUN
alkej-938	104	12	unit	unit	NOUN
alkej-938	104	13	.	.	PUNCT
alkej-938	105	1	simple	simple	ADJ
alkej-938	105	2	methods	method	NOUN
alkej-938	105	3	can	can	AUX
alkej-938	105	4	preserve	preserve	VERB
alkej-938	105	5	some	some	DET
alkej-938	105	6	important	important	ADJ
alkej-938	105	7	properties	property	NOUN
alkej-938	105	8	of	of	ADP
alkej-938	105	9	the	the	DET
alkej-938	105	10	dynamics	dynamic	NOUN
alkej-938	105	11	,	,	PUNCT
alkej-938	105	12	such	such	ADJ
alkej-938	105	13	as	as	ADP
alkej-938	105	14	periodicity	periodicity	NOUN
alkej-938	105	15	and	and	CCONJ
alkej-938	105	16	dependence	dependence	NOUN
alkej-938	105	17	,	,	PUNCT
alkej-938	105	18	despite	despite	SCONJ
alkej-938	105	19	the	the	DET
alkej-938	105	20	loss	loss	NOUN
alkej-938	105	21	of	of	ADP
alkej-938	105	22	a	a	DET
alkej-938	105	23	certain	certain	ADJ
alkej-938	105	24	amount	amount	NOUN
alkej-938	105	25	of	of	ADP
alkej-938	105	26	detail	detail	NOUN
alkej-938	105	27	.	.	PUNCT
alkej-938	106	1	symbolic	symbolic	ADJ
alkej-938	106	2	dynamics	dynamic	NOUN
alkej-938	106	3	(	(	PUNCT
alkej-938	106	4	sde	sde	PROPN
alkej-938	106	5	)	)	PUNCT
alkej-938	106	6	has	have	AUX
alkej-938	106	7	been	be	AUX
alkej-938	106	8	used	use	VERB
alkej-938	106	9	to	to	PART
alkej-938	106	10	locate	locate	VERB
alkej-938	106	11	dynamics	dynamic	NOUN
alkej-938	106	12	in	in	ADP
alkej-938	106	13	nonlinear	nonlinear	ADJ
alkej-938	106	14	systems	system	NOUN
alkej-938	106	15	[	[	X
alkej-938	106	16	48	48	NUM
alkej-938	106	17	,	,	PUNCT
alkej-938	106	18	49	49	NUM
alkej-938	106	19	,	,	PUNCT
alkej-938	106	20	50	50	NUM
alkej-938	106	21	,	,	PUNCT
alkej-938	106	22	51	51	NUM
alkej-938	106	23	]	]	PUNCT
alkej-938	106	24	.	.	PUNCT
alkej-938	107	1	to	to	PART
alkej-938	107	2	apply	apply	VERB
alkej-938	107	3	the	the	DET
alkej-938	107	4	sydyen	sydyen	NOUN
alkej-938	107	5	approach	approach	NOUN
alkej-938	107	6	,	,	PUNCT
alkej-938	107	7	the	the	DET
alkej-938	107	8	time	time	NOUN
alkej-938	107	9	series	series	PROPN
alkej-938	107	10	must	must	AUX
alkej-938	107	11	first	first	ADV
alkej-938	107	12	be	be	AUX
alkej-938	107	13	transformed	transform	VERB
alkej-938	107	14	into	into	ADP
alkej-938	107	15	a	a	DET
alkej-938	107	16	symbolic	symbolic	ADJ
alkej-938	107	17	series	series	NOUN
alkej-938	107	18	,	,	PUNCT
alkej-938	107	19	𝑋	𝑋	PROPN
alkej-938	107	20	=	=	SYM
alkej-938	107	21	𝑥1	𝑥1	PROPN
alkej-938	107	22	,	,	PUNCT
alkej-938	107	23	𝑥2	𝑥2	NOUN
alkej-938	107	24	,	,	PUNCT
alkej-938	107	25	𝑥3	𝑥3	NOUN
alkej-938	107	26	,	,	PUNCT
alkej-938	107	27	.	.	PUNCT
alkej-938	107	28	.	.	PUNCT
alkej-938	108	1	.	.	PUNCT
alkej-938	109	1	,	,	PUNCT
alkej-938	109	2	𝑥𝑛	𝑥𝑛	PROPN
alkej-938	109	3	,	,	PUNCT
alkej-938	109	4	which	which	PRON
alkej-938	109	5	represents	represent	VERB
alkej-938	109	6	a	a	DET
alkej-938	109	7	time	time	NOUN
alkej-938	109	8	series	series	NOUN
alkej-938	109	9	of	of	ADP
alkej-938	109	10	length	length	PROPN
alkej-938	109	11	n.	n.	PROPN
alkej-938	109	12	one	one	NUM
alkej-938	109	13	way	way	NOUN
alkej-938	109	14	to	to	PART
alkej-938	109	15	transform	transform	VERB
alkej-938	109	16	time	time	NOUN
alkej-938	109	17	series	series	NOUN
alkej-938	109	18	into	into	ADP
alkej-938	109	19	symbolic	symbolic	ADJ
alkej-938	109	20	time	time	NOUN
alkej-938	109	21	series	series	NOUN
alkej-938	109	22	is	be	AUX
alkej-938	109	23	by	by	ADP
alkej-938	109	24	using	use	VERB
alkej-938	109	25	maximum	maximum	ADJ
alkej-938	109	26	entropy	entropy	NOUN
alkej-938	109	27	partitioning	partitioning	PROPN
alkej-938	109	28	,	,	PUNCT
alkej-938	109	29	which	which	PRON
alkej-938	109	30	offers	offer	VERB
alkej-938	109	31	adaptive	adaptive	ADJ
alkej-938	109	32	segmentation	segmentation	NOUN
alkej-938	109	33	[	[	X
alkej-938	109	34	45	45	NUM
alkej-938	109	35	]	]	PUNCT
alkej-938	109	36	.	.	PUNCT
alkej-938	110	1	in	in	ADP
alkej-938	110	2	the	the	DET
alkej-938	110	3	equation	equation	NOUN
alkej-938	110	4	,	,	PUNCT
alkej-938	110	5	λ	λ	PROPN
alkej-938	110	6	stands	stand	VERB
alkej-938	110	7	for	for	ADP
alkej-938	110	8	the	the	DET
alkej-938	110	9	time	time	NOUN
alkej-938	110	10	delay	delay	NOUN
alkej-938	110	11	and	and	CCONJ
alkej-938	110	12	m	m	VERB
alkej-938	110	13	for	for	ADP
alkej-938	110	14	the	the	DET
alkej-938	110	15	embedding	embed	VERB
alkej-938	110	16	dimension	dimension	NOUN
alkej-938	110	17	in	in	ADP
alkej-938	110	18	the	the	DET
alkej-938	110	19	symbolic	symbolic	ADJ
alkej-938	110	20	time	time	NOUN
alkej-938	110	21	series	series	PROPN
alkej-938	110	22	.	.	PUNCT
alkej-938	111	1	the	the	DET
alkej-938	111	2	next	next	ADJ
alkej-938	111	3	step	step	NOUN
alkej-938	111	4	is	be	AUX
alkej-938	111	5	to	to	PART
alkej-938	111	6	determine	determine	VERB
alkej-938	111	7	the	the	DET
alkej-938	111	8	probability	probability	NOUN
alkej-938	111	9	of	of	ADP
alkej-938	111	10	state	state	NOUN
alkej-938	111	11	transitions	transition	NOUN
alkej-938	111	12	[	[	X
alkej-938	111	13	52	52	NUM
alkej-938	111	14	]	]	PUNCT
alkej-938	111	15	.	.	PUNCT
alkej-938	112	1	equation	equation	NOUN
alkej-938	112	2	1	1	NUM
alkej-938	112	3	defines	define	VERB
alkej-938	112	4	the	the	DET
alkej-938	112	5	sde	sde	PROPN
alkej-938	112	6	in	in	ADP
alkej-938	112	7	accordance	accordance	NOUN
alkej-938	112	8	with	with	ADP
alkej-938	112	9	the	the	DET
alkej-938	112	10	theorem	theorem	NOUN
alkej-938	112	11	of	of	ADP
alkej-938	112	12	shannon	shannon	PROPN
alkej-938	112	13	entropy	entropy	PROPN
alkej-938	112	14	.	.	PUNCT
alkej-938	113	1	𝑆𝐷𝐸(𝑋	𝑆𝐷𝐸(𝑋	NOUN
alkej-938	113	2	,	,	PUNCT
alkej-938	113	3	𝜇	𝜇	ADP
alkej-938	113	4	,	,	PUNCT
alkej-938	113	5	𝑚	𝑚	PROPN
alkej-938	113	6	,	,	PUNCT
alkej-938	113	7	𝜆	𝜆	NOUN
alkej-938	113	8	)	)	PUNCT
alkej-938	113	9	=	=	SYM
alkej-938	113	10	−	−	PROPN
alkej-938	113	11	∑	∑	PUNCT
alkej-938	113	12	𝑃(𝑞𝑎	𝑃(𝑞𝑎	PROPN
alkej-938	113	13	𝜇,𝑚,𝜆	𝜇,𝑚,𝜆	PROPN
alkej-938	113	14	)	)	PUNCT
alkej-938	113	15	𝑙𝑛𝑃(𝑞𝑎	𝑙𝑛𝑃(𝑞𝑎	PROPN
alkej-938	113	16	𝜇,𝑚,𝜆	𝜇,𝑚,𝜆	PROPN
alkej-938	113	17	)	)	PUNCT
alkej-938	113	18	𝜇𝑚	𝜇𝑚	ADP
alkej-938	113	19	𝑎=1	𝑎=1	PROPN
alkej-938	113	20	−	−	PROPN
alkej-938	113	21	∑	∑	PROPN
alkej-938	113	22	∑	∑	PROPN
alkej-938	113	23	𝑃(𝑞𝑎	𝑃(𝑞𝑎	PROPN
alkej-938	113	24	𝜇,𝑚,𝜆	𝜇,𝑚,𝜆	PROPN
alkej-938	113	25	)	)	PUNCT
alkej-938	113	26	𝑙𝑛𝑃(𝑞𝑎	𝑙𝑛𝑃(𝑞𝑎	PROPN
alkej-938	113	27	𝜇,𝑚,𝜆	𝜇,𝑚,𝜆	PROPN
alkej-938	113	28	)	)	PUNCT
alkej-938	113	29	𝜇𝑚	𝜇𝑚	ADP
alkej-938	113	30	𝑎=1	𝑎=1	PROPN
alkej-938	113	31	𝜇	𝜇	ADP
alkej-938	113	32	𝑎=1	𝑎=1	ADP
alkej-938	113	33	𝑃(𝜎𝑏|𝑞𝑎	𝑃(𝜎𝑏|𝑞𝑎	PROPN
alkej-938	113	34	𝜇,𝑚,𝜆	𝜇,𝑚,𝜆	PROPN
alkej-938	113	35	)	)	PUNCT
alkej-938	113	36	…	…	PUNCT
alkej-938	113	37	(	(	PUNCT
alkej-938	113	38	1	1	NUM
alkej-938	113	39	)	)	PUNCT
alkej-938	113	40	)	)	PUNCT
alkej-938	114	1	lastly	lastly	ADV
alkej-938	114	2	,	,	PUNCT
alkej-938	114	3	the	the	DET
alkej-938	114	4	sde	sde	PROPN
alkej-938	114	5	is	be	AUX
alkej-938	114	6	adjusted	adjust	VERB
alkej-938	114	7	to	to	PART
alkej-938	114	8	ensure	ensure	VERB
alkej-938	114	9	that	that	SCONJ
alkej-938	114	10	it	it	PRON
alkej-938	114	11	follows	follow	VERB
alkej-938	114	12	the	the	DET
alkej-938	114	13	normal	normal	ADJ
alkej-938	114	14	distribution	distribution	NOUN
alkej-938	114	15	with	with	ADP
alkej-938	114	16	0	0	NUM
alkej-938	114	17	<	<	X
alkej-938	114	18	sydy	sydy	X
alkej-938	114	19	<	<	X
alkej-938	114	20	1	1	NUM
alkej-938	114	21	,	,	PUNCT
alkej-938	114	22	as	as	SCONJ
alkej-938	114	23	shown	show	VERB
alkej-938	114	24	in	in	ADP
alkej-938	114	25	equation	equation	NOUN
alkej-938	114	26	2	2	NUM
alkej-938	114	27	.	.	PUNCT
alkej-938	114	28	𝑆𝑦𝐷𝑦𝐸(	𝑆𝑦𝐷𝑦𝐸(	PROPN
alkej-938	114	29	�	�	PROPN
alkej-938	114	30	̅	̅	NOUN
alkej-938	114	31	�	�	NOUN
alkej-938	114	32	,	,	PUNCT
alkej-938	114	33	𝜇	𝜇	ADP
alkej-938	114	34	,	,	PUNCT
alkej-938	114	35	𝑚	𝑚	PROPN
alkej-938	114	36	,	,	PUNCT
alkej-938	114	37	𝜆	𝜆	NOUN
alkej-938	114	38	)	)	PUNCT
alkej-938	114	39	=	=	SYM
alkej-938	114	40	𝑆𝐷𝐸(	𝑆𝐷𝐸(	PROPN
alkej-938	114	41	�	�	PROPN
alkej-938	114	42	̅	̅	NOUN
alkej-938	114	43	�	�	NOUN
alkej-938	114	44	,	,	PUNCT
alkej-938	114	45	𝜇	𝜇	ADP
alkej-938	114	46	,	,	PUNCT
alkej-938	114	47	𝑚,/	𝑚,/	PROPN
alkej-938	114	48	ln(𝜇𝑚+1	ln(𝜇𝑚+1	NOUN
alkej-938	114	49	)	)	PUNCT
alkej-938	114	50	…	…	PUNCT
alkej-938	114	51	(	(	PUNCT
alkej-938	114	52	2	2	X
alkej-938	114	53	)	)	PUNCT
alkej-938	114	54	b.	b.	PROPN
alkej-938	114	55	bubble	bubble	NOUN
alkej-938	114	56	entropy	entropy	PROPN
alkej-938	114	57	(	(	PUNCT
alkej-938	114	58	bubben	bubben	PROPN
alkej-938	114	59	)	)	PUNCT
alkej-938	114	60	manis	manis	PROPN
alkej-938	114	61	et	et	PROPN
alkej-938	114	62	al	al	PROPN
alkej-938	114	63	.	.	PUNCT
alkej-938	115	1	[	[	X
alkej-938	115	2	43	43	NUM
alkej-938	115	3	]	]	PUNCT
alkej-938	115	4	suggested	suggest	VERB
alkej-938	115	5	the	the	DET
alkej-938	115	6	use	use	NOUN
alkej-938	115	7	of	of	ADP
alkej-938	115	8	bubben	bubben	NOUN
alkej-938	115	9	to	to	PART
alkej-938	115	10	differentiate	differentiate	VERB
alkej-938	115	11	congestive	congestive	ADJ
alkej-938	115	12	heart	heart	NOUN
alkej-938	115	13	failure	failure	NOUN
alkej-938	115	14	from	from	ADP
alkej-938	115	15	a	a	DET
alkej-938	115	16	healthy	healthy	ADJ
alkej-938	115	17	control	control	NOUN
alkej-938	115	18	group	group	NOUN
alkej-938	115	19	.	.	PUNCT
alkej-938	116	1	the	the	DET
alkej-938	116	2	bubben	bubben	NOUN
alkej-938	116	3	formula	formula	NOUN
alkej-938	116	4	is	be	AUX
alkej-938	116	5	an	an	DET
alkej-938	116	6	adaptation	adaptation	NOUN
alkej-938	116	7	of	of	ADP
alkej-938	116	8	the	the	DET
alkej-938	116	9	permutation	permutation	NOUN
alkej-938	116	10	entropy	entropy	NOUN
alkej-938	116	11	that	that	PRON
alkej-938	116	12	incorporates	incorporate	VERB
alkej-938	116	13	elements	element	NOUN
alkej-938	116	14	from	from	ADP
alkej-938	116	15	the	the	DET
alkej-938	116	16	permutation	permutation	NOUN
alkej-938	116	17	entropy	entropy	NOUN
alkej-938	116	18	and	and	CCONJ
alkej-938	116	19	the	the	DET
alkej-938	116	20	renyi	renyi	PROPN
alkej-938	116	21	entropy	entropy	PROPN
alkej-938	116	22	as	as	ADV
alkej-938	116	23	well	well	ADV
alkej-938	116	24	as	as	ADP
alkej-938	116	25	some	some	DET
alkej-938	116	26	additional	additional	ADJ
alkej-938	116	27	terms	term	NOUN
alkej-938	116	28	from	from	ADP
alkej-938	116	29	the	the	DET
alkej-938	116	30	apen	apen	NOUN
alkej-938	116	31	[	[	X
alkej-938	116	32	53	53	NUM
alkej-938	116	33	]	]	PUNCT
alkej-938	116	34	.	.	PUNCT
alkej-938	117	1	the	the	DET
alkej-938	117	2	number	number	NOUN
alkej-938	117	3	of	of	ADP
alkej-938	117	4	swaps	swap	NOUN
alkej-938	117	5	needed	need	VERB
alkej-938	117	6	to	to	PART
alkej-938	117	7	sort	sort	VERB
alkej-938	117	8	a	a	DET
alkej-938	117	9	vector	vector	NOUN
alkej-938	117	10	x½i	x½i	PROPN
alkej-938	117	11	is	be	AUX
alkej-938	117	12	counted	count	VERB
alkej-938	117	13	in	in	ADP
alkej-938	117	14	bubben	bubben	NOUN
alkej-938	117	15	,	,	PUNCT
alkej-938	117	16	which	which	PRON
alkej-938	117	17	uses	use	VERB
alkej-938	117	18	the	the	DET
alkej-938	117	19	bubble	bubble	NOUN
alkej-938	117	20	sort	sort	NOUN
alkej-938	117	21	algorithm	algorithm	NOUN
alkej-938	117	22	.	.	PUNCT
alkej-938	118	1	its	its	PRON
alkej-938	118	2	discriminatory	discriminatory	ADJ
alkej-938	118	3	power	power	NOUN
alkej-938	118	4	is	be	AUX
alkej-938	118	5	independent	independent	ADJ
alkej-938	118	6	of	of	ADP
alkej-938	118	7	input	input	NOUN
alkej-938	118	8	parameters	parameter	NOUN
alkej-938	118	9	,	,	PUNCT
alkej-938	118	10	thus	thus	ADV
alkej-938	118	11	it	it	PRON
alkej-938	118	12	is	be	AUX
alkej-938	118	13	almost	almost	ADV
alkej-938	118	14	a	a	DET
alkej-938	118	15	parameter	parameter	NOUN
alkej-938	118	16	-	-	PUNCT
alkej-938	118	17	free	free	ADJ
alkej-938	118	18	entropy	entropy	NOUN
alkej-938	119	1	[	[	X
alkej-938	119	2	43	43	NUM
alkej-938	119	3	]	]	PUNCT
alkej-938	119	4	.	.	PUNCT
alkej-938	120	1	these	these	PRON
alkej-938	120	2	are	be	AUX
alkej-938	120	3	the	the	DET
alkej-938	120	4	steps	step	NOUN
alkej-938	120	5	involved	involve	VERB
alkej-938	120	6	in	in	ADP
alkej-938	120	7	the	the	DET
alkej-938	120	8	calculation	calculation	NOUN
alkej-938	120	9	:	:	PUNCT
alkej-938	120	10	first	first	ADV
alkej-938	120	11	,	,	PUNCT
alkej-938	120	12	for	for	ADP
alkej-938	120	13	a	a	DET
alkej-938	120	14	certain	certain	ADJ
alkej-938	120	15	system	system	NOUN
alkej-938	120	16	x	x	NOUN
alkej-938	120	17	,	,	PUNCT
alkej-938	120	18	the	the	DET
alkej-938	120	19	entropy	entropy	NOUN
alkej-938	120	20	may	may	AUX
alkej-938	120	21	be	be	AUX
alkej-938	120	22	determined	determine	VERB
alkej-938	120	23	by	by	ADP
alkej-938	120	24	equations	equation	NOUN
alkej-938	120	25	3	3	NUM
alkej-938	120	26	and	and	CCONJ
alkej-938	120	27	4	4	NUM
alkej-938	120	28	.	.	PUNCT
alkej-938	121	1	𝐻𝑎	𝐻𝑎	PROPN
alkej-938	121	2	𝑚(𝑋	𝑚(𝑋	NOUN
alkej-938	121	3	)	)	PUNCT
alkej-938	121	4	=	=	SYM
alkej-938	122	1	1	1	NUM
alkej-938	122	2	𝛼	𝛼	NOUN
alkej-938	122	3	log(∑	log(∑	NUM
alkej-938	122	4	𝑃𝑖	𝑃𝑖	ADP
alkej-938	122	5	𝑎	𝑎	PROPN
alkej-938	122	6	𝑛	𝑛	PRON
alkej-938	122	7	𝑖=1	𝑖=1	PROPN
alkej-938	122	8	)	)	PUNCT
alkej-938	122	9	…	…	PUNCT
alkej-938	122	10	(	(	PUNCT
alkej-938	122	11	3	3	NUM
alkej-938	122	12	)	)	PUNCT
alkej-938	122	13	𝐻2	𝐻2	ADV
alkej-938	122	14	𝑚(𝑋	𝑚(𝑋	NOUN
alkej-938	122	15	)	)	PUNCT
alkej-938	122	16	=	=	SYM
alkej-938	123	1	−	−	PROPN
alkej-938	123	2	log(∑	log(∑	NUM
alkej-938	124	1	𝑃𝑖	𝑃𝑖	ADP
alkej-938	124	2	2	2	NUM
alkej-938	124	3	𝑛	𝑛	PRON
alkej-938	124	4	𝑖=1	𝑖=1	PROPN
alkej-938	124	5	)	)	PUNCT
alkej-938	124	6	…	…	PUNCT
alkej-938	124	7	(	(	PUNCT
alkej-938	124	8	4	4	X
alkej-938	124	9	)	)	PUNCT
alkej-938	124	10	the	the	DET
alkej-938	124	11	renyi	renyi	PROPN
alkej-938	124	12	entropy	entropy	PROPN
alkej-938	124	13	,	,	PUNCT
alkej-938	124	14	also	also	ADV
alkej-938	124	15	known	know	VERB
alkej-938	124	16	as	as	ADP
alkej-938	124	17	the	the	DET
alkej-938	124	18	generalised	generalise	VERB
alkej-938	124	19	entropy	entropy	NOUN
alkej-938	124	20	,	,	PUNCT
alkej-938	124	21	is	be	AUX
alkej-938	124	22	obtained	obtain	VERB
alkej-938	124	23	as	as	ADP
alkej-938	124	24	shannon	shannon	PROPN
alkej-938	124	25	entropy	entropy	PROPN
alkej-938	124	26	when	when	SCONJ
alkej-938	124	27	α	α	X
alkej-938	124	28	→	→	SYM
alkej-938	124	29	1	1	NUM
alkej-938	124	30	.	.	PUNCT
alkej-938	125	1	in	in	ADP
alkej-938	125	2	this	this	DET
alkej-938	125	3	paper	paper	NOUN
alkej-938	125	4	,	,	PUNCT
alkej-938	125	5	we	we	PRON
alkej-938	125	6	take	take	VERB
alkej-938	125	7	α	α	NOUN
alkej-938	125	8	=	=	SYM
alkej-938	125	9	2	2	NUM
alkej-938	125	10	to	to	PART
alkej-938	125	11	obtain	obtain	VERB
alkej-938	125	12	equation	equation	NOUN
alkej-938	125	13	4	4	NUM
alkej-938	125	14	,	,	PUNCT
alkej-938	125	15	so	so	SCONJ
alkej-938	125	16	that	that	SCONJ
alkej-938	125	17	the	the	DET
alkej-938	125	18	peaks	peak	NOUN
alkej-938	125	19	and	and	CCONJ
alkej-938	125	20	mutation	mutation	NOUN
alkej-938	125	21	points	point	NOUN
alkej-938	125	22	in	in	ADP
alkej-938	125	23	the	the	DET
alkej-938	125	24	noor	noor	PROPN
alkej-938	125	25	kamal	kamal	PROPN
alkej-938	125	26	al	al	PROPN
alkej-938	125	27	-	-	PUNCT
alkej-938	125	28	qazzaz	qazzaz	PROPN
alkej-938	125	29	al	al	PROPN
alkej-938	125	30	-	-	PUNCT
alkej-938	125	31	khwarizmi	khwarizmi	PROPN
alkej-938	125	32	engineering	engineering	NOUN
alkej-938	125	33	journal	journal	PROPN
alkej-938	125	34	,	,	PUNCT
alkej-938	125	35	vol	vol	NOUN
alkej-938	125	36	.	.	PROPN
alkej-938	125	37	20	20	NUM
alkej-938	125	38	,	,	PUNCT
alkej-938	125	39	no.4	no.4	PROPN
alkej-938	125	40	,	,	PUNCT
alkej-938	125	41	p.p	p.p	PROPN
alkej-938	125	42	.	.	PROPN
alkej-938	125	43	112	112	NUM
alkej-938	125	44	(	(	PUNCT
alkej-938	125	45	2024	2024	NUM
alkej-938	125	46	)	)	PUNCT
alkej-938	125	47	5	5	NUM
alkej-938	125	48	sequence	sequence	NOUN
alkej-938	125	49	can	can	AUX
alkej-938	125	50	be	be	AUX
alkej-938	125	51	well	well	ADV
alkej-938	125	52	described	describe	VERB
alkej-938	125	53	and	and	CCONJ
alkej-938	125	54	the	the	DET
alkej-938	125	55	effect	effect	NOUN
alkej-938	125	56	of	of	ADP
alkej-938	125	57	chance	chance	NOUN
alkej-938	125	58	is	be	AUX
alkej-938	125	59	not	not	PART
alkej-938	125	60	overly	overly	ADV
alkej-938	125	61	weakened	weaken	VERB
alkej-938	125	62	.	.	PUNCT
alkej-938	126	1	the	the	DET
alkej-938	126	2	following	follow	VERB
alkej-938	126	3	step	step	NOUN
alkej-938	126	4	makes	make	VERB
alkej-938	126	5	m	m	NOUN
alkej-938	126	6	increases	increase	NOUN
alkej-938	126	7	1	1	NUM
alkej-938	126	8	and	and	CCONJ
alkej-938	126	9	calculation	calculation	NOUN
alkej-938	126	10	like	like	ADP
alkej-938	126	11	equation	equation	NOUN
alkej-938	126	12	4	4	NUM
alkej-938	126	13	and	and	CCONJ
alkej-938	126	14	gain	gain	VERB
alkej-938	126	15	.	.	PUNCT
alkej-938	127	1	bubben	bubben	NOUN
alkej-938	127	2	can	can	AUX
alkej-938	127	3	be	be	AUX
alkej-938	127	4	obtained	obtain	VERB
alkej-938	127	5	from	from	ADP
alkej-938	127	6	equation	equation	NOUN
alkej-938	127	7	5	5	NUM
alkej-938	127	8	.	.	PUNCT
alkej-938	128	1	𝐵𝑢𝑏𝑏𝐸𝑛(𝑋	𝐵𝑢𝑏𝑏𝐸𝑛(𝑋	NOUN
alkej-938	128	2	,	,	PUNCT
alkej-938	128	3	𝑚	𝑚	NOUN
alkej-938	128	4	)	)	PUNCT
alkej-938	128	5	)	)	PUNCT
alkej-938	128	6	=	=	SYM
alkej-938	128	7	𝐻2	𝐻2	VERB
alkej-938	128	8	𝑚+1	𝑚+1	NUM
alkej-938	128	9	−	−	NOUN
alkej-938	128	10	𝐻2	𝐻2	ADV
alkej-938	128	11	𝑚	𝑚	X
alkej-938	128	12	log	log	NOUN
alkej-938	128	13	𝑚	𝑚	PROPN
alkej-938	128	14	+	+	PROPN
alkej-938	128	15	1	1	NUM
alkej-938	128	16	𝑚	𝑚	ADP
alkej-938	128	17	−	−	PROPN
alkej-938	128	18	1	1	NUM
alkej-938	128	19	…	…	PUNCT
alkej-938	128	20	(	(	PUNCT
alkej-938	128	21	5	5	NUM
alkej-938	128	22	)	)	PUNCT
alkej-938	128	23	sequence	sequence	NOUN
alkej-938	128	24	rearrangement	rearrangement	NOUN
alkej-938	128	25	using	use	VERB
alkej-938	128	26	the	the	DET
alkej-938	128	27	traditional	traditional	ADJ
alkej-938	128	28	sorting	sorting	NOUN
alkej-938	128	29	method	method	NOUN
alkej-938	128	30	solely	solely	ADV
alkej-938	128	31	takes	take	VERB
alkej-938	128	32	the	the	DET
alkej-938	128	33	original	original	ADJ
alkej-938	128	34	sequence	sequence	NOUN
alkej-938	128	35	’s	’s	PART
alkej-938	128	36	size	size	NOUN
alkej-938	128	37	order	order	NOUN
alkej-938	128	38	into	into	ADP
alkej-938	128	39	account	account	NOUN
alkej-938	128	40	and	and	CCONJ
alkej-938	128	41	ignores	ignore	VERB
alkej-938	128	42	the	the	DET
alkej-938	128	43	effect	effect	NOUN
alkej-938	128	44	of	of	ADP
alkej-938	128	45	amplitude	amplitude	NOUN
alkej-938	128	46	differences	difference	NOUN
alkej-938	128	47	.	.	PUNCT
alkej-938	129	1	symbolisation	symbolisation	NOUN
alkej-938	129	2	can	can	AUX
alkej-938	129	3	not	not	PART
alkej-938	129	4	assign	assign	VERB
alkej-938	129	5	unique	unique	ADJ
alkej-938	129	6	alignment	alignment	NOUN
alkej-938	129	7	to	to	ADP
alkej-938	129	8	subsequences	subsequence	NOUN
alkej-938	129	9	containing	contain	VERB
alkej-938	129	10	components	component	NOUN
alkej-938	129	11	of	of	ADP
alkej-938	129	12	the	the	DET
alkej-938	129	13	same	same	ADJ
alkej-938	129	14	size	size	NOUN
alkej-938	129	15	;	;	PUNCT
alkej-938	129	16	for	for	ADP
alkej-938	129	17	instance	instance	NOUN
alkej-938	129	18	,	,	PUNCT
alkej-938	129	19	the	the	DET
alkej-938	129	20	sequence	sequence	NOUN
alkej-938	129	21	(	(	PUNCT
alkej-938	129	22	2,1,2	2,1,2	NUM
alkej-938	129	23	)	)	PUNCT
alkej-938	129	24	can	can	AUX
alkej-938	129	25	be	be	AUX
alkej-938	129	26	assigned	assign	VERB
alkej-938	129	27	to	to	ADP
alkej-938	129	28	both	both	DET
alkej-938	129	29	(	(	PUNCT
alkej-938	129	30	1,0,2	1,0,2	NUM
alkej-938	129	31	)	)	PUNCT
alkej-938	129	32	and	and	CCONJ
alkej-938	129	33	(	(	PUNCT
alkej-938	129	34	1,2,0	1,2,0	NUM
alkej-938	129	35	)	)	PUNCT
alkej-938	129	36	.	.	PUNCT
alkej-938	130	1	this	this	DET
alkej-938	130	2	assignment	assignment	NOUN
alkej-938	130	3	method	method	NOUN
alkej-938	130	4	will	will	AUX
alkej-938	130	5	,	,	PUNCT
alkej-938	130	6	to	to	ADP
alkej-938	130	7	some	some	DET
alkej-938	130	8	extent	extent	NOUN
alkej-938	130	9	,	,	PUNCT
alkej-938	130	10	cause	cause	VERB
alkej-938	130	11	the	the	DET
alkej-938	130	12	important	important	ADJ
alkej-938	130	13	information	information	NOUN
alkej-938	130	14	to	to	PART
alkej-938	130	15	be	be	AUX
alkej-938	130	16	ignored	ignore	VERB
alkej-938	130	17	.	.	PUNCT
alkej-938	131	1	when	when	SCONJ
alkej-938	131	2	it	it	PRON
alkej-938	131	3	comes	come	VERB
alkej-938	131	4	to	to	ADP
alkej-938	131	5	parameter	parameter	NOUN
alkej-938	131	6	selection	selection	NOUN
alkej-938	131	7	,	,	PUNCT
alkej-938	131	8	bubble	bubble	NOUN
alkej-938	131	9	entropy	entropy	NOUN
alkej-938	131	10	is	be	AUX
alkej-938	131	11	optimised	optimise	VERB
alkej-938	131	12	for	for	ADP
alkej-938	131	13	reducing	reduce	VERB
alkej-938	131	14	the	the	DET
alkej-938	131	15	model	model	NOUN
alkej-938	131	16	’s	’s	PART
alkej-938	131	17	dependence	dependence	NOUN
alkej-938	131	18	on	on	ADP
alkej-938	131	19	input	input	NOUN
alkej-938	131	20	parameters	parameter	NOUN
alkej-938	131	21	(	(	PUNCT
alkej-938	131	22	such	such	ADJ
alkej-938	131	23	as	as	ADP
alkej-938	131	24	data	datum	NOUN
alkej-938	131	25	length	length	NOUN
alkej-938	131	26	or	or	CCONJ
alkej-938	131	27	embedding	embed	VERB
alkej-938	131	28	size	size	NOUN
alkej-938	131	29	)	)	PUNCT
alkej-938	131	30	by	by	ADP
alkej-938	131	31	calculating	calculate	VERB
alkej-938	131	32	the	the	DET
alkej-938	131	33	number	number	NOUN
alkej-938	131	34	of	of	ADP
alkej-938	131	35	sample	sample	NOUN
alkej-938	131	36	exchanges	exchange	NOUN
alkej-938	131	37	needed	need	VERB
alkej-938	131	38	to	to	PART
alkej-938	131	39	generate	generate	VERB
alkej-938	131	40	an	an	DET
alkej-938	131	41	ordered	order	VERB
alkej-938	131	42	subsequence	subsequence	NOUN
alkej-938	131	43	instead	instead	ADV
alkej-938	131	44	of	of	ADP
alkej-938	131	45	counting	count	VERB
alkej-938	131	46	the	the	DET
alkej-938	131	47	ordered	order	VERB
alkej-938	131	48	pattern	pattern	NOUN
alkej-938	131	49	[	[	X
alkej-938	131	50	43	43	NUM
alkej-938	131	51	]	]	PUNCT
alkej-938	131	52	.	.	PUNCT
alkej-938	132	1	c.	c.	PROPN
alkej-938	132	2	attention	attention	PROPN
alkej-938	132	3	entropy	entropy	PROPN
alkej-938	132	4	(	(	PUNCT
alkej-938	132	5	atten	atten	PROPN
alkej-938	132	6	)	)	PUNCT
alkej-938	132	7	entropy	entropy	PROPN
alkej-938	132	8	methods	method	NOUN
alkej-938	132	9	are	be	AUX
alkej-938	132	10	sensitive	sensitive	ADJ
alkej-938	132	11	to	to	ADP
alkej-938	132	12	parameter	parameter	NOUN
alkej-938	132	13	settings	setting	NOUN
alkej-938	132	14	,	,	PUNCT
alkej-938	132	15	but	but	CCONJ
alkej-938	132	16	atten	atten	PROPN
alkej-938	132	17	focuses	focus	VERB
alkej-938	132	18	only	only	ADV
alkej-938	132	19	on	on	ADP
alkej-938	132	20	observations	observation	NOUN
alkej-938	132	21	of	of	ADP
alkej-938	132	22	key	key	ADJ
alkej-938	132	23	features	feature	NOUN
alkej-938	132	24	.	.	PUNCT
alkej-938	133	1	instead	instead	ADV
alkej-938	133	2	of	of	ADP
alkej-938	133	3	counting	count	VERB
alkej-938	133	4	all	all	DET
alkej-938	133	5	observation	observation	NOUN
alkej-938	133	6	frequencies	frequency	NOUN
alkej-938	133	7	,	,	PUNCT
alkej-938	133	8	it	it	PRON
alkej-938	133	9	finds	find	VERB
alkej-938	133	10	the	the	DET
alkej-938	133	11	frequency	frequency	NOUN
alkej-938	133	12	distribution	distribution	NOUN
alkej-938	133	13	interval	interval	NOUN
alkej-938	133	14	between	between	ADP
alkej-938	133	15	key	key	ADJ
alkej-938	133	16	observations	observation	NOUN
alkej-938	133	17	in	in	ADP
alkej-938	133	18	a	a	DET
alkej-938	133	19	time	time	NOUN
alkej-938	133	20	series	series	NOUN
alkej-938	133	21	.	.	PUNCT
alkej-938	134	1	the	the	DET
alkej-938	134	2	advantage	advantage	NOUN
alkej-938	134	3	of	of	ADP
alkej-938	134	4	atten	atten	PROPN
alkej-938	134	5	is	be	AUX
alkej-938	134	6	that	that	SCONJ
alkej-938	134	7	it	it	PRON
alkej-938	134	8	does	do	AUX
alkej-938	134	9	not	not	PART
alkej-938	134	10	need	need	VERB
alkej-938	134	11	any	any	DET
alkej-938	134	12	parameters	parameter	NOUN
alkej-938	134	13	to	to	ADP
alkej-938	134	14	tune	tune	NOUN
alkej-938	134	15	,	,	PUNCT
alkej-938	134	16	it	it	PRON
alkej-938	134	17	is	be	AUX
alkej-938	134	18	robust	robust	ADJ
alkej-938	134	19	to	to	ADP
alkej-938	134	20	long	long	ADJ
alkej-938	134	21	time	time	NOUN
alkej-938	134	22	series	series	NOUN
alkej-938	134	23	and	and	CCONJ
alkej-938	134	24	requires	require	VERB
alkej-938	134	25	only	only	ADV
alkej-938	134	26	linear	linear	ADJ
alkej-938	134	27	data	datum	NOUN
alkej-938	134	28	when	when	SCONJ
alkej-938	134	29	calculating	calculate	VERB
alkej-938	134	30	atten	atten	VERB
alkej-938	134	31	.	.	PUNCT
alkej-938	135	1	the	the	DET
alkej-938	135	2	calculation	calculation	NOUN
alkej-938	135	3	can	can	AUX
alkej-938	135	4	be	be	AUX
alkej-938	135	5	done	do	VERB
alkej-938	135	6	in	in	ADP
alkej-938	135	7	three	three	NUM
alkej-938	135	8	basic	basic	ADJ
alkej-938	135	9	steps	step	NOUN
alkej-938	135	10	[	[	X
alkej-938	135	11	30	30	NUM
alkej-938	135	12	]	]	PUNCT
alkej-938	135	13	:	:	PUNCT
alkej-938	135	14	to	to	PART
alkej-938	135	15	define	define	VERB
alkej-938	135	16	the	the	DET
alkej-938	135	17	basic	basic	ADJ
alkej-938	135	18	model	model	NOUN
alkej-938	135	19	,	,	PUNCT
alkej-938	135	20	to	to	PART
alkej-938	135	21	calculate	calculate	VERB
alkej-938	135	22	the	the	DET
alkej-938	135	23	distance	distance	NOUN
alkej-938	135	24	between	between	ADP
alkej-938	135	25	two	two	NUM
alkej-938	135	26	adjacent	adjacent	ADJ
alkej-938	135	27	principal	principal	ADJ
alkej-938	135	28	patterns	pattern	NOUN
alkej-938	135	29	and	and	CCONJ
alkej-938	135	30	to	to	PART
alkej-938	135	31	compute	compute	VERB
alkej-938	135	32	the	the	DET
alkej-938	135	33	shannon	shannon	PROPN
alkej-938	135	34	entropy	entropy	PROPN
alkej-938	135	35	of	of	ADP
alkej-938	135	36	the	the	DET
alkej-938	135	37	intervals	interval	NOUN
alkej-938	135	38	.	.	PUNCT
alkej-938	136	1	the	the	DET
alkej-938	136	2	difference	difference	NOUN
alkej-938	136	3	between	between	ADP
alkej-938	136	4	classical	classical	ADJ
alkej-938	136	5	entropy	entropy	NOUN
alkej-938	136	6	methods	method	NOUN
alkej-938	136	7	and	and	CCONJ
alkej-938	136	8	attention	attention	NOUN
alkej-938	136	9	entropy	entropy	NOUN
alkej-938	136	10	methods	method	NOUN
alkej-938	136	11	involves	involve	VERB
alkej-938	136	12	classical	classical	ADJ
alkej-938	136	13	frequency	frequency	NOUN
alkej-938	136	14	-	-	PUNCT
alkej-938	136	15	based	base	VERB
alkej-938	136	16	entropy	entropy	NOUN
alkej-938	136	17	methods	method	NOUN
alkej-938	136	18	,	,	PUNCT
alkej-938	136	19	which	which	PRON
alkej-938	136	20	can	can	AUX
alkej-938	136	21	not	not	PART
alkej-938	136	22	separate	separate	VERB
alkej-938	136	23	two	two	NUM
alkej-938	136	24	chains	chain	NOUN
alkej-938	136	25	because	because	SCONJ
alkej-938	136	26	both	both	DET
alkej-938	136	27	models	model	NOUN
alkej-938	136	28	have	have	VERB
alkej-938	136	29	the	the	DET
alkej-938	136	30	same	same	ADJ
alkej-938	136	31	frequency	frequency	NOUN
alkej-938	136	32	distribution	distribution	NOUN
alkej-938	136	33	.	.	PUNCT
alkej-938	137	1	in	in	ADP
alkej-938	137	2	atten	atten	PROPN
alkej-938	137	3	,	,	PUNCT
alkej-938	137	4	the	the	DET
alkej-938	137	5	distribution	distribution	NOUN
alkej-938	137	6	of	of	ADP
alkej-938	137	7	distances	distance	NOUN
alkej-938	137	8	between	between	ADP
alkej-938	137	9	key	key	ADJ
alkej-938	137	10	patterns	pattern	NOUN
alkej-938	137	11	in	in	ADP
alkej-938	137	12	the	the	DET
alkej-938	137	13	chain	chain	NOUN
alkej-938	137	14	is	be	AUX
alkej-938	137	15	different	different	ADJ
alkej-938	137	16	[	[	X
alkej-938	137	17	30	30	NUM
alkej-938	137	18	,	,	PUNCT
alkej-938	137	19	55	55	NUM
alkej-938	137	20	]	]	PUNCT
alkej-938	137	21	.	.	PUNCT
alkej-938	138	1	three	three	NUM
alkej-938	138	2	primary	primary	ADJ
alkej-938	138	3	procedures	procedure	NOUN
alkej-938	138	4	are	be	AUX
alkej-938	138	5	used	use	VERB
alkej-938	138	6	to	to	PART
alkej-938	138	7	determine	determine	VERB
alkej-938	138	8	attention	attention	NOUN
alkej-938	138	9	entropy	entropy	NOUN
alkej-938	138	10	(	(	PUNCT
alkej-938	138	11	atten	atten	PROPN
alkej-938	138	12	)	)	PUNCT
alkej-938	138	13	.	.	PUNCT
alkej-938	139	1	key	key	ADJ
alkej-938	139	2	patterns	pattern	NOUN
alkej-938	139	3	are	be	AUX
alkej-938	139	4	defined	define	VERB
alkej-938	139	5	,	,	PUNCT
alkej-938	139	6	intervals	interval	NOUN
alkej-938	139	7	between	between	ADP
alkej-938	139	8	adjacent	adjacent	ADJ
alkej-938	139	9	key	key	ADJ
alkej-938	139	10	patterns	pattern	NOUN
alkej-938	139	11	are	be	AUX
alkej-938	139	12	calculated	calculate	VERB
alkej-938	139	13	and	and	CCONJ
alkej-938	139	14	the	the	DET
alkej-938	139	15	shannon	shannon	PROPN
alkej-938	139	16	entropy	entropy	PROPN
alkej-938	139	17	of	of	ADP
alkej-938	139	18	intervals	interval	NOUN
alkej-938	139	19	is	be	AUX
alkej-938	139	20	computed	compute	VERB
alkej-938	139	21	.	.	PUNCT
alkej-938	140	1	classical	classical	ADJ
alkej-938	140	2	frequency	frequency	NOUN
alkej-938	140	3	-	-	PUNCT
alkej-938	140	4	based	base	VERB
alkej-938	140	5	entropy	entropy	NOUN
alkej-938	140	6	algorithms	algorithm	NOUN
alkej-938	140	7	are	be	AUX
alkej-938	140	8	unable	unable	ADJ
alkej-938	140	9	to	to	PART
alkej-938	140	10	distinguish	distinguish	VERB
alkej-938	140	11	between	between	ADP
alkej-938	140	12	the	the	DET
alkej-938	140	13	series	series	NOUN
alkej-938	140	14	1	1	NUM
alkej-938	140	15	and	and	CCONJ
alkej-938	140	16	2	2	NUM
alkej-938	140	17	because	because	SCONJ
alkej-938	140	18	of	of	ADP
alkej-938	140	19	the	the	DET
alkej-938	140	20	identical	identical	ADJ
alkej-938	140	21	pattern	pattern	NOUN
alkej-938	140	22	distribution	distribution	NOUN
alkej-938	140	23	.	.	PUNCT
alkej-938	141	1	the	the	DET
alkej-938	141	2	interval	interval	NOUN
alkej-938	141	3	distributions	distribution	NOUN
alkej-938	141	4	of	of	ADP
alkej-938	141	5	the	the	DET
alkej-938	141	6	series	series	NOUN
alkej-938	141	7	’	'	PUNCT
alkej-938	141	8	key	key	ADJ
alkej-938	141	9	patterns	pattern	NOUN
alkej-938	141	10	are	be	AUX
alkej-938	141	11	different	different	ADJ
alkej-938	141	12	.	.	PUNCT
alkej-938	142	1	atten	atten	PROPN
alkej-938	142	2	can	can	AUX
alkej-938	142	3	accomplish	accomplish	VERB
alkej-938	142	4	this	this	PRON
alkej-938	142	5	.	.	PUNCT
alkej-938	143	1	primarily	primarily	ADV
alkej-938	143	2	,	,	PUNCT
alkej-938	143	3	we	we	PRON
alkej-938	143	4	establish	establish	VERB
alkej-938	143	5	the	the	DET
alkej-938	143	6	key	key	ADJ
alkej-938	143	7	pattern	pattern	NOUN
alkej-938	143	8	ω	ω	NOUN
alkej-938	143	9	when	when	SCONJ
alkej-938	143	10	we	we	PRON
alkej-938	143	11	are	be	AUX
alkej-938	143	12	given	give	VERB
alkej-938	143	13	a	a	DET
alkej-938	143	14	finite	finite	ADJ
alkej-938	143	15	series	series	NOUN
alkej-938	143	16	𝑋.	𝑋.	PROPN
alkej-938	143	17	secondly	secondly	ADV
alkej-938	143	18	,	,	PUNCT
alkej-938	143	19	for	for	ADP
alkej-938	143	20	every	every	DET
alkej-938	143	21	sub	sub	NOUN
alkej-938	143	22	-	-	NOUN
alkej-938	143	23	series	series	NOUN
alkej-938	143	24	ui	ui	PROPN
alkej-938	143	25	,	,	PUNCT
alkej-938	143	26	uk	uk	PROPN
alkej-938	143	27	and	and	CCONJ
alkej-938	143	28	uj	uj	PROPN
alkej-938	143	29	of	of	ADP
alkej-938	143	30	𝑋	𝑋	PROPN
alkej-938	143	31	that	that	PRON
alkej-938	143	32	do	do	AUX
alkej-938	143	33	not	not	PART
alkej-938	143	34	match	match	VERB
alkej-938	143	35	in	in	ADP
alkej-938	143	36	for	for	ADP
alkej-938	143	37	any	any	DET
alkej-938	143	38	𝑖𝑗	𝑖𝑗	NOUN
alkej-938	143	39	,	,	PUNCT
alkej-938	143	40	𝑘𝑗	𝑘𝑗	INTJ
alkej-938	143	41	we	we	PRON
alkej-938	143	42	determine	determine	VERB
alkej-938	143	43	the	the	DET
alkej-938	143	44	intervals	interval	NOUN
alkej-938	143	45	𝐼ω	𝐼ω	PROPN
alkej-938	143	46	−	−	PROPN
alkej-938	143	47	𝜐|𝜐	𝜐|𝜐	NOUN
alkej-938	144	1	−	−	NOUN
alkej-938	144	2	𝑗	𝑗	INTJ
alkej-938	144	3	−	−	NOUN
alkej-938	144	4	𝑖	𝑖	VERB
alkej-938	144	5	by	by	ADP
alkej-938	144	6	comparing	compare	VERB
alkej-938	144	7	𝑢𝑖	𝑢𝑖	NOUN
alkej-938	144	8	and	and	CCONJ
alkej-938	144	9	𝑢𝑗	𝑢𝑗	NOUN
alkej-938	144	10	to	to	ADP
alkej-938	144	11	the	the	DET
alkej-938	144	12	pattern	pattern	NOUN
alkej-938	144	13	ω	ω	NOUN
alkej-938	144	14	.	.	PUNCT
alkej-938	144	15	attention	attention	NOUN
alkej-938	144	16	entropy	entropy	PROPN
alkej-938	144	17	,	,	PUNCT
alkej-938	144	18	or	or	CCONJ
alkej-938	144	19	shannon	shannon	PROPN
alkej-938	144	20	entropy	entropy	PROPN
alkej-938	144	21	over	over	ADP
alkej-938	144	22	iv	iv	NUM
alkej-938	144	23	,	,	PUNCT
alkej-938	144	24	is	be	AUX
alkej-938	144	25	computed	compute	VERB
alkej-938	144	26	[	[	PUNCT
alkej-938	144	27	30	30	NUM
alkej-938	144	28	]	]	PUNCT
alkej-938	144	29	.	.	PUNCT
alkej-938	145	1	dementia	dementia	NOUN
alkej-938	145	2	classification	classification	NOUN
alkej-938	145	3	using	use	VERB
alkej-938	145	4	lstm	lstm	NOUN
alkej-938	145	5	model	model	NOUN
alkej-938	145	6	the	the	DET
alkej-938	145	7	deep	deep	ADJ
alkej-938	145	8	learning	learning	NOUN
alkej-938	145	9	method	method	NOUN
alkej-938	145	10	represented	represent	VERB
alkej-938	145	11	by	by	ADP
alkej-938	145	12	the	the	DET
alkej-938	145	13	lstm	lstm	PROPN
alkej-938	145	14	network	network	NOUN
alkej-938	145	15	was	be	AUX
alkej-938	145	16	used	use	VERB
alkej-938	145	17	for	for	ADP
alkej-938	145	18	eeg	eeg	NOUN
alkej-938	145	19	-	-	PUNCT
alkej-938	145	20	based	base	VERB
alkej-938	145	21	signal	signal	NOUN
alkej-938	145	22	dementia	dementia	NOUN
alkej-938	145	23	classification	classification	NOUN
alkej-938	145	24	.	.	PUNCT
alkej-938	146	1	lstm	lstm	PROPN
alkej-938	146	2	[	[	X
alkej-938	146	3	56	56	NUM
alkej-938	146	4	]	]	PUNCT
alkej-938	146	5	is	be	AUX
alkej-938	146	6	a	a	DET
alkej-938	146	7	type	type	NOUN
alkej-938	146	8	of	of	ADP
alkej-938	146	9	recurrent	recurrent	ADJ
alkej-938	146	10	neural	neural	ADJ
alkej-938	146	11	network	network	NOUN
alkej-938	146	12	(	(	PUNCT
alkej-938	146	13	rnn	rnn	PROPN
alkej-938	146	14	)	)	PUNCT
alkej-938	146	15	used	use	VERB
alkej-938	146	16	in	in	ADP
alkej-938	146	17	many	many	ADJ
alkej-938	146	18	biomedical	biomedical	ADJ
alkej-938	146	19	indications	indication	NOUN
alkej-938	146	20	to	to	PART
alkej-938	146	21	detect	detect	VERB
alkej-938	146	22	unidirectional	unidirectional	ADJ
alkej-938	146	23	durationdependent	durationdependent	NOUN
alkej-938	146	24	time	time	NOUN
alkej-938	146	25	steps	step	NOUN
alkej-938	146	26	between	between	ADP
alkej-938	146	27	time	time	NOUN
alkej-938	146	28	series	series	NOUN
alkej-938	146	29	or	or	CCONJ
alkej-938	146	30	continuous	continuous	ADJ
alkej-938	146	31	data	datum	NOUN
alkej-938	146	32	[	[	X
alkej-938	146	33	57	57	NUM
alkej-938	146	34	,	,	PUNCT
alkej-938	146	35	58	58	NUM
alkej-938	146	36	]	]	PUNCT
alkej-938	146	37	.	.	PUNCT
alkej-938	147	1	this	this	DET
alkej-938	147	2	study	study	NOUN
alkej-938	147	3	reports	report	VERB
alkej-938	147	4	the	the	DET
alkej-938	147	5	first	first	ADJ
alkej-938	147	6	use	use	NOUN
alkej-938	147	7	of	of	ADP
alkej-938	147	8	lstm	lstm	NOUN
alkej-938	147	9	to	to	PART
alkej-938	147	10	classify	classify	VERB
alkej-938	147	11	eeg	eeg	NOUN
alkej-938	147	12	-	-	PUNCT
alkej-938	147	13	based	base	VERB
alkej-938	147	14	symptoms	symptom	NOUN
alkej-938	147	15	of	of	ADP
alkej-938	147	16	dementia	dementia	NOUN
alkej-938	147	17	.	.	PUNCT
alkej-938	148	1	after	after	ADP
alkej-938	148	2	implementing	implement	VERB
alkej-938	148	3	the	the	DET
alkej-938	148	4	lstm	lstm	PROPN
alkej-938	148	5	model	model	NOUN
alkej-938	148	6	and	and	CCONJ
alkej-938	148	7	validating	validate	VERB
alkej-938	148	8	it	it	PRON
alkej-938	148	9	using	use	VERB
alkej-938	148	10	selected	select	VERB
alkej-938	148	11	eeg	eeg	NOUN
alkej-938	148	12	features	feature	NOUN
alkej-938	148	13	,	,	PUNCT
alkej-938	148	14	the	the	DET
alkej-938	148	15	model	model	NOUN
alkej-938	148	16	design	design	NOUN
alkej-938	148	17	adopted	adopt	VERB
alkej-938	148	18	for	for	ADP
alkej-938	148	19	this	this	DET
alkej-938	148	20	study	study	NOUN
alkej-938	148	21	consisted	consist	VERB
alkej-938	148	22	of	of	ADP
alkej-938	148	23	a	a	DET
alkej-938	148	24	layer	layer	NOUN
alkej-938	148	25	of	of	ADP
alkej-938	148	26	200	200	NUM
alkej-938	148	27	hidden	hide	VERB
alkej-938	148	28	in	in	ADP
alkej-938	148	29	the	the	DET
alkej-938	148	30	layered	layered	ADJ
alkej-938	148	31	architecture	architecture	NOUN
alkej-938	148	32	of	of	ADP
alkej-938	148	33	the	the	DET
alkej-938	148	34	implemented	implement	VERB
alkej-938	148	35	lstm	lstm	PROPN
alkej-938	148	36	model	model	NOUN
alkej-938	148	37	batch	batch	NOUN
alkej-938	148	38	normalisation	normalisation	NOUN
alkej-938	148	39	,	,	PUNCT
alkej-938	148	40	improved	improve	VERB
alkej-938	148	41	linear	linear	NOUN
alkej-938	148	42	unit	unit	NOUN
alkej-938	148	43	(	(	PUNCT
alkej-938	148	44	relu	relu	NOUN
alkej-938	148	45	)	)	PUNCT
alkej-938	148	46	layer	layer	NOUN
alkej-938	148	47	,	,	PUNCT
alkej-938	148	48	ending	end	VERB
alkej-938	148	49	with	with	ADP
alkej-938	148	50	a	a	DET
alkej-938	148	51	fully	fully	ADV
alkej-938	148	52	connected	connect	VERB
alkej-938	148	53	level	level	NOUN
alkej-938	148	54	(	(	PUNCT
alkej-938	148	55	the	the	DET
alkej-938	148	56	number	number	NOUN
alkej-938	148	57	of	of	ADP
alkej-938	148	58	nodes	node	NOUN
alkej-938	148	59	is	be	AUX
alkej-938	148	60	equal	equal	ADJ
alkej-938	148	61	to	to	ADP
alkej-938	148	62	the	the	DET
alkej-938	148	63	number	number	NOUN
alkej-938	148	64	of	of	ADP
alkej-938	148	65	severe	severe	ADJ
alkej-938	148	66	dementia	dementia	NOUN
alkej-938	148	67	groups	group	NOUN
alkej-938	148	68	)	)	PUNCT
alkej-938	148	69	and	and	CCONJ
alkej-938	148	70	a	a	DET
alkej-938	148	71	softmax	softmax	NOUN
alkej-938	148	72	activation	activation	NOUN
alkej-938	148	73	level	level	NOUN
alkej-938	148	74	for	for	ADP
alkej-938	148	75	segmentation	segmentation	NOUN
alkej-938	148	76	.	.	PUNCT
alkej-938	149	1	optimal	optimal	ADJ
alkej-938	149	2	moment	moment	NOUN
alkej-938	149	3	calculation	calculation	NOUN
alkej-938	149	4	for	for	ADP
alkej-938	149	5	training	train	VERB
alkej-938	149	6	”	"	PUNCT
alkej-938	149	7	adam	adam	PROPN
alkej-938	149	8	”	"	PUNCT
alkej-938	149	9	solver	solver	NOUN
alkej-938	149	10	,	,	PUNCT
alkej-938	149	11	gradient	gradient	ADJ
alkej-938	149	12	threshold	threshold	NOUN
alkej-938	149	13	1	1	NUM
alkej-938	149	14	,	,	PUNCT
alkej-938	149	15	maximum	maximum	ADJ
alkej-938	149	16	number	number	NOUN
alkej-938	149	17	of	of	ADP
alkej-938	149	18	64	64	NUM
alkej-938	149	19	epochs	epoch	NOUN
alkej-938	149	20	and	and	CCONJ
alkej-938	149	21	8	8	NUM
alkej-938	149	22	small	small	ADJ
alkej-938	149	23	batch	batch	NOUN
alkej-938	149	24	size	size	NOUN
alkej-938	149	25	.	.	PUNCT
alkej-938	150	1	optimisation	optimisation	NOUN
alkej-938	150	2	was	be	AUX
alkej-938	150	3	performed	perform	VERB
alkej-938	150	4	in	in	ADP
alkej-938	150	5	matlab	matlab	PROPN
alkej-938	150	6	r2023b	r2023b	PROPN
alkej-938	150	7	.	.	PUNCT
alkej-938	151	1	the	the	DET
alkej-938	151	2	dataset	dataset	NOUN
alkej-938	151	3	was	be	AUX
alkej-938	151	4	divided	divide	VERB
alkej-938	151	5	into	into	ADP
alkej-938	151	6	the	the	DET
alkej-938	151	7	training	training	NOUN
alkej-938	151	8	,	,	PUNCT
alkej-938	151	9	validation	validation	NOUN
alkej-938	151	10	and	and	CCONJ
alkej-938	151	11	testing	testing	NOUN
alkej-938	151	12	datasets	dataset	NOUN
alkej-938	151	13	at	at	ADP
alkej-938	151	14	a	a	DET
alkej-938	151	15	ratio	ratio	NOUN
alkej-938	151	16	of	of	ADP
alkej-938	151	17	70:15:15	70:15:15	NUM
alkej-938	151	18	.	.	PUNCT
alkej-938	152	1	splitting	split	VERB
alkej-938	152	2	the	the	DET
alkej-938	152	3	dataset	dataset	NOUN
alkej-938	152	4	in	in	ADP
alkej-938	152	5	this	this	DET
alkej-938	152	6	manner	manner	NOUN
alkej-938	152	7	can	can	AUX
alkej-938	152	8	provide	provide	VERB
alkej-938	152	9	sufficient	sufficient	ADJ
alkej-938	152	10	data	datum	NOUN
alkej-938	152	11	for	for	ADP
alkej-938	152	12	model	model	NOUN
alkej-938	152	13	development	development	NOUN
alkej-938	152	14	;	;	PUNCT
alkej-938	152	15	however	however	ADV
alkej-938	152	16	,	,	PUNCT
alkej-938	152	17	we	we	PRON
alkej-938	152	18	made	make	VERB
alkej-938	152	19	sure	sure	ADJ
alkej-938	152	20	to	to	PART
alkej-938	152	21	have	have	VERB
alkej-938	152	22	good	good	ADJ
alkej-938	152	23	validation	validation	NOUN
alkej-938	152	24	and	and	CCONJ
alkej-938	152	25	test	test	NOUN
alkej-938	152	26	datasets	dataset	NOUN
alkej-938	152	27	for	for	ADP
alkej-938	152	28	model	model	NOUN
alkej-938	152	29	validation	validation	NOUN
alkej-938	152	30	and	and	CCONJ
alkej-938	152	31	hyperparameter	hyperparameter	NOUN
alkej-938	152	32	selection	selection	NOUN
alkej-938	152	33	.	.	PUNCT
alkej-938	153	1	2.4	2.4	NUM
alkej-938	153	2	dementia	dementia	NOUN
alkej-938	153	3	classification	classification	NOUN
alkej-938	153	4	using	use	VERB
alkej-938	153	5	lstm	lstm	NOUN
alkej-938	153	6	model	model	NOUN
alkej-938	153	7	the	the	DET
alkej-938	153	8	deep	deep	ADJ
alkej-938	153	9	learning	learning	NOUN
alkej-938	153	10	method	method	NOUN
alkej-938	153	11	represented	represent	VERB
alkej-938	153	12	by	by	ADP
alkej-938	153	13	the	the	DET
alkej-938	153	14	lstm	lstm	PROPN
alkej-938	153	15	network	network	NOUN
alkej-938	153	16	was	be	AUX
alkej-938	153	17	used	use	VERB
alkej-938	153	18	for	for	ADP
alkej-938	153	19	eeg	eeg	NOUN
alkej-938	153	20	-	-	PUNCT
alkej-938	153	21	based	base	VERB
alkej-938	153	22	signal	signal	NOUN
alkej-938	153	23	dementia	dementia	NOUN
alkej-938	153	24	classification	classification	NOUN
alkej-938	153	25	.	.	PUNCT
alkej-938	154	1	lstm	lstm	PROPN
alkej-938	154	2	[	[	X
alkej-938	154	3	56	56	NUM
alkej-938	154	4	]	]	PUNCT
alkej-938	154	5	is	be	AUX
alkej-938	154	6	a	a	DET
alkej-938	154	7	type	type	NOUN
alkej-938	154	8	of	of	ADP
alkej-938	154	9	recurrent	recurrent	ADJ
alkej-938	154	10	neural	neural	ADJ
alkej-938	154	11	network	network	NOUN
alkej-938	154	12	(	(	PUNCT
alkej-938	154	13	rnn	rnn	PROPN
alkej-938	154	14	)	)	PUNCT
alkej-938	154	15	used	use	VERB
alkej-938	154	16	in	in	ADP
alkej-938	154	17	many	many	ADJ
alkej-938	154	18	biomedical	biomedical	ADJ
alkej-938	154	19	indications	indication	NOUN
alkej-938	154	20	to	to	PART
alkej-938	154	21	detect	detect	VERB
alkej-938	154	22	unidirectional	unidirectional	ADJ
alkej-938	154	23	duration	duration	NOUN
alkej-938	154	24	-	-	PUNCT
alkej-938	154	25	dependent	dependent	ADJ
alkej-938	154	26	time	time	NOUN
alkej-938	154	27	steps	step	NOUN
alkej-938	154	28	between	between	ADP
alkej-938	154	29	time	time	NOUN
alkej-938	154	30	series	series	NOUN
alkej-938	154	31	or	or	CCONJ
alkej-938	154	32	continuous	continuous	ADJ
alkej-938	154	33	data	datum	NOUN
alkej-938	154	34	[	[	X
alkej-938	154	35	57	57	NUM
alkej-938	154	36	,	,	PUNCT
alkej-938	154	37	58	58	NUM
alkej-938	154	38	]	]	PUNCT
alkej-938	154	39	.	.	PUNCT
alkej-938	155	1	this	this	DET
alkej-938	155	2	study	study	NOUN
alkej-938	155	3	reports	report	VERB
alkej-938	155	4	the	the	DET
alkej-938	155	5	first	first	ADJ
alkej-938	155	6	use	use	NOUN
alkej-938	155	7	of	of	ADP
alkej-938	155	8	lstm	lstm	NOUN
alkej-938	155	9	to	to	PART
alkej-938	155	10	classify	classify	VERB
alkej-938	155	11	eeg	eeg	NOUN
alkej-938	155	12	-	-	PUNCT
alkej-938	155	13	based	base	VERB
alkej-938	155	14	symptoms	symptom	NOUN
alkej-938	155	15	of	of	ADP
alkej-938	155	16	dementia	dementia	NOUN
alkej-938	155	17	severity	severity	NOUN
alkej-938	155	18	.	.	PUNCT
alkej-938	156	1	by	by	ADP
alkej-938	156	2	implementing	implement	VERB
alkej-938	156	3	the	the	DET
alkej-938	156	4	lstm	lstm	PROPN
alkej-938	156	5	model	model	NOUN
alkej-938	156	6	and	and	CCONJ
alkej-938	156	7	validating	validate	VERB
alkej-938	156	8	it	it	PRON
alkej-938	156	9	using	use	VERB
alkej-938	156	10	selected	select	VERB
alkej-938	156	11	eeg	eeg	NOUN
alkej-938	156	12	features	feature	NOUN
alkej-938	156	13	,	,	PUNCT
alkej-938	156	14	the	the	DET
alkej-938	156	15	model	model	NOUN
alkej-938	156	16	design	design	NOUN
alkej-938	156	17	adopted	adopt	VERB
alkej-938	156	18	for	for	ADP
alkej-938	156	19	this	this	DET
alkej-938	156	20	study	study	NOUN
alkej-938	156	21	consisted	consist	VERB
alkej-938	156	22	of	of	ADP
alkej-938	156	23	a	a	DET
alkej-938	156	24	layer	layer	NOUN
alkej-938	156	25	of	of	ADP
alkej-938	156	26	200	200	NUM
alkej-938	156	27	hidden	hide	VERB
alkej-938	156	28	in	in	ADP
alkej-938	156	29	the	the	DET
alkej-938	156	30	layered	layered	ADJ
alkej-938	156	31	architecture	architecture	NOUN
alkej-938	156	32	of	of	ADP
alkej-938	156	33	the	the	DET
alkej-938	156	34	implemented	implement	VERB
alkej-938	156	35	lstm	lstm	PROPN
alkej-938	156	36	model	model	NOUN
alkej-938	156	37	batch	batch	NOUN
alkej-938	156	38	normalisation	normalisation	NOUN
alkej-938	156	39	,	,	PUNCT
alkej-938	156	40	improved	improve	VERB
alkej-938	156	41	linear	linear	NOUN
alkej-938	156	42	unit	unit	NOUN
alkej-938	156	43	(	(	PUNCT
alkej-938	156	44	relu	relu	NOUN
alkej-938	156	45	)	)	PUNCT
alkej-938	156	46	layer	layer	NOUN
alkej-938	156	47	,	,	PUNCT
alkej-938	156	48	ending	end	VERB
alkej-938	156	49	with	with	ADP
alkej-938	156	50	a	a	DET
alkej-938	156	51	fully	fully	ADV
alkej-938	156	52	connected	connect	VERB
alkej-938	156	53	level	level	NOUN
alkej-938	156	54	(	(	PUNCT
alkej-938	156	55	the	the	DET
alkej-938	156	56	number	number	NOUN
alkej-938	156	57	of	of	ADP
alkej-938	156	58	nodes	node	NOUN
alkej-938	156	59	is	be	AUX
alkej-938	156	60	equal	equal	ADJ
alkej-938	156	61	to	to	ADP
alkej-938	156	62	the	the	DET
alkej-938	156	63	number	number	NOUN
alkej-938	156	64	of	of	ADP
alkej-938	156	65	severe	severe	ADJ
alkej-938	156	66	dementia	dementia	NOUN
alkej-938	156	67	groups	group	NOUN
alkej-938	156	68	)	)	PUNCT
alkej-938	156	69	and	and	CCONJ
alkej-938	156	70	a	a	DET
alkej-938	156	71	noor	noor	PROPN
alkej-938	156	72	kamal	kamal	PROPN
alkej-938	156	73	al	al	PROPN
alkej-938	156	74	-	-	PUNCT
alkej-938	156	75	qazzaz	qazzaz	PROPN
alkej-938	156	76	al	al	PROPN
alkej-938	156	77	-	-	PUNCT
alkej-938	156	78	khwarizmi	khwarizmi	PROPN
alkej-938	156	79	engineering	engineering	NOUN
alkej-938	156	80	journal	journal	PROPN
alkej-938	156	81	,	,	PUNCT
alkej-938	156	82	vol	vol	NOUN
alkej-938	156	83	.	.	PROPN
alkej-938	156	84	20	20	NUM
alkej-938	156	85	,	,	PUNCT
alkej-938	156	86	no.4	no.4	PROPN
alkej-938	156	87	,	,	PUNCT
alkej-938	156	88	p.p	p.p	PROPN
alkej-938	156	89	.	.	PROPN
alkej-938	156	90	112	112	NUM
alkej-938	156	91	(	(	PUNCT
alkej-938	156	92	2024	2024	NUM
alkej-938	156	93	)	)	PUNCT
alkej-938	156	94	6	6	NUM
alkej-938	156	95	softmax	softmax	NOUN
alkej-938	156	96	activation	activation	NOUN
alkej-938	156	97	level	level	NOUN
alkej-938	156	98	for	for	ADP
alkej-938	156	99	segmentation	segmentation	NOUN
alkej-938	156	100	.	.	PUNCT
alkej-938	157	1	optimal	optimal	ADJ
alkej-938	157	2	moment	moment	NOUN
alkej-938	157	3	calculation	calculation	NOUN
alkej-938	157	4	for	for	ADP
alkej-938	157	5	training	train	VERB
alkej-938	157	6	‘	'	PUNCT
alkej-938	157	7	adam	adam	PROPN
alkej-938	157	8	’	'	PUNCT
alkej-938	157	9	solver	solver	NOUN
alkej-938	157	10	,	,	PUNCT
alkej-938	157	11	gradient	gradient	ADJ
alkej-938	157	12	threshold	threshold	NOUN
alkej-938	157	13	1	1	NUM
alkej-938	157	14	,	,	PUNCT
alkej-938	157	15	maximum	maximum	ADJ
alkej-938	157	16	number	number	NOUN
alkej-938	157	17	of	of	ADP
alkej-938	157	18	64	64	NUM
alkej-938	157	19	epochs	epoch	NOUN
alkej-938	157	20	and	and	CCONJ
alkej-938	157	21	8	8	NUM
alkej-938	157	22	small	small	ADJ
alkej-938	157	23	batch	batch	NOUN
alkej-938	157	24	size	size	NOUN
alkej-938	157	25	.	.	PUNCT
alkej-938	158	1	optimisation	optimisation	NOUN
alkej-938	158	2	was	be	AUX
alkej-938	158	3	performed	perform	VERB
alkej-938	158	4	in	in	ADP
alkej-938	158	5	matlab	matlab	PROPN
alkej-938	158	6	r2023b	r2023b	PROPN
alkej-938	158	7	.	.	PUNCT
alkej-938	159	1	the	the	DET
alkej-938	159	2	dataset	dataset	NOUN
alkej-938	159	3	was	be	AUX
alkej-938	159	4	divided	divide	VERB
alkej-938	159	5	into	into	ADP
alkej-938	159	6	the	the	DET
alkej-938	159	7	training	training	NOUN
alkej-938	159	8	,	,	PUNCT
alkej-938	159	9	validation	validation	NOUN
alkej-938	159	10	,	,	PUNCT
alkej-938	159	11	and	and	CCONJ
alkej-938	159	12	testing	test	VERB
alkej-938	159	13	datasets	dataset	NOUN
alkej-938	159	14	at	at	ADP
alkej-938	159	15	the	the	DET
alkej-938	159	16	ratio	ratio	NOUN
alkej-938	159	17	of	of	ADP
alkej-938	159	18	70:15:15	70:15:15	NUM
alkej-938	159	19	.	.	PUNCT
alkej-938	160	1	splitting	split	VERB
alkej-938	160	2	the	the	DET
alkej-938	160	3	data	datum	NOUN
alkej-938	160	4	in	in	ADP
alkej-938	160	5	this	this	DET
alkej-938	160	6	manner	manner	NOUN
alkej-938	160	7	can	can	AUX
alkej-938	160	8	provide	provide	VERB
alkej-938	160	9	sufficient	sufficient	ADJ
alkej-938	160	10	data	datum	NOUN
alkej-938	160	11	for	for	ADP
alkej-938	160	12	model	model	NOUN
alkej-938	160	13	development	development	NOUN
alkej-938	160	14	;	;	PUNCT
alkej-938	160	15	however	however	ADV
alkej-938	160	16	,	,	PUNCT
alkej-938	160	17	we	we	PRON
alkej-938	160	18	made	make	VERB
alkej-938	160	19	sure	sure	ADJ
alkej-938	160	20	to	to	PART
alkej-938	160	21	have	have	VERB
alkej-938	160	22	good	good	ADJ
alkej-938	160	23	validation	validation	NOUN
alkej-938	160	24	and	and	CCONJ
alkej-938	160	25	test	test	NOUN
alkej-938	160	26	datasets	dataset	NOUN
alkej-938	160	27	for	for	ADP
alkej-938	160	28	model	model	NOUN
alkej-938	160	29	validation	validation	NOUN
alkej-938	160	30	and	and	CCONJ
alkej-938	160	31	hyperparameter	hyperparameter	NOUN
alkej-938	160	32	selection	selection	NOUN
alkej-938	160	33	.	.	PUNCT
alkej-938	161	1	3	3	X
alkej-938	161	2	.	.	NOUN
alkej-938	161	3	results	result	NOUN
alkej-938	161	4	and	and	CCONJ
alkej-938	161	5	discussion	discussion	VERB
alkej-938	161	6	the	the	DET
alkej-938	161	7	results	result	NOUN
alkej-938	161	8	of	of	ADP
alkej-938	161	9	the	the	DET
alkej-938	161	10	conventional	conventional	ADJ
alkej-938	161	11	filters	filter	NOUN
alkej-938	161	12	on	on	ADP
alkej-938	161	13	channel	channel	NOUN
alkej-938	161	14	'	'	PUNCT
alkej-938	161	15	fp1	fp1	NOUN
alkej-938	161	16	'	'	PUNCT
alkej-938	161	17	are	be	AUX
alkej-938	161	18	illustrated	illustrate	VERB
alkej-938	161	19	in	in	ADP
alkej-938	161	20	fig	fig	NOUN
alkej-938	161	21	.	.	PUNCT
alkej-938	162	1	2	2	NUM
alkej-938	162	2	.	.	PUNCT
alkej-938	162	3	compared	compare	VERB
alkej-938	162	4	with	with	ADP
alkej-938	162	5	the	the	DET
alkej-938	162	6	original	original	ADJ
alkej-938	162	7	recorded	record	VERB
alkej-938	162	8	eeg	eeg	NOUN
alkej-938	162	9	(	(	PUNCT
alkej-938	162	10	dashed	dash	VERB
alkej-938	162	11	black	black	ADJ
alkej-938	162	12	colour	colour	NOUN
alkej-938	162	13	)	)	PUNCT
alkej-938	162	14	,	,	PUNCT
alkej-938	162	15	the	the	DET
alkej-938	162	16	artifactual	artifactual	ADJ
alkej-938	162	17	components	component	NOUN
alkej-938	162	18	were	be	AUX
alkej-938	162	19	effectively	effectively	ADV
alkej-938	162	20	and	and	CCONJ
alkej-938	162	21	sufficiently	sufficiently	ADV
alkej-938	162	22	suppressed	suppress	VERB
alkej-938	162	23	(	(	PUNCT
alkej-938	162	24	blue	blue	ADJ
alkej-938	162	25	colour	colour	NOUN
alkej-938	162	26	)	)	PUNCT
alkej-938	162	27	.	.	PUNCT
alkej-938	163	1	fig	fig	NOUN
alkej-938	163	2	.	.	PUNCT
alkej-938	164	1	2	2	X
alkej-938	164	2	.	.	X
alkej-938	164	3	preprocessing	preprocesse	VERB
alkej-938	164	4	results	result	NOUN
alkej-938	164	5	of	of	ADP
alkej-938	164	6	eeg	eeg	PROPN
alkej-938	164	7	ch1	ch1	PROPN
alkej-938	164	8	,	,	PUNCT
alkej-938	164	9	which	which	PRON
alkej-938	164	10	represents	represent	VERB
alkej-938	164	11	fp1	fp1	NOUN
alkej-938	164	12	,	,	PUNCT
alkej-938	164	13	following	follow	VERB
alkej-938	164	14	the	the	DET
alkej-938	164	15	application	application	NOUN
alkej-938	164	16	of	of	ADP
alkej-938	164	17	conventional	conventional	ADJ
alkej-938	164	18	filters	filter	NOUN
alkej-938	164	19	.	.	PUNCT
alkej-938	165	1	as	as	SCONJ
alkej-938	165	2	demonstrated	demonstrate	VERB
alkej-938	165	3	in	in	ADP
alkej-938	165	4	figs	fig	NOUN
alkej-938	165	5	.	.	PUNCT
alkej-938	166	1	3	3	NUM
alkej-938	166	2	,	,	PUNCT
alkej-938	166	3	4	4	NUM
alkej-938	166	4	and	and	CCONJ
alkej-938	166	5	5	5	NUM
alkej-938	166	6	,	,	PUNCT
alkej-938	166	7	a	a	DET
alkej-938	166	8	confusion	confusion	NOUN
alkej-938	166	9	matrix	matrix	NOUN
alkej-938	166	10	was	be	AUX
alkej-938	166	11	used	use	VERB
alkej-938	166	12	to	to	PART
alkej-938	166	13	assess	assess	VERB
alkej-938	166	14	the	the	DET
alkej-938	166	15	classifier	classifier	NOUN
alkej-938	166	16	’s	’s	PART
alkej-938	166	17	effectiveness	effectiveness	NOUN
alkej-938	166	18	in	in	ADP
alkej-938	166	19	categorising	categorise	VERB
alkej-938	166	20	vd	vd	NOUN
alkej-938	166	21	(	(	PUNCT
alkej-938	166	22	class1	class1	NOUN
alkej-938	166	23	)	)	PUNCT
alkej-938	166	24	,	,	PUNCT
alkej-938	166	25	mci	mci	PROPN
alkej-938	166	26	(	(	PUNCT
alkej-938	166	27	class	class	NOUN
alkej-938	166	28	2	2	NUM
alkej-938	166	29	)	)	PUNCT
alkej-938	166	30	and	and	CCONJ
alkej-938	166	31	nc	nc	PROPN
alkej-938	166	32	(	(	PUNCT
alkej-938	166	33	class3	class3	PROPN
alkej-938	166	34	)	)	PUNCT
alkej-938	166	35	occurrences	occurrence	NOUN
alkej-938	166	36	.	.	PUNCT
alkej-938	167	1	the	the	DET
alkej-938	167	2	projected	project	VERB
alkej-938	167	3	classes	class	NOUN
alkej-938	167	4	are	be	AUX
alkej-938	167	5	shown	show	VERB
alkej-938	167	6	in	in	ADP
alkej-938	167	7	the	the	DET
alkej-938	167	8	rows	row	NOUN
alkej-938	167	9	of	of	ADP
alkej-938	167	10	the	the	DET
alkej-938	167	11	matrix	matrix	NOUN
alkej-938	167	12	,	,	PUNCT
alkej-938	167	13	and	and	CCONJ
alkej-938	167	14	the	the	DET
alkej-938	167	15	actual	actual	ADJ
alkej-938	167	16	classes	class	NOUN
alkej-938	167	17	are	be	AUX
alkej-938	167	18	shown	show	VERB
alkej-938	167	19	in	in	ADP
alkej-938	167	20	the	the	DET
alkej-938	167	21	columns	column	NOUN
alkej-938	167	22	.	.	PUNCT
alkej-938	168	1	the	the	DET
alkej-938	168	2	number	number	NOUN
alkej-938	168	3	of	of	ADP
alkej-938	168	4	examples	example	NOUN
alkej-938	168	5	that	that	PRON
alkej-938	168	6	were	be	AUX
alkej-938	168	7	successfully	successfully	ADV
alkej-938	168	8	identified	identify	VERB
alkej-938	168	9	is	be	AUX
alkej-938	168	10	represented	represent	VERB
alkej-938	168	11	by	by	ADP
alkej-938	168	12	the	the	DET
alkej-938	168	13	diagonal	diagonal	ADJ
alkej-938	168	14	elements	element	NOUN
alkej-938	168	15	,	,	PUNCT
alkej-938	168	16	which	which	PRON
alkej-938	168	17	show	show	VERB
alkej-938	168	18	the	the	DET
alkej-938	168	19	classifier	classifier	NOUN
alkej-938	168	20	’s	’s	PART
alkej-938	168	21	accuracy	accuracy	NOUN
alkej-938	168	22	for	for	ADP
alkej-938	168	23	each	each	DET
alkej-938	168	24	class	class	NOUN
alkej-938	168	25	.	.	PUNCT
alkej-938	169	1	fig	fig	NOUN
alkej-938	169	2	.	.	PUNCT
alkej-938	170	1	3	3	NUM
alkej-938	170	2	shows	show	VERB
alkej-938	170	3	the	the	DET
alkej-938	170	4	confusion	confusion	NOUN
alkej-938	170	5	matrix	matrix	NOUN
alkej-938	170	6	of	of	ADP
alkej-938	170	7	the	the	DET
alkej-938	170	8	classification	classification	NOUN
alkej-938	170	9	results	result	NOUN
alkej-938	170	10	of	of	ADP
alkej-938	170	11	the	the	DET
alkej-938	170	12	lstm	lstm	PROPN
alkej-938	170	13	model	model	NOUN
alkej-938	170	14	obtained	obtain	VERB
alkej-938	170	15	using	use	VERB
alkej-938	170	16	sydyen	sydyen	NOUN
alkej-938	170	17	,	,	PUNCT
alkej-938	170	18	which	which	PRON
alkej-938	170	19	successfully	successfully	ADV
alkej-938	170	20	distinguished	distinguish	VERB
alkej-938	170	21	between	between	ADP
alkej-938	170	22	vd	vd	NOUN
alkej-938	170	23	and	and	CCONJ
alkej-938	170	24	nc	nc	PROPN
alkej-938	170	25	cases	case	NOUN
alkej-938	170	26	,	,	PUNCT
alkej-938	170	27	as	as	SCONJ
alkej-938	170	28	shown	show	VERB
alkej-938	170	29	by	by	ADP
alkej-938	170	30	the	the	DET
alkej-938	170	31	zero	zero	NUM
alkej-938	170	32	false	false	ADJ
alkej-938	170	33	positive	positive	ADJ
alkej-938	170	34	and	and	CCONJ
alkej-938	170	35	negative	negative	ADJ
alkej-938	170	36	numbers	number	NOUN
alkej-938	170	37	for	for	ADP
alkej-938	170	38	mci	mci	NOUN
alkej-938	170	39	,	,	PUNCT
alkej-938	170	40	indicating	indicate	VERB
alkej-938	170	41	a	a	DET
alkej-938	170	42	high	high	ADJ
alkej-938	170	43	accuracy	accuracy	NOUN
alkej-938	170	44	of	of	ADP
alkej-938	170	45	100	100	NUM
alkej-938	170	46	%	%	NOUN
alkej-938	170	47	.	.	PUNCT
alkej-938	171	1	however	however	ADV
alkej-938	171	2	,	,	PUNCT
alkej-938	171	3	the	the	DET
alkej-938	171	4	classifier	classifier	NOUN
alkej-938	171	5	can	can	AUX
alkej-938	171	6	not	not	PART
alkej-938	171	7	correctly	correctly	ADV
alkej-938	171	8	categorise	categorise	VERB
alkej-938	171	9	nc	nc	PROPN
alkej-938	171	10	(	(	PUNCT
alkej-938	171	11	accuracy	accuracy	NOUN
alkej-938	171	12	of	of	ADP
alkej-938	171	13	66.7	66.7	NUM
alkej-938	171	14	%	%	NOUN
alkej-938	171	15	)	)	PUNCT
alkej-938	171	16	and	and	CCONJ
alkej-938	171	17	vd	vd	NOUN
alkej-938	171	18	(	(	PUNCT
alkej-938	171	19	accuracy	accuracy	NOUN
alkej-938	171	20	of	of	ADP
alkej-938	171	21	75	75	NUM
alkej-938	171	22	%	%	NOUN
alkej-938	171	23	)	)	PUNCT
alkej-938	171	24	.	.	PUNCT
alkej-938	172	1	the	the	DET
alkej-938	172	2	confusion	confusion	NOUN
alkej-938	172	3	matrix	matrix	NOUN
alkej-938	172	4	shows	show	VERB
alkej-938	172	5	that	that	SCONJ
alkej-938	172	6	the	the	DET
alkej-938	172	7	lstm	lstm	PROPN
alkej-938	172	8	model	model	NOUN
alkej-938	172	9	with	with	ADP
alkej-938	172	10	sydyen	sydyen	NOUN
alkej-938	172	11	achieves	achieve	VERB
alkej-938	172	12	a	a	DET
alkej-938	172	13	total	total	ADJ
alkej-938	172	14	classification	classification	NOUN
alkej-938	172	15	accuracy	accuracy	NOUN
alkej-938	172	16	of	of	ADP
alkej-938	172	17	77.8	77.8	NUM
alkej-938	172	18	%	%	NOUN
alkej-938	172	19	.	.	PUNCT
alkej-938	173	1	the	the	DET
alkej-938	173	2	sydyen	sydyen	NOUN
alkej-938	173	3	’s	’s	PART
alkej-938	173	4	inability	inability	NOUN
alkej-938	173	5	to	to	PART
alkej-938	173	6	close	close	VERB
alkej-938	173	7	this	this	DET
alkej-938	173	8	performance	performance	NOUN
alkej-938	173	9	difference	difference	NOUN
alkej-938	173	10	raises	raise	VERB
alkej-938	173	11	concerns	concern	NOUN
alkej-938	173	12	about	about	ADP
alkej-938	173	13	its	its	PRON
alkej-938	173	14	ability	ability	NOUN
alkej-938	173	15	to	to	PART
alkej-938	173	16	distinguish	distinguish	VERB
alkej-938	173	17	between	between	ADP
alkej-938	173	18	vd	vd	NOUN
alkej-938	173	19	,	,	PUNCT
alkej-938	173	20	mci	mci	PROPN
alkej-938	173	21	and	and	CCONJ
alkej-938	173	22	nc	nc	PROPN
alkej-938	173	23	classes	class	NOUN
alkej-938	173	24	,	,	PUNCT
alkej-938	173	25	either	either	CCONJ
alkej-938	173	26	because	because	SCONJ
alkej-938	173	27	its	its	PRON
alkej-938	173	28	features	feature	NOUN
alkej-938	173	29	are	be	AUX
alkej-938	173	30	too	too	ADV
alkej-938	173	31	complicated	complicated	ADJ
alkej-938	173	32	or	or	CCONJ
alkej-938	173	33	too	too	ADV
alkej-938	173	34	comparable	comparable	ADJ
alkej-938	173	35	.	.	PUNCT
alkej-938	174	1	investigating	investigate	VERB
alkej-938	174	2	the	the	DET
alkej-938	174	3	bubben	bubben	NOUN
alkej-938	174	4	feature	feature	NOUN
alkej-938	174	5	might	might	AUX
alkej-938	174	6	be	be	AUX
alkej-938	174	7	essential	essential	ADJ
alkej-938	174	8	to	to	PART
alkej-938	174	9	improve	improve	VERB
alkej-938	174	10	the	the	DET
alkej-938	174	11	classifier	classifier	NOUN
alkej-938	174	12	’s	’s	PART
alkej-938	174	13	capacity	capacity	NOUN
alkej-938	174	14	to	to	PART
alkej-938	174	15	correctly	correctly	ADV
alkej-938	174	16	categorise	categorise	VERB
alkej-938	174	17	vd	vd	NOUN
alkej-938	174	18	,	,	PUNCT
alkej-938	174	19	mci	mci	PROPN
alkej-938	174	20	and	and	CCONJ
alkej-938	174	21	nc	nc	PROPN
alkej-938	174	22	groups	group	NOUN
alkej-938	174	23	.	.	PUNCT
alkej-938	175	1	fig	fig	NOUN
alkej-938	175	2	.	.	PUNCT
alkej-938	176	1	3	3	X
alkej-938	176	2	.	.	X
alkej-938	176	3	confusion	confusion	NOUN
alkej-938	176	4	matrix	matrix	NOUN
alkej-938	176	5	of	of	ADP
alkej-938	176	6	the	the	DET
alkej-938	176	7	classification	classification	NOUN
alkej-938	176	8	results	result	NOUN
alkej-938	176	9	for	for	ADP
alkej-938	176	10	the	the	DET
alkej-938	176	11	lstm	lstm	PROPN
alkej-938	176	12	model	model	NOUN
alkej-938	176	13	using	use	VERB
alkej-938	176	14	sydyen	sydyen	NOUN
alkej-938	176	15	.	.	PUNCT
alkej-938	177	1	the	the	DET
alkej-938	177	2	classification	classification	NOUN
alkej-938	177	3	results	result	VERB
alkej-938	177	4	for	for	ADP
alkej-938	177	5	the	the	DET
alkej-938	177	6	lstm	lstm	PROPN
alkej-938	177	7	model	model	NOUN
alkej-938	177	8	with	with	ADP
alkej-938	177	9	bubben	bubben	NOUN
alkej-938	177	10	are	be	AUX
alkej-938	177	11	shown	show	VERB
alkej-938	177	12	in	in	ADP
alkej-938	177	13	fig	fig	NOUN
alkej-938	177	14	.	.	PUNCT
alkej-938	178	1	4	4	X
alkej-938	178	2	.	.	X
alkej-938	178	3	we	we	PRON
alkej-938	178	4	obtained	obtain	VERB
alkej-938	178	5	69.2	69.2	NUM
alkej-938	178	6	%	%	NOUN
alkej-938	178	7	rate	rate	NOUN
alkej-938	178	8	of	of	ADP
alkej-938	178	9	correct	correct	ADJ
alkej-938	178	10	classifications	classification	NOUN
alkej-938	178	11	.	.	PUNCT
alkej-938	179	1	although	although	SCONJ
alkej-938	179	2	80	80	NUM
alkej-938	179	3	%	%	NOUN
alkej-938	179	4	of	of	ADP
alkej-938	179	5	vd	vd	NOUN
alkej-938	179	6	cases	case	NOUN
alkej-938	179	7	are	be	AUX
alkej-938	179	8	accurately	accurately	ADV
alkej-938	179	9	identified	identify	VERB
alkej-938	179	10	as	as	ADP
alkej-938	179	11	vd	vd	NOUN
alkej-938	179	12	,	,	PUNCT
alkej-938	179	13	7.7	7.7	NUM
alkej-938	179	14	%	%	NOUN
alkej-938	179	15	noor	noor	PROPN
alkej-938	179	16	kamal	kamal	PROPN
alkej-938	179	17	al	al	PROPN
alkej-938	179	18	-	-	PUNCT
alkej-938	179	19	qazzaz	qazzaz	PROPN
alkej-938	179	20	al	al	PROPN
alkej-938	179	21	-	-	PUNCT
alkej-938	179	22	khwarizmi	khwarizmi	PROPN
alkej-938	179	23	engineering	engineering	NOUN
alkej-938	179	24	journal	journal	PROPN
alkej-938	179	25	,	,	PUNCT
alkej-938	179	26	vol	vol	NOUN
alkej-938	179	27	.	.	PROPN
alkej-938	179	28	20	20	NUM
alkej-938	179	29	,	,	PUNCT
alkej-938	179	30	no.4	no.4	PROPN
alkej-938	179	31	,	,	PUNCT
alkej-938	179	32	p.p	p.p	PROPN
alkej-938	179	33	.	.	PROPN
alkej-938	179	34	112	112	NUM
alkej-938	179	35	(	(	PUNCT
alkej-938	179	36	2024	2024	NUM
alkej-938	179	37	)	)	PUNCT
alkej-938	179	38	7	7	NUM
alkej-938	179	39	are	be	AUX
alkej-938	179	40	mistakenly	mistakenly	ADV
alkej-938	179	41	labelled	label	VERB
alkej-938	179	42	as	as	ADP
alkej-938	179	43	nc	nc	PROPN
alkej-938	179	44	.	.	PROPN
alkej-938	179	45	meanwhile	meanwhile	ADV
alkej-938	179	46	,	,	PUNCT
alkej-938	179	47	50	50	NUM
alkej-938	179	48	%	%	NOUN
alkej-938	179	49	of	of	ADP
alkej-938	179	50	nc	nc	PROPN
alkej-938	179	51	cases	case	NOUN
alkej-938	179	52	were	be	AUX
alkej-938	179	53	wrongly	wrongly	ADV
alkej-938	179	54	forecasted	forecast	VERB
alkej-938	179	55	as	as	ADP
alkej-938	179	56	mci	mci	PROPN
alkej-938	179	57	,	,	PUNCT
alkej-938	179	58	and	and	CCONJ
alkej-938	179	59	100	100	NUM
alkej-938	179	60	%	%	NOUN
alkej-938	179	61	of	of	ADP
alkej-938	179	62	mci	mci	PROPN
alkej-938	179	63	cases	case	NOUN
alkej-938	179	64	were	be	AUX
alkej-938	179	65	accurately	accurately	ADV
alkej-938	179	66	categorised	categorise	VERB
alkej-938	179	67	.	.	PUNCT
alkej-938	180	1	fig	fig	NOUN
alkej-938	180	2	.	.	PUNCT
alkej-938	181	1	4	4	X
alkej-938	181	2	.	.	X
alkej-938	181	3	confusion	confusion	NOUN
alkej-938	181	4	matrix	matrix	NOUN
alkej-938	181	5	of	of	ADP
alkej-938	181	6	the	the	DET
alkej-938	181	7	classification	classification	NOUN
alkej-938	181	8	results	result	NOUN
alkej-938	181	9	for	for	ADP
alkej-938	181	10	the	the	DET
alkej-938	181	11	lstm	lstm	PROPN
alkej-938	181	12	model	model	NOUN
alkej-938	181	13	using	use	VERB
alkej-938	181	14	bubben	bubben	NOUN
alkej-938	181	15	.	.	PUNCT
alkej-938	182	1	to	to	PART
alkej-938	182	2	address	address	VERB
alkej-938	182	3	the	the	DET
alkej-938	182	4	discrimination	discrimination	NOUN
alkej-938	182	5	based	base	VERB
alkej-938	182	6	on	on	ADP
alkej-938	182	7	dementia	dementia	NOUN
alkej-938	182	8	severity	severity	NOUN
alkej-938	182	9	,	,	PUNCT
alkej-938	182	10	further	further	ADJ
alkej-938	182	11	research	research	NOUN
alkej-938	182	12	was	be	AUX
alkej-938	182	13	conducted	conduct	VERB
alkej-938	182	14	using	use	VERB
alkej-938	182	15	the	the	DET
alkej-938	182	16	atten	atten	VERB
alkej-938	182	17	feature	feature	NOUN
alkej-938	182	18	in	in	ADP
alkej-938	182	19	conjunction	conjunction	NOUN
alkej-938	182	20	with	with	ADP
alkej-938	182	21	lstm	lstm	PROPN
alkej-938	182	22	.	.	PUNCT
alkej-938	183	1	the	the	DET
alkej-938	183	2	results	result	NOUN
alkej-938	183	3	of	of	ADP
alkej-938	183	4	using	use	VERB
alkej-938	183	5	atten	atten	PROPN
alkej-938	183	6	improved	improve	VERB
alkej-938	183	7	the	the	DET
alkej-938	183	8	classification	classification	NOUN
alkej-938	183	9	accuracy	accuracy	NOUN
alkej-938	183	10	to	to	ADP
alkej-938	183	11	88.9	88.9	NUM
alkej-938	183	12	%	%	NOUN
alkej-938	183	13	(	(	PUNCT
alkej-938	183	14	fig	fig	NOUN
alkej-938	183	15	.	.	PUNCT
alkej-938	183	16	5	5	NUM
alkej-938	183	17	)	)	PUNCT
alkej-938	183	18	.	.	PUNCT
alkej-938	184	1	after	after	ADP
alkej-938	184	2	applying	apply	VERB
alkej-938	184	3	the	the	DET
alkej-938	184	4	atten	atten	VERB
alkej-938	184	5	feature	feature	NOUN
alkej-938	184	6	,	,	PUNCT
alkej-938	184	7	the	the	DET
alkej-938	184	8	three	three	NUM
alkej-938	184	9	diagonal	diagonal	ADJ
alkej-938	184	10	cells	cell	NOUN
alkej-938	184	11	display	display	VERB
alkej-938	184	12	the	the	DET
alkej-938	184	13	proportion	proportion	NOUN
alkej-938	184	14	of	of	ADP
alkej-938	184	15	correct	correct	ADJ
alkej-938	184	16	lstm	lstm	ADJ
alkej-938	184	17	classification	classification	NOUN
alkej-938	184	18	.	.	PUNCT
alkej-938	185	1	for	for	ADP
alkej-938	185	2	vd	vd	NOUN
alkej-938	185	3	,	,	PUNCT
alkej-938	185	4	the	the	DET
alkej-938	185	5	correct	correct	ADJ
alkej-938	185	6	classification	classification	NOUN
alkej-938	185	7	was	be	AUX
alkej-938	185	8	100	100	NUM
alkej-938	185	9	%	%	NOUN
alkej-938	185	10	.	.	PUNCT
alkej-938	186	1	all	all	DET
alkej-938	186	2	individuals	individual	NOUN
alkej-938	186	3	with	with	ADP
alkej-938	186	4	mci	mci	PROPN
alkej-938	186	5	due	due	ADP
alkej-938	186	6	to	to	ADP
alkej-938	186	7	stroke	stroke	NOUN
alkej-938	186	8	were	be	AUX
alkej-938	186	9	appropriately	appropriately	ADV
alkej-938	186	10	categorised	categorise	VERB
alkej-938	186	11	as	as	ADP
alkej-938	186	12	such	such	ADJ
alkej-938	186	13	,	,	PUNCT
alkej-938	186	14	75	75	NUM
alkej-938	186	15	%	%	NOUN
alkej-938	186	16	as	as	ADP
alkej-938	186	17	non	non	ADJ
alkej-938	186	18	-	-	ADJ
alkej-938	186	19	concussional	concussional	ADJ
alkej-938	186	20	(	(	PUNCT
alkej-938	186	21	nc	nc	NOUN
alkej-938	186	22	)	)	PUNCT
alkej-938	186	23	subjects	subject	NOUN
alkej-938	186	24	and	and	CCONJ
alkej-938	186	25	25	25	NUM
alkej-938	186	26	%	%	NOUN
alkej-938	186	27	as	as	ADP
alkej-938	186	28	misclassified	misclassifie	VERB
alkej-938	186	29	patients	patient	NOUN
alkej-938	186	30	with	with	ADP
alkej-938	186	31	mci	mci	PROPN
alkej-938	186	32	.	.	PUNCT
alkej-938	187	1	fig	fig	NOUN
alkej-938	187	2	.	.	PUNCT
alkej-938	188	1	5	5	NUM
alkej-938	188	2	.	.	X
alkej-938	188	3	confusion	confusion	NOUN
alkej-938	188	4	matrix	matrix	NOUN
alkej-938	188	5	of	of	ADP
alkej-938	188	6	the	the	DET
alkej-938	188	7	classification	classification	NOUN
alkej-938	188	8	results	result	NOUN
alkej-938	188	9	for	for	ADP
alkej-938	188	10	the	the	DET
alkej-938	188	11	lstm	lstm	PROPN
alkej-938	188	12	model	model	NOUN
alkej-938	188	13	using	use	VERB
alkej-938	188	14	atten	atten	PROPN
alkej-938	188	15	.	.	PUNCT
alkej-938	189	1	in	in	ADP
alkej-938	189	2	this	this	DET
alkej-938	189	3	study	study	NOUN
alkej-938	189	4	,	,	PUNCT
alkej-938	189	5	new	new	ADJ
alkej-938	189	6	methods	method	NOUN
alkej-938	189	7	have	have	AUX
alkej-938	189	8	been	be	AUX
alkej-938	189	9	proposed	propose	VERB
alkej-938	189	10	to	to	PART
alkej-938	189	11	diagnose	diagnose	VERB
alkej-938	189	12	people	people	NOUN
alkej-938	189	13	with	with	ADP
alkej-938	189	14	vd	vd	NOUN
alkej-938	189	15	,	,	PUNCT
alkej-938	189	16	mci	mci	VERB
alkej-938	189	17	as	as	ADP
alkej-938	189	18	a	a	DET
alkej-938	189	19	result	result	NOUN
alkej-938	189	20	of	of	ADP
alkej-938	189	21	a	a	DET
alkej-938	189	22	stroke	stroke	NOUN
alkej-938	189	23	or	or	CCONJ
alkej-938	189	24	nc	nc	VERB
alkej-938	189	25	by	by	ADP
alkej-938	189	26	using	use	VERB
alkej-938	189	27	eeg	eeg	PROPN
alkej-938	189	28	data	datum	NOUN
alkej-938	189	29	and	and	CCONJ
alkej-938	189	30	lstm	lstm	NOUN
alkej-938	189	31	deep	deep	ADJ
alkej-938	189	32	learning	learning	NOUN
alkej-938	189	33	.	.	PUNCT
alkej-938	190	1	the	the	DET
alkej-938	190	2	findings	finding	NOUN
alkej-938	190	3	of	of	ADP
alkej-938	190	4	this	this	DET
alkej-938	190	5	research	research	NOUN
alkej-938	190	6	can	can	AUX
alkej-938	190	7	be	be	AUX
alkej-938	190	8	summarised	summarise	VERB
alkej-938	190	9	as	as	SCONJ
alkej-938	190	10	follows	follow	VERB
alkej-938	190	11	.	.	PUNCT
alkej-938	191	1	the	the	DET
alkej-938	191	2	lstm	lstm	PROPN
alkej-938	191	3	deep	deep	ADJ
alkej-938	191	4	learning	learning	NOUN
alkej-938	191	5	model	model	NOUN
alkej-938	191	6	using	use	VERB
alkej-938	191	7	the	the	DET
alkej-938	191	8	atten	atten	PROPN
alkej-938	191	9	feature	feature	NOUN
alkej-938	191	10	obtained	obtain	VERB
alkej-938	191	11	the	the	DET
alkej-938	191	12	highest	high	ADJ
alkej-938	191	13	average	average	ADJ
alkej-938	191	14	classification	classification	NOUN
alkej-938	191	15	accuracy	accuracy	NOUN
alkej-938	191	16	of	of	ADP
alkej-938	191	17	88.9	88.9	NUM
alkej-938	191	18	%	%	NOUN
alkej-938	191	19	and	and	CCONJ
alkej-938	191	20	thus	thus	ADV
alkej-938	191	21	presented	present	VERB
alkej-938	191	22	better	well	ADJ
alkej-938	191	23	results	result	NOUN
alkej-938	191	24	than	than	ADP
alkej-938	191	25	sydyen	sydyen	NOUN
alkej-938	191	26	and	and	CCONJ
alkej-938	191	27	bubben	bubben	NOUN
alkej-938	191	28	.	.	PUNCT
alkej-938	192	1	table	table	NOUN
alkej-938	192	2	1	1	NUM
alkej-938	192	3	shows	show	VERB
alkej-938	192	4	that	that	SCONJ
alkej-938	192	5	the	the	DET
alkej-938	192	6	results	result	NOUN
alkej-938	192	7	are	be	AUX
alkej-938	192	8	consistent	consistent	ADJ
alkej-938	192	9	with	with	ADP
alkej-938	192	10	other	other	ADJ
alkej-938	192	11	benchmark	benchmark	ADJ
alkej-938	192	12	studies	study	NOUN
alkej-938	192	13	[	[	X
alkej-938	192	14	31	31	NUM
alkej-938	192	15	,	,	PUNCT
alkej-938	192	16	32	32	NUM
alkej-938	192	17	,	,	PUNCT
alkej-938	192	18	33	33	NUM
alkej-938	192	19	,	,	PUNCT
alkej-938	192	20	15	15	NUM
alkej-938	192	21	,	,	PUNCT
alkej-938	192	22	34	34	NUM
alkej-938	192	23	,	,	PUNCT
alkej-938	192	24	35	35	NUM
alkej-938	192	25	]	]	PUNCT
alkej-938	192	26	and	and	CCONJ
alkej-938	192	27	that	that	SCONJ
alkej-938	192	28	the	the	DET
alkej-938	192	29	lstm	lstm	NOUN
alkej-938	192	30	feature	feature	NOUN
alkej-938	192	31	that	that	PRON
alkej-938	192	32	made	make	VERB
alkej-938	192	33	use	use	NOUN
alkej-938	192	34	of	of	ADP
alkej-938	192	35	the	the	DET
alkej-938	192	36	atten	atten	PROPN
alkej-938	192	37	yielded	yield	VERB
alkej-938	192	38	good	good	ADJ
alkej-938	192	39	classification	classification	NOUN
alkej-938	192	40	rates	rate	NOUN
alkej-938	192	41	.	.	PUNCT
alkej-938	193	1	to	to	ADP
alkej-938	193	2	the	the	DET
alkej-938	193	3	best	good	ADJ
alkej-938	193	4	of	of	ADP
alkej-938	193	5	our	our	PRON
alkej-938	193	6	knowledge	knowledge	NOUN
alkej-938	193	7	,	,	PUNCT
alkej-938	193	8	our	our	PRON
alkej-938	193	9	work	work	NOUN
alkej-938	193	10	is	be	AUX
alkej-938	193	11	the	the	DET
alkej-938	193	12	first	first	ADJ
alkej-938	193	13	to	to	PART
alkej-938	193	14	propose	propose	VERB
alkej-938	193	15	a	a	DET
alkej-938	193	16	set	set	NOUN
alkej-938	193	17	of	of	ADP
alkej-938	193	18	novel	novel	ADJ
alkej-938	193	19	features	feature	NOUN
alkej-938	193	20	based	base	VERB
alkej-938	193	21	on	on	ADP
alkej-938	193	22	entropy	entropy	NOUN
alkej-938	193	23	to	to	PART
alkej-938	193	24	differentiate	differentiate	VERB
alkej-938	193	25	between	between	ADP
alkej-938	193	26	mci	mci	PROPN
alkej-938	193	27	,	,	PUNCT
alkej-938	193	28	vd	vd	NOUN
alkej-938	193	29	and	and	CCONJ
alkej-938	193	30	nc	nc	PROPN
alkej-938	193	31	based	base	VERB
alkej-938	193	32	on	on	ADP
alkej-938	193	33	eeg	eeg	PROPN
alkej-938	193	34	data	datum	NOUN
alkej-938	193	35	.	.	PUNCT
alkej-938	194	1	the	the	DET
alkej-938	194	2	superior	superior	ADJ
alkej-938	194	3	performance	performance	NOUN
alkej-938	194	4	in	in	ADP
alkej-938	194	5	the	the	DET
alkej-938	194	6	atten	atten	PROPN
alkej-938	194	7	feature	feature	NOUN
alkej-938	194	8	can	can	AUX
alkej-938	194	9	be	be	AUX
alkej-938	194	10	attributed	attribute	VERB
alkej-938	194	11	to	to	ADP
alkej-938	194	12	the	the	DET
alkej-938	194	13	desirable	desirable	ADJ
alkej-938	194	14	characteristics	characteristic	NOUN
alkej-938	194	15	of	of	ADP
alkej-938	194	16	the	the	DET
alkej-938	194	17	temporal	temporal	ADJ
alkej-938	194	18	analysis	analysis	NOUN
alkej-938	194	19	of	of	ADP
alkej-938	194	20	the	the	DET
alkej-938	194	21	eeg	eeg	NOUN
alkej-938	194	22	signals	signal	NOUN
alkej-938	194	23	and	and	CCONJ
alkej-938	194	24	the	the	DET
alkej-938	194	25	presence	presence	NOUN
alkej-938	194	26	of	of	ADP
alkej-938	194	27	attention	attention	NOUN
alkej-938	194	28	-	-	PUNCT
alkej-938	194	29	related	relate	VERB
alkej-938	194	30	features	feature	NOUN
alkej-938	194	31	that	that	PRON
alkej-938	194	32	are	be	AUX
alkej-938	194	33	affected	affect	VERB
alkej-938	194	34	in	in	ADP
alkej-938	194	35	conditions	condition	NOUN
alkej-938	194	36	such	such	ADJ
alkej-938	194	37	as	as	ADP
alkej-938	194	38	ad	ad	NOUN
alkej-938	194	39	and	and	CCONJ
alkej-938	194	40	dementia	dementia	NOUN
alkej-938	194	41	.	.	PUNCT
alkej-938	195	1	the	the	DET
alkej-938	195	2	lstm	lstm	PROPN
alkej-938	195	3	model	model	PROPN
alkej-938	195	4	’s	’s	PART
alkej-938	195	5	utilisation	utilisation	NOUN
alkej-938	195	6	of	of	ADP
alkej-938	195	7	such	such	ADJ
alkej-938	195	8	hinges	hinge	NOUN
alkej-938	195	9	on	on	ADP
alkej-938	195	10	its	its	PRON
alkej-938	195	11	overall	overall	ADJ
alkej-938	195	12	performance	performance	NOUN
alkej-938	195	13	in	in	ADP
alkej-938	195	14	learning	learn	VERB
alkej-938	195	15	and	and	CCONJ
alkej-938	195	16	modelling	model	VERB
alkej-938	195	17	complex	complex	ADJ
alkej-938	195	18	temporal	temporal	ADJ
alkej-938	195	19	patterns	pattern	NOUN
alkej-938	195	20	,	,	PUNCT
alkej-938	195	21	contributing	contribute	VERB
alkej-938	195	22	to	to	ADP
alkej-938	195	23	high	high	ADJ
alkej-938	195	24	levels	level	NOUN
alkej-938	195	25	of	of	ADP
alkej-938	195	26	classification	classification	NOUN
alkej-938	195	27	.	.	PUNCT
alkej-938	196	1	this	this	DET
alkej-938	196	2	investigation	investigation	NOUN
alkej-938	196	3	has	have	VERB
alkej-938	196	4	several	several	ADJ
alkej-938	196	5	limitations	limitation	NOUN
alkej-938	196	6	;	;	PUNCT
alkej-938	196	7	for	for	ADP
alkej-938	196	8	example	example	NOUN
alkej-938	196	9	,	,	PUNCT
alkej-938	196	10	the	the	DET
alkej-938	196	11	study	study	NOUN
alkej-938	196	12	has	have	VERB
alkej-938	196	13	a	a	DET
alkej-938	196	14	limited	limited	ADJ
alkej-938	196	15	number	number	NOUN
alkej-938	196	16	of	of	ADP
alkej-938	196	17	participants	participant	NOUN
alkej-938	196	18	,	,	PUNCT
alkej-938	196	19	especially	especially	ADV
alkej-938	196	20	in	in	ADP
alkej-938	196	21	the	the	DET
alkej-938	196	22	vd	vd	NOUN
alkej-938	196	23	category	category	NOUN
alkej-938	196	24	.	.	PUNCT
alkej-938	197	1	for	for	ADP
alkej-938	197	2	future	future	ADJ
alkej-938	197	3	work	work	NOUN
alkej-938	197	4	,	,	PUNCT
alkej-938	197	5	researchers	researcher	NOUN
alkej-938	197	6	should	should	AUX
alkej-938	197	7	replicate	replicate	VERB
alkej-938	197	8	the	the	DET
alkej-938	197	9	findings	finding	NOUN
alkej-938	197	10	with	with	ADP
alkej-938	197	11	larger	large	ADJ
alkej-938	197	12	and	and	CCONJ
alkej-938	197	13	more	more	ADV
alkej-938	197	14	varied	varied	ADJ
alkej-938	197	15	data	datum	NOUN
alkej-938	197	16	to	to	PART
alkej-938	197	17	ensure	ensure	VERB
alkej-938	197	18	the	the	DET
alkej-938	197	19	robustness	robustness	NOUN
alkej-938	197	20	of	of	ADP
alkej-938	197	21	the	the	DET
alkej-938	197	22	method	method	NOUN
alkej-938	197	23	.	.	PUNCT
alkej-938	198	1	moreover	moreover	ADV
alkej-938	198	2	,	,	PUNCT
alkej-938	198	3	they	they	PRON
alkej-938	198	4	should	should	AUX
alkej-938	198	5	implement	implement	VERB
alkej-938	198	6	the	the	DET
alkej-938	198	7	proposed	propose	VERB
alkej-938	198	8	approach	approach	NOUN
alkej-938	198	9	in	in	ADP
alkej-938	198	10	clinical	clinical	ADJ
alkej-938	198	11	practice	practice	NOUN
alkej-938	198	12	scenarios	scenario	NOUN
alkej-938	198	13	.	.	PUNCT
alkej-938	199	1	the	the	DET
alkej-938	199	2	findings	finding	NOUN
alkej-938	199	3	revealed	reveal	VERB
alkej-938	199	4	in	in	ADP
alkej-938	199	5	our	our	PRON
alkej-938	199	6	study	study	NOUN
alkej-938	199	7	provide	provide	VERB
alkej-938	199	8	evidence	evidence	NOUN
alkej-938	199	9	that	that	SCONJ
alkej-938	199	10	deep	deep	ADJ
alkej-938	199	11	learning	learning	NOUN
alkej-938	199	12	-	-	PUNCT
alkej-938	199	13	based	base	VERB
alkej-938	199	14	methods	method	NOUN
alkej-938	199	15	integrated	integrate	VERB
alkej-938	199	16	with	with	ADP
alkej-938	199	17	newly	newly	ADV
alkej-938	199	18	proposed	propose	VERB
alkej-938	199	19	eeg	eeg	NOUN
alkej-938	199	20	features	feature	NOUN
alkej-938	199	21	can	can	AUX
alkej-938	199	22	be	be	AUX
alkej-938	199	23	effectively	effectively	ADV
alkej-938	199	24	used	use	VERB
alkej-938	199	25	to	to	PART
alkej-938	199	26	distinguish	distinguish	VERB
alkej-938	199	27	between	between	ADP
alkej-938	199	28	mci	mci	PROPN
alkej-938	199	29	,	,	PUNCT
alkej-938	199	30	vd	vd	NOUN
alkej-938	199	31	and	and	CCONJ
alkej-938	199	32	nc	nc	PROPN
alkej-938	199	33	groups	group	NOUN
alkej-938	199	34	.	.	PUNCT
alkej-938	200	1	the	the	DET
alkej-938	200	2	presented	present	VERB
alkej-938	200	3	study	study	NOUN
alkej-938	200	4	adds	add	VERB
alkej-938	200	5	to	to	ADP
alkej-938	200	6	the	the	DET
alkej-938	200	7	current	current	ADJ
alkej-938	200	8	knowledge	knowledge	NOUN
alkej-938	200	9	about	about	ADP
alkej-938	200	10	identifying	identify	VERB
alkej-938	200	11	cognitive	cognitive	ADJ
alkej-938	200	12	decline	decline	NOUN
alkej-938	200	13	in	in	ADP
alkej-938	200	14	memory	memory	NOUN
alkej-938	200	15	and	and	CCONJ
alkej-938	200	16	dementia	dementia	NOUN
alkej-938	200	17	by	by	ADP
alkej-938	200	18	employing	employ	VERB
alkej-938	200	19	neurophysiological	neurophysiological	ADJ
alkej-938	200	20	markers	marker	NOUN
alkej-938	200	21	.	.	PUNCT
alkej-938	201	1	noor	noor	PROPN
alkej-938	201	2	kamal	kamal	PROPN
alkej-938	201	3	al	al	PROPN
alkej-938	201	4	-	-	PUNCT
alkej-938	201	5	qazzaz	qazzaz	PROPN
alkej-938	201	6	al	al	PROPN
alkej-938	201	7	-	-	PUNCT
alkej-938	201	8	khwarizmi	khwarizmi	PROPN
alkej-938	201	9	engineering	engineering	NOUN
alkej-938	201	10	journal	journal	PROPN
alkej-938	201	11	,	,	PUNCT
alkej-938	201	12	vol	vol	NOUN
alkej-938	201	13	.	.	PROPN
alkej-938	201	14	20	20	NUM
alkej-938	201	15	,	,	PUNCT
alkej-938	201	16	no.4	no.4	PROPN
alkej-938	201	17	,	,	PUNCT
alkej-938	201	18	p.p	p.p	PROPN
alkej-938	201	19	.	.	PROPN
alkej-938	201	20	112	112	NUM
alkej-938	201	21	(	(	PUNCT
alkej-938	201	22	2024	2024	NUM
alkej-938	201	23	)	)	PUNCT
alkej-938	201	24	8	8	NUM
alkej-938	201	25	table	table	NOUN
alkej-938	201	26	1	1	NUM
alkej-938	201	27	,	,	PUNCT
alkej-938	201	28	comparison	comparison	NOUN
alkej-938	201	29	of	of	ADP
alkej-938	201	30	our	our	PRON
alkej-938	201	31	findings	finding	NOUN
alkej-938	201	32	to	to	ADP
alkej-938	201	33	relevant	relevant	ADJ
alkej-938	201	34	studies	study	NOUN
alkej-938	201	35	in	in	ADP
alkej-938	201	36	the	the	DET
alkej-938	201	37	literature	literature	NOUN
alkej-938	201	38	.	.	PUNCT
alkej-938	202	1	study	study	NOUN
alkej-938	202	2	algorithm	algorithm	NOUN
alkej-938	202	3	accuracy	accuracy	NOUN
alkej-938	202	4	(	(	PUNCT
alkej-938	202	5	%	%	INTJ
alkej-938	202	6	)	)	PUNCT
alkej-938	202	7	klepl	klepl	NOUN
alkej-938	202	8	et	et	PROPN
alkej-938	202	9	al	al	PROPN
alkej-938	202	10	.	.	PUNCT
alkej-938	203	1	[	[	X
alkej-938	203	2	31	31	NUM
alkej-938	203	3	]	]	X
alkej-938	203	4	adaptive	adaptive	ADJ
alkej-938	203	5	gated	gate	VERB
alkej-938	203	6	graph	graph	NOUN
alkej-938	203	7	cnn	cnn	PROPN
alkej-938	203	8	90.2	90.2	NUM
alkej-938	203	9	shikalgar	shikalgar	NOUN
alkej-938	203	10	et	et	PROPN
alkej-938	203	11	al	al	PROPN
alkej-938	203	12	.	.	PUNCT
alkej-938	204	1	[	[	X
alkej-938	204	2	32	32	NUM
alkej-938	204	3	]	]	PUNCT
alkej-938	204	4	hybrid	hybrid	ADJ
alkej-938	204	5	deep	deep	ADJ
alkej-938	204	6	learning	learn	VERB
alkej-938	204	7	93.3	93.3	NUM
alkej-938	204	8	fouladi	fouladi	NOUN
alkej-938	204	9	et	et	PROPN
alkej-938	204	10	al	al	PROPN
alkej-938	204	11	.	.	PUNCT
alkej-938	205	1	[	[	X
alkej-938	205	2	33	33	NUM
alkej-938	205	3	]	]	SYM
alkej-938	205	4	efficient	efficient	ADJ
alkej-938	205	5	deep	deep	ADJ
alkej-938	205	6	neural	neural	ADJ
alkej-938	205	7	networks	network	NOUN
alkej-938	205	8	92.5	92.5	NUM
alkej-938	205	9	huggins	huggin	NOUN
alkej-938	205	10	et	et	PROPN
alkej-938	205	11	al	al	PROPN
alkej-938	205	12	.	.	PUNCT
alkej-938	206	1	[	[	X
alkej-938	206	2	15	15	NUM
alkej-938	206	3	]	]	X
alkej-938	206	4	deep	deep	ADJ
alkej-938	206	5	learning	learn	VERB
alkej-938	206	6	84.2	84.2	NUM
alkej-938	206	7	alessandrini	alessandrini	PROPN
alkej-938	206	8	et	et	PROPN
alkej-938	206	9	al	al	PROPN
alkej-938	206	10	.	.	PUNCT
alkej-938	207	1	[	[	X
alkej-938	207	2	34	34	NUM
alkej-938	207	3	]	]	X
alkej-938	207	4	lstm	lstm	PROPN
alkej-938	207	5	91.2	91.2	NUM
alkej-938	207	6	amini	amini	PROPN
alkej-938	207	7	et	et	PROPN
alkej-938	207	8	al	al	PROPN
alkej-938	207	9	.	.	PUNCT
alkej-938	208	1	[	[	X
alkej-938	208	2	35	35	NUM
alkej-938	208	3	]	]	PUNCT
alkej-938	208	4	cnn	cnn	PROPN
alkej-938	208	5	94.1	94.1	NUM
alkej-938	208	6	our	our	PRON
alkej-938	208	7	study	study	NOUN
alkej-938	208	8	atten	atten	VERB
alkej-938	208	9	with	with	ADP
alkej-938	208	10	lstm	lstm	NOUN
alkej-938	208	11	88.9	88.9	NUM
alkej-938	208	12	4	4	NUM
alkej-938	208	13	.	.	PUNCT
alkej-938	209	1	conclusion	conclusion	NOUN
alkej-938	209	2	dementia	dementia	NOUN
alkej-938	209	3	stands	stand	VERB
alkej-938	209	4	out	out	ADP
alkej-938	209	5	among	among	ADP
alkej-938	209	6	many	many	ADJ
alkej-938	209	7	diseases	disease	NOUN
alkej-938	209	8	that	that	PRON
alkej-938	209	9	affect	affect	VERB
alkej-938	209	10	the	the	DET
alkej-938	209	11	lives	life	NOUN
alkej-938	209	12	of	of	ADP
alkej-938	209	13	the	the	DET
alkej-938	209	14	elderly	elderly	ADJ
alkej-938	209	15	.	.	PUNCT
alkej-938	210	1	therefore	therefore	ADV
alkej-938	210	2	,	,	PUNCT
alkej-938	210	3	fighting	fighting	NOUN
alkej-938	210	4	dementia	dementia	NOUN
alkej-938	210	5	requires	require	VERB
alkej-938	210	6	a	a	DET
alkej-938	210	7	precise	precise	ADJ
alkej-938	210	8	assessment	assessment	NOUN
alkej-938	210	9	of	of	ADP
alkej-938	210	10	its	its	PRON
alkej-938	210	11	severity	severity	NOUN
alkej-938	210	12	.	.	PUNCT
alkej-938	211	1	eeg	eeg	NOUN
alkej-938	211	2	-	-	PUNCT
alkej-938	211	3	based	base	VERB
alkej-938	211	4	dementia	dementia	NOUN
alkej-938	211	5	data	datum	NOUN
alkej-938	211	6	are	be	AUX
alkej-938	211	7	filtered	filter	VERB
alkej-938	211	8	using	use	VERB
alkej-938	211	9	notch	notch	NOUN
alkej-938	211	10	and	and	CCONJ
alkej-938	211	11	bandpass	bandpass	NOUN
alkej-938	211	12	filters	filter	NOUN
alkej-938	211	13	.	.	PUNCT
alkej-938	212	1	to	to	PART
alkej-938	212	2	automatically	automatically	ADV
alkej-938	212	3	categorise	categorise	VERB
alkej-938	212	4	the	the	DET
alkej-938	212	5	severity	severity	NOUN
alkej-938	212	6	of	of	ADP
alkej-938	212	7	the	the	DET
alkej-938	212	8	multi	multi	ADJ
alkej-938	212	9	-	-	ADJ
alkej-938	212	10	classification	classification	ADJ
alkej-938	212	11	tasks	task	NOUN
alkej-938	212	12	of	of	ADP
alkej-938	212	13	patients	patient	NOUN
alkej-938	212	14	with	with	ADP
alkej-938	212	15	dementia	dementia	NOUN
alkej-938	212	16	by	by	ADP
alkej-938	212	17	using	use	VERB
alkej-938	212	18	noninvasive	noninvasive	ADJ
alkej-938	212	19	eeg	eeg	NOUN
alkej-938	212	20	-	-	PUNCT
alkej-938	212	21	based	base	VERB
alkej-938	212	22	recordings	recording	NOUN
alkej-938	212	23	,	,	PUNCT
alkej-938	212	24	this	this	DET
alkej-938	212	25	study	study	NOUN
alkej-938	212	26	suggests	suggest	VERB
alkej-938	212	27	using	use	VERB
alkej-938	212	28	the	the	DET
alkej-938	212	29	lstm	lstm	NOUN
alkej-938	212	30	deep	deep	ADV
alkej-938	212	31	learning	learn	VERB
alkej-938	212	32	neural	neural	ADJ
alkej-938	212	33	network	network	NOUN
alkej-938	212	34	.	.	PUNCT
alkej-938	213	1	this	this	DET
alkej-938	213	2	approach	approach	NOUN
alkej-938	213	3	includes	include	VERB
alkej-938	213	4	finding	find	VERB
alkej-938	213	5	the	the	DET
alkej-938	213	6	atten	atten	ADJ
alkej-938	213	7	,	,	PUNCT
alkej-938	213	8	bubben	bubben	NOUN
alkej-938	213	9	and	and	CCONJ
alkej-938	213	10	sydyen	sydyen	NOUN
alkej-938	213	11	of	of	ADP
alkej-938	213	12	features	feature	NOUN
alkej-938	213	13	in	in	ADP
alkej-938	213	14	a	a	DET
alkej-938	213	15	univariate	univariate	ADJ
alkej-938	213	16	data	data	NOUN
alkej-938	213	17	sequence	sequence	NOUN
alkej-938	213	18	.	.	PUNCT
alkej-938	214	1	the	the	DET
alkej-938	214	2	lstm	lstm	PROPN
alkej-938	214	3	classification	classification	NOUN
alkej-938	214	4	results	result	NOUN
alkej-938	214	5	using	use	VERB
alkej-938	214	6	atten	atten	PROPN
alkej-938	214	7	entropy	entropy	NOUN
alkej-938	214	8	are	be	AUX
alkej-938	214	9	88.9	88.9	NUM
alkej-938	214	10	%	%	NOUN
alkej-938	214	11	more	more	ADV
alkej-938	214	12	accurate	accurate	ADJ
alkej-938	214	13	than	than	ADP
alkej-938	214	14	those	those	PRON
alkej-938	214	15	using	use	VERB
alkej-938	214	16	bubben	bubben	NOUN
alkej-938	214	17	and	and	CCONJ
alkej-938	214	18	sydyen	sydyen	NOUN
alkej-938	214	19	(	(	PUNCT
alkej-938	214	20	77.2	77.2	NUM
alkej-938	214	21	%	%	NOUN
alkej-938	214	22	and	and	CCONJ
alkej-938	214	23	69	69	NUM
alkej-938	214	24	%	%	NOUN
alkej-938	214	25	accuracy	accuracy	NOUN
alkej-938	214	26	,	,	PUNCT
alkej-938	214	27	respectively	respectively	ADV
alkej-938	214	28	)	)	PUNCT
alkej-938	214	29	.	.	PUNCT
alkej-938	215	1	these	these	DET
alkej-938	215	2	results	result	NOUN
alkej-938	215	3	point	point	VERB
alkej-938	215	4	to	to	ADP
alkej-938	215	5	the	the	DET
alkej-938	215	6	potential	potential	ADJ
alkej-938	215	7	utility	utility	NOUN
alkej-938	215	8	of	of	ADP
alkej-938	215	9	atten	atten	PROPN
alkej-938	215	10	as	as	ADP
alkej-938	215	11	a	a	DET
alkej-938	215	12	biomarker	biomarker	NOUN
alkej-938	215	13	extracted	extract	VERB
alkej-938	215	14	from	from	ADP
alkej-938	215	15	the	the	DET
alkej-938	215	16	eeg	eeg	PROPN
alkej-938	215	17	data	datum	NOUN
alkej-938	215	18	to	to	PART
alkej-938	215	19	assess	assess	VERB
alkej-938	215	20	the	the	DET
alkej-938	215	21	severity	severity	NOUN
alkej-938	215	22	of	of	ADP
alkej-938	215	23	dementia	dementia	NOUN
alkej-938	215	24	.	.	PUNCT
alkej-938	216	1	moreover	moreover	ADV
alkej-938	216	2	,	,	PUNCT
alkej-938	216	3	the	the	DET
alkej-938	216	4	proposed	propose	VERB
alkej-938	216	5	lstm	lstm	NOUN
alkej-938	216	6	could	could	AUX
alkej-938	216	7	be	be	AUX
alkej-938	216	8	a	a	DET
alkej-938	216	9	potential	potential	ADJ
alkej-938	216	10	rnn	rnn	NOUN
alkej-938	216	11	model	model	NOUN
alkej-938	216	12	that	that	PRON
alkej-938	216	13	can	can	AUX
alkej-938	216	14	identify	identify	VERB
alkej-938	216	15	key	key	ADJ
alkej-938	216	16	eeg	eeg	NOUN
alkej-938	216	17	patterns	pattern	NOUN
alkej-938	216	18	and	and	CCONJ
alkej-938	216	19	characteristics	characteristic	NOUN
alkej-938	216	20	and	and	CCONJ
alkej-938	216	21	distinguish	distinguish	VERB
alkej-938	216	22	patients	patient	NOUN
alkej-938	216	23	suffering	suffer	VERB
alkej-938	216	24	from	from	ADP
alkej-938	216	25	vd	vd	NOUN
alkej-938	216	26	and	and	CCONJ
alkej-938	216	27	mci	mci	NOUN
alkej-938	216	28	.	.	PUNCT
alkej-938	217	1	references	reference	NOUN
alkej-938	217	2	[	[	X
alkej-938	217	3	1	1	X
alkej-938	217	4	]	]	PUNCT
alkej-938	217	5	j.	j.	PROPN
alkej-938	217	6	jeong	jeong	PROPN
alkej-938	217	7	,	,	PUNCT
alkej-938	217	8	“	"	PUNCT
alkej-938	217	9	eeg	eeg	NOUN
alkej-938	217	10	dynamics	dynamic	NOUN
alkej-938	217	11	in	in	ADP
alkej-938	217	12	patients	patient	NOUN
alkej-938	217	13	with	with	ADP
alkej-938	217	14	alzheimer	alzheimer	PROPN
alkej-938	217	15	’s	’s	PART
alkej-938	217	16	disease	disease	NOUN
alkej-938	217	17	,	,	PUNCT
alkej-938	217	18	”	"	PUNCT
alkej-938	217	19	clinical	clinical	ADJ
alkej-938	217	20	neurophysiology	neurophysiology	NOUN
alkej-938	217	21	,	,	PUNCT
alkej-938	217	22	vol	vol	NOUN
alkej-938	217	23	.	.	PROPN
alkej-938	217	24	115	115	NUM
alkej-938	217	25	,	,	PUNCT
alkej-938	217	26	no	no	INTJ
alkej-938	217	27	.	.	NOUN
alkej-938	217	28	7	7	NUM
alkej-938	217	29	,	,	PUNCT
alkej-938	217	30	pp	pp	ADJ
alkej-938	217	31	.	.	PUNCT
alkej-938	218	1	1490	1490	NUM
alkej-938	218	2	–	–	PUNCT
alkej-938	218	3	1505	1505	NUM
alkej-938	218	4	,	,	PUNCT
alkej-938	218	5	2004	2004	NUM
alkej-938	218	6	.	.	PUNCT
alkej-938	219	1	[	[	X
alkej-938	219	2	2	2	NUM
alkej-938	219	3	]	]	PUNCT
alkej-938	219	4	c.	c.	PROPN
alkej-938	219	5	mcveigh	mcveigh	PROPN
alkej-938	219	6	and	and	CCONJ
alkej-938	219	7	p.	p.	PROPN
alkej-938	219	8	passmore	passmore	NOUN
alkej-938	219	9	,	,	PUNCT
alkej-938	219	10	“	"	PUNCT
alkej-938	219	11	vascular	vascular	ADJ
alkej-938	219	12	dementia	dementia	NOUN
alkej-938	219	13	:	:	PUNCT
alkej-938	219	14	prevention	prevention	NOUN
alkej-938	219	15	and	and	CCONJ
alkej-938	219	16	treatment	treatment	NOUN
alkej-938	219	17	,	,	PUNCT
alkej-938	219	18	”	"	PUNCT
alkej-938	219	19	clinical	clinical	ADJ
alkej-938	219	20	interventions	intervention	NOUN
alkej-938	219	21	in	in	ADP
alkej-938	219	22	aging	aging	NOUN
alkej-938	219	23	,	,	PUNCT
alkej-938	219	24	vol	vol	NOUN
alkej-938	219	25	.	.	NOUN
alkej-938	219	26	1	1	NUM
alkej-938	219	27	,	,	PUNCT
alkej-938	219	28	no	no	INTJ
alkej-938	219	29	.	.	NOUN
alkej-938	219	30	3	3	NUM
alkej-938	219	31	,	,	PUNCT
alkej-938	219	32	pp	pp	ADJ
alkej-938	219	33	.	.	PUNCT
alkej-938	219	34	229	229	NUM
alkej-938	219	35	–	–	PUNCT
alkej-938	219	36	235	235	NUM
alkej-938	219	37	,	,	PUNCT
alkej-938	219	38	2006	2006	NUM
alkej-938	219	39	.	.	PUNCT
alkej-938	220	1	[	[	X
alkej-938	220	2	3	3	X
alkej-938	220	3	]	]	X
alkej-938	220	4	n.	n.	PROPN
alkej-938	220	5	k.	k.	PROPN
alkej-938	220	6	al	al	PROPN
alkej-938	220	7	-	-	PUNCT
alkej-938	220	8	qazzaz	qazzaz	PROPN
alkej-938	220	9	,	,	PUNCT
alkej-938	220	10	s.	s.	PROPN
alkej-938	220	11	h.	h.	PROPN
alkej-938	220	12	b.	b.	PROPN
alkej-938	220	13	ali	ali	PROPN
alkej-938	220	14	,	,	PUNCT
alkej-938	220	15	s.	s.	PROPN
alkej-938	220	16	a.	a.	PROPN
alkej-938	220	17	ahmad	ahmad	PROPN
alkej-938	220	18	,	,	PUNCT
alkej-938	220	19	k.	k.	PROPN
alkej-938	220	20	chellappan	chellappan	PROPN
alkej-938	220	21	,	,	PUNCT
alkej-938	220	22	m.	m.	PROPN
alkej-938	220	23	islam	islam	PROPN
alkej-938	220	24	,	,	PUNCT
alkej-938	220	25	j.	j.	PROPN
alkej-938	220	26	escudero	escudero	PROPN
alkej-938	220	27	et	et	PROPN
alkej-938	220	28	al	al	PROPN
alkej-938	220	29	.	.	PROPN
alkej-938	220	30	,	,	PUNCT
alkej-938	220	31	“	"	PUNCT
alkej-938	220	32	role	role	NOUN
alkej-938	220	33	of	of	ADP
alkej-938	220	34	eeg	eeg	NOUN
alkej-938	220	35	as	as	ADP
alkej-938	220	36	biomarker	biomarker	NOUN
alkej-938	220	37	in	in	ADP
alkej-938	220	38	the	the	DET
alkej-938	220	39	early	early	ADJ
alkej-938	220	40	detection	detection	NOUN
alkej-938	220	41	and	and	CCONJ
alkej-938	220	42	classification	classification	NOUN
alkej-938	220	43	of	of	ADP
alkej-938	220	44	dementia	dementia	NOUN
alkej-938	220	45	,	,	PUNCT
alkej-938	220	46	”	"	PUNCT
alkej-938	220	47	the	the	DET
alkej-938	220	48	scientific	scientific	ADJ
alkej-938	220	49	world	world	NOUN
alkej-938	220	50	journal	journal	NOUN
alkej-938	220	51	,	,	PUNCT
alkej-938	220	52	vol	vol	NOUN
alkej-938	220	53	.	.	PROPN
alkej-938	220	54	2014	2014	NUM
alkej-938	220	55	,	,	PUNCT
alkej-938	220	56	2014	2014	NUM
alkej-938	220	57	.	.	PUNCT
alkej-938	221	1	[	[	X
alkej-938	221	2	4	4	X
alkej-938	221	3	]	]	X
alkej-938	221	4	n.	n.	PROPN
alkej-938	221	5	k.	k.	PROPN
alkej-938	221	6	al	al	PROPN
alkej-938	221	7	-	-	PUNCT
alkej-938	221	8	qazzaz	qazzaz	PROPN
alkej-938	221	9	,	,	PUNCT
alkej-938	221	10	s.	s.	PROPN
alkej-938	221	11	h.	h.	PROPN
alkej-938	221	12	ali	ali	PROPN
alkej-938	221	13	,	,	PUNCT
alkej-938	221	14	s.	s.	PROPN
alkej-938	221	15	a.	a.	PROPN
alkej-938	221	16	ahmad	ahmad	PROPN
alkej-938	221	17	,	,	PUNCT
alkej-938	221	18	s.	s.	PROPN
alkej-938	221	19	islam	islam	PROPN
alkej-938	221	20	,	,	PUNCT
alkej-938	221	21	and	and	CCONJ
alkej-938	221	22	k.	k.	PROPN
alkej-938	221	23	mohamad	mohamad	PROPN
alkej-938	221	24	,	,	PUNCT
alkej-938	221	25	“	"	PUNCT
alkej-938	221	26	cognitive	cognitive	ADJ
alkej-938	221	27	impairment	impairment	NOUN
alkej-938	221	28	and	and	CCONJ
alkej-938	221	29	memory	memory	NOUN
alkej-938	221	30	dysfunction	dysfunction	NOUN
alkej-938	221	31	after	after	ADP
alkej-938	221	32	a	a	DET
alkej-938	221	33	stroke	stroke	NOUN
alkej-938	221	34	diagnosis	diagnosis	NOUN
alkej-938	221	35	:	:	PUNCT
alkej-938	221	36	a	a	DET
alkej-938	221	37	post	post	ADJ
alkej-938	221	38	-	-	ADJ
alkej-938	221	39	stroke	stroke	ADJ
alkej-938	221	40	memory	memory	NOUN
alkej-938	221	41	assessment	assessment	NOUN
alkej-938	221	42	,	,	PUNCT
alkej-938	221	43	”	"	PUNCT
alkej-938	221	44	neuropsychiatric	neuropsychiatric	ADJ
alkej-938	221	45	disease	disease	NOUN
alkej-938	221	46	and	and	CCONJ
alkej-938	221	47	treatment	treatment	NOUN
alkej-938	221	48	,	,	PUNCT
alkej-938	221	49	pp	pp	ADJ
alkej-938	221	50	.	.	PUNCT
alkej-938	221	51	1677–1691	1677–1691	NUM
alkej-938	221	52	,	,	PUNCT
alkej-938	221	53	2014	2014	NUM
alkej-938	221	54	.	.	PUNCT
alkej-938	222	1	[	[	X
alkej-938	222	2	5	5	NUM
alkej-938	222	3	]	]	PUNCT
alkej-938	222	4	n.	n.	PROPN
alkej-938	222	5	k.	k.	PROPN
alkej-938	222	6	al	al	PROPN
alkej-938	222	7	-	-	PUNCT
alkej-938	222	8	qazzaz	qazzaz	PROPN
alkej-938	222	9	,	,	PUNCT
alkej-938	222	10	s.	s.	PROPN
alkej-938	222	11	h.	h.	PROPN
alkej-938	222	12	ali	ali	PROPN
alkej-938	222	13	,	,	PUNCT
alkej-938	222	14	s.	s.	PROPN
alkej-938	222	15	a.	a.	PROPN
alkej-938	222	16	ahmad	ahmad	PROPN
alkej-938	222	17	,	,	PUNCT
alkej-938	222	18	and	and	CCONJ
alkej-938	222	19	s.	s.	PROPN
alkej-938	222	20	islam	islam	PROPN
alkej-938	222	21	,	,	PUNCT
alkej-938	222	22	“	"	PUNCT
alkej-938	222	23	cognitive	cognitive	ADJ
alkej-938	222	24	assessments	assessment	NOUN
alkej-938	222	25	for	for	ADP
alkej-938	222	26	the	the	DET
alkej-938	222	27	early	early	ADJ
alkej-938	222	28	diagnosis	diagnosis	NOUN
alkej-938	222	29	of	of	ADP
alkej-938	222	30	dementia	dementia	NOUN
alkej-938	222	31	after	after	ADP
alkej-938	222	32	stroke	stroke	NOUN
alkej-938	222	33	,	,	PUNCT
alkej-938	222	34	”	"	PUNCT
alkej-938	222	35	neuropsychiatric	neuropsychiatric	ADJ
alkej-938	222	36	disease	disease	NOUN
alkej-938	222	37	and	and	CCONJ
alkej-938	222	38	treatment	treatment	NOUN
alkej-938	222	39	,	,	PUNCT
alkej-938	222	40	pp	pp	ADJ
alkej-938	222	41	.	.	PUNCT
alkej-938	223	1	1743–1751	1743–1751	NUM
alkej-938	223	2	,	,	PUNCT
alkej-938	223	3	2014	2014	NUM
alkej-938	223	4	.	.	PUNCT
alkej-938	224	1	[	[	X
alkej-938	224	2	6	6	NUM
alkej-938	224	3	]	]	PUNCT
alkej-938	224	4	n.	n.	PROPN
alkej-938	224	5	k.	k.	PROPN
alkej-938	224	6	al	al	PROPN
alkej-938	224	7	-	-	PUNCT
alkej-938	224	8	qazzaz	qazzaz	PROPN
alkej-938	224	9	,	,	PUNCT
alkej-938	224	10	s.	s.	PROPN
alkej-938	224	11	h.	h.	PROPN
alkej-938	224	12	m.	m.	PROPN
alkej-938	224	13	ali	ali	PROPN
alkej-938	224	14	,	,	PUNCT
alkej-938	224	15	s.	s.	PROPN
alkej-938	224	16	islam	islam	PROPN
alkej-938	224	17	,	,	PUNCT
alkej-938	224	18	s.	s.	PROPN
alkej-938	224	19	ahmad	ahmad	PROPN
alkej-938	224	20	,	,	PUNCT
alkej-938	224	21	and	and	CCONJ
alkej-938	224	22	j.	j.	PROPN
alkej-938	224	23	escudero	escudero	PROPN
alkej-938	224	24	,	,	PUNCT
alkej-938	224	25	“	"	PUNCT
alkej-938	224	26	eeg	eeg	PROPN
alkej-938	224	27	wavelet	wavelet	NOUN
alkej-938	224	28	spectral	spectral	ADJ
alkej-938	224	29	analysis	analysis	NOUN
alkej-938	224	30	during	during	ADP
alkej-938	224	31	a	a	DET
alkej-938	224	32	working	work	VERB
alkej-938	224	33	memory	memory	NOUN
alkej-938	224	34	tasks	task	NOUN
alkej-938	224	35	in	in	ADP
alkej-938	224	36	stroke	stroke	NOUN
alkej-938	224	37	-	-	PUNCT
alkej-938	224	38	related	relate	VERB
alkej-938	224	39	mild	mild	ADJ
alkej-938	224	40	cognitive	cognitive	ADJ
alkej-938	224	41	impairment	impairment	NOUN
alkej-938	224	42	patients	patient	NOUN
alkej-938	224	43	,	,	PUNCT
alkej-938	224	44	”	"	PUNCT
alkej-938	224	45	in	in	ADP
alkej-938	224	46	international	international	ADJ
alkej-938	224	47	conference	conference	NOUN
alkej-938	224	48	for	for	ADP
alkej-938	224	49	innovation	innovation	NOUN
alkej-938	224	50	in	in	ADP
alkej-938	224	51	biomedical	biomedical	ADJ
alkej-938	224	52	engineering	engineering	NOUN
alkej-938	224	53	and	and	CCONJ
alkej-938	224	54	life	life	NOUN
alkej-938	224	55	sciences	sciences	PROPN
alkej-938	224	56	.	.	PUNCT
alkej-938	224	57	springer	springer	NOUN
alkej-938	224	58	,	,	PUNCT
alkej-938	224	59	2015	2015	NUM
alkej-938	224	60	,	,	PUNCT
alkej-938	224	61	pp	pp	ADJ
alkej-938	224	62	.	.	PUNCT
alkej-938	225	1	82–85	82–85	NUM
alkej-938	225	2	.	.	PUNCT
alkej-938	226	1	[	[	X
alkej-938	226	2	7	7	X
alkej-938	226	3	]	]	X
alkej-938	226	4	n.	n.	PROPN
alkej-938	226	5	k.	k.	PROPN
alkej-938	226	6	al	al	PROPN
alkej-938	226	7	-	-	PUNCT
alkej-938	226	8	qazzaz	qazzaz	PROPN
alkej-938	226	9	,	,	PUNCT
alkej-938	226	10	s.	s.	PROPN
alkej-938	226	11	ali	ali	PROPN
alkej-938	226	12	,	,	PUNCT
alkej-938	226	13	m.	m.	PROPN
alkej-938	226	14	s.	s.	PROPN
alkej-938	226	15	islam	islam	PROPN
alkej-938	226	16	,	,	PUNCT
alkej-938	226	17	s.	s.	PROPN
alkej-938	226	18	a.	a.	PROPN
alkej-938	226	19	ahmad	ahmad	PROPN
alkej-938	226	20	,	,	PUNCT
alkej-938	226	21	and	and	CCONJ
alkej-938	226	22	j.	j.	PROPN
alkej-938	226	23	escudero	escudero	PROPN
alkej-938	226	24	,	,	PUNCT
alkej-938	226	25	“	"	PUNCT
alkej-938	226	26	eeg	eeg	NOUN
alkej-938	226	27	markers	marker	NOUN
alkej-938	226	28	for	for	ADP
alkej-938	226	29	early	early	ADJ
alkej-938	226	30	detection	detection	NOUN
alkej-938	226	31	and	and	CCONJ
alkej-938	226	32	characterization	characterization	NOUN
alkej-938	226	33	of	of	ADP
alkej-938	226	34	vascular	vascular	ADJ
alkej-938	226	35	dementia	dementia	NOUN
alkej-938	226	36	during	during	ADP
alkej-938	226	37	working	working	NOUN
alkej-938	226	38	memory	memory	NOUN
alkej-938	226	39	tasks	task	NOUN
alkej-938	226	40	,	,	PUNCT
alkej-938	226	41	”	"	PUNCT
alkej-938	226	42	in	in	ADP
alkej-938	226	43	2016	2016	NUM
alkej-938	226	44	ieee	ieee	NOUN
alkej-938	226	45	embs	embs	PROPN
alkej-938	226	46	conference	conference	NOUN
alkej-938	226	47	on	on	ADP
alkej-938	226	48	biomedical	biomedical	ADJ
alkej-938	226	49	engineering	engineering	NOUN
alkej-938	226	50	and	and	CCONJ
alkej-938	226	51	sciences	science	NOUN
alkej-938	226	52	(	(	PUNCT
alkej-938	226	53	iecbes	iecbe	NOUN
alkej-938	226	54	)	)	PUNCT
alkej-938	226	55	.	.	PUNCT
alkej-938	226	56	ieee	ieee	PROPN
alkej-938	226	57	,	,	PUNCT
alkej-938	226	58	2016	2016	NUM
alkej-938	226	59	,	,	PUNCT
alkej-938	226	60	pp	pp	ADV
alkej-938	226	61	.	.	PUNCT
alkej-938	227	1	347–351	347–351	NUM
alkej-938	227	2	.	.	PUNCT
alkej-938	228	1	[	[	X
alkej-938	228	2	8	8	NUM
alkej-938	228	3	]	]	X
alkej-938	228	4	n.	n.	PROPN
alkej-938	228	5	k.	k.	PROPN
alkej-938	228	6	al	al	PROPN
alkej-938	228	7	-	-	PUNCT
alkej-938	228	8	qazzaz	qazzaz	PROPN
alkej-938	228	9	,	,	PUNCT
alkej-938	228	10	s.	s.	PROPN
alkej-938	228	11	ali	ali	PROPN
alkej-938	228	12	,	,	PUNCT
alkej-938	228	13	s.	s.	PROPN
alkej-938	228	14	a.	a.	PROPN
alkej-938	228	15	ahmad	ahmad	PROPN
alkej-938	228	16	,	,	PUNCT
alkej-938	228	17	m.	m.	PROPN
alkej-938	228	18	s.	s.	PROPN
alkej-938	228	19	islam	islam	PROPN
alkej-938	228	20	,	,	PUNCT
alkej-938	228	21	and	and	CCONJ
alkej-938	228	22	m.	m.	PROPN
alkej-938	228	23	i.	i.	PROPN
alkej-938	228	24	ariff	ariff	PROPN
alkej-938	228	25	,	,	PUNCT
alkej-938	228	26	“	"	PUNCT
alkej-938	228	27	selection	selection	NOUN
alkej-938	228	28	of	of	ADP
alkej-938	228	29	mother	mother	NOUN
alkej-938	228	30	wavelets	wavelet	NOUN
alkej-938	228	31	thresholding	thresholde	VERB
alkej-938	228	32	methods	method	NOUN
alkej-938	228	33	in	in	ADP
alkej-938	228	34	denoising	denoise	VERB
alkej-938	228	35	multichannel	multichannel	ADJ
alkej-938	228	36	eeg	eeg	NOUN
alkej-938	228	37	signals	signal	NOUN
alkej-938	228	38	during	during	ADP
alkej-938	228	39	working	working	NOUN
alkej-938	228	40	memory	memory	NOUN
alkej-938	228	41	task	task	NOUN
alkej-938	228	42	,	,	PUNCT
alkej-938	228	43	”	"	PUNCT
alkej-938	228	44	in	in	ADP
alkej-938	228	45	2014	2014	NUM
alkej-938	228	46	ieee	ieee	NOUN
alkej-938	228	47	conference	conference	NOUN
alkej-938	228	48	on	on	ADP
alkej-938	228	49	biomedical	biomedical	ADJ
alkej-938	228	50	engineering	engineering	NOUN
alkej-938	228	51	and	and	CCONJ
alkej-938	228	52	sciences	science	NOUN
alkej-938	228	53	(	(	PUNCT
alkej-938	228	54	iecbes	iecbe	NOUN
alkej-938	228	55	)	)	PUNCT
alkej-938	228	56	.	.	PUNCT
alkej-938	229	1	ieee	ieee	PROPN
alkej-938	229	2	,	,	PUNCT
alkej-938	229	3	2014	2014	NUM
alkej-938	229	4	,	,	PUNCT
alkej-938	229	5	pp	pp	ADJ
alkej-938	229	6	.	.	PUNCT
alkej-938	230	1	214–219	214–219	NUM
alkej-938	230	2	.	.	PUNCT
alkej-938	231	1	[	[	X
alkej-938	231	2	9	9	NUM
alkej-938	231	3	]	]	X
alkej-938	231	4	n.	n.	PROPN
alkej-938	231	5	k.	k.	PROPN
alkej-938	231	6	al	al	PROPN
alkej-938	231	7	-	-	PUNCT
alkej-938	231	8	qazzaz	qazzaz	PROPN
alkej-938	231	9	,	,	PUNCT
alkej-938	231	10	s.	s.	PROPN
alkej-938	231	11	hamid	hamid	PROPN
alkej-938	231	12	bin	bin	PROPN
alkej-938	231	13	mohd	mohd	PROPN
alkej-938	231	14	ali	ali	PROPN
alkej-938	231	15	,	,	PUNCT
alkej-938	231	16	s.	s.	PROPN
alkej-938	231	17	a.	a.	PROPN
alkej-938	231	18	ahmad	ahmad	PROPN
alkej-938	231	19	,	,	PUNCT
alkej-938	231	20	m.	m.	PROPN
alkej-938	231	21	s.	s.	PROPN
alkej-938	231	22	islam	islam	PROPN
alkej-938	231	23	,	,	PUNCT
alkej-938	231	24	and	and	CCONJ
alkej-938	231	25	j.	j.	PROPN
alkej-938	231	26	escudero	escudero	PROPN
alkej-938	231	27	,	,	PUNCT
alkej-938	231	28	“	"	PUNCT
alkej-938	231	29	selection	selection	NOUN
alkej-938	231	30	of	of	ADP
alkej-938	231	31	mother	mother	NOUN
alkej-938	231	32	wavelet	wavelet	NOUN
alkej-938	231	33	functions	function	NOUN
alkej-938	231	34	for	for	ADP
alkej-938	231	35	multi	multi	ADJ
alkej-938	231	36	-	-	ADJ
alkej-938	231	37	channel	channel	ADJ
alkej-938	231	38	eeg	eeg	NOUN
alkej-938	231	39	signal	signal	NOUN
alkej-938	231	40	analysis	analysis	NOUN
alkej-938	231	41	during	during	ADP
alkej-938	231	42	a	a	DET
alkej-938	231	43	working	working	NOUN
alkej-938	231	44	memory	memory	NOUN
alkej-938	231	45	task	task	NOUN
alkej-938	231	46	,	,	PUNCT
alkej-938	231	47	”	"	PUNCT
alkej-938	231	48	sensors	sensor	NOUN
alkej-938	231	49	,	,	PUNCT
alkej-938	231	50	vol	vol	NOUN
alkej-938	231	51	.	.	PROPN
alkej-938	231	52	15	15	NUM
alkej-938	231	53	,	,	PUNCT
alkej-938	231	54	no	no	INTJ
alkej-938	231	55	.	.	NOUN
alkej-938	231	56	11	11	NUM
alkej-938	231	57	,	,	PUNCT
alkej-938	231	58	pp	pp	ADJ
alkej-938	231	59	.	.	PUNCT
alkej-938	232	1	29015–29035	29015–29035	NUM
alkej-938	232	2	,	,	PUNCT
alkej-938	232	3	2015	2015	NUM
alkej-938	232	4	.	.	PUNCT
alkej-938	233	1	[	[	X
alkej-938	233	2	10	10	NUM
alkej-938	233	3	]	]	X
alkej-938	233	4	j.	j.	PROPN
alkej-938	233	5	escudero	escudero	PROPN
alkej-938	233	6	,	,	PUNCT
alkej-938	233	7	r.	r.	PROPN
alkej-938	233	8	hornero	hornero	PROPN
alkej-938	233	9	,	,	PUNCT
alkej-938	233	10	d.	d.	PROPN
alkej-938	233	11	ab´asolo	ab´asolo	PROPN
alkej-938	233	12	,	,	PUNCT
alkej-938	233	13	and	and	CCONJ
alkej-938	233	14	a.	a.	NOUN
alkej-938	233	15	ferna´ndez	ferna´ndez	NOUN
alkej-938	233	16	,	,	PUNCT
alkej-938	233	17	“	"	PUNCT
alkej-938	233	18	quantitative	quantitative	ADJ
alkej-938	233	19	evaluation	evaluation	NOUN
alkej-938	233	20	of	of	ADP
alkej-938	233	21	artifact	artifact	ADJ
alkej-938	233	22	removal	removal	NOUN
alkej-938	233	23	in	in	ADP
alkej-938	233	24	real	real	ADJ
alkej-938	233	25	magnetoencephalogram	magnetoencephalogram	NOUN
alkej-938	233	26	signals	signal	NOUN
alkej-938	233	27	with	with	ADP
alkej-938	233	28	blind	blind	ADJ
alkej-938	233	29	source	source	NOUN
alkej-938	233	30	separation	separation	NOUN
alkej-938	233	31	,	,	PUNCT
alkej-938	233	32	”	"	PUNCT
alkej-938	233	33	annals	annal	NOUN
alkej-938	233	34	of	of	ADP
alkej-938	233	35	biomedical	biomedical	ADJ
alkej-938	233	36	engineering	engineering	NOUN
alkej-938	233	37	,	,	PUNCT
alkej-938	233	38	vol	vol	NOUN
alkej-938	233	39	.	.	PROPN
alkej-938	233	40	39	39	NUM
alkej-938	233	41	,	,	PUNCT
alkej-938	233	42	no	no	INTJ
alkej-938	233	43	.	.	NOUN
alkej-938	233	44	8	8	NUM
alkej-938	233	45	,	,	PUNCT
alkej-938	233	46	pp	pp	ADJ
alkej-938	233	47	.	.	PUNCT
alkej-938	234	1	2274–2286	2274–2286	NUM
alkej-938	234	2	,	,	PUNCT
alkej-938	234	3	2011	2011	NUM
alkej-938	234	4	.	.	PUNCT
alkej-938	235	1	noor	noor	PROPN
alkej-938	235	2	kamal	kamal	PROPN
alkej-938	235	3	al	al	PROPN
alkej-938	235	4	-	-	PUNCT
alkej-938	235	5	qazzaz	qazzaz	PROPN
alkej-938	235	6	al	al	PROPN
alkej-938	235	7	-	-	PUNCT
alkej-938	235	8	khwarizmi	khwarizmi	PROPN
alkej-938	235	9	engineering	engineering	NOUN
alkej-938	235	10	journal	journal	PROPN
alkej-938	235	11	,	,	PUNCT
alkej-938	235	12	vol	vol	NOUN
alkej-938	235	13	.	.	PROPN
alkej-938	235	14	20	20	NUM
alkej-938	235	15	,	,	PUNCT
alkej-938	235	16	no.4	no.4	PROPN
alkej-938	235	17	,	,	PUNCT
alkej-938	235	18	p.p	p.p	PROPN
alkej-938	235	19	.	.	PROPN
alkej-938	235	20	112	112	NUM
alkej-938	235	21	(	(	PUNCT
alkej-938	235	22	2024	2024	NUM
alkej-938	235	23	)	)	PUNCT
alkej-938	235	24	9	9	NUM
alkej-938	236	1	[	[	SYM
alkej-938	236	2	11	11	NUM
alkej-938	236	3	]	]	X
alkej-938	236	4	n.	n.	PROPN
alkej-938	236	5	k.	k.	PROPN
alkej-938	236	6	al	al	PROPN
alkej-938	236	7	-	-	PUNCT
alkej-938	236	8	qazzaz	qazzaz	PROPN
alkej-938	236	9	,	,	PUNCT
alkej-938	236	10	s.	s.	PROPN
alkej-938	236	11	h.	h.	PROPN
alkej-938	236	12	m.	m.	PROPN
alkej-938	236	13	ali	ali	PROPN
alkej-938	236	14	,	,	PUNCT
alkej-938	236	15	and	and	CCONJ
alkej-938	236	16	s.	s.	PROPN
alkej-938	236	17	a.	a.	PROPN
alkej-938	236	18	ahmad	ahmad	PROPN
alkej-938	236	19	,	,	PUNCT
alkej-938	236	20	“	"	PUNCT
alkej-938	236	21	entropy	entropy	NOUN
alkej-938	236	22	-	-	PUNCT
alkej-938	236	23	based	base	VERB
alkej-938	236	24	eeg	eeg	NOUN
alkej-938	236	25	markers	marker	NOUN
alkej-938	236	26	for	for	ADP
alkej-938	236	27	gender	gender	NOUN
alkej-938	236	28	identification	identification	NOUN
alkej-938	236	29	of	of	ADP
alkej-938	236	30	vascular	vascular	ADJ
alkej-938	236	31	dementia	dementia	NOUN
alkej-938	236	32	patients	patient	NOUN
alkej-938	236	33	,	,	PUNCT
alkej-938	236	34	”	"	PUNCT
alkej-938	236	35	in	in	ADP
alkej-938	236	36	3rd	3rd	ADJ
alkej-938	236	37	international	international	ADJ
alkej-938	236	38	conference	conference	NOUN
alkej-938	236	39	for	for	ADP
alkej-938	236	40	innovation	innovation	NOUN
alkej-938	236	41	in	in	ADP
alkej-938	236	42	biomedical	biomedical	ADJ
alkej-938	236	43	engineering	engineering	NOUN
alkej-938	236	44	and	and	CCONJ
alkej-938	236	45	life	life	NOUN
alkej-938	236	46	sciences	science	NOUN
alkej-938	236	47	:	:	PUNCT
alkej-938	236	48	proceedings	proceeding	NOUN
alkej-938	236	49	of	of	ADP
alkej-938	236	50	icibel	icibel	NOUN
alkej-938	236	51	2019	2019	NUM
alkej-938	236	52	,	,	PUNCT
alkej-938	236	53	december	december	PROPN
alkej-938	236	54	6	6	NUM
alkej-938	236	55	-	-	SYM
alkej-938	236	56	7	7	NUM
alkej-938	236	57	,	,	PUNCT
alkej-938	236	58	2019	2019	NUM
alkej-938	236	59	,	,	PUNCT
alkej-938	236	60	kuala	kuala	PROPN
alkej-938	236	61	lumpur	lumpur	PROPN
alkej-938	236	62	,	,	PUNCT
alkej-938	236	63	malaysia	malaysia	PROPN
alkej-938	236	64	.	.	PUNCT
alkej-938	236	65	springer	springer	PROPN
alkej-938	236	66	,	,	PUNCT
alkej-938	236	67	2021	2021	NUM
alkej-938	236	68	,	,	PUNCT
alkej-938	236	69	pp	pp	ADJ
alkej-938	236	70	.	.	PUNCT
alkej-938	237	1	121–128	121–128	NUM
alkej-938	237	2	.	.	PUNCT
alkej-938	238	1	[	[	X
alkej-938	238	2	12	12	NUM
alkej-938	238	3	]	]	X
alkej-938	238	4	n.	n.	PROPN
alkej-938	238	5	k.	k.	PROPN
alkej-938	239	1	al	al	PROPN
alkej-938	239	2	-	-	PUNCT
alkej-938	239	3	qazzaz	qazzaz	PROPN
alkej-938	239	4	,	,	PUNCT
alkej-938	239	5	s.	s.	PROPN
alkej-938	239	6	h.	h.	PROPN
alkej-938	239	7	b.	b.	PROPN
alkej-938	239	8	m.	m.	PROPN
alkej-938	239	9	ali	ali	PROPN
alkej-938	239	10	,	,	PUNCT
alkej-938	239	11	s.	s.	PROPN
alkej-938	239	12	a.	a.	PROPN
alkej-938	239	13	ahmad	ahmad	PROPN
alkej-938	239	14	,	,	PUNCT
alkej-938	239	15	and	and	CCONJ
alkej-938	239	16	j.	j.	PROPN
alkej-938	239	17	escudero	escudero	PROPN
alkej-938	239	18	,	,	PUNCT
alkej-938	239	19	“	"	PUNCT
alkej-938	239	20	optimal	optimal	ADJ
alkej-938	239	21	eeg	eeg	NOUN
alkej-938	239	22	channel	channel	NOUN
alkej-938	239	23	selection	selection	NOUN
alkej-938	239	24	for	for	ADP
alkej-938	239	25	vascular	vascular	ADJ
alkej-938	239	26	dementia	dementia	NOUN
alkej-938	239	27	identification	identification	NOUN
alkej-938	239	28	using	use	VERB
alkej-938	239	29	improved	improve	VERB
alkej-938	239	30	binary	binary	ADJ
alkej-938	239	31	gravitation	gravitation	NOUN
alkej-938	239	32	search	search	NOUN
alkej-938	239	33	algorithm	algorithm	NOUN
alkej-938	239	34	,	,	PUNCT
alkej-938	239	35	”	"	PUNCT
alkej-938	239	36	in	in	ADP
alkej-938	239	37	international	international	ADJ
alkej-938	239	38	conference	conference	NOUN
alkej-938	239	39	for	for	ADP
alkej-938	239	40	innovation	innovation	NOUN
alkej-938	239	41	in	in	ADP
alkej-938	239	42	biomedical	biomedical	ADJ
alkej-938	239	43	engineering	engineering	NOUN
alkej-938	239	44	and	and	CCONJ
alkej-938	239	45	life	life	NOUN
alkej-938	239	46	sciences	sciences	PROPN
alkej-938	239	47	.	.	PUNCT
alkej-938	239	48	springer	springer	NOUN
alkej-938	239	49	,	,	PUNCT
alkej-938	239	50	2017	2017	NUM
alkej-938	239	51	,	,	PUNCT
alkej-938	239	52	pp	pp	ADJ
alkej-938	239	53	.	.	PUNCT
alkej-938	240	1	125–130	125–130	NUM
alkej-938	240	2	.	.	PUNCT
alkej-938	241	1	[	[	X
alkej-938	241	2	13	13	NUM
alkej-938	241	3	]	]	X
alkej-938	241	4	n.	n.	PROPN
alkej-938	241	5	k.	k.	PROPN
alkej-938	241	6	al	al	PROPN
alkej-938	241	7	-	-	PUNCT
alkej-938	241	8	qazzaz	qazzaz	PROPN
alkej-938	241	9	,	,	PUNCT
alkej-938	241	10	s.	s.	PROPN
alkej-938	241	11	h.	h.	PROPN
alkej-938	241	12	b.	b.	PROPN
alkej-938	241	13	m.	m.	PROPN
alkej-938	241	14	ali	ali	PROPN
alkej-938	241	15	,	,	PUNCT
alkej-938	241	16	s.	s.	PROPN
alkej-938	241	17	a.	a.	PROPN
alkej-938	241	18	ahmad	ahmad	PROPN
alkej-938	241	19	,	,	PUNCT
alkej-938	241	20	m.	m.	PROPN
alkej-938	241	21	s.	s.	PROPN
alkej-938	241	22	islam	islam	PROPN
alkej-938	241	23	,	,	PUNCT
alkej-938	241	24	and	and	CCONJ
alkej-938	241	25	j.	j.	PROPN
alkej-938	241	26	escudero	escudero	PROPN
alkej-938	241	27	,	,	PUNCT
alkej-938	241	28	“	"	PUNCT
alkej-938	241	29	discrimination	discrimination	NOUN
alkej-938	241	30	of	of	ADP
alkej-938	241	31	stroke	stroke	NOUN
alkej-938	241	32	-	-	PUNCT
alkej-938	241	33	related	relate	VERB
alkej-938	241	34	mild	mild	ADJ
alkej-938	241	35	cognitive	cognitive	ADJ
alkej-938	241	36	impairment	impairment	NOUN
alkej-938	241	37	and	and	CCONJ
alkej-938	241	38	vascular	vascular	ADJ
alkej-938	241	39	dementia	dementia	NOUN
alkej-938	241	40	using	use	VERB
alkej-938	241	41	eeg	eeg	PROPN
alkej-938	241	42	signal	signal	NOUN
alkej-938	241	43	analysis	analysis	NOUN
alkej-938	241	44	,	,	PUNCT
alkej-938	241	45	”	"	PUNCT
alkej-938	241	46	medical	medical	ADJ
alkej-938	241	47	&	&	CCONJ
alkej-938	241	48	biological	biological	ADJ
alkej-938	241	49	engineering	engineering	PROPN
alkej-938	241	50	&	&	CCONJ
alkej-938	241	51	computing	computing	PROPN
alkej-938	241	52	,	,	PUNCT
alkej-938	241	53	vol	vol	NOUN
alkej-938	241	54	.	.	PROPN
alkej-938	241	55	56	56	NUM
alkej-938	241	56	,	,	PUNCT
alkej-938	241	57	pp	pp	ADJ
alkej-938	241	58	.	.	PUNCT
alkej-938	242	1	137–157	137–157	NUM
alkej-938	242	2	,	,	PUNCT
alkej-938	242	3	2018	2018	NUM
alkej-938	242	4	.	.	PUNCT
alkej-938	243	1	[	[	X
alkej-938	243	2	14	14	NUM
alkej-938	243	3	]	]	X
alkej-938	243	4	n.	n.	PROPN
alkej-938	243	5	k.	k.	PROPN
alkej-938	244	1	al	al	PROPN
alkej-938	244	2	-	-	PUNCT
alkej-938	244	3	qazzaz	qazzaz	PROPN
alkej-938	244	4	,	,	PUNCT
alkej-938	244	5	s.	s.	PROPN
alkej-938	244	6	h.	h.	PROPN
alkej-938	244	7	m.	m.	PROPN
alkej-938	244	8	ali	ali	PROPN
alkej-938	244	9	,	,	PUNCT
alkej-938	244	10	and	and	CCONJ
alkej-938	244	11	s.	s.	PROPN
alkej-938	244	12	a.	a.	PROPN
alkej-938	244	13	ahmad	ahmad	PROPN
alkej-938	244	14	,	,	PUNCT
alkej-938	244	15	“	"	PUNCT
alkej-938	244	16	differential	differential	ADJ
alkej-938	244	17	evolution	evolution	NOUN
alkej-938	244	18	based	base	VERB
alkej-938	244	19	channel	channel	NOUN
alkej-938	244	20	selection	selection	NOUN
alkej-938	244	21	algorithm	algorithm	NOUN
alkej-938	244	22	on	on	ADP
alkej-938	244	23	eeg	eeg	PROPN
alkej-938	244	24	signal	signal	NOUN
alkej-938	244	25	for	for	ADP
alkej-938	244	26	early	early	ADJ
alkej-938	244	27	detection	detection	NOUN
alkej-938	244	28	of	of	ADP
alkej-938	244	29	vascular	vascular	ADJ
alkej-938	244	30	dementia	dementia	NOUN
alkej-938	244	31	among	among	ADP
alkej-938	244	32	stroke	stroke	NOUN
alkej-938	244	33	survivors	survivor	NOUN
alkej-938	244	34	,	,	PUNCT
alkej-938	244	35	”	"	PUNCT
alkej-938	244	36	in	in	ADP
alkej-938	244	37	2018	2018	NUM
alkej-938	244	38	ieee	ieee	NOUN
alkej-938	244	39	-	-	PUNCT
alkej-938	244	40	embs	emb	NOUN
alkej-938	244	41	conference	conference	NOUN
alkej-938	244	42	on	on	ADP
alkej-938	244	43	biomedical	biomedical	ADJ
alkej-938	244	44	engineering	engineering	NOUN
alkej-938	244	45	and	and	CCONJ
alkej-938	244	46	sciences	science	NOUN
alkej-938	244	47	(	(	PUNCT
alkej-938	244	48	iecbes	iecbe	NOUN
alkej-938	244	49	)	)	PUNCT
alkej-938	244	50	.	.	PUNCT
alkej-938	245	1	ieee	ieee	PROPN
alkej-938	245	2	,	,	PUNCT
alkej-938	245	3	2018	2018	NUM
alkej-938	245	4	,	,	PUNCT
alkej-938	245	5	pp	pp	ADJ
alkej-938	245	6	.	.	PUNCT
alkej-938	246	1	239–244	239–244	NUM
alkej-938	246	2	.	.	PUNCT
alkej-938	247	1	[	[	X
alkej-938	247	2	15	15	NUM
alkej-938	247	3	]	]	X
alkej-938	247	4	c.	c.	PROPN
alkej-938	247	5	j.	j.	PROPN
alkej-938	247	6	huggins	huggins	PROPN
alkej-938	247	7	,	,	PUNCT
alkej-938	247	8	j.	j.	PROPN
alkej-938	247	9	escudero	escudero	PROPN
alkej-938	247	10	,	,	PUNCT
alkej-938	247	11	m.	m.	PROPN
alkej-938	247	12	a.	a.	PROPN
alkej-938	247	13	parra	parra	PROPN
alkej-938	247	14	,	,	PUNCT
alkej-938	247	15	b.	b.	PROPN
alkej-938	247	16	scally	scally	PROPN
alkej-938	247	17	,	,	PUNCT
alkej-938	247	18	r.	r.	PROPN
alkej-938	247	19	anghinah	anghinah	PROPN
alkej-938	247	20	,	,	PUNCT
alkej-938	247	21	a.	a.	PROPN
alkej-938	247	22	v.	v.	PROPN
alkej-938	247	23	l.	l.	PROPN
alkej-938	247	24	de	de	PROPN
alkej-938	247	25	arau´jo	arau´jo	PROPN
alkej-938	247	26	,	,	PUNCT
alkej-938	247	27	l.	l.	PROPN
alkej-938	247	28	f.	f.	PROPN
alkej-938	247	29	basile	basile	PROPN
alkej-938	247	30	,	,	PUNCT
alkej-938	247	31	and	and	CCONJ
alkej-938	247	32	d.	d.	PROPN
alkej-938	247	33	abasolo	abasolo	PROPN
alkej-938	247	34	,	,	PUNCT
alkej-938	247	35	“	"	PUNCT
alkej-938	247	36	deep	deep	ADJ
alkej-938	247	37	learning	learning	NOUN
alkej-938	247	38	of	of	ADP
alkej-938	247	39	resting	rest	VERB
alkej-938	247	40	-	-	PUNCT
alkej-938	247	41	state	state	NOUN
alkej-938	247	42	electroencephalogram	electroencephalogram	NOUN
alkej-938	247	43	signals	signal	NOUN
alkej-938	247	44	for	for	ADP
alkej-938	247	45	three	three	NUM
alkej-938	247	46	-	-	PUNCT
alkej-938	247	47	class	class	NOUN
alkej-938	247	48	classification	classification	NOUN
alkej-938	247	49	of	of	ADP
alkej-938	247	50	alzheimer	alzheimer	PROPN
alkej-938	247	51	’s	’s	PART
alkej-938	247	52	disease	disease	NOUN
alkej-938	247	53	,	,	PUNCT
alkej-938	247	54	mild	mild	ADJ
alkej-938	247	55	cognitive	cognitive	ADJ
alkej-938	247	56	impairment	impairment	NOUN
alkej-938	247	57	and	and	CCONJ
alkej-938	247	58	healthy	healthy	ADJ
alkej-938	247	59	ageing	ageing	NOUN
alkej-938	247	60	,	,	PUNCT
alkej-938	247	61	”	"	PUNCT
alkej-938	247	62	journal	journal	NOUN
alkej-938	247	63	of	of	ADP
alkej-938	247	64	neural	neural	ADJ
alkej-938	247	65	engineering	engineering	NOUN
alkej-938	247	66	,	,	PUNCT
alkej-938	247	67	vol	vol	NOUN
alkej-938	247	68	.	.	PROPN
alkej-938	247	69	18	18	NUM
alkej-938	247	70	,	,	PUNCT
alkej-938	247	71	no	no	INTJ
alkej-938	247	72	.	.	NOUN
alkej-938	247	73	4	4	NUM
alkej-938	247	74	,	,	PUNCT
alkej-938	247	75	p.	p.	NOUN
alkej-938	247	76	046087	046087	NUM
alkej-938	247	77	,	,	PUNCT
alkej-938	247	78	2021	2021	NUM
alkej-938	247	79	.	.	PUNCT
alkej-938	248	1	[	[	X
alkej-938	248	2	16	16	NUM
alkej-938	248	3	]	]	PUNCT
alkej-938	248	4	a.	a.	PROPN
alkej-938	248	5	f.	f.	PROPN
alkej-938	248	6	a.	a.	PROPN
alkej-938	248	7	rabea	rabea	PROPN
alkej-938	248	8	,	,	PUNCT
alkej-938	248	9	s.	s.	PROPN
alkej-938	248	10	a.	a.	PROPN
alkej-938	248	11	ahmad	ahmad	PROPN
alkej-938	248	12	,	,	PUNCT
alkej-938	248	13	a.	a.	PROPN
alkej-938	248	14	c.	c.	PROPN
alkej-938	248	15	soh	soh	PROPN
alkej-938	248	16	,	,	PUNCT
alkej-938	248	17	a.	a.	PROPN
alkej-938	248	18	j.	j.	PROPN
alkej-938	248	19	ishak	ishak	PROPN
alkej-938	248	20	,	,	PUNCT
alkej-938	248	21	r.	r.	PROPN
alkej-938	248	22	n.	n.	PROPN
alkej-938	248	23	e.	e.	PROPN
alkej-938	248	24	r.	r.	PROPN
alkej-938	248	25	adnan	adnan	PROPN
alkej-938	248	26	,	,	PUNCT
alkej-938	249	1	n.	n.	PROPN
alkej-938	249	2	k.	k.	PROPN
alkej-938	249	3	al	al	PROPN
alkej-938	249	4	-	-	PUNCT
alkej-938	249	5	qazzaz	qazzaz	PROPN
alkej-938	249	6	et	et	PROPN
alkej-938	249	7	al	al	PROPN
alkej-938	249	8	.	.	PROPN
alkej-938	249	9	,	,	PUNCT
alkej-938	249	10	“	"	PUNCT
alkej-938	249	11	driver	driver	NOUN
alkej-938	249	12	’s	’s	PART
alkej-938	249	13	fatigue	fatigue	NOUN
alkej-938	249	14	classification	classification	NOUN
alkej-938	249	15	based	base	VERB
alkej-938	249	16	on	on	ADP
alkej-938	249	17	physiological	physiological	ADJ
alkej-938	249	18	signals	signal	NOUN
alkej-938	249	19	using	use	VERB
alkej-938	249	20	rnn	rnn	PROPN
alkej-938	249	21	-	-	PUNCT
alkej-938	249	22	lstm	lstm	NOUN
alkej-938	249	23	technique	technique	NOUN
alkej-938	249	24	,	,	PUNCT
alkej-938	249	25	”	"	PUNCT
alkej-938	249	26	in	in	ADP
alkej-938	249	27	2022	2022	NUM
alkej-938	249	28	ieee	ieee	NOUN
alkej-938	249	29	-	-	PUNCT
alkej-938	249	30	embs	emb	NOUN
alkej-938	249	31	conference	conference	NOUN
alkej-938	249	32	on	on	ADP
alkej-938	249	33	biomedical	biomedical	ADJ
alkej-938	249	34	engineering	engineering	NOUN
alkej-938	249	35	and	and	CCONJ
alkej-938	249	36	sciences	science	NOUN
alkej-938	249	37	(	(	PUNCT
alkej-938	249	38	iecbes	iecbe	NOUN
alkej-938	249	39	)	)	PUNCT
alkej-938	249	40	.	.	PUNCT
alkej-938	250	1	ieee	ieee	NOUN
alkej-938	250	2	,	,	PUNCT
alkej-938	250	3	2022	2022	NUM
alkej-938	250	4	,	,	PUNCT
alkej-938	250	5	pp	pp	ADJ
alkej-938	250	6	.	.	PUNCT
alkej-938	251	1	280–285	280–285	NUM
alkej-938	251	2	.	.	PUNCT
alkej-938	252	1	[	[	X
alkej-938	252	2	17	17	NUM
alkej-938	252	3	]	]	X
alkej-938	252	4	n.	n.	PROPN
alkej-938	252	5	subramanian	subramanian	PROPN
alkej-938	252	6	,	,	PUNCT
alkej-938	252	7	o.	o.	PROPN
alkej-938	252	8	elharrouss	elharrouss	PROPN
alkej-938	252	9	,	,	PUNCT
alkej-938	252	10	s.	s.	PROPN
alkej-938	252	11	almaadeed	almaadeed	PROPN
alkej-938	252	12	,	,	PUNCT
alkej-938	252	13	and	and	CCONJ
alkej-938	252	14	m.	m.	PROPN
alkej-938	252	15	chowdhury	chowdhury	PROPN
alkej-938	252	16	,	,	PUNCT
alkej-938	252	17	“	"	PUNCT
alkej-938	252	18	a	a	DET
alkej-938	252	19	review	review	NOUN
alkej-938	252	20	of	of	ADP
alkej-938	252	21	deep	deep	ADJ
alkej-938	252	22	learning	learning	NOUN
alkej-938	252	23	-	-	PUNCT
alkej-938	252	24	based	base	VERB
alkej-938	252	25	detection	detection	NOUN
alkej-938	252	26	methods	method	NOUN
alkej-938	252	27	for	for	ADP
alkej-938	252	28	covid-19	covid-19	PROPN
alkej-938	252	29	,	,	PUNCT
alkej-938	252	30	”	"	PUNCT
alkej-938	252	31	computers	computer	NOUN
alkej-938	252	32	in	in	ADP
alkej-938	252	33	biology	biology	NOUN
alkej-938	252	34	and	and	CCONJ
alkej-938	252	35	medicine	medicine	NOUN
alkej-938	252	36	,	,	PUNCT
alkej-938	252	37	p.	p.	NOUN
alkej-938	252	38	105233	105233	NUM
alkej-938	252	39	,	,	PUNCT
alkej-938	252	40	2022	2022	NUM
alkej-938	252	41	.	.	PUNCT
alkej-938	253	1	[	[	X
alkej-938	253	2	18	18	NUM
alkej-938	253	3	]	]	PUNCT
alkej-938	253	4	t.	t.	PROPN
alkej-938	253	5	a.	a.	PROPN
alkej-938	253	6	soomro	soomro	PROPN
alkej-938	253	7	,	,	PUNCT
alkej-938	253	8	l.	l.	PROPN
alkej-938	253	9	zheng	zheng	PROPN
alkej-938	253	10	,	,	PUNCT
alkej-938	253	11	a.	a.	PROPN
alkej-938	253	12	j.	j.	PROPN
alkej-938	253	13	afifi	afifi	PROPN
alkej-938	253	14	,	,	PUNCT
alkej-938	253	15	a.	a.	PROPN
alkej-938	253	16	ali	ali	PROPN
alkej-938	253	17	,	,	PUNCT
alkej-938	253	18	s.	s.	PROPN
alkej-938	253	19	soomro	soomro	PROPN
alkej-938	253	20	,	,	PUNCT
alkej-938	253	21	m.	m.	NOUN
alkej-938	253	22	yin	yin	PROPN
alkej-938	253	23	,	,	PUNCT
alkej-938	253	24	and	and	CCONJ
alkej-938	253	25	j.	j.	PROPN
alkej-938	253	26	gao	gao	PROPN
alkej-938	253	27	,	,	PUNCT
alkej-938	253	28	“	"	PUNCT
alkej-938	253	29	image	image	NOUN
alkej-938	253	30	segmentation	segmentation	NOUN
alkej-938	253	31	for	for	ADP
alkej-938	253	32	mr	mr	PROPN
alkej-938	253	33	brain	brain	PROPN
alkej-938	253	34	tumor	tumor	NOUN
alkej-938	253	35	detection	detection	NOUN
alkej-938	253	36	using	use	VERB
alkej-938	253	37	machine	machine	NOUN
alkej-938	253	38	learning	learning	NOUN
alkej-938	253	39	:	:	PUNCT
alkej-938	253	40	a	a	DET
alkej-938	253	41	review	review	NOUN
alkej-938	253	42	,	,	PUNCT
alkej-938	253	43	”	"	PUNCT
alkej-938	253	44	ieee	ieee	NOUN
alkej-938	253	45	reviews	review	NOUN
alkej-938	253	46	in	in	ADP
alkej-938	253	47	biomedical	biomedical	ADJ
alkej-938	253	48	engineering	engineering	NOUN
alkej-938	253	49	,	,	PUNCT
alkej-938	253	50	2022	2022	NUM
alkej-938	253	51	.	.	PUNCT
alkej-938	254	1	[	[	X
alkej-938	254	2	19	19	NUM
alkej-938	254	3	]	]	PUNCT
alkej-938	254	4	i.	i.	PROPN
alkej-938	254	5	marin	marin	PROPN
alkej-938	254	6	,	,	PUNCT
alkej-938	254	7	t.	t.	PROPN
alkej-938	254	8	marasovi´c	marasovi´c	PROPN
alkej-938	254	9	,	,	PUNCT
alkej-938	254	10	and	and	CCONJ
alkej-938	254	11	s.	s.	PROPN
alkej-938	254	12	gotovac	gotovac	PROPN
alkej-938	254	13	,	,	PUNCT
alkej-938	254	14	“	"	PUNCT
alkej-938	254	15	siamese	siamese	ADJ
alkej-938	254	16	network	network	NOUN
alkej-938	254	17	for	for	ADP
alkej-938	254	18	contentbased	contentbase	VERB
alkej-938	254	19	image	image	NOUN
alkej-938	254	20	retrieval	retrieval	NOUN
alkej-938	254	21	:	:	PUNCT
alkej-938	254	22	detection	detection	NOUN
alkej-938	254	23	of	of	ADP
alkej-938	254	24	alzheimer	alzheimer	PROPN
alkej-938	254	25	’s	’s	PART
alkej-938	254	26	disease	disease	NOUN
alkej-938	254	27	from	from	ADP
alkej-938	254	28	neuroimaging	neuroimage	VERB
alkej-938	254	29	data	datum	NOUN
alkej-938	254	30	,	,	PUNCT
alkej-938	254	31	”	"	PUNCT
alkej-938	254	32	in	in	ADP
alkej-938	254	33	2022	2022	NUM
alkej-938	254	34	international	international	ADJ
alkej-938	254	35	conference	conference	NOUN
alkej-938	254	36	on	on	ADP
alkej-938	254	37	software	software	NOUN
alkej-938	254	38	,	,	PUNCT
alkej-938	254	39	telecommunications	telecommunications	NOUN
alkej-938	254	40	and	and	CCONJ
alkej-938	254	41	computer	computer	NOUN
alkej-938	254	42	networks	network	NOUN
alkej-938	254	43	(	(	PUNCT
alkej-938	254	44	softcom	softcom	PROPN
alkej-938	254	45	)	)	PUNCT
alkej-938	254	46	.	.	PUNCT
alkej-938	255	1	ieee	ieee	PROPN
alkej-938	255	2	,	,	PUNCT
alkej-938	255	3	2022	2022	NUM
alkej-938	255	4	,	,	PUNCT
alkej-938	255	5	pp	pp	ADJ
alkej-938	255	6	.	.	PUNCT
alkej-938	256	1	1–6	1–6	X
alkej-938	256	2	.	.	PUNCT
alkej-938	257	1	[	[	X
alkej-938	257	2	20	20	NUM
alkej-938	257	3	]	]	PUNCT
alkej-938	257	4	l.	l.	PROPN
alkej-938	257	5	a.	a.	PROPN
alkej-938	257	6	bugnon	bugnon	PROPN
alkej-938	257	7	,	,	PUNCT
alkej-938	257	8	r.	r.	PROPN
alkej-938	257	9	a.	a.	PROPN
alkej-938	257	10	calvo	calvo	PROPN
alkej-938	257	11	,	,	PUNCT
alkej-938	257	12	and	and	CCONJ
alkej-938	257	13	d.	d.	PROPN
alkej-938	257	14	h.	h.	PROPN
alkej-938	257	15	milone	milone	PROPN
alkej-938	257	16	,	,	PUNCT
alkej-938	257	17	“	"	PUNCT
alkej-938	257	18	dimensional	dimensional	ADJ
alkej-938	257	19	affect	affect	NOUN
alkej-938	257	20	recognition	recognition	NOUN
alkej-938	257	21	from	from	ADP
alkej-938	257	22	hrv	hrv	NOUN
alkej-938	257	23	:	:	PUNCT
alkej-938	257	24	an	an	DET
alkej-938	257	25	approach	approach	NOUN
alkej-938	257	26	based	base	VERB
alkej-938	257	27	on	on	ADP
alkej-938	257	28	supervised	supervised	ADJ
alkej-938	257	29	som	som	NOUN
alkej-938	257	30	and	and	CCONJ
alkej-938	257	31	elm	elm	PROPN
alkej-938	257	32	,	,	PUNCT
alkej-938	257	33	”	"	PUNCT
alkej-938	257	34	ieee	ieee	NOUN
alkej-938	257	35	transactions	transaction	NOUN
alkej-938	257	36	on	on	ADP
alkej-938	257	37	affective	affective	ADJ
alkej-938	257	38	computing	computing	NOUN
alkej-938	257	39	,	,	PUNCT
alkej-938	257	40	vol	vol	NOUN
alkej-938	257	41	.	.	PROPN
alkej-938	257	42	11	11	NUM
alkej-938	257	43	,	,	PUNCT
alkej-938	257	44	no	no	INTJ
alkej-938	257	45	.	.	NOUN
alkej-938	257	46	1	1	NUM
alkej-938	257	47	,	,	PUNCT
alkej-938	257	48	pp	pp	ADJ
alkej-938	257	49	.	.	PUNCT
alkej-938	257	50	32–44	32–44	NUM
alkej-938	257	51	,	,	PUNCT
alkej-938	257	52	2020	2020	NUM
alkej-938	257	53	.	.	PUNCT
alkej-938	258	1	[	[	X
alkej-938	258	2	21	21	NUM
alkej-938	258	3	]	]	X
alkej-938	258	4	y.	y.	PROPN
alkej-938	258	5	isler	isler	PROPN
alkej-938	258	6	,	,	PUNCT
alkej-938	258	7	a.	a.	NOUN
alkej-938	258	8	narin	narin	NOUN
alkej-938	258	9	,	,	PUNCT
alkej-938	258	10	m.	m.	NOUN
alkej-938	258	11	ozer	ozer	NOUN
alkej-938	258	12	,	,	PUNCT
alkej-938	258	13	and	and	CCONJ
alkej-938	258	14	m.	m.	NOUN
alkej-938	258	15	perc	perc	NOUN
alkej-938	258	16	,	,	PUNCT
alkej-938	258	17	“	"	PUNCT
alkej-938	258	18	multi	multi	ADJ
alkej-938	258	19	-	-	ADJ
alkej-938	258	20	stage	stage	ADJ
alkej-938	258	21	classification	classification	NOUN
alkej-938	258	22	of	of	ADP
alkej-938	258	23	congestive	congestive	ADJ
alkej-938	258	24	heart	heart	NOUN
alkej-938	258	25	failure	failure	NOUN
alkej-938	258	26	based	base	VERB
alkej-938	258	27	on	on	ADP
alkej-938	258	28	short	short	ADJ
alkej-938	258	29	-	-	PUNCT
alkej-938	258	30	term	term	NOUN
alkej-938	258	31	heart	heart	NOUN
alkej-938	258	32	rate	rate	NOUN
alkej-938	258	33	variability	variability	NOUN
alkej-938	258	34	,	,	PUNCT
alkej-938	258	35	”	"	PUNCT
alkej-938	258	36	chaos	chaos	NOUN
alkej-938	258	37	,	,	PUNCT
alkej-938	258	38	solitons	soliton	NOUN
alkej-938	258	39	&	&	CCONJ
alkej-938	258	40	fractals	fractal	NOUN
alkej-938	258	41	,	,	PUNCT
alkej-938	258	42	vol	vol	NOUN
alkej-938	258	43	.	.	PROPN
alkej-938	258	44	118	118	NUM
alkej-938	258	45	,	,	PUNCT
alkej-938	258	46	pp	pp	ADJ
alkej-938	258	47	.	.	PUNCT
alkej-938	259	1	145–151	145–151	NUM
alkej-938	259	2	,	,	PUNCT
alkej-938	259	3	2019	2019	NUM
alkej-938	259	4	.	.	PUNCT
alkej-938	260	1	[	[	X
alkej-938	260	2	22	22	NUM
alkej-938	260	3	]	]	X
alkej-938	260	4	h.-h	h.-h	NOUN
alkej-938	260	5	.	.	PUNCT
alkej-938	261	1	chao	chao	PROPN
alkej-938	261	2	,	,	PUNCT
alkej-938	261	3	c.-w	c.-w	PROPN
alkej-938	261	4	.	.	PUNCT
alkej-938	262	1	yeh	yeh	PROPN
alkej-938	262	2	,	,	PUNCT
alkej-938	262	3	c.-f	c.-f	NOUN
alkej-938	262	4	.	.	PUNCT
alkej-938	263	1	hsu	hsu	PROPN
alkej-938	263	2	,	,	PUNCT
alkej-938	263	3	l.-w	l.-w	PROPN
alkej-938	263	4	.	.	PUNCT
alkej-938	264	1	hsu	hsu	PROPN
alkej-938	264	2	,	,	PUNCT
alkej-938	264	3	and	and	CCONJ
alkej-938	264	4	s.-c	s.-c	NOUN
alkej-938	264	5	.	.	PUNCT
alkej-938	265	1	chi	chi	PROPN
alkej-938	265	2	,	,	PUNCT
alkej-938	265	3	“	"	PUNCT
alkej-938	265	4	multiscale	multiscale	ADJ
alkej-938	265	5	entropy	entropy	NOUN
alkej-938	265	6	analysis	analysis	NOUN
alkej-938	265	7	with	with	ADP
alkej-938	265	8	low	low	ADJ
alkej-938	265	9	-	-	PUNCT
alkej-938	265	10	dimensional	dimensional	ADJ
alkej-938	265	11	exhaustive	exhaustive	ADJ
alkej-938	265	12	search	search	NOUN
alkej-938	265	13	for	for	ADP
alkej-938	265	14	detecting	detect	VERB
alkej-938	265	15	heart	heart	NOUN
alkej-938	265	16	failure	failure	NOUN
alkej-938	265	17	,	,	PUNCT
alkej-938	265	18	”	"	PUNCT
alkej-938	265	19	appl	appl	NOUN
alkej-938	265	20	.	.	PUNCT
alkej-938	266	1	sci	sci	PROPN
alkej-938	266	2	.	.	PROPN
alkej-938	266	3	,	,	PUNCT
alkej-938	266	4	vol	vol	NOUN
alkej-938	266	5	.	.	PROPN
alkej-938	266	6	9	9	NUM
alkej-938	266	7	,	,	PUNCT
alkej-938	266	8	no	no	INTJ
alkej-938	266	9	.	.	NOUN
alkej-938	266	10	17	17	NUM
alkej-938	266	11	,	,	PUNCT
alkej-938	266	12	p.	p.	NOUN
alkej-938	266	13	3496	3496	NUM
alkej-938	266	14	,	,	PUNCT
alkej-938	266	15	2019	2019	NUM
alkej-938	266	16	.	.	PUNCT
alkej-938	267	1	[	[	X
alkej-938	267	2	23	23	NUM
alkej-938	267	3	]	]	PUNCT
alkej-938	267	4	m.	m.	NOUN
alkej-938	267	5	shi	shi	PROPN
alkej-938	267	6	,	,	PUNCT
alkej-938	267	7	c.	c.	PROPN
alkej-938	267	8	zhan	zhan	PROPN
alkej-938	267	9	et	et	PROPN
alkej-938	267	10	al	al	PROPN
alkej-938	267	11	.	.	PROPN
alkej-938	267	12	,	,	PUNCT
alkej-938	267	13	“	"	PUNCT
alkej-938	267	14	renyi	renyi	ADJ
alkej-938	267	15	distribution	distribution	NOUN
alkej-938	267	16	entropy	entropy	VERB
alkej-938	267	17	analysis	analysis	NOUN
alkej-938	267	18	of	of	ADP
alkej-938	267	19	shortterm	shortterm	PROPN
alkej-938	267	20	heart	heart	NOUN
alkej-938	267	21	rate	rate	NOUN
alkej-938	267	22	variability	variability	NOUN
alkej-938	267	23	signals	signal	NOUN
alkej-938	267	24	and	and	CCONJ
alkej-938	267	25	its	its	PRON
alkej-938	267	26	application	application	NOUN
alkej-938	267	27	in	in	ADP
alkej-938	267	28	coronary	coronary	ADJ
alkej-938	267	29	artery	artery	NOUN
alkej-938	267	30	disease	disease	NOUN
alkej-938	267	31	detection	detection	NOUN
alkej-938	267	32	,	,	PUNCT
alkej-938	267	33	”	"	PUNCT
alkej-938	267	34	front	front	NOUN
alkej-938	267	35	.	.	PUNCT
alkej-938	268	1	physiol	physiol	PROPN
alkej-938	268	2	.	.	PUNCT
alkej-938	269	1	,	,	PUNCT
alkej-938	269	2	vol	vol	NOUN
alkej-938	269	3	.	.	PROPN
alkej-938	269	4	10	10	NUM
alkej-938	269	5	,	,	PUNCT
alkej-938	269	6	2019	2019	NUM
alkej-938	269	7	.	.	PUNCT
alkej-938	270	1	[	[	X
alkej-938	270	2	24	24	NUM
alkej-938	270	3	]	]	PUNCT
alkej-938	270	4	m.	m.	NOUN
alkej-938	270	5	costa	costa	PROPN
alkej-938	270	6	,	,	PUNCT
alkej-938	270	7	a.	a.	PROPN
alkej-938	270	8	l.	l.	PROPN
alkej-938	270	9	goldberger	goldberger	PROPN
alkej-938	270	10	,	,	PUNCT
alkej-938	270	11	and	and	CCONJ
alkej-938	270	12	c.-k	c.-k	PROPN
alkej-938	270	13	.	.	PUNCT
alkej-938	271	1	peng	peng	PROPN
alkej-938	271	2	,	,	PUNCT
alkej-938	271	3	“	"	PUNCT
alkej-938	271	4	multiscale	multiscale	ADJ
alkej-938	271	5	entropy	entropy	NOUN
alkej-938	271	6	analysis	analysis	NOUN
alkej-938	271	7	of	of	ADP
alkej-938	271	8	complex	complex	ADJ
alkej-938	271	9	physiologic	physiologic	ADJ
alkej-938	271	10	time	time	NOUN
alkej-938	271	11	series	series	NOUN
alkej-938	271	12	,	,	PUNCT
alkej-938	271	13	”	"	PUNCT
alkej-938	271	14	phys	phy	NOUN
alkej-938	271	15	.	.	PUNCT
alkej-938	272	1	rev	rev	PROPN
alkej-938	272	2	.	.	PROPN
alkej-938	272	3	lett	lett	PROPN
alkej-938	272	4	.	.	PROPN
alkej-938	272	5	,	,	PUNCT
alkej-938	272	6	vol	vol	NOUN
alkej-938	272	7	.	.	PROPN
alkej-938	272	8	89	89	NUM
alkej-938	272	9	,	,	PUNCT
alkej-938	272	10	no	no	INTJ
alkej-938	272	11	.	.	NOUN
alkej-938	272	12	6	6	NUM
alkej-938	272	13	,	,	PUNCT
alkej-938	272	14	p.	p.	NOUN
alkej-938	272	15	68102	68102	NUM
alkej-938	272	16	,	,	PUNCT
alkej-938	272	17	2002	2002	NUM
alkej-938	272	18	.	.	PUNCT
alkej-938	273	1	[	[	X
alkej-938	273	2	25	25	NUM
alkej-938	273	3	]	]	X
alkej-938	273	4	r.	r.	PROPN
alkej-938	273	5	clausius	clausius	PROPN
alkej-938	273	6	,	,	PUNCT
alkej-938	273	7	the	the	DET
alkej-938	273	8	mechanical	mechanical	ADJ
alkej-938	273	9	theory	theory	NOUN
alkej-938	273	10	of	of	ADP
alkej-938	273	11	heat	heat	NOUN
alkej-938	273	12	:	:	PUNCT
alkej-938	273	13	with	with	ADP
alkej-938	273	14	its	its	PRON
alkej-938	273	15	applications	application	NOUN
alkej-938	273	16	to	to	ADP
alkej-938	273	17	the	the	DET
alkej-938	273	18	steam	steam	NOUN
alkej-938	273	19	-	-	PUNCT
alkej-938	273	20	engine	engine	NOUN
alkej-938	273	21	and	and	CCONJ
alkej-938	273	22	to	to	ADP
alkej-938	273	23	the	the	DET
alkej-938	273	24	physical	physical	ADJ
alkej-938	273	25	properties	property	NOUN
alkej-938	273	26	of	of	ADP
alkej-938	273	27	bodies	body	NOUN
alkej-938	273	28	.	.	PUNCT
alkej-938	274	1	j.	j.	PROPN
alkej-938	274	2	van	van	PROPN
alkej-938	274	3	voorst	voorst	PROPN
alkej-938	274	4	,	,	PUNCT
alkej-938	274	5	1867	1867	NUM
alkej-938	274	6	.	.	PUNCT
alkej-938	275	1	[	[	X
alkej-938	275	2	26	26	NUM
alkej-938	275	3	]	]	X
alkej-938	275	4	l.	l.	PROPN
alkej-938	275	5	boltzmann	boltzmann	PROPN
alkej-938	275	6	,	,	PUNCT
alkej-938	275	7	“	"	PUNCT
alkej-938	275	8	weitere	weitere	ADP
alkej-938	275	9	studien	studien	PROPN
alkej-938	275	10	u¨ber	u¨ber	NUM
alkej-938	275	11	das	das	PROPN
alkej-938	275	12	w¨armegleichgewicht	w¨armegleichgewicht	PROPN
alkej-938	275	13	unter	unter	NOUN
alkej-938	275	14	gasmoleku¨len	gasmoleku¨len	ADJ
alkej-938	275	15	,	,	PUNCT
alkej-938	275	16	”	"	PUNCT
alkej-938	275	17	pp	pp	ADV
alkej-938	275	18	.	.	PUNCT
alkej-938	276	1	115–225	115–225	NUM
alkej-938	276	2	,	,	PUNCT
alkej-938	276	3	1970	1970	NUM
alkej-938	276	4	.	.	PUNCT
alkej-938	277	1	[	[	X
alkej-938	277	2	27	27	NUM
alkej-938	277	3	]	]	PUNCT
alkej-938	277	4	j.	j.	PROPN
alkej-938	277	5	w.	w.	PROPN
alkej-938	277	6	gibbs	gibbs	PROPN
alkej-938	277	7	,	,	PUNCT
alkej-938	277	8	elementary	elementary	ADJ
alkej-938	277	9	principles	principle	NOUN
alkej-938	277	10	in	in	ADP
alkej-938	277	11	statistical	statistical	ADJ
alkej-938	277	12	mechanics	mechanic	NOUN
alkej-938	277	13	developed	develop	VERB
alkej-938	277	14	with	with	ADP
alkej-938	277	15	especial	especial	ADJ
alkej-938	277	16	reference	reference	NOUN
alkej-938	277	17	to	to	ADP
alkej-938	277	18	the	the	DET
alkej-938	277	19	rational	rational	ADJ
alkej-938	277	20	foundation	foundation	NOUN
alkej-938	277	21	of	of	ADP
alkej-938	277	22	thermodynamics	thermodynamic	NOUN
alkej-938	277	23	/	/	SYM
alkej-938	277	24	by	by	ADP
alkej-938	277	25	j.	j.	PROPN
alkej-938	277	26	willard	willard	PROPN
alkej-938	277	27	gibbs	gibbs	PROPN
alkej-938	277	28	.	.	PUNCT
alkej-938	277	29	c.	c.	PROPN
alkej-938	277	30	scribner	scribner	PROPN
alkej-938	277	31	,	,	PUNCT
alkej-938	277	32	1902	1902	NUM
alkej-938	277	33	.	.	PUNCT
alkej-938	278	1	[	[	X
alkej-938	278	2	28	28	NUM
alkej-938	278	3	]	]	X
alkej-938	278	4	m.	m.	NOUN
alkej-938	278	5	ferrario	ferrario	PROPN
alkej-938	278	6	,	,	PUNCT
alkej-938	278	7	m.	m.	NOUN
alkej-938	278	8	g.	g.	PROPN
alkej-938	278	9	signorini	signorini	PROPN
alkej-938	278	10	,	,	PUNCT
alkej-938	278	11	g.	g.	PROPN
alkej-938	278	12	magenes	magenes	PROPN
alkej-938	278	13	,	,	PUNCT
alkej-938	278	14	and	and	CCONJ
alkej-938	278	15	s.	s.	PROPN
alkej-938	278	16	cerutti	cerutti	PROPN
alkej-938	278	17	,	,	PUNCT
alkej-938	278	18	“	"	PUNCT
alkej-938	278	19	comparison	comparison	NOUN
alkej-938	278	20	of	of	ADP
alkej-938	278	21	entropy	entropy	NOUN
alkej-938	278	22	-	-	PUNCT
alkej-938	278	23	based	base	VERB
alkej-938	278	24	regularity	regularity	NOUN
alkej-938	278	25	estimators	estimator	NOUN
alkej-938	278	26	:	:	PUNCT
alkej-938	278	27	application	application	NOUN
alkej-938	278	28	to	to	ADP
alkej-938	278	29	the	the	DET
alkej-938	278	30	fetal	fetal	ADJ
alkej-938	278	31	heart	heart	NOUN
alkej-938	278	32	rate	rate	NOUN
alkej-938	278	33	signal	signal	NOUN
alkej-938	278	34	for	for	ADP
alkej-938	278	35	the	the	DET
alkej-938	278	36	identification	identification	NOUN
alkej-938	278	37	of	of	ADP
alkej-938	278	38	fetal	fetal	ADJ
alkej-938	278	39	distress	distress	NOUN
alkej-938	278	40	,	,	PUNCT
alkej-938	278	41	”	"	PUNCT
alkej-938	278	42	ieee	ieee	NOUN
alkej-938	278	43	trans	tran	NOUN
alkej-938	278	44	.	.	PROPN
alkej-938	278	45	biomed	biome	VERB
alkej-938	278	46	.	.	PUNCT
alkej-938	279	1	eng	eng	PROPN
alkej-938	279	2	.	.	PROPN
alkej-938	279	3	,	,	PUNCT
alkej-938	279	4	vol	vol	NOUN
alkej-938	279	5	.	.	PROPN
alkej-938	280	1	53	53	NUM
alkej-938	280	2	,	,	PUNCT
alkej-938	280	3	pp	pp	ADJ
alkej-938	280	4	.	.	PUNCT
alkej-938	281	1	119–125	119–125	NUM
alkej-938	281	2	,	,	PUNCT
alkej-938	281	3	2006	2006	NUM
alkej-938	281	4	.	.	PUNCT
alkej-938	282	1	[	[	X
alkej-938	282	2	29	29	NUM
alkej-938	282	3	]	]	PUNCT
alkej-938	282	4	m.	m.	NOUN
alkej-938	282	5	matilla	matilla	PROPN
alkej-938	282	6	-	-	PUNCT
alkej-938	282	7	garc´ıa	garc´ıa	PROPN
alkej-938	282	8	,	,	PUNCT
alkej-938	282	9	i.	i.	PROPN
alkej-938	282	10	morales	morales	PROPN
alkej-938	282	11	,	,	PUNCT
alkej-938	282	12	j.	j.	PROPN
alkej-938	282	13	m.	m.	PROPN
alkej-938	282	14	rodr´ıguez	rodr´ıguez	PROPN
alkej-938	282	15	,	,	PUNCT
alkej-938	282	16	and	and	CCONJ
alkej-938	282	17	m.	m.	NOUN
alkej-938	282	18	ruiz	ruiz	NOUN
alkej-938	282	19	mar´ın	mar´ın	PROPN
alkej-938	282	20	,	,	PUNCT
alkej-938	282	21	“	"	PUNCT
alkej-938	282	22	selection	selection	NOUN
alkej-938	282	23	of	of	ADP
alkej-938	282	24	embedding	embed	VERB
alkej-938	282	25	dimension	dimension	NOUN
alkej-938	282	26	and	and	CCONJ
alkej-938	282	27	delay	delay	VERB
alkej-938	282	28	time	time	NOUN
alkej-938	282	29	in	in	ADP
alkej-938	282	30	phase	phase	NOUN
alkej-938	282	31	space	space	NOUN
alkej-938	282	32	reconstruction	reconstruction	NOUN
alkej-938	282	33	via	via	ADP
alkej-938	282	34	symbolic	symbolic	ADJ
alkej-938	282	35	dynamics	dynamic	NOUN
alkej-938	282	36	,	,	PUNCT
alkej-938	282	37	”	"	PUNCT
alkej-938	282	38	entropy	entropy	NOUN
alkej-938	282	39	,	,	PUNCT
alkej-938	282	40	vol	vol	NOUN
alkej-938	282	41	.	.	PROPN
alkej-938	282	42	23	23	NUM
alkej-938	282	43	,	,	PUNCT
alkej-938	282	44	no	no	INTJ
alkej-938	282	45	.	.	NOUN
alkej-938	282	46	2	2	NUM
alkej-938	282	47	,	,	PUNCT
alkej-938	282	48	p.	p.	NOUN
alkej-938	282	49	221	221	NUM
alkej-938	282	50	,	,	PUNCT
alkej-938	282	51	2021	2021	NUM
alkej-938	282	52	.	.	PUNCT
alkej-938	283	1	[	[	X
alkej-938	283	2	30	30	NUM
alkej-938	283	3	]	]	PUNCT
alkej-938	283	4	j.	j.	PROPN
alkej-938	283	5	yang	yang	PROPN
alkej-938	283	6	,	,	PUNCT
alkej-938	283	7	g.	g.	PROPN
alkej-938	283	8	i.	i.	PROPN
alkej-938	283	9	choudhary	choudhary	PROPN
alkej-938	283	10	,	,	PUNCT
alkej-938	283	11	s.	s.	PROPN
alkej-938	283	12	rahardja	rahardja	PROPN
alkej-938	283	13	,	,	PUNCT
alkej-938	283	14	and	and	CCONJ
alkej-938	283	15	p.	p.	PROPN
alkej-938	283	16	franti	franti	PROPN
alkej-938	283	17	,	,	PUNCT
alkej-938	283	18	“	"	PUNCT
alkej-938	283	19	classification	classification	NOUN
alkej-938	283	20	of	of	ADP
alkej-938	283	21	interbeat	interbeat	NOUN
alkej-938	283	22	interval	interval	NOUN
alkej-938	283	23	time	time	NOUN
alkej-938	283	24	-	-	PUNCT
alkej-938	283	25	series	series	NOUN
alkej-938	283	26	using	use	VERB
alkej-938	283	27	attention	attention	NOUN
alkej-938	283	28	entropy	entropy	NOUN
alkej-938	283	29	,	,	PUNCT
alkej-938	283	30	”	"	PUNCT
alkej-938	283	31	ieee	ieee	NOUN
alkej-938	283	32	transactions	transaction	NOUN
alkej-938	283	33	on	on	ADP
alkej-938	283	34	affective	affective	ADJ
alkej-938	283	35	computing	computing	NOUN
alkej-938	283	36	,	,	PUNCT
alkej-938	283	37	2020	2020	NUM
alkej-938	283	38	.	.	PUNCT
alkej-938	284	1	noor	noor	PROPN
alkej-938	284	2	kamal	kamal	PROPN
alkej-938	284	3	al	al	PROPN
alkej-938	284	4	-	-	PUNCT
alkej-938	284	5	qazzaz	qazzaz	PROPN
alkej-938	284	6	al	al	PROPN
alkej-938	284	7	-	-	PUNCT
alkej-938	284	8	khwarizmi	khwarizmi	PROPN
alkej-938	284	9	engineering	engineering	NOUN
alkej-938	284	10	journal	journal	PROPN
alkej-938	284	11	,	,	PUNCT
alkej-938	284	12	vol	vol	NOUN
alkej-938	284	13	.	.	PROPN
alkej-938	284	14	20	20	NUM
alkej-938	284	15	,	,	PUNCT
alkej-938	284	16	no.4	no.4	PROPN
alkej-938	284	17	,	,	PUNCT
alkej-938	284	18	p.p	p.p	PROPN
alkej-938	284	19	.	.	PROPN
alkej-938	284	20	112	112	NUM
alkej-938	284	21	(	(	PUNCT
alkej-938	284	22	2024	2024	NUM
alkej-938	284	23	)	)	PUNCT
alkej-938	284	24	10	10	NUM
alkej-938	285	1	[	[	X
alkej-938	285	2	online	online	X
alkej-938	285	3	]	]	X
alkej-938	285	4	.	.	PUNCT
alkej-938	286	1	available	available	ADJ
alkej-938	286	2	:	:	PUNCT
alkej-938	287	1	https://doi.org/10.1109/taffc.2017.2784832	https://doi.org/10.1109/taffc.2017.2784832	X
alkej-938	287	2	[	[	X
alkej-938	287	3	31	31	NUM
alkej-938	287	4	]	]	PUNCT
alkej-938	287	5	d.	d.	PROPN
alkej-938	287	6	klepl	klepl	PROPN
alkej-938	287	7	,	,	PUNCT
alkej-938	287	8	f.	f.	PROPN
alkej-938	287	9	he	he	PROPN
alkej-938	287	10	,	,	PUNCT
alkej-938	287	11	m.	m.	PROPN
alkej-938	287	12	wu	wu	PROPN
alkej-938	287	13	,	,	PUNCT
alkej-938	287	14	d.	d.	PROPN
alkej-938	287	15	blackburn	blackburn	PROPN
alkej-938	287	16	,	,	PUNCT
alkej-938	287	17	and	and	CCONJ
alkej-938	287	18	p.	p.	PROPN
alkej-938	287	19	sarrigiannis	sarrigiannis	PROPN
alkej-938	287	20	,	,	PUNCT
alkej-938	287	21	“	"	PUNCT
alkej-938	287	22	adaptive	adaptive	ADJ
alkej-938	287	23	gated	gate	VERB
alkej-938	287	24	graph	graph	NOUN
alkej-938	287	25	convolutional	convolutional	ADJ
alkej-938	287	26	network	network	NOUN
alkej-938	287	27	for	for	ADP
alkej-938	287	28	explainable	explainable	ADJ
alkej-938	287	29	diagnosis	diagnosis	NOUN
alkej-938	287	30	of	of	ADP
alkej-938	287	31	alzheimer	alzheimer	PROPN
alkej-938	287	32	’s	’s	PART
alkej-938	287	33	disease	disease	NOUN
alkej-938	287	34	using	use	VERB
alkej-938	287	35	eeg	eeg	PROPN
alkej-938	287	36	data	datum	NOUN
alkej-938	287	37	,	,	PUNCT
alkej-938	287	38	”	"	PUNCT
alkej-938	287	39	arxiv	arxiv	PROPN
alkej-938	287	40	preprint	preprint	NOUN
alkej-938	287	41	arxiv:2304.05874	arxiv:2304.05874	PROPN
alkej-938	287	42	,	,	PUNCT
alkej-938	287	43	apr	apr	PROPN
alkej-938	287	44	2023	2023	NUM
alkej-938	287	45	,	,	PUNCT
alkej-938	287	46	accessed	access	VERB
alkej-938	287	47	:	:	PUNCT
alkej-938	287	48	may	may	AUX
alkej-938	287	49	26	26	NUM
alkej-938	287	50	,	,	PUNCT
alkej-938	287	51	2023	2023	NUM
alkej-938	287	52	.	.	PUNCT
alkej-938	288	1	[	[	X
alkej-938	288	2	online	online	X
alkej-938	288	3	]	]	X
alkej-938	288	4	.	.	PUNCT
alkej-938	289	1	available	available	ADJ
alkej-938	289	2	:	:	PUNCT
alkej-938	290	1	https://arxiv.org/abs/2304.05874v1	https://arxiv.org/abs/2304.05874v1	X
alkej-938	290	2	.	.	PUNCT
alkej-938	291	1	[	[	X
alkej-938	291	2	32	32	NUM
alkej-938	291	3	]	]	PUNCT
alkej-938	291	4	a.	a.	NOUN
alkej-938	291	5	shikalgar	shikalgar	PROPN
alkej-938	291	6	and	and	CCONJ
alkej-938	291	7	s.	s.	PROPN
alkej-938	291	8	sonavane	sonavane	PROPN
alkej-938	291	9	,	,	PUNCT
alkej-938	291	10	“	"	PUNCT
alkej-938	291	11	hybrid	hybrid	ADJ
alkej-938	291	12	deep	deep	ADJ
alkej-938	291	13	learning	learning	NOUN
alkej-938	291	14	approach	approach	NOUN
alkej-938	291	15	for	for	ADP
alkej-938	291	16	classifying	classify	VERB
alkej-938	291	17	alzheimer	alzheimer	NOUN
alkej-938	291	18	disease	disease	NOUN
alkej-938	291	19	based	base	VERB
alkej-938	291	20	on	on	ADP
alkej-938	291	21	multimodal	multimodal	ADJ
alkej-938	291	22	data	datum	NOUN
alkej-938	291	23	,	,	PUNCT
alkej-938	291	24	”	"	PUNCT
alkej-938	291	25	in	in	ADP
alkej-938	291	26	advances	advance	NOUN
alkej-938	291	27	in	in	ADP
alkej-938	291	28	intelligent	intelligent	ADJ
alkej-938	291	29	systems	system	NOUN
alkej-938	291	30	and	and	CCONJ
alkej-938	291	31	computing	computing	NOUN
alkej-938	291	32	,	,	PUNCT
alkej-938	291	33	vol	vol	NOUN
alkej-938	291	34	.	.	PROPN
alkej-938	291	35	1025	1025	NUM
alkej-938	291	36	,	,	PUNCT
alkej-938	291	37	2020	2020	NUM
alkej-938	291	38	,	,	PUNCT
alkej-938	291	39	pp	pp	ADV
alkej-938	291	40	.	.	PUNCT
alkej-938	292	1	511–520	511–520	NUM
alkej-938	292	2	.	.	PUNCT
alkej-938	293	1	[	[	X
alkej-938	293	2	33	33	NUM
alkej-938	293	3	]	]	PUNCT
alkej-938	293	4	s.	s.	PROPN
alkej-938	293	5	fouladi	fouladi	PROPN
alkej-938	293	6	,	,	PUNCT
alkej-938	293	7	a.	a.	NOUN
alkej-938	293	8	safaei	safaei	NOUN
alkej-938	293	9	,	,	PUNCT
alkej-938	293	10	n.	n.	NOUN
alkej-938	293	11	mammone	mammone	NOUN
alkej-938	293	12	,	,	PUNCT
alkej-938	293	13	f.	f.	PROPN
alkej-938	293	14	ghaderi	ghaderi	PROPN
alkej-938	293	15	,	,	PUNCT
alkej-938	293	16	and	and	CCONJ
alkej-938	293	17	m.	m.	NOUN
alkej-938	293	18	ebadi	ebadi	NOUN
alkej-938	293	19	,	,	PUNCT
alkej-938	293	20	“	"	PUNCT
alkej-938	293	21	efficient	efficient	ADJ
alkej-938	293	22	deep	deep	ADJ
alkej-938	293	23	neural	neural	ADJ
alkej-938	293	24	networks	network	NOUN
alkej-938	293	25	for	for	ADP
alkej-938	293	26	classification	classification	NOUN
alkej-938	293	27	of	of	ADP
alkej-938	293	28	alzheimer	alzheimer	PROPN
alkej-938	293	29	’s	’s	PART
alkej-938	293	30	disease	disease	NOUN
alkej-938	293	31	and	and	CCONJ
alkej-938	293	32	mild	mild	ADJ
alkej-938	293	33	cognitive	cognitive	ADJ
alkej-938	293	34	impairment	impairment	NOUN
alkej-938	293	35	from	from	ADP
alkej-938	293	36	scalp	scalp	NOUN
alkej-938	293	37	eeg	eeg	NOUN
alkej-938	293	38	recordings	recording	NOUN
alkej-938	293	39	,	,	PUNCT
alkej-938	293	40	”	"	PUNCT
alkej-938	293	41	cognitive	cognitive	ADJ
alkej-938	293	42	computation	computation	NOUN
alkej-938	293	43	,	,	PUNCT
alkej-938	293	44	vol	vol	NOUN
alkej-938	293	45	.	.	PROPN
alkej-938	293	46	14	14	NUM
alkej-938	293	47	,	,	PUNCT
alkej-938	293	48	no	no	INTJ
alkej-938	293	49	.	.	NOUN
alkej-938	293	50	4	4	NUM
alkej-938	293	51	,	,	PUNCT
alkej-938	293	52	pp	pp	ADJ
alkej-938	293	53	.	.	PUNCT
alkej-938	294	1	1247–1268	1247–1268	NUM
alkej-938	294	2	,	,	PUNCT
alkej-938	294	3	jun	jun	PROPN
alkej-938	294	4	2022	2022	NUM
alkej-938	294	5	.	.	PUNCT
alkej-938	295	1	[	[	X
alkej-938	295	2	34	34	NUM
alkej-938	295	3	]	]	PUNCT
alkej-938	295	4	m.	m.	NOUN
alkej-938	295	5	alessandrini	alessandrini	PROPN
alkej-938	295	6	,	,	PUNCT
alkej-938	295	7	g.	g.	PROPN
alkej-938	295	8	biagetti	biagetti	PROPN
alkej-938	295	9	,	,	PUNCT
alkej-938	295	10	p.	p.	NOUN
alkej-938	295	11	crippa	crippa	PROPN
alkej-938	295	12	,	,	PUNCT
alkej-938	295	13	l.	l.	PROPN
alkej-938	295	14	falaschetti	falaschetti	PROPN
alkej-938	295	15	,	,	PUNCT
alkej-938	295	16	s.	s.	PROPN
alkej-938	295	17	luzzi	luzzi	PROPN
alkej-938	295	18	,	,	PUNCT
alkej-938	295	19	and	and	CCONJ
alkej-938	295	20	c.	c.	PROPN
alkej-938	295	21	turchetti	turchetti	PROPN
alkej-938	295	22	,	,	PUNCT
alkej-938	295	23	“	"	PUNCT
alkej-938	295	24	eegbased	eegbased	PROPN
alkej-938	295	25	alzheimer	alzheimer	PROPN
alkej-938	295	26	’s	’s	PART
alkej-938	295	27	disease	disease	NOUN
alkej-938	295	28	recognition	recognition	NOUN
alkej-938	295	29	using	use	VERB
alkej-938	295	30	robustpca	robustpca	PROPN
alkej-938	295	31	and	and	CCONJ
alkej-938	295	32	lstm	lstm	NOUN
alkej-938	295	33	recurrent	recurrent	ADJ
alkej-938	295	34	neural	neural	ADJ
alkej-938	295	35	network	network	NOUN
alkej-938	295	36	,	,	PUNCT
alkej-938	295	37	”	"	PUNCT
alkej-938	295	38	sensors	sensor	NOUN
alkej-938	295	39	,	,	PUNCT
alkej-938	295	40	vol	vol	NOUN
alkej-938	295	41	.	.	PROPN
alkej-938	295	42	22	22	NUM
alkej-938	295	43	,	,	PUNCT
alkej-938	295	44	no	no	INTJ
alkej-938	295	45	.	.	NOUN
alkej-938	295	46	10	10	NUM
alkej-938	295	47	,	,	PUNCT
alkej-938	295	48	p.	p.	NOUN
alkej-938	295	49	3696	3696	NUM
alkej-938	295	50	,	,	PUNCT
alkej-938	295	51	2022	2022	NUM
alkej-938	295	52	.	.	PUNCT
alkej-938	296	1	[	[	X
alkej-938	296	2	35	35	NUM
alkej-938	296	3	]	]	PUNCT
alkej-938	296	4	m.	m.	NOUN
alkej-938	296	5	amini	amini	PROPN
alkej-938	296	6	,	,	PUNCT
alkej-938	296	7	m.	m.	NOUN
alkej-938	296	8	pedram	pedram	PROPN
alkej-938	296	9	,	,	PUNCT
alkej-938	296	10	a.	a.	NOUN
alkej-938	296	11	moradi	moradi	NOUN
alkej-938	296	12	,	,	PUNCT
alkej-938	296	13	and	and	CCONJ
alkej-938	296	14	m.	m.	PROPN
alkej-938	296	15	ouchani	ouchani	PROPN
alkej-938	296	16	,	,	PUNCT
alkej-938	296	17	“	"	PUNCT
alkej-938	296	18	diagnosis	diagnosis	NOUN
alkej-938	296	19	of	of	ADP
alkej-938	296	20	alzheimer	alzheimer	PROPN
alkej-938	296	21	’s	’s	PART
alkej-938	296	22	disease	disease	NOUN
alkej-938	296	23	by	by	ADP
alkej-938	296	24	time	time	NOUN
alkej-938	296	25	-	-	PUNCT
alkej-938	296	26	dependent	dependent	ADJ
alkej-938	296	27	power	power	NOUN
alkej-938	296	28	spectrum	spectrum	NOUN
alkej-938	296	29	descriptors	descriptor	NOUN
alkej-938	296	30	and	and	CCONJ
alkej-938	296	31	convolutional	convolutional	ADJ
alkej-938	296	32	neural	neural	ADJ
alkej-938	296	33	network	network	NOUN
alkej-938	296	34	using	use	VERB
alkej-938	296	35	eeg	eeg	PROPN
alkej-938	296	36	signal	signal	NOUN
alkej-938	296	37	,	,	PUNCT
alkej-938	296	38	”	"	PUNCT
alkej-938	296	39	computational	computational	ADJ
alkej-938	296	40	and	and	CCONJ
alkej-938	296	41	mathematical	mathematical	ADJ
alkej-938	296	42	methods	method	NOUN
alkej-938	296	43	in	in	ADP
alkej-938	296	44	medicine	medicine	NOUN
alkej-938	296	45	,	,	PUNCT
alkej-938	296	46	vol	vol	NOUN
alkej-938	296	47	.	.	PROPN
alkej-938	296	48	2021	2021	NUM
alkej-938	296	49	,	,	PUNCT
alkej-938	296	50	2021	2021	NUM
alkej-938	296	51	.	.	PUNCT
alkej-938	297	1	[	[	X
alkej-938	297	2	36	36	NUM
alkej-938	297	3	]	]	X
alkej-938	297	4	u.	u.	PROPN
alkej-938	297	5	senturk	senturk	PROPN
alkej-938	297	6	,	,	PUNCT
alkej-938	297	7	i.	i.	NOUN
alkej-938	297	8	yucedag	yucedag	PROPN
alkej-938	297	9	,	,	PUNCT
alkej-938	297	10	and	and	CCONJ
alkej-938	297	11	k.	k.	PROPN
alkej-938	297	12	polat	polat	PROPN
alkej-938	297	13	,	,	PUNCT
alkej-938	297	14	“	"	PUNCT
alkej-938	297	15	repetitive	repetitive	ADJ
alkej-938	297	16	neural	neural	ADJ
alkej-938	297	17	network	network	NOUN
alkej-938	297	18	(	(	PUNCT
alkej-938	297	19	rnn	rnn	PROPN
alkej-938	297	20	)	)	PUNCT
alkej-938	297	21	based	base	VERB
alkej-938	297	22	blood	blood	NOUN
alkej-938	297	23	pressure	pressure	NOUN
alkej-938	297	24	estimation	estimation	NOUN
alkej-938	297	25	using	use	VERB
alkej-938	297	26	ppg	ppg	PROPN
alkej-938	297	27	and	and	CCONJ
alkej-938	297	28	ecg	ecg	PROPN
alkej-938	297	29	signals	signal	NOUN
alkej-938	297	30	,	,	PUNCT
alkej-938	297	31	”	"	PUNCT
alkej-938	297	32	in	in	ADP
alkej-938	297	33	ismsit	ismsit	NOUN
alkej-938	297	34	2018	2018	NUM
alkej-938	297	35	2nd	2nd	ADJ
alkej-938	297	36	international	international	ADJ
alkej-938	297	37	symposium	symposium	NOUN
alkej-938	297	38	on	on	ADP
alkej-938	297	39	multidisciplinary	multidisciplinary	ADJ
alkej-938	297	40	studies	study	NOUN
alkej-938	297	41	and	and	CCONJ
alkej-938	297	42	innovative	innovative	ADJ
alkej-938	297	43	technologies	technology	NOUN
alkej-938	297	44	,	,	PUNCT
alkej-938	297	45	proceedings	proceeding	NOUN
alkej-938	297	46	,	,	PUNCT
alkej-938	297	47	dec	dec	PROPN
alkej-938	297	48	2018	2018	NUM
alkej-938	297	49	.	.	PUNCT
alkej-938	298	1	[	[	X
alkej-938	298	2	37	37	NUM
alkej-938	298	3	]	]	X
alkej-938	298	4	u.	u.	PROPN
alkej-938	298	5	senturk	senturk	PROPN
alkej-938	298	6	,	,	PUNCT
alkej-938	298	7	k.	k.	PROPN
alkej-938	298	8	polat	polat	PROPN
alkej-938	298	9	,	,	PUNCT
alkej-938	298	10	and	and	CCONJ
alkej-938	298	11	i.	i.	PROPN
alkej-938	298	12	yucedag	yucedag	PROPN
alkej-938	298	13	,	,	PUNCT
alkej-938	298	14	“	"	PUNCT
alkej-938	298	15	a	a	DET
alkej-938	298	16	noninvasive	noninvasive	ADJ
alkej-938	298	17	continuous	continuous	ADJ
alkej-938	298	18	cuffless	cuffless	ADJ
alkej-938	298	19	blood	blood	NOUN
alkej-938	298	20	pressure	pressure	NOUN
alkej-938	298	21	estimation	estimation	NOUN
alkej-938	298	22	using	use	VERB
alkej-938	298	23	dynamic	dynamic	ADJ
alkej-938	298	24	recurrent	recurrent	ADJ
alkej-938	298	25	neural	neural	ADJ
alkej-938	298	26	networks	network	NOUN
alkej-938	298	27	,	,	PUNCT
alkej-938	298	28	”	"	PUNCT
alkej-938	298	29	applied	apply	VERB
alkej-938	298	30	acoustics	acoustic	NOUN
alkej-938	298	31	,	,	PUNCT
alkej-938	298	32	vol	vol	NOUN
alkej-938	298	33	.	.	PROPN
alkej-938	298	34	170	170	NUM
alkej-938	298	35	,	,	PUNCT
alkej-938	298	36	p.	p.	NOUN
alkej-938	298	37	107534	107534	NUM
alkej-938	298	38	,	,	PUNCT
alkej-938	298	39	dec	dec	PROPN
alkej-938	298	40	2020	2020	NUM
alkej-938	298	41	.	.	PUNCT
alkej-938	299	1	[	[	X
alkej-938	299	2	38	38	NUM
alkej-938	299	3	]	]	PUNCT
alkej-938	299	4	g.	g.	PROPN
alkej-938	299	5	sharma	sharma	PROPN
alkej-938	299	6	,	,	PUNCT
alkej-938	299	7	a.	a.	NOUN
alkej-938	299	8	parashar	parashar	PROPN
alkej-938	299	9	,	,	PUNCT
alkej-938	299	10	and	and	CCONJ
alkej-938	299	11	a.	a.	PROPN
alkej-938	299	12	joshi	joshi	PROPN
alkej-938	299	13	,	,	PUNCT
alkej-938	299	14	“	"	PUNCT
alkej-938	299	15	dephnn	dephnn	NOUN
alkej-938	299	16	:	:	PUNCT
alkej-938	299	17	a	a	DET
alkej-938	299	18	novel	novel	ADJ
alkej-938	299	19	hybrid	hybrid	ADJ
alkej-938	299	20	neural	neural	ADJ
alkej-938	299	21	network	network	NOUN
alkej-938	299	22	for	for	ADP
alkej-938	299	23	electroencephalogram	electroencephalogram	NOUN
alkej-938	299	24	(	(	PUNCT
alkej-938	299	25	eeg)-based	eeg)-base	VERB
alkej-938	299	26	screening	screening	NOUN
alkej-938	299	27	of	of	ADP
alkej-938	299	28	depression	depression	NOUN
alkej-938	299	29	,	,	PUNCT
alkej-938	299	30	”	"	PUNCT
alkej-938	299	31	biomedical	biomedical	ADJ
alkej-938	299	32	signal	signal	NOUN
alkej-938	299	33	processing	processing	NOUN
alkej-938	299	34	and	and	CCONJ
alkej-938	299	35	control	control	NOUN
alkej-938	299	36	,	,	PUNCT
alkej-938	299	37	vol	vol	NOUN
alkej-938	299	38	.	.	PROPN
alkej-938	299	39	66	66	NUM
alkej-938	299	40	,	,	PUNCT
alkej-938	299	41	p.	p.	NOUN
alkej-938	299	42	102393	102393	NUM
alkej-938	299	43	,	,	PUNCT
alkej-938	299	44	apr	apr	NOUN
alkej-938	299	45	2021	2021	NUM
alkej-938	299	46	.	.	PUNCT
alkej-938	300	1	[	[	X
alkej-938	300	2	39	39	NUM
alkej-938	300	3	]	]	PUNCT
alkej-938	300	4	m.	m.	PROPN
alkej-938	300	5	f.	f.	PROPN
alkej-938	300	6	folstein	folstein	PROPN
alkej-938	300	7	,	,	PUNCT
alkej-938	300	8	s.	s.	PROPN
alkej-938	300	9	e.	e.	PROPN
alkej-938	300	10	folstein	folstein	PROPN
alkej-938	300	11	,	,	PUNCT
alkej-938	300	12	and	and	CCONJ
alkej-938	300	13	p.	p.	PROPN
alkej-938	300	14	r.	r.	PROPN
alkej-938	300	15	mchugh	mchugh	PROPN
alkej-938	300	16	,	,	PUNCT
alkej-938	300	17	“	"	PUNCT
alkej-938	300	18	“	"	PUNCT
alkej-938	300	19	mini	mini	ADJ
alkej-938	300	20	-	-	ADJ
alkej-938	300	21	mental	mental	ADJ
alkej-938	300	22	state	state	NOUN
alkej-938	300	23	”	"	PUNCT
alkej-938	300	24	:	:	PUNCT
alkej-938	300	25	a	a	DET
alkej-938	300	26	practical	practical	ADJ
alkej-938	300	27	method	method	NOUN
alkej-938	300	28	for	for	ADP
alkej-938	300	29	grading	grade	VERB
alkej-938	300	30	the	the	DET
alkej-938	300	31	cognitive	cognitive	ADJ
alkej-938	300	32	state	state	NOUN
alkej-938	300	33	of	of	ADP
alkej-938	300	34	patients	patient	NOUN
alkej-938	300	35	for	for	ADP
alkej-938	300	36	the	the	DET
alkej-938	300	37	clinician	clinician	NOUN
alkej-938	300	38	,	,	PUNCT
alkej-938	300	39	”	"	PUNCT
alkej-938	300	40	journal	journal	NOUN
alkej-938	300	41	of	of	ADP
alkej-938	300	42	psychiatric	psychiatric	ADJ
alkej-938	300	43	research	research	NOUN
alkej-938	300	44	,	,	PUNCT
alkej-938	300	45	vol	vol	NOUN
alkej-938	300	46	.	.	PROPN
alkej-938	300	47	12	12	NUM
alkej-938	300	48	,	,	PUNCT
alkej-938	300	49	no	no	INTJ
alkej-938	300	50	.	.	NOUN
alkej-938	300	51	3	3	NUM
alkej-938	300	52	,	,	PUNCT
alkej-938	300	53	pp	pp	ADJ
alkej-938	300	54	.	.	PUNCT
alkej-938	301	1	189	189	NUM
alkej-938	301	2	–	–	SYM
alkej-938	301	3	198	198	NUM
alkej-938	301	4	,	,	PUNCT
alkej-938	301	5	1975	1975	NUM
alkej-938	301	6	.	.	PUNCT
alkej-938	302	1	[	[	X
alkej-938	302	2	40	40	NUM
alkej-938	302	3	]	]	PUNCT
alkej-938	302	4	t.	t.	PROPN
alkej-938	302	5	smith	smith	PROPN
alkej-938	302	6	,	,	PUNCT
alkej-938	302	7	n.	n.	NOUN
alkej-938	302	8	gildeh	gildeh	PROPN
alkej-938	302	9	,	,	PUNCT
alkej-938	302	10	and	and	CCONJ
alkej-938	302	11	c.	c.	PROPN
alkej-938	302	12	holmes	holmes	PROPN
alkej-938	302	13	,	,	PUNCT
alkej-938	302	14	“	"	PUNCT
alkej-938	302	15	the	the	DET
alkej-938	302	16	montreal	montreal	PROPN
alkej-938	302	17	cognitive	cognitive	ADJ
alkej-938	302	18	assessment	assessment	NOUN
alkej-938	302	19	:	:	PUNCT
alkej-938	302	20	validity	validity	NOUN
alkej-938	302	21	and	and	CCONJ
alkej-938	302	22	utility	utility	NOUN
alkej-938	302	23	in	in	ADP
alkej-938	302	24	a	a	DET
alkej-938	302	25	memory	memory	NOUN
alkej-938	302	26	clinic	clinic	NOUN
alkej-938	302	27	setting	setting	NOUN
alkej-938	302	28	,	,	PUNCT
alkej-938	302	29	”	"	PUNCT
alkej-938	302	30	the	the	DET
alkej-938	302	31	canadian	canadian	ADJ
alkej-938	302	32	journal	journal	NOUN
alkej-938	302	33	of	of	ADP
alkej-938	302	34	psychiatry	psychiatry	NOUN
alkej-938	302	35	,	,	PUNCT
alkej-938	302	36	vol	vol	NOUN
alkej-938	302	37	.	.	PROPN
alkej-938	302	38	52	52	NUM
alkej-938	302	39	,	,	PUNCT
alkej-938	302	40	no	no	INTJ
alkej-938	302	41	.	.	NOUN
alkej-938	302	42	5	5	NUM
alkej-938	302	43	,	,	PUNCT
alkej-938	302	44	pp	pp	ADJ
alkej-938	302	45	.	.	PUNCT
alkej-938	303	1	329–332	329–332	NUM
alkej-938	303	2	,	,	PUNCT
alkej-938	303	3	2007	2007	NUM
alkej-938	303	4	.	.	PUNCT
alkej-938	304	1	[	[	X
alkej-938	304	2	41	41	NUM
alkej-938	304	3	]	]	X
alkej-938	304	4	n.	n.	PROPN
alkej-938	304	5	k.	k.	PROPN
alkej-938	305	1	al	al	PROPN
alkej-938	305	2	-	-	PUNCT
alkej-938	305	3	qazzaz	qazzaz	PROPN
alkej-938	305	4	,	,	PUNCT
alkej-938	305	5	m.	m.	PROPN
alkej-938	305	6	k.	k.	PROPN
alkej-938	305	7	sabir	sabir	PROPN
alkej-938	305	8	,	,	PUNCT
alkej-938	305	9	s.	s.	PROPN
alkej-938	305	10	h.	h.	PROPN
alkej-938	305	11	b.	b.	PROPN
alkej-938	305	12	m.	m.	PROPN
alkej-938	305	13	ali	ali	PROPN
alkej-938	305	14	,	,	PUNCT
alkej-938	305	15	s.	s.	PROPN
alkej-938	305	16	a.	a.	PROPN
alkej-938	305	17	ahmad	ahmad	PROPN
alkej-938	305	18	,	,	PUNCT
alkej-938	305	19	and	and	CCONJ
alkej-938	305	20	k.	k.	PROPN
alkej-938	305	21	grammer	grammer	PROPN
alkej-938	305	22	,	,	PUNCT
alkej-938	305	23	“	"	PUNCT
alkej-938	305	24	multichannel	multichannel	ADJ
alkej-938	305	25	optimization	optimization	NOUN
alkej-938	305	26	with	with	ADP
alkej-938	305	27	hybrid	hybrid	ADJ
alkej-938	305	28	spectral	spectral	ADJ
alkej-938	305	29	-	-	PUNCT
alkej-938	305	30	entropy	entropy	NOUN
alkej-938	305	31	markers	marker	NOUN
alkej-938	305	32	for	for	ADP
alkej-938	305	33	gender	gender	NOUN
alkej-938	305	34	identification	identification	NOUN
alkej-938	305	35	enhancement	enhancement	NOUN
alkej-938	305	36	of	of	ADP
alkej-938	305	37	emotional	emotional	ADJ
alkej-938	305	38	-	-	PUNCT
alkej-938	305	39	based	base	VERB
alkej-938	305	40	eegs	eeg	NOUN
alkej-938	305	41	,	,	PUNCT
alkej-938	305	42	”	"	PUNCT
alkej-938	305	43	ieee	ieee	NOUN
alkej-938	305	44	access	access	NOUN
alkej-938	305	45	,	,	PUNCT
alkej-938	305	46	vol	vol	NOUN
alkej-938	305	47	.	.	NOUN
alkej-938	305	48	9	9	NUM
alkej-938	305	49	,	,	PUNCT
alkej-938	305	50	pp	pp	ADJ
alkej-938	305	51	.	.	PUNCT
alkej-938	306	1	107059–107078	107059–107078	NUM
alkej-938	306	2	,	,	PUNCT
alkej-938	306	3	2021	2021	NUM
alkej-938	306	4	.	.	PUNCT
alkej-938	307	1	[	[	X
alkej-938	307	2	42	42	NUM
alkej-938	307	3	]	]	X
alkej-938	307	4	n.	n.	PROPN
alkej-938	307	5	k.	k.	PROPN
alkej-938	308	1	al	al	PROPN
alkej-938	308	2	-	-	PUNCT
alkej-938	308	3	qazzaz	qazzaz	PROPN
alkej-938	308	4	,	,	PUNCT
alkej-938	308	5	s.	s.	PROPN
alkej-938	308	6	h.	h.	PROPN
alkej-938	308	7	m.	m.	PROPN
alkej-938	308	8	ali	ali	PROPN
alkej-938	308	9	,	,	PUNCT
alkej-938	308	10	and	and	CCONJ
alkej-938	308	11	s.	s.	PROPN
alkej-938	308	12	a.	a.	PROPN
alkej-938	308	13	ahmad	ahmad	PROPN
alkej-938	308	14	,	,	PUNCT
alkej-938	308	15	“	"	PUNCT
alkej-938	308	16	comparison	comparison	NOUN
alkej-938	308	17	of	of	ADP
alkej-938	308	18	the	the	DET
alkej-938	308	19	effectiveness	effectiveness	NOUN
alkej-938	308	20	of	of	ADP
alkej-938	308	21	aica	aica	NOUN
alkej-938	308	22	-	-	PUNCT
alkej-938	308	23	wt	wt	NOUN
alkej-938	308	24	technique	technique	NOUN
alkej-938	308	25	in	in	ADP
alkej-938	308	26	discriminating	discriminate	VERB
alkej-938	308	27	vascular	vascular	ADJ
alkej-938	308	28	dementia	dementia	NOUN
alkej-938	308	29	eegs	eeg	NOUN
alkej-938	308	30	,	,	PUNCT
alkej-938	308	31	”	"	PUNCT
alkej-938	308	32	in	in	ADP
alkej-938	308	33	2018	2018	NUM
alkej-938	308	34	2nd	2nd	ADJ
alkej-938	308	35	international	international	ADJ
alkej-938	308	36	conference	conference	NOUN
alkej-938	308	37	on	on	ADP
alkej-938	308	38	biosignal	biosignal	ADJ
alkej-938	308	39	analysis	analysis	NOUN
alkej-938	308	40	,	,	PUNCT
alkej-938	308	41	processing	processing	NOUN
alkej-938	308	42	and	and	CCONJ
alkej-938	308	43	systems	system	NOUN
alkej-938	308	44	(	(	PUNCT
alkej-938	308	45	icbaps	icbap	NOUN
alkej-938	308	46	)	)	PUNCT
alkej-938	308	47	.	.	PUNCT
alkej-938	309	1	ieee	ieee	PROPN
alkej-938	309	2	,	,	PUNCT
alkej-938	309	3	2018	2018	NUM
alkej-938	309	4	,	,	PUNCT
alkej-938	309	5	pp	pp	ADJ
alkej-938	309	6	.	.	PUNCT
alkej-938	310	1	109	109	NUM
alkej-938	310	2	–	–	PUNCT
alkej-938	310	3	112	112	NUM
alkej-938	310	4	.	.	PUNCT
alkej-938	311	1	[	[	X
alkej-938	311	2	43	43	NUM
alkej-938	311	3	]	]	X
alkej-938	311	4	g.	g.	PROPN
alkej-938	311	5	manis	manis	PROPN
alkej-938	311	6	,	,	PUNCT
alkej-938	311	7	m.	m.	PROPN
alkej-938	311	8	aktaruzzaman	aktaruzzaman	PROPN
alkej-938	311	9	,	,	PUNCT
alkej-938	311	10	and	and	CCONJ
alkej-938	311	11	r.	r.	PROPN
alkej-938	311	12	sassi	sassi	PROPN
alkej-938	311	13	,	,	PUNCT
alkej-938	311	14	“	"	PUNCT
alkej-938	311	15	bubble	bubble	NOUN
alkej-938	311	16	entropy	entropy	NOUN
alkej-938	311	17	:	:	PUNCT
alkej-938	311	18	an	an	DET
alkej-938	311	19	entropy	entropy	NOUN
alkej-938	311	20	almost	almost	ADV
alkej-938	311	21	free	free	ADJ
alkej-938	311	22	of	of	ADP
alkej-938	311	23	parameters	parameter	NOUN
alkej-938	311	24	,	,	PUNCT
alkej-938	311	25	”	"	PUNCT
alkej-938	311	26	ieee	ieee	NOUN
alkej-938	311	27	transactions	transaction	NOUN
alkej-938	311	28	on	on	ADP
alkej-938	311	29	biomedical	biomedical	ADJ
alkej-938	311	30	engineering	engineering	NOUN
alkej-938	311	31	,	,	PUNCT
alkej-938	311	32	vol	vol	NOUN
alkej-938	311	33	.	.	PROPN
alkej-938	311	34	64	64	NUM
alkej-938	311	35	,	,	PUNCT
alkej-938	311	36	pp	pp	ADJ
alkej-938	311	37	.	.	PUNCT
alkej-938	311	38	2711	2711	NUM
alkej-938	311	39	–	–	PUNCT
alkej-938	311	40	2718	2718	NUM
alkej-938	311	41	,	,	PUNCT
alkej-938	311	42	2017	2017	NUM
alkej-938	311	43	.	.	PUNCT
alkej-938	312	1	[	[	X
alkej-938	312	2	online	online	X
alkej-938	312	3	]	]	X
alkej-938	312	4	.	.	PUNCT
alkej-938	313	1	available	available	ADJ
alkej-938	313	2	:	:	PUNCT
alkej-938	314	1	https://doi.org/10.1109/tbme.2017.2664105	https://doi.org/10.1109/tbme.2017.2664105	PROPN
alkej-938	314	2	[	[	X
alkej-938	314	3	44	44	NUM
alkej-938	314	4	]	]	PUNCT
alkej-938	314	5	j.	j.	PROPN
alkej-938	314	6	wang	wang	PROPN
alkej-938	314	7	,	,	PUNCT
alkej-938	314	8	t.	t.	PROPN
alkej-938	314	9	li	li	PROPN
alkej-938	314	10	,	,	PUNCT
alkej-938	314	11	r.	r.	PROPN
alkej-938	314	12	xie	xie	PROPN
alkej-938	314	13	,	,	PUNCT
alkej-938	314	14	x.	x.	PROPN
alkej-938	314	15	m.	m.	PROPN
alkej-938	314	16	wang	wang	PROPN
alkej-938	314	17	,	,	PUNCT
alkej-938	314	18	and	and	CCONJ
alkej-938	314	19	y.	y.	PROPN
alkej-938	314	20	y.	y.	PROPN
alkej-938	314	21	cao	cao	PROPN
alkej-938	314	22	,	,	PUNCT
alkej-938	314	23	“	"	PUNCT
alkej-938	314	24	fault	fault	VERB
alkej-938	314	25	feature	feature	NOUN
alkej-938	314	26	extraction	extraction	NOUN
alkej-938	314	27	for	for	ADP
alkej-938	314	28	multiple	multiple	ADJ
alkej-938	314	29	electrical	electrical	ADJ
alkej-938	314	30	faults	fault	NOUN
alkej-938	314	31	of	of	ADP
alkej-938	314	32	aviation	aviation	NOUN
alkej-938	314	33	electro	electro	ADJ
alkej-938	314	34	-	-	PUNCT
alkej-938	314	35	mechanical	mechanical	ADJ
alkej-938	314	36	actuator	actuator	NOUN
alkej-938	314	37	based	base	VERB
alkej-938	314	38	on	on	ADP
alkej-938	314	39	symbolic	symbolic	ADJ
alkej-938	314	40	dynamics	dynamic	NOUN
alkej-938	314	41	entropy	entropy	VERB
alkej-938	314	42	,	,	PUNCT
alkej-938	314	43	”	"	PUNCT
alkej-938	314	44	in	in	ADP
alkej-938	314	45	2015	2015	NUM
alkej-938	314	46	ieee	ieee	NOUN
alkej-938	314	47	international	international	ADJ
alkej-938	314	48	conference	conference	NOUN
alkej-938	314	49	on	on	ADP
alkej-938	314	50	signal	signal	ADJ
alkej-938	314	51	processing	processing	NOUN
alkej-938	314	52	,	,	PUNCT
alkej-938	314	53	communications	communication	NOUN
alkej-938	314	54	and	and	CCONJ
alkej-938	314	55	computing	computing	NOUN
alkej-938	314	56	(	(	PUNCT
alkej-938	314	57	icspcc	icspcc	NOUN
alkej-938	314	58	)	)	PUNCT
alkej-938	314	59	.	.	PUNCT
alkej-938	315	1	ieee	ieee	PROPN
alkej-938	315	2	,	,	PUNCT
alkej-938	315	3	sep	sep	PROPN
alkej-938	315	4	2015	2015	NUM
alkej-938	315	5	,	,	PUNCT
alkej-938	315	6	pp	pp	ADJ
alkej-938	315	7	.	.	PUNCT
alkej-938	316	1	1–6	1–6	X
alkej-938	316	2	.	.	PUNCT
alkej-938	317	1	[	[	X
alkej-938	317	2	45	45	NUM
alkej-938	317	3	]	]	PUNCT
alkej-938	317	4	v.	v.	ADP
alkej-938	317	5	rajagopalan	rajagopalan	NOUN
alkej-938	317	6	and	and	CCONJ
alkej-938	317	7	a.	a.	NOUN
alkej-938	317	8	ray	ray	PROPN
alkej-938	317	9	,	,	PUNCT
alkej-938	317	10	“	"	PUNCT
alkej-938	317	11	symbolic	symbolic	ADJ
alkej-938	317	12	time	time	NOUN
alkej-938	317	13	series	series	PROPN
alkej-938	317	14	analysis	analysis	NOUN
alkej-938	317	15	via	via	ADP
alkej-938	317	16	waveletbased	waveletbase	VERB
alkej-938	317	17	partitioning	partitioning	NOUN
alkej-938	317	18	,	,	PUNCT
alkej-938	317	19	”	"	PUNCT
alkej-938	317	20	signal	signal	NOUN
alkej-938	317	21	processing	processing	NOUN
alkej-938	317	22	,	,	PUNCT
alkej-938	317	23	vol	vol	NOUN
alkej-938	317	24	.	.	PROPN
alkej-938	317	25	86	86	NUM
alkej-938	317	26	,	,	PUNCT
alkej-938	317	27	no	no	INTJ
alkej-938	317	28	.	.	NOUN
alkej-938	317	29	11	11	NUM
alkej-938	317	30	,	,	PUNCT
alkej-938	317	31	pp	pp	ADJ
alkej-938	317	32	.	.	PUNCT
alkej-938	317	33	3309	3309	NUM
alkej-938	317	34	–	–	PUNCT
alkej-938	317	35	3320	3320	NUM
alkej-938	317	36	,	,	PUNCT
alkej-938	317	37	2006	2006	NUM
alkej-938	317	38	.	.	PUNCT
alkej-938	318	1	[	[	X
alkej-938	318	2	46	46	NUM
alkej-938	318	3	]	]	X
alkej-938	318	4	y.	y.	PROPN
alkej-938	318	5	li	li	PROPN
alkej-938	318	6	,	,	PUNCT
alkej-938	318	7	y.	y.	PROPN
alkej-938	318	8	yang	yang	PROPN
alkej-938	318	9	,	,	PUNCT
alkej-938	318	10	g.	g.	PROPN
alkej-938	318	11	li	li	PROPN
alkej-938	318	12	,	,	PUNCT
alkej-938	318	13	m.	m.	PROPN
alkej-938	318	14	xu	xu	PROPN
alkej-938	318	15	,	,	PUNCT
alkej-938	318	16	and	and	CCONJ
alkej-938	318	17	w.	w.	PROPN
alkej-938	318	18	huang	huang	PROPN
alkej-938	318	19	,	,	PUNCT
alkej-938	318	20	“	"	PUNCT
alkej-938	318	21	a	a	DET
alkej-938	318	22	fault	fault	NOUN
alkej-938	318	23	diagnosis	diagnosis	NOUN
alkej-938	318	24	scheme	scheme	NOUN
alkej-938	318	25	for	for	ADP
alkej-938	318	26	planetary	planetary	ADJ
alkej-938	318	27	gearboxes	gearbox	NOUN
alkej-938	318	28	using	use	VERB
alkej-938	318	29	modified	modify	VERB
alkej-938	318	30	multi	multi	ADJ
alkej-938	318	31	-	-	ADJ
alkej-938	318	32	scale	scale	ADJ
alkej-938	318	33	symbolic	symbolic	ADJ
alkej-938	318	34	dynamic	dynamic	ADJ
alkej-938	318	35	entropy	entropy	NOUN
alkej-938	318	36	and	and	CCONJ
alkej-938	318	37	mrmr	mrmr	PROPN
alkej-938	318	38	feature	feature	NOUN
alkej-938	318	39	selection	selection	NOUN
alkej-938	318	40	,	,	PUNCT
alkej-938	318	41	”	"	PUNCT
alkej-938	318	42	mechanical	mechanical	ADJ
alkej-938	318	43	systems	system	NOUN
alkej-938	318	44	and	and	CCONJ
alkej-938	318	45	signal	signal	NOUN
alkej-938	318	46	processing	processing	NOUN
alkej-938	318	47	,	,	PUNCT
alkej-938	318	48	vol	vol	NOUN
alkej-938	318	49	.	.	PROPN
alkej-938	318	50	91	91	NUM
alkej-938	318	51	,	,	PUNCT
alkej-938	318	52	pp	pp	ADJ
alkej-938	318	53	.	.	PUNCT
alkej-938	319	1	295–312	295–312	NUM
alkej-938	319	2	,	,	PUNCT
alkej-938	319	3	2017	2017	NUM
alkej-938	319	4	.	.	PUNCT
alkej-938	320	1	[	[	X
alkej-938	320	2	online	online	X
alkej-938	320	3	]	]	X
alkej-938	320	4	.	.	PUNCT
alkej-938	321	1	available	available	ADJ
alkej-938	321	2	:	:	PUNCT
alkej-938	321	3	https://doi.org/10.1016/j.ymssp.2016.12.040	https://doi.org/10.1016/j.ymssp.2016.12.040	NOUN
alkej-938	321	4	[	[	X
alkej-938	321	5	47	47	NUM
alkej-938	321	6	]	]	X
alkej-938	321	7	n.	n.	PROPN
alkej-938	321	8	k.	k.	PROPN
alkej-938	322	1	al	al	PROPN
alkej-938	322	2	-	-	PUNCT
alkej-938	322	3	qazzaz	qazzaz	PROPN
alkej-938	322	4	,	,	PUNCT
alkej-938	322	5	s.	s.	PROPN
alkej-938	322	6	ali	ali	PROPN
alkej-938	322	7	,	,	PUNCT
alkej-938	322	8	s.	s.	PROPN
alkej-938	322	9	a.	a.	PROPN
alkej-938	322	10	ahmad	ahmad	PROPN
alkej-938	322	11	,	,	PUNCT
alkej-938	322	12	and	and	CCONJ
alkej-938	322	13	j.	j.	PROPN
alkej-938	322	14	escudero	escudero	PROPN
alkej-938	322	15	,	,	PUNCT
alkej-938	322	16	“	"	PUNCT
alkej-938	322	17	classification	classification	NOUN
alkej-938	322	18	enhancement	enhancement	NOUN
alkej-938	322	19	for	for	ADP
alkej-938	322	20	post	post	ADJ
alkej-938	322	21	-	-	ADJ
alkej-938	322	22	stroke	stroke	ADJ
alkej-938	322	23	dementia	dementia	NOUN
alkej-938	322	24	using	use	VERB
alkej-938	322	25	fuzzy	fuzzy	ADJ
alkej-938	322	26	neighborhood	neighborhood	NOUN
alkej-938	322	27	preserving	preserve	VERB
alkej-938	322	28	analysis	analysis	NOUN
alkej-938	322	29	with	with	ADP
alkej-938	322	30	qrdecomposition	qrdecomposition	NOUN
alkej-938	322	31	,	,	PUNCT
alkej-938	322	32	”	"	PUNCT
alkej-938	322	33	in	in	ADP
alkej-938	322	34	2017	2017	NUM
alkej-938	322	35	39th	39th	ADJ
alkej-938	322	36	annual	annual	ADJ
alkej-938	322	37	international	international	ADJ
alkej-938	322	38	conference	conference	NOUN
alkej-938	322	39	of	of	ADP
alkej-938	322	40	the	the	DET
alkej-938	322	41	ieee	ieee	NOUN
alkej-938	322	42	engineering	engineering	NOUN
alkej-938	322	43	in	in	ADP
alkej-938	322	44	medicine	medicine	NOUN
alkej-938	322	45	and	and	CCONJ
alkej-938	322	46	biology	biology	NOUN
alkej-938	322	47	society	society	NOUN
alkej-938	322	48	(	(	PUNCT
alkej-938	322	49	embc	embc	PROPN
alkej-938	322	50	)	)	PUNCT
alkej-938	322	51	.	.	PUNCT
alkej-938	323	1	ieee	ieee	PROPN
alkej-938	323	2	,	,	PUNCT
alkej-938	323	3	2017	2017	NUM
alkej-938	323	4	,	,	PUNCT
alkej-938	323	5	pp	pp	ADJ
alkej-938	323	6	.	.	PUNCT
alkej-938	323	7	3174–3177	3174–3177	NUM
alkej-938	323	8	.	.	PUNCT
alkej-938	324	1	[	[	X
alkej-938	324	2	48	48	NUM
alkej-938	324	3	]	]	PUNCT
alkej-938	324	4	d.	d.	PROPN
alkej-938	324	5	schlembach	schlembach	PROPN
alkej-938	324	6	,	,	PUNCT
alkej-938	324	7	w.	w.	PROPN
alkej-938	324	8	l.	l.	PROPN
alkej-938	324	9	maner	maner	PROPN
alkej-938	324	10	,	,	PUNCT
alkej-938	324	11	r.	r.	PROPN
alkej-938	324	12	e.	e.	PROPN
alkej-938	324	13	garfield	garfield	PROPN
alkej-938	324	14	,	,	PUNCT
alkej-938	324	15	and	and	CCONJ
alkej-938	324	16	h.	h.	PROPN
alkej-938	324	17	maul	maul	PROPN
alkej-938	324	18	,	,	PUNCT
alkej-938	324	19	“	"	PUNCT
alkej-938	324	20	monitoring	monitor	VERB
alkej-938	324	21	the	the	DET
alkej-938	324	22	progress	progress	NOUN
alkej-938	324	23	of	of	ADP
alkej-938	324	24	pregnancy	pregnancy	NOUN
alkej-938	324	25	and	and	CCONJ
alkej-938	324	26	labor	labor	NOUN
alkej-938	324	27	using	use	VERB
alkej-938	324	28	electromyography	electromyography	NOUN
alkej-938	324	29	,	,	PUNCT
alkej-938	324	30	”	"	PUNCT
alkej-938	324	31	eur	eur	PROPN
alkej-938	324	32	.	.	PUNCT
alkej-938	325	1	j.	j.	PROPN
alkej-938	325	2	obstet	obstet	PROPN
alkej-938	325	3	.	.	PUNCT
alkej-938	326	1	gynecol	gynecol	PROPN
alkej-938	326	2	.	.	PUNCT
alkej-938	326	3	reprod	reprod	PROPN
alkej-938	326	4	.	.	PUNCT
alkej-938	327	1	biol	biol	PROPN
alkej-938	327	2	.	.	PUNCT
alkej-938	328	1	,	,	PUNCT
alkej-938	328	2	vol	vol	NOUN
alkej-938	328	3	.	.	PUNCT
alkej-938	329	1	144	144	NUM
alkej-938	329	2	,	,	PUNCT
alkej-938	329	3	pp	pp	ADJ
alkej-938	329	4	.	.	PUNCT
alkej-938	330	1	2–8	2–8	NUM
alkej-938	330	2	,	,	PUNCT
alkej-938	330	3	2009	2009	NUM
alkej-938	330	4	.	.	PUNCT
alkej-938	331	1	noor	noor	PROPN
alkej-938	331	2	kamal	kamal	PROPN
alkej-938	331	3	al	al	PROPN
alkej-938	331	4	-	-	PUNCT
alkej-938	331	5	qazzaz	qazzaz	PROPN
alkej-938	331	6	al	al	PROPN
alkej-938	331	7	-	-	PUNCT
alkej-938	331	8	khwarizmi	khwarizmi	PROPN
alkej-938	331	9	engineering	engineering	NOUN
alkej-938	331	10	journal	journal	PROPN
alkej-938	331	11	,	,	PUNCT
alkej-938	331	12	vol	vol	NOUN
alkej-938	331	13	.	.	PROPN
alkej-938	331	14	20	20	NUM
alkej-938	331	15	,	,	PUNCT
alkej-938	331	16	no.4	no.4	PROPN
alkej-938	331	17	,	,	PUNCT
alkej-938	331	18	p.p	p.p	PROPN
alkej-938	331	19	.	.	PROPN
alkej-938	331	20	112	112	NUM
alkej-938	331	21	(	(	PUNCT
alkej-938	331	22	2024	2024	NUM
alkej-938	331	23	)	)	PUNCT
alkej-938	331	24	11	11	NUM
alkej-938	332	1	[	[	X
alkej-938	332	2	49	49	NUM
alkej-938	332	3	]	]	PUNCT
alkej-938	332	4	j.	j.	PROPN
alkej-938	332	5	mas	mas	PROPN
alkej-938	332	6	-	-	PUNCT
alkej-938	332	7	cabo	cabo	NOUN
alkej-938	332	8	,	,	PUNCT
alkej-938	332	9	y.	y.	PROPN
alkej-938	332	10	ye	ye	PROPN
alkej-938	332	11	-	-	PUNCT
alkej-938	332	12	lin	lin	PROPN
alkej-938	332	13	,	,	PUNCT
alkej-938	332	14	j.	j.	PROPN
alkej-938	332	15	garcia	garcia	PROPN
alkej-938	332	16	-	-	PUNCT
alkej-938	332	17	casado	casado	PROPN
alkej-938	332	18	,	,	PUNCT
alkej-938	332	19	a.	a.	PROPN
alkej-938	332	20	d´ıaz	d´ıaz	PROPN
alkej-938	332	21	-	-	PUNCT
alkej-938	332	22	martinez	martinez	PROPN
alkej-938	332	23	,	,	PUNCT
alkej-938	332	24	a.	a.	PROPN
alkej-938	332	25	perales	perales	PROPN
alkej-938	332	26	-	-	PUNCT
alkej-938	332	27	marin	marin	PROPN
alkej-938	332	28	,	,	PUNCT
alkej-938	332	29	r.	r.	PROPN
alkej-938	332	30	monfortortiz	monfortortiz	PROPN
alkej-938	332	31	,	,	PUNCT
alkej-938	332	32	a.	a.	PROPN
alkej-938	332	33	roca	roca	PROPN
alkej-938	332	34	-	-	PUNCT
alkej-938	332	35	prats	prat	NOUN
alkej-938	332	36	,	,	PUNCT
alkej-938	332	37	a.	a.	NOUN
alkej-938	332	38	lo´pez	lo´pez	NOUN
alkej-938	332	39	-	-	PUNCT
alkej-938	332	40	corral	corral	ADJ
alkej-938	332	41	,	,	PUNCT
alkej-938	332	42	´	´	NOUN
alkej-938	332	43	and	and	CCONJ
alkej-938	332	44	g.	g.	PROPN
alkej-938	332	45	prats	prat	NOUN
alkej-938	332	46	-	-	PUNCT
alkej-938	332	47	boluda	boluda	NOUN
alkej-938	332	48	,	,	PUNCT
alkej-938	332	49	“	"	PUNCT
alkej-938	332	50	robust	robust	ADJ
alkej-938	332	51	characterization	characterization	NOUN
alkej-938	332	52	of	of	ADP
alkej-938	332	53	the	the	DET
alkej-938	332	54	uterine	uterine	ADJ
alkej-938	332	55	myoelectrical	myoelectrical	ADJ
alkej-938	332	56	activity	activity	NOUN
alkej-938	332	57	in	in	ADP
alkej-938	332	58	different	different	ADJ
alkej-938	332	59	obstetric	obstetric	ADJ
alkej-938	332	60	scenarios	scenario	NOUN
alkej-938	332	61	,	,	PUNCT
alkej-938	332	62	”	"	PUNCT
alkej-938	332	63	entropy	entropy	NOUN
alkej-938	332	64	,	,	PUNCT
alkej-938	332	65	vol	vol	NOUN
alkej-938	332	66	.	.	PROPN
alkej-938	332	67	22	22	NUM
alkej-938	332	68	,	,	PUNCT
alkej-938	332	69	p.	p.	NOUN
alkej-938	332	70	743	743	NUM
alkej-938	332	71	,	,	PUNCT
alkej-938	332	72	2020	2020	NUM
alkej-938	332	73	.	.	PUNCT
alkej-938	333	1	[	[	X
alkej-938	333	2	50	50	NUM
alkej-938	333	3	]	]	PUNCT
alkej-938	333	4	j.	j.	PROPN
alkej-938	333	5	mas	mas	PROPN
alkej-938	333	6	-	-	PUNCT
alkej-938	333	7	cabo	cabo	NOUN
alkej-938	333	8	,	,	PUNCT
alkej-938	333	9	g.	g.	PROPN
alkej-938	333	10	prats	prat	NOUN
alkej-938	333	11	-	-	PUNCT
alkej-938	333	12	boluda	boluda	NOUN
alkej-938	333	13	,	,	PUNCT
alkej-938	333	14	j.	j.	PROPN
alkej-938	333	15	garciacasado	garciacasado	PROPN
alkej-938	333	16	,	,	PUNCT
alkej-938	333	17	j.	j.	PROPN
alkej-938	333	18	alberola	alberola	PROPN
alkej-938	333	19	-	-	PUNCT
alkej-938	333	20	rubio	rubio	PROPN
alkej-938	333	21	,	,	PUNCT
alkej-938	333	22	r.	r.	PROPN
alkej-938	333	23	monfort	monfort	PROPN
alkej-938	333	24	-	-	PUNCT
alkej-938	333	25	ortiz	ortiz	PROPN
alkej-938	333	26	,	,	PUNCT
alkej-938	333	27	c.	c.	PROPN
alkej-938	333	28	martinez	martinez	PROPN
alkej-938	333	29	-	-	PUNCT
alkej-938	333	30	saez	saez	PROPN
alkej-938	333	31	,	,	PUNCT
alkej-938	333	32	a.	a.	PROPN
alkej-938	333	33	perales	perales	PROPN
alkej-938	333	34	,	,	PUNCT
alkej-938	333	35	and	and	CCONJ
alkej-938	333	36	y.	y.	PROPN
alkej-938	333	37	ye	ye	PROPN
alkej-938	333	38	-	-	PUNCT
alkej-938	333	39	lin	lin	NOUN
alkej-938	333	40	,	,	PUNCT
alkej-938	333	41	“	"	PUNCT
alkej-938	333	42	electrohysterogram	electrohysterogram	NOUN
alkej-938	333	43	for	for	ADP
alkej-938	333	44	ann	ann	PROPN
alkej-938	333	45	-	-	PUNCT
alkej-938	333	46	based	base	VERB
alkej-938	333	47	prediction	prediction	NOUN
alkej-938	333	48	of	of	ADP
alkej-938	333	49	imminent	imminent	ADJ
alkej-938	333	50	labor	labor	NOUN
alkej-938	333	51	in	in	ADP
alkej-938	333	52	women	woman	NOUN
alkej-938	333	53	with	with	ADP
alkej-938	333	54	threatened	threatened	ADJ
alkej-938	333	55	preterm	preterm	NOUN
alkej-938	333	56	labor	labor	NOUN
alkej-938	333	57	undergoing	undergo	VERB
alkej-938	333	58	tocolytic	tocolytic	ADJ
alkej-938	333	59	therapy	therapy	NOUN
alkej-938	333	60	,	,	PUNCT
alkej-938	333	61	”	"	PUNCT
alkej-938	333	62	sensors	sensor	NOUN
alkej-938	333	63	,	,	PUNCT
alkej-938	333	64	vol	vol	NOUN
alkej-938	333	65	.	.	PROPN
alkej-938	333	66	20	20	NUM
alkej-938	333	67	,	,	PUNCT
alkej-938	333	68	p.	p.	NOUN
alkej-938	333	69	2681	2681	NUM
alkej-938	333	70	,	,	PUNCT
alkej-938	333	71	2020	2020	NUM
alkej-938	333	72	.	.	PUNCT
alkej-938	334	1	[	[	X
alkej-938	334	2	51	51	NUM
alkej-938	334	3	]	]	PUNCT
alkej-938	334	4	s.	s.	PROPN
alkej-938	334	5	m.	m.	PROPN
alkej-938	334	6	pincus	pincus	PROPN
alkej-938	334	7	,	,	PUNCT
alkej-938	334	8	“	"	PUNCT
alkej-938	334	9	approximate	approximate	ADJ
alkej-938	334	10	entropy	entropy	NOUN
alkej-938	334	11	as	as	ADP
alkej-938	334	12	a	a	DET
alkej-938	334	13	measure	measure	NOUN
alkej-938	334	14	of	of	ADP
alkej-938	334	15	system	system	NOUN
alkej-938	334	16	complexity	complexity	NOUN
alkej-938	334	17	,	,	PUNCT
alkej-938	334	18	”	"	PUNCT
alkej-938	334	19	proc	proc	NOUN
alkej-938	334	20	.	.	PUNCT
alkej-938	335	1	natl	natl	PROPN
alkej-938	335	2	.	.	PUNCT
alkej-938	336	1	acad	acad	PROPN
alkej-938	336	2	.	.	PUNCT
alkej-938	337	1	sci	sci	PROPN
alkej-938	337	2	.	.	PROPN
alkej-938	337	3	usa	usa	PROPN
alkej-938	337	4	,	,	PUNCT
alkej-938	337	5	vol	vol	NOUN
alkej-938	337	6	.	.	PROPN
alkej-938	337	7	88	88	NUM
alkej-938	337	8	,	,	PUNCT
alkej-938	337	9	pp	pp	ADJ
alkej-938	337	10	.	.	PUNCT
alkej-938	337	11	2297–2301	2297–2301	NUM
alkej-938	337	12	,	,	PUNCT
alkej-938	337	13	1991	1991	NUM
alkej-938	337	14	.	.	PUNCT
alkej-938	338	1	[	[	X
alkej-938	338	2	52	52	NUM
alkej-938	338	3	]	]	PUNCT
alkej-938	338	4	h.	h.	PROPN
alkej-938	338	5	tan	tan	PROPN
alkej-938	338	6	,	,	PUNCT
alkej-938	338	7	s.	s.	PROPN
alkej-938	338	8	xie	xie	PROPN
alkej-938	338	9	,	,	PUNCT
alkej-938	338	10	h.	h.	PROPN
alkej-938	338	11	zhou	zhou	PROPN
alkej-938	338	12	,	,	PUNCT
alkej-938	338	13	w.	w.	PROPN
alkej-938	338	14	ma	ma	PROPN
alkej-938	338	15	,	,	PUNCT
alkej-938	338	16	c.	c.	PROPN
alkej-938	338	17	yang	yang	PROPN
alkej-938	338	18	,	,	PUNCT
alkej-938	338	19	and	and	CCONJ
alkej-938	338	20	j.	j.	PROPN
alkej-938	338	21	zhang	zhang	PROPN
alkej-938	338	22	,	,	PUNCT
alkej-938	338	23	“	"	PUNCT
alkej-938	338	24	sensible	sensible	ADJ
alkej-938	338	25	multiscale	multiscale	ADJ
alkej-938	338	26	symbol	symbol	NOUN
alkej-938	338	27	dynamic	dynamic	ADJ
alkej-938	338	28	entropy	entropy	NOUN
alkej-938	338	29	for	for	ADP
alkej-938	338	30	fault	fault	NOUN
alkej-938	338	31	diagnosis	diagnosis	NOUN
alkej-938	338	32	of	of	ADP
alkej-938	338	33	bearing	bearing	NOUN
alkej-938	338	34	,	,	PUNCT
alkej-938	338	35	”	"	PUNCT
alkej-938	338	36	international	international	ADJ
alkej-938	338	37	journal	journal	NOUN
alkej-938	338	38	of	of	ADP
alkej-938	338	39	mechanical	mechanical	ADJ
alkej-938	338	40	sciences	science	NOUN
alkej-938	338	41	,	,	PUNCT
alkej-938	338	42	vol	vol	NOUN
alkej-938	338	43	.	.	PROPN
alkej-938	338	44	256	256	NUM
alkej-938	338	45	,	,	PUNCT
alkej-938	338	46	p.	p.	NOUN
alkej-938	338	47	108509	108509	NUM
alkej-938	338	48	,	,	PUNCT
alkej-938	338	49	2023	2023	NUM
alkej-938	338	50	.	.	PUNCT
alkej-938	339	1	[	[	X
alkej-938	339	2	53	53	NUM
alkej-938	339	3	]	]	X
alkej-938	339	4	y.	y.	PROPN
alkej-938	339	5	mi	mi	PROPN
alkej-938	339	6	,	,	PUNCT
alkej-938	339	7	a.	a.	PROPN
alkej-938	339	8	lin	lin	PROPN
alkej-938	339	9	,	,	PUNCT
alkej-938	339	10	d.	d.	PROPN
alkej-938	339	11	gu	gu	PROPN
alkej-938	339	12	,	,	PUNCT
alkej-938	339	13	x.	x.	PROPN
alkej-938	339	14	zhang	zhang	PROPN
alkej-938	339	15	,	,	PUNCT
alkej-938	339	16	and	and	CCONJ
alkej-938	339	17	x.	x.	PROPN
alkej-938	339	18	huang	huang	PROPN
alkej-938	339	19	,	,	PUNCT
alkej-938	339	20	“	"	PUNCT
alkej-938	339	21	bubble	bubble	NOUN
alkej-938	339	22	transfer	transfer	NOUN
alkej-938	339	23	spectral	spectral	ADJ
alkej-938	339	24	entropy	entropy	NOUN
alkej-938	339	25	and	and	CCONJ
alkej-938	339	26	its	its	PRON
alkej-938	339	27	application	application	NOUN
alkej-938	339	28	in	in	ADP
alkej-938	339	29	epilepsy	epilepsy	ADJ
alkej-938	339	30	eeg	eeg	NOUN
alkej-938	339	31	analysis	analysis	NOUN
alkej-938	339	32	,	,	PUNCT
alkej-938	339	33	”	"	PUNCT
alkej-938	339	34	communications	communication	NOUN
alkej-938	339	35	in	in	ADP
alkej-938	339	36	nonlinear	nonlinear	ADJ
alkej-938	339	37	science	science	NOUN
alkej-938	339	38	and	and	CCONJ
alkej-938	339	39	numerical	numerical	PROPN
alkej-938	339	40	simulation	simulation	PROPN
alkej-938	339	41	,	,	PUNCT
alkej-938	339	42	vol	vol	NOUN
alkej-938	339	43	.	.	PROPN
alkej-938	339	44	110	110	NUM
alkej-938	339	45	,	,	PUNCT
alkej-938	339	46	p.	p.	NOUN
alkej-938	339	47	106294	106294	NUM
alkej-938	339	48	,	,	PUNCT
alkej-938	339	49	2022	2022	NUM
alkej-938	339	50	.	.	PUNCT
alkej-938	340	1	[	[	X
alkej-938	340	2	54	54	NUM
alkej-938	340	3	]	]	X
alkej-938	340	4	author(s	author(s	NOUN
alkej-938	340	5	)	)	PUNCT
alkej-938	340	6	,	,	PUNCT
alkej-938	340	7	“	"	PUNCT
alkej-938	340	8	detection	detection	NOUN
alkej-938	340	9	of	of	ADP
alkej-938	340	10	sudden	sudden	ADJ
alkej-938	340	11	cardiac	cardiac	ADJ
alkej-938	340	12	death	death	NOUN
alkej-938	340	13	by	by	ADP
alkej-938	340	14	a	a	DET
alkej-938	340	15	comparative	comparative	ADJ
alkej-938	340	16	study	study	NOUN
alkej-938	340	17	of	of	ADP
alkej-938	340	18	heart	heart	NOUN
alkej-938	340	19	rate	rate	NOUN
alkej-938	340	20	variability	variability	NOUN
alkej-938	340	21	in	in	ADP
alkej-938	340	22	normal	normal	ADJ
alkej-938	340	23	and	and	CCONJ
alkej-938	340	24	abnormal	abnormal	ADJ
alkej-938	340	25	heart	heart	NOUN
alkej-938	340	26	conditions	condition	NOUN
alkej-938	340	27	,	,	PUNCT
alkej-938	340	28	”	"	PUNCT
alkej-938	340	29	journal	journal	NOUN
alkej-938	340	30	name	name	NOUN
alkej-938	340	31	,	,	PUNCT
alkej-938	340	32	vol	vol	NOUN
alkej-938	340	33	.	.	PUNCT
alkej-938	341	1	volume	volume	NOUN
alkej-938	341	2	,	,	PUNCT
alkej-938	341	3	no	no	INTJ
alkej-938	341	4	.	.	PUNCT
alkej-938	341	5	number	number	NOUN
alkej-938	341	6	,	,	PUNCT
alkej-938	341	7	p.	p.	NOUN
alkej-938	341	8	page	page	NOUN
alkej-938	341	9	range	range	NOUN
alkej-938	341	10	,	,	PUNCT
alkej-938	341	11	year	year	NOUN
alkej-938	341	12	.	.	PUNCT
alkej-938	342	1	[	[	X
alkej-938	342	2	55	55	NUM
alkej-938	342	3	]	]	PUNCT
alkej-938	342	4	m.	m.	PROPN
alkej-938	342	5	w.	w.	PROPN
alkej-938	342	6	flood	flood	PROPN
alkej-938	342	7	and	and	CCONJ
alkej-938	342	8	b.	b.	PROPN
alkej-938	342	9	grimm	grimm	PROPN
alkej-938	342	10	,	,	PUNCT
alkej-938	342	11	“	"	PUNCT
alkej-938	342	12	entropyhub	entropyhub	NOUN
alkej-938	342	13	:	:	PUNCT
alkej-938	342	14	an	an	DET
alkej-938	342	15	open	open	ADJ
alkej-938	342	16	-	-	PUNCT
alkej-938	342	17	source	source	NOUN
alkej-938	342	18	toolkit	toolkit	NOUN
alkej-938	342	19	for	for	ADP
alkej-938	342	20	entropic	entropic	ADJ
alkej-938	342	21	time	time	NOUN
alkej-938	342	22	series	series	NOUN
alkej-938	342	23	analysis	analysis	NOUN
alkej-938	342	24	,	,	PUNCT
alkej-938	342	25	”	"	PUNCT
alkej-938	342	26	plos	plos	PROPN
alkej-938	342	27	one	one	NUM
alkej-938	342	28	,	,	PUNCT
alkej-938	342	29	vol	vol	NOUN
alkej-938	342	30	.	.	PROPN
alkej-938	342	31	16	16	NUM
alkej-938	342	32	,	,	PUNCT
alkej-938	342	33	no	no	INTJ
alkej-938	342	34	.	.	NOUN
alkej-938	342	35	11	11	NUM
alkej-938	342	36	,	,	PUNCT
alkej-938	342	37	p.	p.	NOUN
alkej-938	342	38	e0259448	e0259448	NOUN
alkej-938	342	39	,	,	PUNCT
alkej-938	342	40	2021	2021	NUM
alkej-938	342	41	.	.	PUNCT
alkej-938	343	1	[	[	X
alkej-938	343	2	56	56	NUM
alkej-938	343	3	]	]	X
alkej-938	343	4	f.	f.	PROPN
alkej-938	343	5	a.	a.	PROPN
alkej-938	343	6	gers	gers	PROPN
alkej-938	343	7	,	,	PUNCT
alkej-938	343	8	j.	j.	PROPN
alkej-938	343	9	schmidhuber	schmidhuber	PROPN
alkej-938	343	10	,	,	PUNCT
alkej-938	343	11	and	and	CCONJ
alkej-938	343	12	f.	f.	PROPN
alkej-938	343	13	cummins	cummins	PROPN
alkej-938	343	14	,	,	PUNCT
alkej-938	343	15	“	"	PUNCT
alkej-938	343	16	learning	learn	VERB
alkej-938	343	17	to	to	PART
alkej-938	343	18	forget	forget	VERB
alkej-938	343	19	:	:	PUNCT
alkej-938	343	20	continual	continual	ADJ
alkej-938	343	21	prediction	prediction	NOUN
alkej-938	343	22	with	with	ADP
alkej-938	343	23	lstm	lstm	NOUN
alkej-938	343	24	,	,	PUNCT
alkej-938	343	25	”	"	PUNCT
alkej-938	343	26	neural	neural	ADJ
alkej-938	343	27	computation	computation	NOUN
alkej-938	343	28	,	,	PUNCT
alkej-938	343	29	vol	vol	NOUN
alkej-938	343	30	.	.	PROPN
alkej-938	343	31	12	12	NUM
alkej-938	343	32	,	,	PUNCT
alkej-938	343	33	no	no	INTJ
alkej-938	343	34	.	.	NOUN
alkej-938	343	35	10	10	NUM
alkej-938	343	36	,	,	PUNCT
alkej-938	343	37	pp	pp	ADJ
alkej-938	343	38	.	.	PUNCT
alkej-938	343	39	2451–2471	2451–2471	NUM
alkej-938	343	40	,	,	PUNCT
alkej-938	343	41	2000	2000	NUM
alkej-938	343	42	.	.	PUNCT
alkej-938	344	1	[	[	X
alkej-938	344	2	57	57	NUM
alkej-938	344	3	]	]	PUNCT
alkej-938	344	4	k.	k.	PROPN
alkej-938	344	5	greff	greff	PROPN
alkej-938	344	6	,	,	PUNCT
alkej-938	344	7	r.	r.	PROPN
alkej-938	344	8	k.	k.	PROPN
alkej-938	344	9	srivastava	srivastava	PROPN
alkej-938	344	10	,	,	PUNCT
alkej-938	344	11	j.	j.	PROPN
alkej-938	344	12	koutn´ık	koutn´ık	PROPN
alkej-938	344	13	,	,	PUNCT
alkej-938	344	14	b.	b.	PROPN
alkej-938	344	15	r.	r.	PROPN
alkej-938	344	16	steunebrink	steunebrink	PROPN
alkej-938	344	17	,	,	PUNCT
alkej-938	344	18	and	and	CCONJ
alkej-938	344	19	j.	j.	PROPN
alkej-938	344	20	schmidhuber	schmidhuber	PROPN
alkej-938	344	21	,	,	PUNCT
alkej-938	344	22	“	"	PUNCT
alkej-938	344	23	lstm	lstm	NOUN
alkej-938	344	24	:	:	PUNCT
alkej-938	344	25	a	a	DET
alkej-938	344	26	search	search	NOUN
alkej-938	344	27	space	space	NOUN
alkej-938	344	28	odyssey	odyssey	NOUN
alkej-938	344	29	,	,	PUNCT
alkej-938	344	30	”	"	PUNCT
alkej-938	344	31	ieee	ieee	NOUN
alkej-938	344	32	transactions	transaction	NOUN
alkej-938	344	33	on	on	ADP
alkej-938	344	34	neural	neural	ADJ
alkej-938	344	35	networks	network	NOUN
alkej-938	344	36	and	and	CCONJ
alkej-938	344	37	learning	learning	NOUN
alkej-938	344	38	systems	system	NOUN
alkej-938	344	39	,	,	PUNCT
alkej-938	344	40	vol	vol	NOUN
alkej-938	344	41	.	.	PROPN
alkej-938	344	42	28	28	NUM
alkej-938	344	43	,	,	PUNCT
alkej-938	344	44	no	no	INTJ
alkej-938	344	45	.	.	NOUN
alkej-938	344	46	10	10	NUM
alkej-938	344	47	,	,	PUNCT
alkej-938	344	48	pp	pp	ADJ
alkej-938	344	49	.	.	PUNCT
alkej-938	344	50	2222–2232	2222–2232	NUM
alkej-938	344	51	,	,	PUNCT
alkej-938	344	52	2016	2016	NUM
alkej-938	344	53	.	.	PUNCT
alkej-938	345	1	[	[	X
alkej-938	345	2	58	58	NUM
alkej-938	345	3	]	]	X
alkej-938	345	4	z.	z.	PROPN
alkej-938	345	5	cui	cui	PROPN
alkej-938	345	6	,	,	PUNCT
alkej-938	345	7	r.	r.	PROPN
alkej-938	345	8	ke	ke	PROPN
alkej-938	345	9	,	,	PUNCT
alkej-938	345	10	z.	z.	PROPN
alkej-938	345	11	pu	pu	PROPN
alkej-938	345	12	,	,	PUNCT
alkej-938	345	13	and	and	CCONJ
alkej-938	345	14	y.	y.	PROPN
alkej-938	345	15	wang	wang	PROPN
alkej-938	345	16	,	,	PUNCT
alkej-938	345	17	“	"	PUNCT
alkej-938	345	18	deep	deep	ADJ
alkej-938	345	19	bidirectional	bidirectional	NOUN
alkej-938	345	20	and	and	CCONJ
alkej-938	345	21	unidirectional	unidirectional	ADJ
alkej-938	345	22	lstm	lstm	NOUN
alkej-938	345	23	recurrent	recurrent	ADJ
alkej-938	345	24	neural	neural	ADJ
alkej-938	345	25	network	network	NOUN
alkej-938	345	26	for	for	ADP
alkej-938	345	27	network	network	NOUN
alkej-938	345	28	-	-	PUNCT
alkej-938	345	29	wide	wide	ADJ
alkej-938	345	30	traffic	traffic	NOUN
alkej-938	345	31	speed	speed	NOUN
alkej-938	345	32	prediction	prediction	NOUN
alkej-938	345	33	,	,	PUNCT
alkej-938	345	34	”	"	PUNCT
alkej-938	345	35	arxiv	arxiv	PROPN
alkej-938	345	36	preprint	preprint	NOUN
alkej-938	345	37	arxiv:1801.02143	arxiv:1801.02143	NOUN
alkej-938	345	38	,	,	PUNCT
alkej-938	345	39	2018	2018	NUM
alkej-938	345	40	.	.	PUNCT
alkej-938	346	1	(	(	PUNCT
alkej-938	346	2	2024	2024	NUM
alkej-938	346	3	)	)	PUNCT
alkej-938	346	4	1	1	NUM
alkej-938	346	5	-	-	SYM
alkej-938	346	6	12	12	NUM
alkej-938	346	7	،	،	NOUN
alkej-938	346	8	صفحة	صفحة	PROPN
alkej-938	346	9	4	4	NUM
alkej-938	346	10	،	،	X
alkej-938	346	11	العدد20مجلة	العدد20مجلة	PROPN
alkej-938	346	12	الخوارزمي	الخوارزمي	VERB
alkej-938	346	13	الهندسية	الهندسية	PROPN
alkej-938	346	14	المجلد	المجلد	PROPN
alkej-938	346	15	نور	نور	PROPN
alkej-938	346	16	كمال	كمال	PROPN
alkej-938	346	17	القزاز	القزاز	PROPN
alkej-938	346	18	12	12	NUM
alkej-938	346	19	تخطيط	تخطيط	ADJ
alkej-938	346	20	الدماغ	الدماغ	NOUN
alkej-938	346	21	الخرف	الخرف	PROPN
alkej-938	346	22	من	من	PROPN
alkej-938	346	23	إشاراتنموذج	إشاراتنموذج	PROPN
alkej-938	346	24	التعلم	التعلم	PROPN
alkej-938	346	25	العميق	العميق	PROPN
alkej-938	346	26	للتنبؤ	للتنبؤ	NOUN
alkej-938	346	27	بشدة	بشدة	NOUN
alkej-938	347	1	5،4يتي	5،4يتي	NUM
alkej-938	347	2	أنوم	أنوم	NOUN
alkej-938	347	3	أحمد	أحمد	ADJ
alkej-938	347	4	،	،	X
alkej-938	347	5	س3،2	س3،2	PUNCT
alkej-938	347	6	*	*	SYM
alkej-938	347	7	،	،	X
alkej-938	347	8	شوال	شوال	ADJ
alkej-938	347	9	حميد	حميد	PROPN
alkej-938	347	10	بن	بن	ADP
alkej-938	347	11	محمد	محمد	PROPN
alkej-938	347	12	علي1نور	علي1نور	PROPN
alkej-938	347	13	كمال	كمال	PROPN
alkej-938	347	14	القزاز	القزاز	NOUN
alkej-938	348	1	قسم	قسم	PROPN
alkej-938	348	2	الهندسة	الهندسة	PROPN
alkej-938	348	3	الطبية	الطبية	PROPN
alkej-938	348	4	الحيوية	الحيوية	PROPN
alkej-938	348	5	،	،	PROPN
alkej-938	348	6	كلية	كلية	PROPN
alkej-938	348	7	الخوارزمي	الخوارزمي	PROPN
alkej-938	348	8	للهندسة	للهندسة	PROPN
alkej-938	348	9	،	،	PROPN
alkej-938	348	10	جامعة	جامعة	PROPN
alkej-938	348	11	بغداد	بغداد	PROPN
alkej-938	348	12	،	،	PROPN
alkej-938	348	13	بغداد	بغداد	PROPN
alkej-938	348	14	،	،	PROPN
alkej-938	348	15	العراق1	العراق1	PROPN
alkej-938	348	16	سيالنغور	سيالنغور	PROPN
alkej-938	348	17	،	،	X
alkej-938	349	1	ماليزيا	ماليزيا	PROPN
alkej-938	349	2	قسم	قسم	INTJ
alkej-938	349	3	الهندسة	الهندسة	VERB
alkej-938	349	4	الكهربائية	الكهربائية	NOUN
alkej-938	349	5	واإللكترونية	واإللكترونية	PROPN
alkej-938	349	6	والنظم	والنظم	PROPN
alkej-938	349	7	،	،	PROPN
alkej-938	349	8	كلية	كلية	PROPN
alkej-938	349	9	الهندسة	الهندسة	PROPN
alkej-938	349	10	والبيئة	والبيئة	PROPN
alkej-938	349	11	المبنية	المبنية	PROPN
alkej-938	349	12	،	،	PROPN
alkej-938	349	13	جامعة	جامعة	PROPN
alkej-938	349	14	كيبانغسان	كيبانغسان	VERB
alkej-938	349	15	ماليزيا	ماليزيا	VERB
alkej-938	349	16	،	،	X
alkej-938	349	17	2	2	NUM
alkej-938	349	18	سيالنغور	سيالنغور	PROPN
alkej-938	349	19	،	،	X
alkej-938	349	20	ماليزياا	ماليزياا	PROPN
alkej-938	349	21	،	،	PROPN
alkej-938	349	22	مركز	مركز	PROPN
alkej-938	349	23	الهندسة	الهندسة	PROPN
alkej-938	349	24	اإللكترونية	اإللكترونية	PROPN
alkej-938	349	25	وهندسة	وهندسة	PROPN
alkej-938	349	26	االتصاالت	االتصاالت	PROPN
alkej-938	349	27	المتقدمة	المتقدمة	PROPN
alkej-938	349	28	،	،	PROPN
alkej-938	350	1	قسم	قسم	PROPN
alkej-938	350	2	الهندسة	الهندسة	VERB
alkej-938	350	3	الكهربائية	الكهربائية	NOUN
alkej-938	350	4	واإللكترونية	واإللكترونية	NOUN
alkej-938	350	5	وهندسة	وهندسة	PROPN
alkej-938	350	6	النظم	النظم	PROPN
alkej-938	350	7	،	،	PROPN
alkej-938	350	8	جامعة	جامعة	PROPN
alkej-938	350	9	كيبانغسان	كيبانغسان	PROPN
alkej-938	350	10	،	،	X
alkej-938	350	11	ماليزي	ماليزي	NUM
alkej-938	350	12	3	3	NUM
alkej-938	350	13	قسم	قسم	NOUN
alkej-938	350	14	الهندسة	الهندسة	VERB
alkej-938	350	15	الكهربائية	الكهربائية	NOUN
alkej-938	350	16	واإللكترونية	واإللكترونية	PROPN
alkej-938	350	17	،	،	PROPN
alkej-938	350	18	كلية	كلية	PROPN
alkej-938	350	19	الهندسة	الهندسة	PROPN
alkej-938	350	20	،	،	PROPN
alkej-938	350	21	جامعة	جامعة	PROPN
alkej-938	350	22	بوترا	بوترا	NOUN
alkej-938	350	23	ماليزيا	ماليزيا	PROPN
alkej-938	350	24	،	،	PROPN
alkej-938	350	25	سيالنغور	سيالنغور	PROPN
alkej-938	350	26	،	،	NOUN
alkej-938	351	1	ماليزيا	ماليزيا	NOUN
alkej-938	351	2	4	4	NUM
alkej-938	351	3	5	5	NUM
alkej-938	351	4	المعهد	المعهد	NOUN
alkej-938	351	5	الماليزي	الماليزي	ADV
alkej-938	352	1	لبحوث	لبحوث	PROPN
alkej-938	352	2	الشيخوخة	الشيخوخة	PROPN
alkej-938	352	3	،	،	PROPN
alkej-938	352	4	جامعة	جامعة	PROPN
alkej-938	352	5	بوترا	بوترا	NOUN
alkej-938	352	6	ماليزيا	ماليزيا	PROPN
alkej-938	352	7	،	،	X
alkej-938	352	8	سيردانغ	سيردانغ	PROPN
alkej-938	352	9	،	،	X
alkej-938	352	10	سيالنغور	سيالنغور	PROPN
alkej-938	352	11	،	،	NOUN
alkej-938	352	12	ماليزيا	ماليزيا	ADJ
alkej-938	352	13	noobme@kecbu.uobaghdad.edu.iq*البريد	noobme@kecbu.uobaghdad.edu.iq*البريد	NOUN
alkej-938	352	14	االلكتروني	االلكتروني	PROPN
alkej-938	352	15	:	:	PUNCT
alkej-938	352	16	الخالصة	الخالصة	PROPN
alkej-938	352	17	(	(	PUNCT
alkej-938	352	18	بعد	بعد	PROPN
alkej-938	352	19	السكتة	السكتة	PROPN
alkej-938	352	20	mciفرًدا	mciفرًدا	PROPN
alkej-938	352	21	تم	تم	NOUN
alkej-938	352	22	تشخيص	تشخيص	PROPN
alkej-938	352	23	ضعفهم	ضعفهم	ADP
alkej-938	352	24	اإلدراكي	اإلدراكي	PROPN
alkej-938	352	25	الخفيف	الخفيف	CCONJ
alkej-938	352	26	)	)	PUNCT
alkej-938	352	27	15	15	NUM
alkej-938	352	28	(	(	PUNCT
alkej-938	352	29	لـ	لـ	DET
alkej-938	352	30	eegsتهدف	eegsتهدف	ADV
alkej-938	352	31	هذه	هذه	PROPN
alkej-938	352	32	الدراسة	الدراسة	PROPN
alkej-938	352	33	إلى	إلى	PROPN
alkej-938	352	34	تحديد	تحديد	NOUN
alkej-938	352	35	االختالفات	االختالفات	VERB
alkej-938	352	36	في	في	PART
alkej-938	352	37	مخطط	مخطط	PROPN
alkej-938	352	38	كهربية	كهربية	NOUN
alkej-938	352	39	الدماغ	الدماغ	NOUN
alkej-938	352	40	)	)	PUNCT
alkej-938	352	41	(	(	PUNCT
alkej-938	352	42	الذين	الذين	PROPN
alkej-938	352	43	كانوا	كانوا	PROPN
alkej-938	352	44	يؤدون	يؤدون	PROPN
alkej-938	352	45	مهمة	مهمة	NOUN
alkej-938	352	46	الذاكرة	الذاكرة	PROPN
alkej-938	352	47	ncشخًصا	ncشخًصا	VERB
alkej-938	352	48	يتمتعون	يتمتعون	PROPN
alkej-938	352	49	بصحة	بصحة	NOUN
alkej-938	352	50	جيدة	جيدة	VERB
alkej-938	352	51	.	.	PUNCT
alkej-938	353	1	التحكم	التحكم	NOUN
alkej-938	353	2	الطبيعي	الطبيعي	PROPN
alkej-938	353	3	)	)	PUNCT
alkej-938	353	4	15	15	NUM
alkej-938	353	5	(	(	PUNCT
alkej-938	353	6	،	،	X
alkej-938	353	7	و	و	PRON
alkej-938	353	8	vdمن	vdمن	PROPN
alkej-938	353	9	الخرف	الخرف	PROPN
alkej-938	353	10	الوعائي	الوعائي	PROPN
alkej-938	353	11	)	)	PUNCT
alkej-938	353	12	أفراد	أفراد	PROPN
alkej-938	353	13	كانوا	كانوا	NOUN
alkej-938	353	14	يعانون	يعانون	NOUN
alkej-938	353	15	5الدماغية	5الدماغية	NUM
alkej-938	353	16	،	،	NOUN
alkej-938	353	17	و	و	X
alkej-938	353	18	.	.	PUNCT
alkej-938	354	1	تشمل	تشمل	PROPN
alkej-938	354	2	الطريقة	الطريقة	PROPN
alkej-938	354	3	المقترحة	المقترحة	PROPN
alkej-938	354	4	حساب	حساب	PROPN
alkej-938	354	5	eeg	eeg	PROPN
alkej-938	354	6	(	(	PUNCT
alkej-938	354	7	.	.	PUNCT
alkej-938	355	1	تم	تم	PROPN
alkej-938	355	2	استخدام	استخدام	PROPN
alkej-938	355	3	المرشحات	المرشحات	PROPN
alkej-938	355	4	التقليدية	التقليدية	PROPN
alkej-938	355	5	بما	بما	PROPN
alkej-938	356	1	في	في	DET
alkej-938	356	2	ذلك	ذلك	NOUN
alkej-938	356	3	مرشحات	مرشحات	PROPN
alkej-938	356	4	الشق	الشق	PROPN
alkej-938	356	5	والعصابة	والعصابة	PROPN
alkej-938	356	6	إلزالة	إلزالة	PROPN
alkej-938	356	7	الضوضاء	الضوضاء	NOUN
alkej-938	356	8	من	من	INTJ
alkej-938	356	9	بيانات	بيانات	NOUN
alkej-938	356	10	wmالعاملة	wmالعاملة	NOUN
alkej-938	356	11	)	)	PUNCT
alkej-938	356	12	(	(	PUNCT
alkej-938	356	13	لميزات	لميزات	ADJ
alkej-938	356	14	تسلسل	تسلسل	NOUN
alkej-938	356	15	البيانات	البيانات	PROPN
alkej-938	356	16	األحادية	األحادية	PROPN
alkej-938	356	17	.	.	PUNCT
alkej-938	357	1	تستخدم	تستخدم	PROPN
alkej-938	357	2	sydyen	sydyen	PROPN
alkej-938	357	3	(	(	PUNCT
alkej-938	357	4	واالنتروبيا	واالنتروبيا	PROPN
alkej-938	357	5	الديناميكية	الديناميكية	NOUN
alkej-938	357	6	الرمزية	الرمزية	VERB
alkej-938	357	7	)	)	PUNCT
alkej-938	357	8	bubben	bubben	PROPN
alkej-938	357	9	(	(	PUNCT
alkej-938	357	10	،	،	NOUN
alkej-938	357	11	وإنتروبيا	وإنتروبيا	NOUN
alkej-938	357	12	الفقاعة	الفقاعة	PROPN
alkej-938	357	13	)	)	PUNCT
alkej-938	357	14	attenنتباه	attenنتباه	VERB
alkej-938	357	15	)	)	PUNCT
alkej-938	357	16	تقديرات	تقديرات	NOUN
alkej-938	357	17	إنتروبيا	إنتروبيا	NOUN
alkej-938	357	18	اال	اال	VERB
alkej-938	357	19	ئمة	ئمة	NOUN
alkej-938	357	20	(	(	PUNCT
alkej-938	357	21	لتصنيف	لتصنيف	PROPN
alkej-938	357	22	شدة	شدة	PROPN
alkej-938	357	23	مرضى	مرضى	PROPN
alkej-938	357	24	الخرف	الخرف	PROPN
alkej-938	357	25	تلقائيًا	تلقائيًا	PROPN
alkej-938	358	1	من	من	PRON
alkej-938	358	2	خالل	خالل	PROPN
alkej-938	358	3	التسجيالت	التسجيالت	PROPN
alkej-938	358	4	غير	غير	AUX
alkej-938	358	5	الغازية	الغازية	VERB
alkej-938	358	6	القاlstmهذه	القاlstmهذه	ADV
alkej-938	359	1	الدراسة	الدراسة	AUX
alkej-938	359	2	الشبكة	الشبكة	PROPN
alkej-938	359	3	العصبية	العصبية	PROPN
alkej-938	359	4	للتعلم	للتعلم	PROPN
alkej-938	359	5	العميق	العميق	PROPN
alkej-938	359	6	للذاكرة	للذاكرة	PROPN
alkej-938	359	7	طويلة	طويلة	PROPN
alkej-938	359	8	المدى	المدى	NOUN
alkej-938	359	9	)	)	PUNCT
alkej-938	359	10	sydyenو	sydyenو	NOUN
alkej-938	359	11	bubben	bubben	PROPN
alkej-938	359	12	٪	٪	NOUN
alkej-938	359	13	من	من	PRON
alkej-938	359	14	منتجات	منتجات	ADV
alkej-938	359	15	88.9متوسط	88.9متوسط	AUX
alkej-938	359	16	attenمع	attenمع	PROPN
alkej-938	359	17	lstmعلى	lstmعلى	PROPN
alkej-938	359	18	تخطيط	تخطيط	PROPN
alkej-938	359	19	كهربية	كهربية	PROPN
alkej-938	359	20	الدماغ	الدماغ	NOUN
alkej-938	359	21	.	.	PUNCT
alkej-938	360	1	من	من	NUM
alkej-938	360	2	حيث	حيث	PROPN
alkej-938	360	3	دقة	دقة	PROPN
alkej-938	360	4	التصنيف	التصنيف	PROPN
alkej-938	360	5	،	،	PROPN
alkej-938	360	6	تتجاوز	تتجاوز	PROPN
alkej-938	360	7	نتائج	نتائج	PROPN
alkej-938	360	8	تصنيف	تصنيف	VERB
alkej-938	360	9	٪	٪	NOUN
alkej-938	360	10	على	على	PROPN
alkej-938	360	11	التوالي	التوالي	NOUN
alkej-938	360	12	.	.	PUNCT
alkej-938	361	1	بناًء	بناًء	NUM
alkej-938	361	2	على	على	PROPN
alkej-938	361	3	تحليل	تحليل	PROPN
alkej-938	361	4	مجموعة	مجموعة	PROPN
alkej-938	361	5	بيانات	بيانات	PROPN
alkej-938	361	6	شدة	شدة	PROPN
alkej-938	361	7	الخرف	الخرف	NOUN
alkej-938	361	8	القائمة	القائمة	PROPN
alkej-938	361	9	على	على	PROPN
alkej-938	361	10	تخطيط	تخطيط	ADJ
alkej-938	361	11	دماغ	دماغ	NOUN
alkej-938	361	12	الدماغ	الدماغ	PROPN
alkej-938	361	13	،	،	X
alkej-938	361	14	تشير	تشير	VERB
alkej-938	361	15	77.7	77.7	NUM
alkej-938	361	16	٪	٪	NOUN
alkej-938	361	17	و	و	PRON
alkej-938	361	18	69.2المستخدمة	69.2المستخدمة	NUM
alkej-938	361	19	األخرى	األخرى	PROPN
alkej-938	361	20	بنتائج	بنتائج	NOUN
alkej-938	361	21	تصنيف	تصنيف	VERB
alkej-938	361	22	eegالقدرة	eegالقدرة	PROPN
alkej-938	361	23	على	على	PROPN
alkej-938	361	24	التقاط	التقاط	PROPN
alkej-938	361	25	األنماط	األنماط	PROPN
alkej-938	361	26	والميزات	والميزات	VERB
alkej-938	361	27	ذات	ذات	NOUN
alkej-938	361	28	الصلة	الصلة	NOUN
alkej-938	361	29	في	في	ADP
alkej-938	361	30	attenيمكن	attenيمكن	NOUN
alkej-938	361	31	أن	أن	AUX
alkej-938	361	32	يكون	يكون	VERB
alkej-938	361	33	بمثابة	بمثابة	PROPN
alkej-938	361	34	عالمة	عالمة	PROPN
alkej-938	361	35	حيوية	حيوية	PROPN
alkej-938	361	36	الكتشاف	الكتشاف	PROPN
alkej-938	361	37	شدة	شدة	PROPN
alkej-938	361	38	الخرف	الخرف	NOUN
alkej-938	361	39	.	.	PUNCT
alkej-938	362	1	لدى	لدى	PROPN
alkej-938	362	2	attenتائج	attenتائج	PROPN
alkej-938	362	3	إلى	إلى	NOUN
alkej-938	362	4	أن	أن	ADP
alkej-938	362	5	الن	الن	PROPN
alkej-938	362	6	،	،	PROPN
alkej-938	362	7	وقد	وقد	PROPN
alkej-938	362	8	يكون	يكون	PROPN
alkej-938	363	1	فعااًل	فعااًل	PROPN
alkej-938	363	2	في	في	DET
alkej-938	363	3	تحديد	تحديد	NOUN
alkej-938	363	4	cnوالمشاركين	cnوالمشاركين	VERB
alkej-938	363	5	في	في	ADP
alkej-938	363	6	mciو	mciو	PROPN
alkej-938	363	7	vdللتمييز	vdللتمييز	NOUN
alkej-938	363	8	بشكل	بشكل	NOUN
alkej-938	363	9	أفضل	أفضل	NOUN
alkej-938	363	10	بين	بين	AUX
alkej-938	363	11	مرضى	مرضى	PROPN
alkej-938	363	12	lstm	lstm	PROPN
alkej-938	363	13	rnnوقد	rnnوقد	PROPN
alkej-938	363	14	يكون	يكون	PROPN
alkej-938	363	15	مؤشًرا	مؤشًرا	PROPN
alkej-938	363	16	على	على	PROPN
alkej-938	363	17	شدة	شدة	NOUN
alkej-938	363	18	الخرف	الخرف	NOUN
alkej-938	363	19	مع	مع	INTJ
alkej-938	363	20	.mciو	.mciو	PROPN
alkej-938	363	21	vdضى	vdضى	PROPN
alkej-938	363	22	الذين	الذين	PROPN
alkej-938	363	23	يعانون	يعانون	PROPN
alkej-938	364	1	من	من	DET
alkej-938	364	2	المر	المر	NOUN
alkej-938	364	3	mailto:noobme@kecbu.uobaghdad.edu.iq	mailto:noobme@kecbu.uobaghdad.edu.iq	ADJ
alkej-938	364	4	abstract	abstract	ADJ
alkej-938	364	5	1	1	NUM
alkej-938	364	6	.	.	PUNCT
alkej-938	364	7	introduction	introduction	NOUN
alkej-938	364	8	2	2	NUM
alkej-938	364	9	.	.	PUNCT
alkej-938	364	10	materials	material	NOUN
alkej-938	364	11	and	and	CCONJ
alkej-938	364	12	methods	method	NOUN
alkej-938	364	13	2.1	2.1	NUM
alkej-938	364	14	subjects	subject	NOUN
alkej-938	364	15	and	and	CCONJ
alkej-938	364	16	eeg	eeg	NOUN
alkej-938	364	17	recording	recording	NOUN
alkej-938	364	18	procedure	procedure	NOUN
alkej-938	364	19	2.2	2.2	NUM
alkej-938	364	20	preprocessing	preprocessing	NOUN
alkej-938	364	21	stage	stage	NOUN
alkej-938	364	22	2.3	2.3	NUM
alkej-938	364	23	feature	feature	NOUN
alkej-938	364	24	extraction	extraction	NOUN
alkej-938	364	25	stage	stage	NOUN
alkej-938	364	26	2.4	2.4	NUM
alkej-938	364	27	dementia	dementia	NOUN
alkej-938	364	28	classification	classification	NOUN
alkej-938	364	29	using	use	VERB
alkej-938	364	30	lstm	lstm	ADJ
alkej-938	364	31	model	model	NOUN
alkej-938	364	32	3	3	PROPN
alkej-938	364	33	.	.	NOUN
alkej-938	364	34	results	result	NOUN
alkej-938	364	35	and	and	CCONJ
alkej-938	364	36	discussion	discussion	NOUN
alkej-938	364	37	4	4	NUM
alkej-938	364	38	.	.	PUNCT
alkej-938	365	1	conclusion	conclusion	NOUN
alkej-938	365	2	references	reference	NOUN
