id	sid	tid	token	lemma	pos
ijassa-1251	1	1	microsoft	microsoft	PROPN
ijassa-1251	1	2	word	word	PROPN
ijassa-1251	1	3	8._done_1251	8._done_1251	NUM
ijassa-1251	1	4	-	-	PUNCT
ijassa-1251	1	5	article	article	NOUN
ijassa-1251	1	6	text-5754	text-5754	NOUN
ijassa-1251	1	7	-	-	PUNCT
ijassa-1251	1	8	1	1	NUM
ijassa-1251	1	9	-	-	PUNCT
ijassa-1251	1	10	18	18	NUM
ijassa-1251	1	11	-	-	SYM
ijassa-1251	1	12	20230405	20230405	NUM
ijassa-1251	1	13	adv	adv	PROPN
ijassa-1251	1	14	syst	syst	PROPN
ijassa-1251	1	15	sci	sci	PROPN
ijassa-1251	1	16	appl	appl	PROPN
ijassa-1251	1	17	2023	2023	NUM
ijassa-1251	1	18	;	;	PUNCT
ijassa-1251	1	19	01	01	NUM
ijassa-1251	1	20	;	;	PUNCT
ijassa-1251	1	21	69	69	NUM
ijassa-1251	1	22	-	-	SYM
ijassa-1251	1	23	90	90	NUM
ijassa-1251	1	24	published	publish	VERB
ijassa-1251	1	25	online	online	ADV
ijassa-1251	1	26	at	at	ADP
ijassa-1251	1	27	https://ijassa.ipu.ru	https://ijassa.ipu.ru	ADV
ijassa-1251	1	28	.	.	PUNCT
ijassa-1251	2	1	a	a	DET
ijassa-1251	2	2	novel	novel	ADJ
ijassa-1251	2	3	method	method	NOUN
ijassa-1251	2	4	for	for	ADP
ijassa-1251	2	5	predicting	predict	VERB
ijassa-1251	2	6	technology	technology	NOUN
ijassa-1251	2	7	trends	trend	NOUN
ijassa-1251	2	8	based	base	VERB
ijassa-1251	2	9	on	on	ADP
ijassa-1251	2	10	processing	process	VERB
ijassa-1251	2	11	multiple	multiple	ADJ
ijassa-1251	2	12	data	datum	NOUN
ijassa-1251	2	13	sources	source	NOUN
ijassa-1251	2	14	nguyen	nguyen	PROPN
ijassa-1251	2	15	thanh	thanh	VERB
ijassa-1251	3	1	viet1,2	viet1,2	PROPN
ijassa-1251	3	2	*	*	PROPN
ijassa-1251	3	3	*	*	NOUN
ijassa-1251	3	4	,	,	PUNCT
ijassa-1251	3	5	alla	alla	X
ijassa-1251	3	6	kravets1,3	kravets1,3	PROPN
ijassa-1251	3	7	1	1	NUM
ijassa-1251	3	8	)	)	PUNCT
ijassa-1251	3	9	volgograd	volgograd	PROPN
ijassa-1251	3	10	state	state	PROPN
ijassa-1251	3	11	technical	technical	PROPN
ijassa-1251	3	12	university	university	PROPN
ijassa-1251	3	13	,	,	PUNCT
ijassa-1251	3	14	volgograd	volgograd	PROPN
ijassa-1251	3	15	,	,	PUNCT
ijassa-1251	3	16	russia	russia	NOUN
ijassa-1251	3	17	2	2	NUM
ijassa-1251	3	18	)	)	PUNCT
ijassa-1251	3	19	pham	pham	PROPN
ijassa-1251	3	20	van	van	PROPN
ijassa-1251	3	21	dong	dong	PROPN
ijassa-1251	3	22	university	university	PROPN
ijassa-1251	3	23	,	,	PUNCT
ijassa-1251	3	24	quang	quang	PROPN
ijassa-1251	3	25	ngai	ngai	PROPN
ijassa-1251	3	26	,	,	PUNCT
ijassa-1251	3	27	vietnam	vietnam	PROPN
ijassa-1251	3	28	3	3	NUM
ijassa-1251	3	29	)	)	PUNCT
ijassa-1251	3	30	dubna	dubna	PROPN
ijassa-1251	3	31	state	state	PROPN
ijassa-1251	3	32	university	university	PROPN
ijassa-1251	3	33	,	,	PUNCT
ijassa-1251	3	34	dubna	dubna	PROPN
ijassa-1251	3	35	,	,	PUNCT
ijassa-1251	3	36	moscow	moscow	PROPN
ijassa-1251	3	37	region	region	NOUN
ijassa-1251	3	38	,	,	PUNCT
ijassa-1251	3	39	russia	russia	PROPN
ijassa-1251	3	40	abstract	abstract	NOUN
ijassa-1251	3	41	:	:	PUNCT
ijassa-1251	3	42	in	in	ADP
ijassa-1251	3	43	order	order	NOUN
ijassa-1251	3	44	to	to	PART
ijassa-1251	3	45	gain	gain	VERB
ijassa-1251	3	46	competing	compete	VERB
ijassa-1251	3	47	capability	capability	NOUN
ijassa-1251	3	48	in	in	ADP
ijassa-1251	3	49	conditions	condition	NOUN
ijassa-1251	3	50	of	of	ADP
ijassa-1251	3	51	quickly	quickly	ADV
ijassa-1251	3	52	scientific	scientific	ADJ
ijassa-1251	3	53	changes	change	NOUN
ijassa-1251	3	54	,	,	PUNCT
ijassa-1251	3	55	it	it	PRON
ijassa-1251	3	56	is	be	AUX
ijassa-1251	3	57	crucial	crucial	ADJ
ijassa-1251	3	58	to	to	PART
ijassa-1251	3	59	track	track	VERB
ijassa-1251	3	60	the	the	DET
ijassa-1251	3	61	evolution	evolution	NOUN
ijassa-1251	3	62	of	of	ADP
ijassa-1251	3	63	existing	exist	VERB
ijassa-1251	3	64	technologies	technology	NOUN
ijassa-1251	3	65	and	and	CCONJ
ijassa-1251	3	66	to	to	PART
ijassa-1251	3	67	explore	explore	VERB
ijassa-1251	3	68	promising	promise	VERB
ijassa-1251	3	69	and	and	CCONJ
ijassa-1251	3	70	emerging	emerge	VERB
ijassa-1251	3	71	technologies	technology	NOUN
ijassa-1251	3	72	.	.	PUNCT
ijassa-1251	4	1	moreover	moreover	ADV
ijassa-1251	4	2	,	,	PUNCT
ijassa-1251	4	3	numerous	numerous	ADJ
ijassa-1251	4	4	previous	previous	ADJ
ijassa-1251	4	5	studies	study	NOUN
ijassa-1251	4	6	showed	show	VERB
ijassa-1251	4	7	that	that	SCONJ
ijassa-1251	4	8	sudden	sudden	ADJ
ijassa-1251	4	9	changes	change	NOUN
ijassa-1251	4	10	in	in	ADP
ijassa-1251	4	11	r&d	r&d	NOUN
ijassa-1251	4	12	and	and	CCONJ
ijassa-1251	4	13	patents	patent	NOUN
ijassa-1251	4	14	are	be	AUX
ijassa-1251	4	15	actually	actually	ADV
ijassa-1251	4	16	correlated	correlate	VERB
ijassa-1251	4	17	with	with	ADP
ijassa-1251	4	18	great	great	ADJ
ijassa-1251	4	19	variations	variation	NOUN
ijassa-1251	4	20	in	in	ADP
ijassa-1251	4	21	the	the	DET
ijassa-1251	4	22	market	market	NOUN
ijassa-1251	4	23	profit	profit	NOUN
ijassa-1251	4	24	of	of	ADP
ijassa-1251	4	25	firms	firm	NOUN
ijassa-1251	4	26	.	.	PUNCT
ijassa-1251	5	1	for	for	ADP
ijassa-1251	5	2	this	this	DET
ijassa-1251	5	3	reason	reason	NOUN
ijassa-1251	5	4	,	,	PUNCT
ijassa-1251	5	5	if	if	SCONJ
ijassa-1251	5	6	stock	stock	NOUN
ijassa-1251	5	7	prices	price	NOUN
ijassa-1251	5	8	of	of	ADP
ijassa-1251	5	9	an	an	DET
ijassa-1251	5	10	enterprise	enterprise	NOUN
ijassa-1251	5	11	keep	keep	NOUN
ijassa-1251	5	12	uptrend	uptrend	NOUN
ijassa-1251	5	13	,	,	PUNCT
ijassa-1251	5	14	then	then	ADV
ijassa-1251	5	15	the	the	DET
ijassa-1251	5	16	technologies	technology	NOUN
ijassa-1251	5	17	developed	develop	VERB
ijassa-1251	5	18	by	by	ADP
ijassa-1251	5	19	considered	consider	VERB
ijassa-1251	5	20	one	one	PRON
ijassa-1251	5	21	will	will	AUX
ijassa-1251	5	22	be	be	AUX
ijassa-1251	5	23	likely	likely	ADJ
ijassa-1251	5	24	to	to	PART
ijassa-1251	5	25	become	become	VERB
ijassa-1251	5	26	promising	promising	ADJ
ijassa-1251	5	27	innovations	innovation	NOUN
ijassa-1251	5	28	in	in	ADP
ijassa-1251	5	29	future	future	NOUN
ijassa-1251	5	30	.	.	PUNCT
ijassa-1251	6	1	in	in	ADP
ijassa-1251	6	2	this	this	DET
ijassa-1251	6	3	paper	paper	NOUN
ijassa-1251	6	4	,	,	PUNCT
ijassa-1251	6	5	we	we	PRON
ijassa-1251	6	6	proposed	propose	VERB
ijassa-1251	6	7	a	a	DET
ijassa-1251	6	8	method	method	NOUN
ijassa-1251	6	9	to	to	PART
ijassa-1251	6	10	predict	predict	VERB
ijassa-1251	6	11	technology	technology	NOUN
ijassa-1251	6	12	trends	trend	NOUN
ijassa-1251	6	13	based	base	VERB
ijassa-1251	6	14	on	on	ADP
ijassa-1251	6	15	processing	process	VERB
ijassa-1251	6	16	multiple	multiple	ADJ
ijassa-1251	6	17	data	datum	NOUN
ijassa-1251	6	18	sources	source	NOUN
ijassa-1251	6	19	by	by	ADP
ijassa-1251	6	20	mining	mining	NOUN
ijassa-1251	6	21	web	web	NOUN
ijassa-1251	6	22	news	news	NOUN
ijassa-1251	6	23	,	,	PUNCT
ijassa-1251	6	24	forecasting	forecast	VERB
ijassa-1251	6	25	stock	stock	NOUN
ijassa-1251	6	26	price	price	NOUN
ijassa-1251	6	27	trends	trend	NOUN
ijassa-1251	6	28	of	of	ADP
ijassa-1251	6	29	high	high	ADJ
ijassa-1251	6	30	-	-	PUNCT
ijassa-1251	6	31	tech	tech	NOUN
ijassa-1251	6	32	companies	company	NOUN
ijassa-1251	6	33	,	,	PUNCT
ijassa-1251	6	34	and	and	CCONJ
ijassa-1251	6	35	patent	patent	NOUN
ijassa-1251	6	36	clustering	cluster	VERB
ijassa-1251	6	37	analysis	analysis	NOUN
ijassa-1251	6	38	.	.	PUNCT
ijassa-1251	7	1	different	different	ADJ
ijassa-1251	7	2	from	from	ADP
ijassa-1251	7	3	other	other	ADJ
ijassa-1251	7	4	studies	study	NOUN
ijassa-1251	7	5	,	,	PUNCT
ijassa-1251	7	6	our	our	PRON
ijassa-1251	7	7	proposed	propose	VERB
ijassa-1251	7	8	method	method	NOUN
ijassa-1251	7	9	promotes	promote	VERB
ijassa-1251	7	10	an	an	DET
ijassa-1251	7	11	idea	idea	NOUN
ijassa-1251	7	12	of	of	ADP
ijassa-1251	7	13	predicting	predict	VERB
ijassa-1251	7	14	technology	technology	NOUN
ijassa-1251	7	15	trends	trend	NOUN
ijassa-1251	7	16	by	by	ADP
ijassa-1251	7	17	forecasting	forecast	VERB
ijassa-1251	7	18	stock	stock	NOUN
ijassa-1251	7	19	price	price	NOUN
ijassa-1251	7	20	trend	trend	NOUN
ijassa-1251	7	21	using	use	VERB
ijassa-1251	7	22	univariate	univariate	ADJ
ijassa-1251	7	23	and	and	CCONJ
ijassa-1251	7	24	multivariate	multivariate	VERB
ijassa-1251	7	25	data	datum	NOUN
ijassa-1251	7	26	preparation	preparation	NOUN
ijassa-1251	7	27	approaches	approach	NOUN
ijassa-1251	7	28	,	,	PUNCT
ijassa-1251	7	29	with	with	ADP
ijassa-1251	7	30	the	the	DET
ijassa-1251	7	31	utilization	utilization	NOUN
ijassa-1251	7	32	of	of	ADP
ijassa-1251	7	33	bayesian	bayesian	NOUN
ijassa-1251	7	34	optimization	optimization	NOUN
ijassa-1251	7	35	for	for	ADP
ijassa-1251	7	36	exploring	explore	VERB
ijassa-1251	7	37	best	good	ADJ
ijassa-1251	7	38	hyperparameters	hyperparameter	NOUN
ijassa-1251	7	39	of	of	ADP
ijassa-1251	7	40	machine	machine	NOUN
ijassa-1251	7	41	/	/	SYM
ijassa-1251	7	42	deep	deep	ADJ
ijassa-1251	7	43	learning	learning	NOUN
ijassa-1251	7	44	models	model	NOUN
ijassa-1251	7	45	,	,	PUNCT
ijassa-1251	7	46	also	also	ADV
ijassa-1251	7	47	a	a	DET
ijassa-1251	7	48	new	new	ADJ
ijassa-1251	7	49	method	method	NOUN
ijassa-1251	7	50	for	for	ADP
ijassa-1251	7	51	patent	patent	NOUN
ijassa-1251	7	52	analysis	analysis	NOUN
ijassa-1251	7	53	.	.	PUNCT
ijassa-1251	8	1	besides	besides	SCONJ
ijassa-1251	8	2	,	,	PUNCT
ijassa-1251	8	3	a	a	DET
ijassa-1251	8	4	program	program	NOUN
ijassa-1251	8	5	system	system	NOUN
ijassa-1251	8	6	was	be	AUX
ijassa-1251	8	7	created	create	VERB
ijassa-1251	8	8	for	for	ADP
ijassa-1251	8	9	analyzing	analyze	VERB
ijassa-1251	8	10	word	word	NOUN
ijassa-1251	8	11	burst	burst	NOUN
ijassa-1251	8	12	detection	detection	NOUN
ijassa-1251	8	13	,	,	PUNCT
ijassa-1251	8	14	predicting	predict	VERB
ijassa-1251	8	15	trend	trend	NOUN
ijassa-1251	8	16	of	of	ADP
ijassa-1251	8	17	stock	stock	NOUN
ijassa-1251	8	18	prices	price	NOUN
ijassa-1251	8	19	,	,	PUNCT
ijassa-1251	8	20	and	and	CCONJ
ijassa-1251	8	21	analyzing	analyze	VERB
ijassa-1251	8	22	patent	patent	NOUN
ijassa-1251	8	23	applications	application	NOUN
ijassa-1251	8	24	.	.	PUNCT
ijassa-1251	9	1	after	after	ADP
ijassa-1251	9	2	collecting	collect	VERB
ijassa-1251	9	3	patents	patent	NOUN
ijassa-1251	9	4	of	of	ADP
ijassa-1251	9	5	samsung	samsung	PROPN
ijassa-1251	9	6	electronics	electronics	PROPN
ijassa-1251	9	7	co	co	X
ijassa-1251	9	8	ltd	ltd	PROPN
ijassa-1251	9	9	,	,	PUNCT
ijassa-1251	9	10	as	as	ADP
ijassa-1251	9	11	a	a	DET
ijassa-1251	9	12	case	case	NOUN
ijassa-1251	9	13	study	study	NOUN
ijassa-1251	9	14	,	,	PUNCT
ijassa-1251	9	15	clustering	cluster	VERB
ijassa-1251	9	16	analysis	analysis	NOUN
ijassa-1251	9	17	is	be	AUX
ijassa-1251	9	18	implemented	implement	VERB
ijassa-1251	9	19	on	on	ADP
ijassa-1251	9	20	extracted	extract	VERB
ijassa-1251	9	21	noun	noun	NOUN
ijassa-1251	9	22	phrases	phrase	NOUN
ijassa-1251	9	23	to	to	PART
ijassa-1251	9	24	explore	explore	VERB
ijassa-1251	9	25	technology	technology	NOUN
ijassa-1251	9	26	trends	trend	NOUN
ijassa-1251	9	27	developed	develop	VERB
ijassa-1251	9	28	by	by	ADP
ijassa-1251	9	29	the	the	DET
ijassa-1251	9	30	company	company	NOUN
ijassa-1251	9	31	.	.	PUNCT
ijassa-1251	10	1	these	these	DET
ijassa-1251	10	2	technology	technology	NOUN
ijassa-1251	10	3	trends	trend	NOUN
ijassa-1251	10	4	have	have	AUX
ijassa-1251	10	5	recently	recently	ADV
ijassa-1251	10	6	been	be	AUX
ijassa-1251	10	7	confirmed	confirm	VERB
ijassa-1251	10	8	by	by	ADP
ijassa-1251	10	9	domain	domain	NOUN
ijassa-1251	10	10	experts	expert	NOUN
ijassa-1251	10	11	in	in	ADP
ijassa-1251	10	12	their	their	PRON
ijassa-1251	10	13	corresponding	corresponding	ADJ
ijassa-1251	10	14	published	publish	VERB
ijassa-1251	10	15	articles	article	NOUN
ijassa-1251	10	16	.	.	PUNCT
ijassa-1251	11	1	the	the	DET
ijassa-1251	11	2	obtained	obtain	VERB
ijassa-1251	11	3	forecast	forecast	NOUN
ijassa-1251	11	4	precision	precision	NOUN
ijassa-1251	11	5	is	be	AUX
ijassa-1251	11	6	about	about	ADV
ijassa-1251	11	7	93.8	93.8	NUM
ijassa-1251	11	8	%	%	NOUN
ijassa-1251	11	9	,	,	PUNCT
ijassa-1251	11	10	which	which	PRON
ijassa-1251	11	11	proves	prove	VERB
ijassa-1251	11	12	that	that	SCONJ
ijassa-1251	11	13	the	the	DET
ijassa-1251	11	14	proposed	propose	VERB
ijassa-1251	11	15	method	method	NOUN
ijassa-1251	11	16	gains	gain	VERB
ijassa-1251	11	17	positive	positive	ADJ
ijassa-1251	11	18	reliability	reliability	NOUN
ijassa-1251	11	19	.	.	PUNCT
ijassa-1251	12	1	keywords	keyword	NOUN
ijassa-1251	12	2	:	:	PUNCT
ijassa-1251	12	3	technology	technology	NOUN
ijassa-1251	12	4	forecast	forecast	NOUN
ijassa-1251	12	5	,	,	PUNCT
ijassa-1251	12	6	web	web	NOUN
ijassa-1251	12	7	news	news	NOUN
ijassa-1251	12	8	,	,	PUNCT
ijassa-1251	12	9	stock	stock	NOUN
ijassa-1251	12	10	price	price	NOUN
ijassa-1251	12	11	,	,	PUNCT
ijassa-1251	12	12	samsung	samsung	PROPN
ijassa-1251	12	13	,	,	PUNCT
ijassa-1251	12	14	bayesian	bayesian	NOUN
ijassa-1251	12	15	optimization	optimization	NOUN
ijassa-1251	12	16	,	,	PUNCT
ijassa-1251	12	17	machine	machine	NOUN
ijassa-1251	12	18	learning	learning	NOUN
ijassa-1251	12	19	,	,	PUNCT
ijassa-1251	12	20	deep	deep	ADJ
ijassa-1251	12	21	learning	learning	NOUN
ijassa-1251	12	22	,	,	PUNCT
ijassa-1251	12	23	patent	patent	NOUN
ijassa-1251	12	24	analysis	analysis	NOUN
ijassa-1251	12	25	,	,	PUNCT
ijassa-1251	12	26	keyword	keyword	NOUN
ijassa-1251	12	27	extraction	extraction	NOUN
ijassa-1251	12	28	,	,	PUNCT
ijassa-1251	12	29	clustering	cluster	VERB
ijassa-1251	12	30	analysis	analysis	NOUN
ijassa-1251	12	31	.	.	PUNCT
ijassa-1251	13	1	1	1	X
ijassa-1251	13	2	.	.	X
ijassa-1251	13	3	relationship	relationship	NOUN
ijassa-1251	13	4	between	between	ADP
ijassa-1251	13	5	innovation	innovation	NOUN
ijassa-1251	13	6	and	and	CCONJ
ijassa-1251	13	7	stock	stock	NOUN
ijassa-1251	13	8	prices	price	NOUN
ijassa-1251	13	9	the	the	DET
ijassa-1251	13	10	development	development	NOUN
ijassa-1251	13	11	of	of	ADP
ijassa-1251	13	12	emerging	emerge	VERB
ijassa-1251	13	13	technologies	technology	NOUN
ijassa-1251	13	14	not	not	PART
ijassa-1251	13	15	only	only	ADV
ijassa-1251	13	16	has	have	AUX
ijassa-1251	13	17	affected	affect	VERB
ijassa-1251	13	18	current	current	ADJ
ijassa-1251	13	19	industrial	industrial	ADJ
ijassa-1251	13	20	production	production	NOUN
ijassa-1251	13	21	but	but	CCONJ
ijassa-1251	13	22	also	also	ADV
ijassa-1251	13	23	has	have	AUX
ijassa-1251	13	24	generated	generate	VERB
ijassa-1251	13	25	promising	promising	ADJ
ijassa-1251	13	26	manufacturing	manufacturing	NOUN
ijassa-1251	13	27	opportunities	opportunity	NOUN
ijassa-1251	13	28	that	that	PRON
ijassa-1251	13	29	impact	impact	VERB
ijassa-1251	13	30	significantly	significantly	ADV
ijassa-1251	13	31	on	on	ADP
ijassa-1251	13	32	social	social	ADJ
ijassa-1251	13	33	and	and	CCONJ
ijassa-1251	13	34	economic	economic	ADJ
ijassa-1251	13	35	factors	factor	NOUN
ijassa-1251	13	36	.	.	PUNCT
ijassa-1251	14	1	exploring	explore	VERB
ijassa-1251	14	2	upcoming	upcoming	ADJ
ijassa-1251	14	3	renovation	renovation	NOUN
ijassa-1251	14	4	tendencies	tendency	NOUN
ijassa-1251	14	5	of	of	ADP
ijassa-1251	14	6	emerging	emerge	VERB
ijassa-1251	14	7	technologies	technology	NOUN
ijassa-1251	14	8	prematurely	prematurely	ADV
ijassa-1251	14	9	is	be	AUX
ijassa-1251	14	10	essential	essential	ADJ
ijassa-1251	14	11	for	for	ADP
ijassa-1251	14	12	governments	government	NOUN
ijassa-1251	14	13	,	,	PUNCT
ijassa-1251	14	14	research	research	NOUN
ijassa-1251	14	15	and	and	CCONJ
ijassa-1251	14	16	development	development	NOUN
ijassa-1251	14	17	institutes	institute	NOUN
ijassa-1251	14	18	,	,	PUNCT
ijassa-1251	14	19	and	and	CCONJ
ijassa-1251	14	20	industrial	industrial	ADJ
ijassa-1251	14	21	companies	company	NOUN
ijassa-1251	14	22	in	in	ADP
ijassa-1251	14	23	managing	manage	VERB
ijassa-1251	14	24	strategies	strategy	NOUN
ijassa-1251	14	25	to	to	PART
ijassa-1251	14	26	achieve	achieve	VERB
ijassa-1251	14	27	dominant	dominant	ADJ
ijassa-1251	14	28	advantages	advantage	NOUN
ijassa-1251	14	29	in	in	ADP
ijassa-1251	14	30	business	business	NOUN
ijassa-1251	14	31	competitiveness	competitiveness	NOUN
ijassa-1251	14	32	.	.	PUNCT
ijassa-1251	15	1	moreover	moreover	ADV
ijassa-1251	15	2	,	,	PUNCT
ijassa-1251	15	3	numerous	numerous	ADJ
ijassa-1251	15	4	policy	policy	NOUN
ijassa-1251	15	5	makers	maker	NOUN
ijassa-1251	15	6	and	and	CCONJ
ijassa-1251	15	7	organization	organization	NOUN
ijassa-1251	15	8	managers	manager	NOUN
ijassa-1251	15	9	are	be	AUX
ijassa-1251	15	10	always	always	ADV
ijassa-1251	15	11	conscious	conscious	ADJ
ijassa-1251	15	12	of	of	ADP
ijassa-1251	15	13	the	the	DET
ijassa-1251	15	14	importance	importance	NOUN
ijassa-1251	15	15	of	of	ADP
ijassa-1251	15	16	forecasting	forecast	VERB
ijassa-1251	15	17	the	the	DET
ijassa-1251	15	18	upcoming	upcoming	ADJ
ijassa-1251	15	19	innovation	innovation	NOUN
ijassa-1251	15	20	tendencies	tendency	NOUN
ijassa-1251	15	21	of	of	ADP
ijassa-1251	15	22	emerging	emerge	VERB
ijassa-1251	15	23	technologies	technology	NOUN
ijassa-1251	15	24	for	for	ADP
ijassa-1251	15	25	their	their	PRON
ijassa-1251	15	26	stable	stable	ADJ
ijassa-1251	15	27	developments	development	NOUN
ijassa-1251	15	28	[	[	X
ijassa-1251	15	29	18	18	NUM
ijassa-1251	15	30	]	]	PUNCT
ijassa-1251	15	31	,	,	PUNCT
ijassa-1251	15	32	[	[	X
ijassa-1251	15	33	48	48	NUM
ijassa-1251	15	34	]	]	PUNCT
ijassa-1251	15	35	.	.	PUNCT
ijassa-1251	16	1	on	on	ADP
ijassa-1251	16	2	the	the	DET
ijassa-1251	16	3	other	other	ADJ
ijassa-1251	16	4	hand	hand	NOUN
ijassa-1251	16	5	,	,	PUNCT
ijassa-1251	16	6	over	over	ADP
ijassa-1251	16	7	the	the	DET
ijassa-1251	16	8	industrial	industrial	ADJ
ijassa-1251	16	9	revolutions	revolution	NOUN
ijassa-1251	16	10	with	with	ADP
ijassa-1251	16	11	speedy	speedy	ADJ
ijassa-1251	16	12	transformations	transformation	NOUN
ijassa-1251	16	13	in	in	ADP
ijassa-1251	16	14	societies	society	NOUN
ijassa-1251	16	15	,	,	PUNCT
ijassa-1251	16	16	capital	capital	NOUN
ijassa-1251	16	17	assets	asset	NOUN
ijassa-1251	16	18	are	be	AUX
ijassa-1251	16	19	invested	invest	VERB
ijassa-1251	16	20	in	in	ADP
ijassa-1251	16	21	positions	position	NOUN
ijassa-1251	16	22	as	as	ADV
ijassa-1251	16	23	long	long	ADV
ijassa-1251	16	24	as	as	SCONJ
ijassa-1251	16	25	there	there	PRON
ijassa-1251	16	26	are	be	VERB
ijassa-1251	16	27	promising	promise	VERB
ijassa-1251	16	28	economic	economic	ADJ
ijassa-1251	16	29	benefits	benefit	NOUN
ijassa-1251	16	30	.	.	PUNCT
ijassa-1251	17	1	technologies	technology	NOUN
ijassa-1251	17	2	are	be	AUX
ijassa-1251	17	3	forming	form	VERB
ijassa-1251	17	4	various	various	ADJ
ijassa-1251	17	5	domains	domain	NOUN
ijassa-1251	17	6	of	of	ADP
ijassa-1251	17	7	the	the	DET
ijassa-1251	17	8	modern	modern	ADJ
ijassa-1251	17	9	life	life	NOUN
ijassa-1251	17	10	.	.	PUNCT
ijassa-1251	18	1	they	they	PRON
ijassa-1251	18	2	enhance	enhance	VERB
ijassa-1251	18	3	manufacture	manufacture	NOUN
ijassa-1251	18	4	speed	speed	NOUN
ijassa-1251	18	5	,	,	PUNCT
ijassa-1251	18	6	and	and	CCONJ
ijassa-1251	18	7	facilitate	facilitate	VERB
ijassa-1251	18	8	numerous	numerous	ADJ
ijassa-1251	18	9	aspects	aspect	NOUN
ijassa-1251	18	10	of	of	ADP
ijassa-1251	18	11	life	life	NOUN
ijassa-1251	18	12	more	more	ADV
ijassa-1251	18	13	effective	effective	ADJ
ijassa-1251	18	14	.	.	PUNCT
ijassa-1251	19	1	a	a	DET
ijassa-1251	19	2	domain	domain	NOUN
ijassa-1251	19	3	that	that	PRON
ijassa-1251	19	4	is	be	AUX
ijassa-1251	19	5	being	be	AUX
ijassa-1251	19	6	revolutionized	revolutionize	VERB
ijassa-1251	19	7	by	by	ADP
ijassa-1251	19	8	the	the	DET
ijassa-1251	19	9	progresses	progress	NOUN
ijassa-1251	19	10	of	of	ADP
ijassa-1251	19	11	technologies	technology	NOUN
ijassa-1251	19	12	is	be	AUX
ijassa-1251	19	13	the	the	DET
ijassa-1251	19	14	stock	stock	NOUN
ijassa-1251	19	15	and	and	CCONJ
ijassa-1251	19	16	financial	financial	ADJ
ijassa-1251	19	17	market	market	NOUN
ijassa-1251	19	18	.	.	PUNCT
ijassa-1251	20	1	there	there	PRON
ijassa-1251	20	2	are	be	VERB
ijassa-1251	20	3	different	different	ADJ
ijassa-1251	20	4	ways	way	NOUN
ijassa-1251	20	5	of	of	ADP
ijassa-1251	20	6	how	how	SCONJ
ijassa-1251	20	7	technologies	technology	NOUN
ijassa-1251	20	8	have	have	AUX
ijassa-1251	20	9	affected	affect	VERB
ijassa-1251	20	10	and	and	CCONJ
ijassa-1251	20	11	making	make	VERB
ijassa-1251	20	12	the	the	DET
ijassa-1251	20	13	present	present	ADJ
ijassa-1251	20	14	shape	shape	NOUN
ijassa-1251	20	15	of	of	ADP
ijassa-1251	20	16	the	the	DET
ijassa-1251	20	17	financial	financial	ADJ
ijassa-1251	20	18	markets	market	NOUN
ijassa-1251	20	19	,	,	PUNCT
ijassa-1251	20	20	and	and	CCONJ
ijassa-1251	20	21	the	the	DET
ijassa-1251	20	22	future	future	ADJ
ijassa-1251	20	23	state	state	NOUN
ijassa-1251	20	24	as	as	ADV
ijassa-1251	20	25	well	well	ADV
ijassa-1251	20	26	.	.	PUNCT
ijassa-1251	21	1	*	*	PUNCT
ijassa-1251	21	2	corresponging	corresponge	VERB
ijassa-1251	21	3	author	author	NOUN
ijassa-1251	21	4	:	:	PUNCT
ijassa-1251	21	5	vietqn1987@gmail.com	vietqn1987@gmail.com	X
ijassa-1251	22	1	70	70	NUM
ijassa-1251	22	2	n.	n.	NOUN
ijassa-1251	22	3	t.	t.	PROPN
ijassa-1251	22	4	viet	viet	PROPN
ijassa-1251	22	5	,	,	PUNCT
ijassa-1251	22	6	a.	a.	NOUN
ijassa-1251	22	7	kravets	kravet	NOUN
ijassa-1251	22	8	copyright	copyright	NOUN
ijassa-1251	22	9	©	©	PROPN
ijassa-1251	22	10	2023	2023	NUM
ijassa-1251	22	11	assa	assa	PROPN
ijassa-1251	22	12	adv	adv	PROPN
ijassa-1251	22	13	.	.	PUNCT
ijassa-1251	23	1	in	in	ADP
ijassa-1251	23	2	systems	system	NOUN
ijassa-1251	23	3	science	science	NOUN
ijassa-1251	23	4	and	and	CCONJ
ijassa-1251	23	5	appl	appl	NOUN
ijassa-1251	23	6	.	.	PUNCT
ijassa-1251	24	1	(	(	PUNCT
ijassa-1251	24	2	2023	2023	NUM
ijassa-1251	24	3	)	)	PUNCT
ijassa-1251	24	4	more	more	ADV
ijassa-1251	24	5	specifically	specifically	ADV
ijassa-1251	24	6	,	,	PUNCT
ijassa-1251	24	7	in	in	ADP
ijassa-1251	24	8	paper	paper	NOUN
ijassa-1251	24	9	[	[	X
ijassa-1251	24	10	54	54	NUM
ijassa-1251	24	11	]	]	SYM
ijassa-1251	24	12	73	73	NUM
ijassa-1251	24	13	considered	consider	VERB
ijassa-1251	24	14	companies	company	NOUN
ijassa-1251	24	15	published	publish	VERB
ijassa-1251	24	16	declarations	declaration	NOUN
ijassa-1251	24	17	of	of	ADP
ijassa-1251	24	18	blockchain	blockchain	PROPN
ijassa-1251	24	19	application	application	NOUN
ijassa-1251	24	20	in	in	ADP
ijassa-1251	24	21	period	period	NOUN
ijassa-1251	24	22	2016	2016	NUM
ijassa-1251	24	23	-	-	SYM
ijassa-1251	24	24	2019	2019	NUM
ijassa-1251	24	25	were	be	AUX
ijassa-1251	24	26	chosen	choose	VERB
ijassa-1251	24	27	as	as	ADP
ijassa-1251	24	28	research	research	NOUN
ijassa-1251	24	29	objects	object	NOUN
ijassa-1251	24	30	,	,	PUNCT
ijassa-1251	24	31	while	while	SCONJ
ijassa-1251	24	32	the	the	DET
ijassa-1251	24	33	shortterm	shortterm	PROPN
ijassa-1251	24	34	event	event	NOUN
ijassa-1251	24	35	analysis	analysis	NOUN
ijassa-1251	24	36	method	method	NOUN
ijassa-1251	24	37	was	be	AUX
ijassa-1251	24	38	adopted	adopt	VERB
ijassa-1251	24	39	to	to	PART
ijassa-1251	24	40	examine	examine	VERB
ijassa-1251	24	41	quantitatively	quantitatively	ADV
ijassa-1251	24	42	the	the	DET
ijassa-1251	24	43	influence	influence	NOUN
ijassa-1251	24	44	of	of	ADP
ijassa-1251	24	45	blockchain	blockchain	PROPN
ijassa-1251	24	46	technology	technology	PROPN
ijassa-1251	24	47	applications	application	NOUN
ijassa-1251	24	48	on	on	ADP
ijassa-1251	24	49	market	market	NOUN
ijassa-1251	24	50	achievement	achievement	NOUN
ijassa-1251	24	51	of	of	ADP
ijassa-1251	24	52	these	these	DET
ijassa-1251	24	53	companies	company	NOUN
ijassa-1251	24	54	.	.	PUNCT
ijassa-1251	25	1	the	the	DET
ijassa-1251	25	2	results	result	NOUN
ijassa-1251	25	3	revealed	reveal	VERB
ijassa-1251	25	4	that	that	SCONJ
ijassa-1251	25	5	after	after	ADP
ijassa-1251	25	6	their	their	PRON
ijassa-1251	25	7	declarations	declaration	NOUN
ijassa-1251	25	8	of	of	ADP
ijassa-1251	25	9	blockchain	blockchain	PROPN
ijassa-1251	25	10	implementation	implementation	NOUN
ijassa-1251	25	11	in	in	ADP
ijassa-1251	25	12	business	business	NOUN
ijassa-1251	25	13	,	,	PUNCT
ijassa-1251	25	14	considered	consider	VERB
ijassa-1251	25	15	companies	company	NOUN
ijassa-1251	25	16	attained	attain	VERB
ijassa-1251	25	17	more	more	ADV
ijassa-1251	25	18	obvious	obvious	ADJ
ijassa-1251	25	19	unusual	unusual	ADJ
ijassa-1251	25	20	profits	profit	NOUN
ijassa-1251	25	21	,	,	PUNCT
ijassa-1251	25	22	which	which	PRON
ijassa-1251	25	23	showed	show	VERB
ijassa-1251	25	24	that	that	SCONJ
ijassa-1251	25	25	the	the	DET
ijassa-1251	25	26	financial	financial	ADJ
ijassa-1251	25	27	market	market	NOUN
ijassa-1251	25	28	responded	respond	VERB
ijassa-1251	25	29	positively	positively	ADV
ijassa-1251	25	30	to	to	ADP
ijassa-1251	25	31	the	the	DET
ijassa-1251	25	32	blockchain	blockchain	PROPN
ijassa-1251	25	33	application	application	NOUN
ijassa-1251	25	34	.	.	PUNCT
ijassa-1251	26	1	concurrently	concurrently	ADV
ijassa-1251	26	2	,	,	PUNCT
ijassa-1251	26	3	the	the	DET
ijassa-1251	26	4	event	event	NOUN
ijassa-1251	26	5	analysis	analysis	NOUN
ijassa-1251	26	6	method	method	NOUN
ijassa-1251	26	7	helped	helped	AUX
ijassa-1251	26	8	identify	identify	VERB
ijassa-1251	26	9	the	the	DET
ijassa-1251	26	10	effect	effect	NOUN
ijassa-1251	26	11	of	of	ADP
ijassa-1251	26	12	emerging	emerge	VERB
ijassa-1251	26	13	technologies	technology	NOUN
ijassa-1251	26	14	application	application	NOUN
ijassa-1251	26	15	on	on	ADP
ijassa-1251	26	16	the	the	DET
ijassa-1251	26	17	company	company	NOUN
ijassa-1251	26	18	's	's	PART
ijassa-1251	26	19	stock	stock	NOUN
ijassa-1251	26	20	values	value	NOUN
ijassa-1251	26	21	.	.	PUNCT
ijassa-1251	27	1	for	for	ADP
ijassa-1251	27	2	instance	instance	NOUN
ijassa-1251	27	3	,	,	PUNCT
ijassa-1251	27	4	a	a	DET
ijassa-1251	27	5	few	few	ADJ
ijassa-1251	27	6	authors	author	NOUN
ijassa-1251	27	7	examined	examine	VERB
ijassa-1251	27	8	empirically	empirically	ADV
ijassa-1251	27	9	the	the	DET
ijassa-1251	27	10	effect	effect	NOUN
ijassa-1251	27	11	of	of	ADP
ijassa-1251	27	12	3d	3d	NUM
ijassa-1251	27	13	printing	printing	NOUN
ijassa-1251	27	14	application	application	NOUN
ijassa-1251	27	15	and	and	CCONJ
ijassa-1251	27	16	cloud	cloud	NOUN
ijassa-1251	27	17	computing	compute	VERB
ijassa-1251	27	18	implementation	implementation	NOUN
ijassa-1251	27	19	on	on	ADP
ijassa-1251	27	20	the	the	DET
ijassa-1251	27	21	stock	stock	NOUN
ijassa-1251	27	22	revenue	revenue	NOUN
ijassa-1251	27	23	amount	amount	NOUN
ijassa-1251	27	24	[	[	X
ijassa-1251	27	25	19	19	NUM
ijassa-1251	27	26	]	]	PUNCT
ijassa-1251	27	27	.	.	PUNCT
ijassa-1251	28	1	if	if	SCONJ
ijassa-1251	28	2	stock	stock	NOUN
ijassa-1251	28	3	prices	price	NOUN
ijassa-1251	28	4	indicate	indicate	VERB
ijassa-1251	28	5	belief	belief	NOUN
ijassa-1251	28	6	about	about	ADP
ijassa-1251	28	7	future	future	ADJ
ijassa-1251	28	8	profits	profit	NOUN
ijassa-1251	28	9	,	,	PUNCT
ijassa-1251	28	10	then	then	ADV
ijassa-1251	28	11	we	we	PRON
ijassa-1251	28	12	can	can	AUX
ijassa-1251	28	13	specify	specify	VERB
ijassa-1251	28	14	a	a	DET
ijassa-1251	28	15	correlation	correlation	NOUN
ijassa-1251	28	16	between	between	ADP
ijassa-1251	28	17	innovation	innovation	NOUN
ijassa-1251	28	18	,	,	PUNCT
ijassa-1251	28	19	which	which	PRON
ijassa-1251	28	20	in	in	ADP
ijassa-1251	28	21	case	case	NOUN
ijassa-1251	28	22	of	of	ADP
ijassa-1251	28	23	successful	successful	ADJ
ijassa-1251	28	24	implementation	implementation	NOUN
ijassa-1251	28	25	may	may	AUX
ijassa-1251	28	26	impact	impact	VERB
ijassa-1251	28	27	positively	positively	ADV
ijassa-1251	28	28	on	on	ADP
ijassa-1251	28	29	growth	growth	NOUN
ijassa-1251	28	30	and	and	CCONJ
ijassa-1251	28	31	profit	profit	NOUN
ijassa-1251	28	32	of	of	ADP
ijassa-1251	28	33	firms	firm	NOUN
ijassa-1251	28	34	,	,	PUNCT
ijassa-1251	28	35	and	and	CCONJ
ijassa-1251	28	36	stock	stock	NOUN
ijassa-1251	28	37	prices	price	NOUN
ijassa-1251	28	38	.	.	PUNCT
ijassa-1251	29	1	in	in	ADP
ijassa-1251	29	2	fact	fact	NOUN
ijassa-1251	29	3	,	,	PUNCT
ijassa-1251	29	4	there	there	PRON
ijassa-1251	29	5	is	be	VERB
ijassa-1251	29	6	a	a	DET
ijassa-1251	29	7	close	close	ADJ
ijassa-1251	29	8	relation	relation	NOUN
ijassa-1251	29	9	between	between	ADP
ijassa-1251	29	10	the	the	DET
ijassa-1251	29	11	volatility	volatility	NOUN
ijassa-1251	29	12	of	of	ADP
ijassa-1251	29	13	stock	stock	NOUN
ijassa-1251	29	14	prices	price	NOUN
ijassa-1251	29	15	and	and	CCONJ
ijassa-1251	29	16	market	market	NOUN
ijassa-1251	29	17	shares	share	NOUN
ijassa-1251	29	18	when	when	SCONJ
ijassa-1251	29	19	technology	technology	NOUN
ijassa-1251	29	20	is	be	AUX
ijassa-1251	29	21	still	still	ADV
ijassa-1251	29	22	unpredictable	unpredictable	ADJ
ijassa-1251	29	23	through	through	ADP
ijassa-1251	29	24	premature	premature	ADJ
ijassa-1251	29	25	industrial	industrial	ADJ
ijassa-1251	29	26	evolution	evolution	NOUN
ijassa-1251	29	27	.	.	PUNCT
ijassa-1251	30	1	in	in	ADP
ijassa-1251	30	2	other	other	ADJ
ijassa-1251	30	3	words	word	NOUN
ijassa-1251	30	4	,	,	PUNCT
ijassa-1251	30	5	the	the	DET
ijassa-1251	30	6	volatility	volatility	NOUN
ijassa-1251	30	7	of	of	ADP
ijassa-1251	30	8	stock	stock	NOUN
ijassa-1251	30	9	prices	price	NOUN
ijassa-1251	30	10	that	that	PRON
ijassa-1251	30	11	reflects	reflect	VERB
ijassa-1251	30	12	the	the	DET
ijassa-1251	30	13	uncertainty	uncertainty	NOUN
ijassa-1251	30	14	and	and	CCONJ
ijassa-1251	30	15	risk	risk	NOUN
ijassa-1251	30	16	attaches	attach	VERB
ijassa-1251	30	17	to	to	ADP
ijassa-1251	30	18	technological	technological	ADJ
ijassa-1251	30	19	innovation	innovation	NOUN
ijassa-1251	30	20	[	[	X
ijassa-1251	30	21	25	25	NUM
ijassa-1251	30	22	]	]	PUNCT
ijassa-1251	30	23	.	.	PUNCT
ijassa-1251	31	1	furthermore	furthermore	ADV
ijassa-1251	31	2	,	,	PUNCT
ijassa-1251	31	3	another	another	DET
ijassa-1251	31	4	group	group	NOUN
ijassa-1251	31	5	of	of	ADP
ijassa-1251	31	6	studies	study	NOUN
ijassa-1251	31	7	that	that	PRON
ijassa-1251	31	8	combines	combine	VERB
ijassa-1251	31	9	innovation	innovation	NOUN
ijassa-1251	31	10	to	to	ADP
ijassa-1251	31	11	stock	stock	NOUN
ijassa-1251	31	12	price	price	NOUN
ijassa-1251	31	13	refers	refer	VERB
ijassa-1251	31	14	to	to	ADP
ijassa-1251	31	15	the	the	DET
ijassa-1251	31	16	relationship	relationship	NOUN
ijassa-1251	31	17	between	between	ADP
ijassa-1251	31	18	patents	patent	NOUN
ijassa-1251	31	19	and	and	CCONJ
ijassa-1251	31	20	market	market	NOUN
ijassa-1251	31	21	values	value	NOUN
ijassa-1251	31	22	.	.	PUNCT
ijassa-1251	32	1	the	the	DET
ijassa-1251	32	2	argument	argument	NOUN
ijassa-1251	32	3	is	be	AUX
ijassa-1251	32	4	that	that	SCONJ
ijassa-1251	32	5	if	if	SCONJ
ijassa-1251	32	6	patent	patent	NOUN
ijassa-1251	32	7	analysis	analysis	NOUN
ijassa-1251	32	8	statistics	statistic	NOUN
ijassa-1251	32	9	hold	hold	VERB
ijassa-1251	32	10	facts	fact	NOUN
ijassa-1251	32	11	about	about	ADP
ijassa-1251	32	12	perspectives	perspective	NOUN
ijassa-1251	32	13	of	of	ADP
ijassa-1251	32	14	technology	technology	NOUN
ijassa-1251	32	15	opportunities	opportunity	NOUN
ijassa-1251	32	16	,	,	PUNCT
ijassa-1251	32	17	then	then	ADV
ijassa-1251	32	18	they	they	PRON
ijassa-1251	32	19	will	will	AUX
ijassa-1251	32	20	be	be	AUX
ijassa-1251	32	21	related	relate	VERB
ijassa-1251	32	22	to	to	AUX
ijassa-1251	32	23	present	present	ADJ
ijassa-1251	32	24	shifts	shift	NOUN
ijassa-1251	32	25	in	in	ADP
ijassa-1251	32	26	market	market	NOUN
ijassa-1251	32	27	values	value	NOUN
ijassa-1251	32	28	,	,	PUNCT
ijassa-1251	32	29	which	which	PRON
ijassa-1251	32	30	are	be	AUX
ijassa-1251	32	31	affected	affect	VERB
ijassa-1251	32	32	by	by	ADP
ijassa-1251	32	33	the	the	DET
ijassa-1251	32	34	beliefs	belief	NOUN
ijassa-1251	32	35	about	about	ADP
ijassa-1251	32	36	future	future	ADJ
ijassa-1251	32	37	growing	growing	NOUN
ijassa-1251	32	38	.	.	PUNCT
ijassa-1251	33	1	some	some	DET
ijassa-1251	33	2	authors	author	NOUN
ijassa-1251	33	3	investigate	investigate	VERB
ijassa-1251	33	4	the	the	DET
ijassa-1251	33	5	correlation	correlation	NOUN
ijassa-1251	33	6	between	between	ADP
ijassa-1251	33	7	the	the	DET
ijassa-1251	33	8	amount	amount	NOUN
ijassa-1251	33	9	of	of	ADP
ijassa-1251	33	10	granted	grant	VERB
ijassa-1251	33	11	patent	patent	NOUN
ijassa-1251	33	12	applications	application	NOUN
ijassa-1251	33	13	of	of	ADP
ijassa-1251	33	14	a	a	DET
ijassa-1251	33	15	firm	firm	NOUN
ijassa-1251	33	16	,	,	PUNCT
ijassa-1251	33	17	an	an	DET
ijassa-1251	33	18	estimation	estimation	NOUN
ijassa-1251	33	19	of	of	ADP
ijassa-1251	33	20	the	the	DET
ijassa-1251	33	21	firm	firm	NOUN
ijassa-1251	33	22	’s	’s	PART
ijassa-1251	33	23	expenditure	expenditure	NOUN
ijassa-1251	33	24	in	in	ADP
ijassa-1251	33	25	invented	invent	VERB
ijassa-1251	33	26	activities	activity	NOUN
ijassa-1251	33	27	(	(	PUNCT
ijassa-1251	33	28	r&d	r&d	NOUN
ijassa-1251	33	29	)	)	PUNCT
ijassa-1251	33	30	,	,	PUNCT
ijassa-1251	33	31	and	and	CCONJ
ijassa-1251	33	32	a	a	DET
ijassa-1251	33	33	measure	measure	NOUN
ijassa-1251	33	34	of	of	ADP
ijassa-1251	33	35	its	its	PRON
ijassa-1251	33	36	inventive	inventive	ADJ
ijassa-1251	33	37	returns	return	NOUN
ijassa-1251	33	38	,	,	PUNCT
ijassa-1251	33	39	i.e.	i.e.	X
ijassa-1251	33	40	,	,	PUNCT
ijassa-1251	33	41	stock	stock	NOUN
ijassa-1251	33	42	market	market	NOUN
ijassa-1251	33	43	price	price	NOUN
ijassa-1251	33	44	.	.	PUNCT
ijassa-1251	34	1	their	their	PRON
ijassa-1251	34	2	results	result	NOUN
ijassa-1251	34	3	showed	show	VERB
ijassa-1251	34	4	that	that	SCONJ
ijassa-1251	34	5	sudden	sudden	ADJ
ijassa-1251	34	6	shifts	shift	NOUN
ijassa-1251	34	7	in	in	ADP
ijassa-1251	34	8	r&d	r&d	NOUN
ijassa-1251	34	9	and	and	CCONJ
ijassa-1251	34	10	patents	patent	NOUN
ijassa-1251	34	11	are	be	AUX
ijassa-1251	34	12	really	really	ADV
ijassa-1251	34	13	correlated	correlate	VERB
ijassa-1251	34	14	with	with	ADP
ijassa-1251	34	15	substantial	substantial	ADJ
ijassa-1251	34	16	shifts	shift	NOUN
ijassa-1251	34	17	in	in	ADP
ijassa-1251	34	18	the	the	DET
ijassa-1251	34	19	firm	firm	ADJ
ijassa-1251	34	20	market	market	NOUN
ijassa-1251	34	21	value	value	NOUN
ijassa-1251	34	22	.	.	PUNCT
ijassa-1251	35	1	for	for	ADP
ijassa-1251	35	2	instance	instance	NOUN
ijassa-1251	35	3	,	,	PUNCT
ijassa-1251	35	4	vitt	vitt	X
ijassa-1251	35	5	et	et	PROPN
ijassa-1251	35	6	al	al	PROPN
ijassa-1251	35	7	.	.	PUNCT
ijassa-1251	36	1	[	[	X
ijassa-1251	36	2	49	49	NUM
ijassa-1251	36	3	]	]	PUNCT
ijassa-1251	36	4	investigated	investigate	VERB
ijassa-1251	36	5	the	the	DET
ijassa-1251	36	6	relation	relation	NOUN
ijassa-1251	36	7	between	between	ADP
ijassa-1251	36	8	the	the	DET
ijassa-1251	36	9	patenting	patent	VERB
ijassa-1251	36	10	efforts	effort	NOUN
ijassa-1251	36	11	of	of	ADP
ijassa-1251	36	12	high	high	ADJ
ijassa-1251	36	13	-	-	PUNCT
ijassa-1251	36	14	technology	technology	NOUN
ijassa-1251	36	15	companies	company	NOUN
ijassa-1251	36	16	and	and	CCONJ
ijassa-1251	36	17	the	the	DET
ijassa-1251	36	18	movement	movement	NOUN
ijassa-1251	36	19	of	of	ADP
ijassa-1251	36	20	their	their	PRON
ijassa-1251	36	21	stock	stock	NOUN
ijassa-1251	36	22	price	price	NOUN
ijassa-1251	36	23	.	.	PUNCT
ijassa-1251	37	1	also	also	ADV
ijassa-1251	37	2	,	,	PUNCT
ijassa-1251	37	3	the	the	DET
ijassa-1251	37	4	authors	author	NOUN
ijassa-1251	37	5	demonstrated	demonstrate	VERB
ijassa-1251	37	6	correlation	correlation	NOUN
ijassa-1251	37	7	between	between	ADP
ijassa-1251	37	8	the	the	DET
ijassa-1251	37	9	amount	amount	NOUN
ijassa-1251	37	10	of	of	ADP
ijassa-1251	37	11	patent	patent	NOUN
ijassa-1251	37	12	applications	application	NOUN
ijassa-1251	37	13	along	along	ADP
ijassa-1251	37	14	with	with	ADP
ijassa-1251	37	15	the	the	DET
ijassa-1251	37	16	variety	variety	NOUN
ijassa-1251	37	17	of	of	ADP
ijassa-1251	37	18	their	their	PRON
ijassa-1251	37	19	respective	respective	ADJ
ijassa-1251	37	20	patent	patent	NOUN
ijassa-1251	37	21	categories	category	NOUN
ijassa-1251	37	22	,	,	PUNCT
ijassa-1251	37	23	and	and	CCONJ
ijassa-1251	37	24	the	the	DET
ijassa-1251	37	25	market	market	NOUN
ijassa-1251	37	26	-	-	PUNCT
ijassa-1251	37	27	adjusted	adjust	VERB
ijassa-1251	37	28	stock	stock	NOUN
ijassa-1251	37	29	revenues	revenue	NOUN
ijassa-1251	37	30	.	.	PUNCT
ijassa-1251	38	1	besides	besides	SCONJ
ijassa-1251	38	2	,	,	PUNCT
ijassa-1251	38	3	the	the	DET
ijassa-1251	38	4	relation	relation	NOUN
ijassa-1251	38	5	between	between	ADP
ijassa-1251	38	6	those	those	DET
ijassa-1251	38	7	patent	patent	NOUN
ijassa-1251	38	8	activity	activity	NOUN
ijassa-1251	38	9	measures	measure	NOUN
ijassa-1251	38	10	and	and	CCONJ
ijassa-1251	38	11	volatility	volatility	NOUN
ijassa-1251	38	12	of	of	ADP
ijassa-1251	38	13	the	the	DET
ijassa-1251	38	14	market	market	NOUN
ijassa-1251	38	15	-	-	PUNCT
ijassa-1251	38	16	adjusted	adjust	VERB
ijassa-1251	38	17	stock	stock	NOUN
ijassa-1251	38	18	revenues	revenue	NOUN
ijassa-1251	38	19	,	,	PUNCT
ijassa-1251	38	20	were	be	AUX
ijassa-1251	38	21	confirmed	confirm	VERB
ijassa-1251	38	22	completely	completely	ADV
ijassa-1251	38	23	.	.	PUNCT
ijassa-1251	39	1	herein	herein	NOUN
ijassa-1251	39	2	,	,	PUNCT
ijassa-1251	39	3	utilizing	utilize	VERB
ijassa-1251	39	4	the	the	DET
ijassa-1251	39	5	moving	move	VERB
ijassa-1251	39	6	window	window	NOUN
ijassa-1251	39	7	method	method	NOUN
ijassa-1251	39	8	,	,	PUNCT
ijassa-1251	39	9	the	the	DET
ijassa-1251	39	10	scholars	scholar	NOUN
ijassa-1251	39	11	presented	present	VERB
ijassa-1251	39	12	numerous	numerous	ADJ
ijassa-1251	39	13	lagged	lag	VERB
ijassa-1251	39	14	terms	term	NOUN
ijassa-1251	39	15	of	of	ADP
ijassa-1251	39	16	patenting	patent	VERB
ijassa-1251	39	17	activity	activity	NOUN
ijassa-1251	39	18	features	feature	NOUN
ijassa-1251	39	19	in	in	ADP
ijassa-1251	39	20	order	order	NOUN
ijassa-1251	39	21	to	to	PART
ijassa-1251	39	22	generate	generate	VERB
ijassa-1251	39	23	fitted	fit	VERB
ijassa-1251	39	24	models	model	NOUN
ijassa-1251	39	25	.	.	PUNCT
ijassa-1251	40	1	the	the	DET
ijassa-1251	40	2	final	final	ADJ
ijassa-1251	40	3	results	result	NOUN
ijassa-1251	40	4	confirmed	confirm	VERB
ijassa-1251	40	5	the	the	DET
ijassa-1251	40	6	essential	essential	ADJ
ijassa-1251	40	7	effect	effect	NOUN
ijassa-1251	40	8	of	of	ADP
ijassa-1251	40	9	patenting	patent	VERB
ijassa-1251	40	10	efforts	effort	NOUN
ijassa-1251	40	11	on	on	ADP
ijassa-1251	40	12	stock	stock	NOUN
ijassa-1251	40	13	price	price	NOUN
ijassa-1251	40	14	change	change	NOUN
ijassa-1251	40	15	direction	direction	NOUN
ijassa-1251	40	16	and	and	CCONJ
ijassa-1251	40	17	its	its	PRON
ijassa-1251	40	18	significant	significant	ADJ
ijassa-1251	40	19	volatility	volatility	NOUN
ijassa-1251	40	20	and	and	CCONJ
ijassa-1251	40	21	drift	drift	NOUN
ijassa-1251	40	22	statistics	statistic	NOUN
ijassa-1251	40	23	.	.	PUNCT
ijassa-1251	41	1	moreover	moreover	ADV
ijassa-1251	41	2	,	,	PUNCT
ijassa-1251	41	3	senarathne	senarathne	PROPN
ijassa-1251	41	4	and	and	CCONJ
ijassa-1251	41	5	wei	wei	PROPN
ijassa-1251	41	6	[	[	X
ijassa-1251	41	7	35	35	NUM
ijassa-1251	41	8	]	]	PUNCT
ijassa-1251	41	9	stated	state	VERB
ijassa-1251	41	10	that	that	SCONJ
ijassa-1251	41	11	patent	patent	NOUN
ijassa-1251	41	12	applications	application	NOUN
ijassa-1251	41	13	,	,	PUNCT
ijassa-1251	41	14	backward	backward	ADJ
ijassa-1251	41	15	patent	patent	NOUN
ijassa-1251	41	16	citations	citation	NOUN
ijassa-1251	41	17	,	,	PUNCT
ijassa-1251	41	18	and	and	CCONJ
ijassa-1251	41	19	issued	issue	VERB
ijassa-1251	41	20	patents	patent	NOUN
ijassa-1251	41	21	affect	affect	VERB
ijassa-1251	41	22	trading	trading	NOUN
ijassa-1251	41	23	volume	volume	NOUN
ijassa-1251	41	24	to	to	ADP
ijassa-1251	41	25	some	some	DET
ijassa-1251	41	26	extent	extent	NOUN
ijassa-1251	41	27	,	,	PUNCT
ijassa-1251	41	28	proposing	propose	VERB
ijassa-1251	41	29	that	that	SCONJ
ijassa-1251	41	30	each	each	PRON
ijassa-1251	41	31	of	of	ADP
ijassa-1251	41	32	these	these	DET
ijassa-1251	41	33	parameters	parameter	NOUN
ijassa-1251	41	34	could	could	AUX
ijassa-1251	41	35	be	be	AUX
ijassa-1251	41	36	considered	consider	VERB
ijassa-1251	41	37	as	as	ADP
ijassa-1251	41	38	absorptive	absorptive	ADJ
ijassa-1251	41	39	capacity	capacity	NOUN
ijassa-1251	41	40	parameter	parameter	NOUN
ijassa-1251	41	41	when	when	SCONJ
ijassa-1251	41	42	new	new	ADJ
ijassa-1251	41	43	information	information	NOUN
ijassa-1251	41	44	flow	flow	NOUN
ijassa-1251	41	45	is	be	AUX
ijassa-1251	41	46	correlated	correlate	VERB
ijassa-1251	41	47	with	with	ADP
ijassa-1251	41	48	economic	economic	ADJ
ijassa-1251	41	49	innovation	innovation	NOUN
ijassa-1251	41	50	.	.	PUNCT
ijassa-1251	42	1	likewise	likewise	ADV
ijassa-1251	42	2	,	,	PUNCT
ijassa-1251	42	3	experimental	experimental	ADJ
ijassa-1251	42	4	confirmation	confirmation	NOUN
ijassa-1251	42	5	with	with	ADP
ijassa-1251	42	6	stock	stock	NOUN
ijassa-1251	42	7	price	price	NOUN
ijassa-1251	42	8	revealed	reveal	VERB
ijassa-1251	42	9	that	that	SCONJ
ijassa-1251	42	10	firms	firm	NOUN
ijassa-1251	42	11	succeeded	succeed	VERB
ijassa-1251	42	12	in	in	ADP
ijassa-1251	42	13	investing	invest	VERB
ijassa-1251	42	14	in	in	ADP
ijassa-1251	42	15	comprehensive	comprehensive	ADJ
ijassa-1251	42	16	innovation	innovation	NOUN
ijassa-1251	42	17	attained	attain	VERB
ijassa-1251	42	18	higher	high	ADJ
ijassa-1251	42	19	stock	stock	NOUN
ijassa-1251	42	20	incomes	income	NOUN
ijassa-1251	42	21	.	.	PUNCT
ijassa-1251	43	1	the	the	DET
ijassa-1251	43	2	paper	paper	NOUN
ijassa-1251	43	3	[	[	X
ijassa-1251	43	4	12	12	NUM
ijassa-1251	43	5	]	]	PUNCT
ijassa-1251	43	6	proposed	propose	VERB
ijassa-1251	43	7	a	a	DET
ijassa-1251	43	8	model	model	NOUN
ijassa-1251	43	9	that	that	PRON
ijassa-1251	43	10	made	make	VERB
ijassa-1251	43	11	clear	clear	ADJ
ijassa-1251	43	12	the	the	DET
ijassa-1251	43	13	correlation	correlation	NOUN
ijassa-1251	43	14	between	between	ADP
ijassa-1251	43	15	extent	extent	NOUN
ijassa-1251	43	16	of	of	ADP
ijassa-1251	43	17	firm	firm	ADJ
ijassa-1251	43	18	innovation	innovation	NOUN
ijassa-1251	43	19	(	(	PUNCT
ijassa-1251	43	20	or	or	CCONJ
ijassa-1251	43	21	absorptive	absorptive	ADJ
ijassa-1251	43	22	capacity	capacity	NOUN
ijassa-1251	43	23	)	)	PUNCT
ijassa-1251	43	24	and	and	CCONJ
ijassa-1251	43	25	stock	stock	NOUN
ijassa-1251	43	26	incomes	income	NOUN
ijassa-1251	43	27	,	,	PUNCT
ijassa-1251	43	28	the	the	DET
ijassa-1251	43	29	change	change	NOUN
ijassa-1251	43	30	direction	direction	NOUN
ijassa-1251	43	31	of	of	ADP
ijassa-1251	43	32	which	which	PRON
ijassa-1251	43	33	presents	present	VERB
ijassa-1251	43	34	prospect	prospect	NOUN
ijassa-1251	43	35	of	of	ADP
ijassa-1251	43	36	firm	firm	NOUN
ijassa-1251	43	37	’s	’s	PART
ijassa-1251	43	38	growth	growth	NOUN
ijassa-1251	43	39	and	and	CCONJ
ijassa-1251	43	40	profitability	profitability	NOUN
ijassa-1251	43	41	.	.	PUNCT
ijassa-1251	44	1	the	the	DET
ijassa-1251	44	2	final	final	ADJ
ijassa-1251	44	3	results	result	NOUN
ijassa-1251	44	4	showed	show	VERB
ijassa-1251	44	5	that	that	SCONJ
ijassa-1251	44	6	the	the	DET
ijassa-1251	44	7	premise	premise	NOUN
ijassa-1251	44	8	of	of	ADP
ijassa-1251	44	9	ambiguityaversion	ambiguityaversion	NOUN
ijassa-1251	44	10	is	be	AUX
ijassa-1251	44	11	absolutely	absolutely	ADV
ijassa-1251	44	12	significant	significant	ADJ
ijassa-1251	44	13	in	in	ADP
ijassa-1251	44	14	specifying	specify	VERB
ijassa-1251	44	15	higher	high	ADJ
ijassa-1251	44	16	incomes	income	NOUN
ijassa-1251	44	17	with	with	ADP
ijassa-1251	44	18	comprehensive	comprehensive	ADJ
ijassa-1251	44	19	innovation	innovation	NOUN
ijassa-1251	44	20	presence	presence	NOUN
ijassa-1251	44	21	,	,	PUNCT
ijassa-1251	44	22	and	and	CCONJ
ijassa-1251	44	23	the	the	DET
ijassa-1251	44	24	particular	particular	ADJ
ijassa-1251	44	25	specification	specification	NOUN
ijassa-1251	44	26	of	of	ADP
ijassa-1251	44	27	desirable	desirable	ADJ
ijassa-1251	44	28	benefit	benefit	NOUN
ijassa-1251	44	29	formed	form	VERB
ijassa-1251	44	30	the	the	DET
ijassa-1251	44	31	magnitude	magnitude	NOUN
ijassa-1251	44	32	of	of	ADP
ijassa-1251	44	33	the	the	DET
ijassa-1251	44	34	returns	return	NOUN
ijassa-1251	44	35	.	.	PUNCT
ijassa-1251	45	1	lee	lee	PROPN
ijassa-1251	46	1	[	[	X
ijassa-1251	46	2	20	20	NUM
ijassa-1251	46	3	]	]	PUNCT
ijassa-1251	46	4	proved	prove	VERB
ijassa-1251	46	5	that	that	SCONJ
ijassa-1251	46	6	the	the	DET
ijassa-1251	46	7	stock	stock	NOUN
ijassa-1251	46	8	price	price	NOUN
ijassa-1251	46	9	of	of	ADP
ijassa-1251	46	10	a	a	DET
ijassa-1251	46	11	company	company	NOUN
ijassa-1251	46	12	utilizing	utilize	VERB
ijassa-1251	46	13	a	a	DET
ijassa-1251	46	14	certain	certain	ADJ
ijassa-1251	46	15	technology	technology	NOUN
ijassa-1251	46	16	would	would	AUX
ijassa-1251	46	17	fluctuate	fluctuate	VERB
ijassa-1251	46	18	along	along	ADP
ijassa-1251	46	19	with	with	ADP
ijassa-1251	46	20	the	the	DET
ijassa-1251	46	21	life	life	NOUN
ijassa-1251	46	22	cycle	cycle	NOUN
ijassa-1251	46	23	of	of	ADP
ijassa-1251	46	24	the	the	DET
ijassa-1251	46	25	considered	consider	VERB
ijassa-1251	46	26	technology	technology	NOUN
ijassa-1251	46	27	.	.	PUNCT
ijassa-1251	47	1	concretely	concretely	ADV
ijassa-1251	47	2	,	,	PUNCT
ijassa-1251	47	3	the	the	DET
ijassa-1251	47	4	author	author	NOUN
ijassa-1251	47	5	selected	select	VERB
ijassa-1251	47	6	companies	company	NOUN
ijassa-1251	47	7	that	that	PRON
ijassa-1251	47	8	typically	typically	ADV
ijassa-1251	47	9	supply	supply	VERB
ijassa-1251	47	10	augmented	augment	VERB
ijassa-1251	47	11	reality	reality	NOUN
ijassa-1251	47	12	and	and	CCONJ
ijassa-1251	47	13	were	be	AUX
ijassa-1251	47	14	registered	register	VERB
ijassa-1251	47	15	in	in	ADP
ijassa-1251	47	16	korea	korea	PROPN
ijassa-1251	47	17	kosdaq	kosdaq	PROPN
ijassa-1251	47	18	market	market	PROPN
ijassa-1251	47	19	.	.	PUNCT
ijassa-1251	48	1	then	then	ADV
ijassa-1251	48	2	these	these	DET
ijassa-1251	48	3	companies	company	NOUN
ijassa-1251	48	4	were	be	AUX
ijassa-1251	48	5	grouped	group	VERB
ijassa-1251	48	6	depending	depend	VERB
ijassa-1251	48	7	on	on	ADP
ijassa-1251	48	8	the	the	DET
ijassa-1251	48	9	detailed	detailed	ADJ
ijassa-1251	48	10	technologies	technology	NOUN
ijassa-1251	48	11	that	that	PRON
ijassa-1251	48	12	make	make	VERB
ijassa-1251	48	13	augmented	augment	VERB
ijassa-1251	48	14	reality	reality	NOUN
ijassa-1251	48	15	.	.	PUNCT
ijassa-1251	49	1	the	the	DET
ijassa-1251	49	2	author	author	NOUN
ijassa-1251	49	3	adopted	adopt	VERB
ijassa-1251	49	4	the	the	DET
ijassa-1251	49	5	event	event	NOUN
ijassa-1251	49	6	study	study	NOUN
ijassa-1251	49	7	method	method	NOUN
ijassa-1251	49	8	to	to	PART
ijassa-1251	49	9	estimate	estimate	VERB
ijassa-1251	49	10	the	the	DET
ijassa-1251	49	11	stock	stock	NOUN
ijassa-1251	49	12	incomes	income	NOUN
ijassa-1251	49	13	in	in	ADP
ijassa-1251	49	14	comparison	comparison	NOUN
ijassa-1251	49	15	with	with	ADP
ijassa-1251	49	16	a	a	DET
ijassa-1251	49	17	predefined	predefine	VERB
ijassa-1251	49	18	benchmark	benchmark	NOUN
ijassa-1251	49	19	.	.	PUNCT
ijassa-1251	50	1	the	the	DET
ijassa-1251	50	2	result	result	NOUN
ijassa-1251	50	3	stated	state	VERB
ijassa-1251	50	4	a	a	DET
ijassa-1251	50	5	novel	novel	ADJ
ijassa-1251	50	6	method	method	NOUN
ijassa-1251	50	7	for	for	ADP
ijassa-1251	50	8	predicting	predict	VERB
ijassa-1251	50	9	technology	technology	NOUN
ijassa-1251	50	10	trends	trend	NOUN
ijassa-1251	50	11	…	…	PUNCT
ijassa-1251	50	12	71	71	NUM
ijassa-1251	50	13	copyright	copyright	NOUN
ijassa-1251	50	14	©	©	PROPN
ijassa-1251	50	15	2023	2023	NUM
ijassa-1251	50	16	assa	assa	NOUN
ijassa-1251	50	17	.	.	PUNCT
ijassa-1251	51	1	adv	adv	PROPN
ijassa-1251	51	2	.	.	PUNCT
ijassa-1251	52	1	in	in	ADP
ijassa-1251	52	2	systems	system	NOUN
ijassa-1251	52	3	science	science	NOUN
ijassa-1251	52	4	and	and	CCONJ
ijassa-1251	52	5	appl	appl	NOUN
ijassa-1251	52	6	.	.	PUNCT
ijassa-1251	53	1	(	(	PUNCT
ijassa-1251	53	2	2023	2023	NUM
ijassa-1251	53	3	)	)	PUNCT
ijassa-1251	53	4	that	that	SCONJ
ijassa-1251	53	5	in	in	ADP
ijassa-1251	53	6	the	the	DET
ijassa-1251	53	7	“	"	PUNCT
ijassa-1251	53	8	peak	peak	NOUN
ijassa-1251	53	9	of	of	ADP
ijassa-1251	53	10	inflated	inflated	ADJ
ijassa-1251	53	11	expectations	expectation	NOUN
ijassa-1251	53	12	”	"	PUNCT
ijassa-1251	53	13	phase	phase	NOUN
ijassa-1251	53	14	,	,	PUNCT
ijassa-1251	53	15	the	the	DET
ijassa-1251	53	16	portfolios	portfolio	NOUN
ijassa-1251	53	17	of	of	ADP
ijassa-1251	53	18	all	all	DET
ijassa-1251	53	19	listed	list	VERB
ijassa-1251	53	20	company	company	NOUN
ijassa-1251	53	21	utilizing	utilize	VERB
ijassa-1251	53	22	augmented	augment	VERB
ijassa-1251	53	23	reality	reality	NOUN
ijassa-1251	53	24	mostly	mostly	ADV
ijassa-1251	53	25	presented	present	VERB
ijassa-1251	53	26	greater	great	ADJ
ijassa-1251	53	27	incomes	income	NOUN
ijassa-1251	53	28	than	than	ADP
ijassa-1251	53	29	the	the	DET
ijassa-1251	53	30	benchmark	benchmark	NOUN
ijassa-1251	53	31	.	.	PUNCT
ijassa-1251	54	1	additionally	additionally	ADV
ijassa-1251	54	2	,	,	PUNCT
ijassa-1251	54	3	the	the	DET
ijassa-1251	54	4	paper	paper	NOUN
ijassa-1251	54	5	[	[	X
ijassa-1251	54	6	11	11	NUM
ijassa-1251	54	7	]	]	PUNCT
ijassa-1251	54	8	investigated	investigate	VERB
ijassa-1251	54	9	the	the	DET
ijassa-1251	54	10	correlation	correlation	NOUN
ijassa-1251	54	11	between	between	ADP
ijassa-1251	54	12	patent	patent	NOUN
ijassa-1251	54	13	activity	activity	NOUN
ijassa-1251	54	14	of	of	ADP
ijassa-1251	54	15	the	the	DET
ijassa-1251	54	16	top	top	ADJ
ijassa-1251	54	17	corporate	corporate	ADJ
ijassa-1251	54	18	international	international	ADJ
ijassa-1251	54	19	r&d	r&d	NOUN
ijassa-1251	54	20	investors	investor	NOUN
ijassa-1251	54	21	and	and	CCONJ
ijassa-1251	54	22	their	their	PRON
ijassa-1251	54	23	market	market	NOUN
ijassa-1251	54	24	values	value	NOUN
ijassa-1251	54	25	.	.	PUNCT
ijassa-1251	55	1	the	the	DET
ijassa-1251	55	2	research	research	NOUN
ijassa-1251	55	3	exploited	exploit	VERB
ijassa-1251	55	4	a	a	DET
ijassa-1251	55	5	collection	collection	NOUN
ijassa-1251	55	6	of	of	ADP
ijassa-1251	55	7	over	over	ADP
ijassa-1251	55	8	1,250	1,250	NUM
ijassa-1251	55	9	public	public	ADJ
ijassa-1251	55	10	multinational	multinational	ADJ
ijassa-1251	55	11	corporations	corporation	NOUN
ijassa-1251	55	12	and	and	CCONJ
ijassa-1251	55	13	their	their	PRON
ijassa-1251	55	14	intellectual	intellectual	ADJ
ijassa-1251	55	15	property	property	NOUN
ijassa-1251	55	16	rights	right	NOUN
ijassa-1251	55	17	–	–	PUNCT
ijassa-1251	55	18	trademarks	trademark	NOUN
ijassa-1251	55	19	and	and	CCONJ
ijassa-1251	55	20	patents	patent	NOUN
ijassa-1251	55	21	–	–	PUNCT
ijassa-1251	55	22	registered	register	VERB
ijassa-1251	55	23	between	between	ADP
ijassa-1251	55	24	2005	2005	NUM
ijassa-1251	55	25	and	and	CCONJ
ijassa-1251	55	26	2012	2012	NUM
ijassa-1251	55	27	.	.	PUNCT
ijassa-1251	56	1	finally	finally	ADV
ijassa-1251	56	2	,	,	PUNCT
ijassa-1251	56	3	the	the	DET
ijassa-1251	56	4	study	study	NOUN
ijassa-1251	56	5	allows	allow	VERB
ijassa-1251	56	6	us	we	PRON
ijassa-1251	56	7	to	to	PART
ijassa-1251	56	8	differentiate	differentiate	VERB
ijassa-1251	56	9	the	the	DET
ijassa-1251	56	10	effects	effect	NOUN
ijassa-1251	56	11	of	of	ADP
ijassa-1251	56	12	increasing	increase	VERB
ijassa-1251	56	13	market	market	NOUN
ijassa-1251	56	14	value	value	NOUN
ijassa-1251	56	15	from	from	ADP
ijassa-1251	56	16	additional	additional	ADJ
ijassa-1251	56	17	intellectual	intellectual	ADJ
ijassa-1251	56	18	property	property	NOUN
ijassa-1251	56	19	rights	right	NOUN
ijassa-1251	56	20	.	.	PUNCT
ijassa-1251	57	1	in	in	ADP
ijassa-1251	57	2	[	[	X
ijassa-1251	57	3	5	5	NUM
ijassa-1251	57	4	]	]	PUNCT
ijassa-1251	57	5	the	the	DET
ijassa-1251	57	6	experimental	experimental	ADJ
ijassa-1251	57	7	evidence	evidence	NOUN
ijassa-1251	57	8	recommended	recommend	VERB
ijassa-1251	57	9	that	that	SCONJ
ijassa-1251	57	10	stock	stock	NOUN
ijassa-1251	57	11	incomes	income	NOUN
ijassa-1251	57	12	in	in	ADP
ijassa-1251	57	13	the	the	DET
ijassa-1251	57	14	emerging	emerge	VERB
ijassa-1251	57	15	technology	technology	NOUN
ijassa-1251	57	16	conditions	condition	NOUN
ijassa-1251	57	17	showed	show	VERB
ijassa-1251	57	18	high	high	ADJ
ijassa-1251	57	19	return	return	NOUN
ijassa-1251	57	20	volatility	volatility	NOUN
ijassa-1251	57	21	.	.	PUNCT
ijassa-1251	58	1	the	the	DET
ijassa-1251	58	2	article	article	NOUN
ijassa-1251	58	3	analyzed	analyze	VERB
ijassa-1251	58	4	the	the	DET
ijassa-1251	58	5	movement	movement	NOUN
ijassa-1251	58	6	,	,	PUNCT
ijassa-1251	58	7	time	time	NOUN
ijassa-1251	58	8	series	series	PROPN
ijassa-1251	58	9	attributes	attribute	NOUN
ijassa-1251	58	10	of	of	ADP
ijassa-1251	58	11	the	the	DET
ijassa-1251	58	12	relationship	relationship	NOUN
ijassa-1251	58	13	between	between	ADP
ijassa-1251	58	14	daily	daily	ADJ
ijassa-1251	58	15	log	log	NOUN
ijassa-1251	58	16	returns	return	NOUN
ijassa-1251	58	17	and	and	CCONJ
ijassa-1251	58	18	the	the	DET
ijassa-1251	58	19	extent	extent	NOUN
ijassa-1251	58	20	of	of	ADP
ijassa-1251	58	21	volatility	volatility	NOUN
ijassa-1251	58	22	disseminations	dissemination	NOUN
ijassa-1251	58	23	from	from	ADP
ijassa-1251	58	24	the	the	DET
ijassa-1251	58	25	emergent	emergent	ADJ
ijassa-1251	58	26	technologies	technology	NOUN
ijassa-1251	58	27	conditions	condition	NOUN
ijassa-1251	58	28	to	to	ADP
ijassa-1251	58	29	the	the	DET
ijassa-1251	58	30	spanish	spanish	ADJ
ijassa-1251	58	31	market	market	NOUN
ijassa-1251	58	32	portfolio	portfolio	NOUN
ijassa-1251	58	33	,	,	PUNCT
ijassa-1251	58	34	the	the	DET
ijassa-1251	58	35	spanish	spanish	ADJ
ijassa-1251	58	36	banking	banking	NOUN
ijassa-1251	58	37	sector	sector	NOUN
ijassa-1251	58	38	,	,	PUNCT
ijassa-1251	58	39	and	and	CCONJ
ijassa-1251	58	40	the	the	DET
ijassa-1251	58	41	financial	financial	ADJ
ijassa-1251	58	42	market	market	NOUN
ijassa-1251	58	43	of	of	ADP
ijassa-1251	58	44	the	the	DET
ijassa-1251	58	45	eu	eu	PROPN
ijassa-1251	58	46	countries	country	NOUN
ijassa-1251	58	47	.	.	PUNCT
ijassa-1251	59	1	on	on	ADP
ijassa-1251	59	2	the	the	DET
ijassa-1251	59	3	other	other	ADJ
ijassa-1251	59	4	hand	hand	NOUN
ijassa-1251	59	5	,	,	PUNCT
ijassa-1251	59	6	recent	recent	ADJ
ijassa-1251	59	7	studies	study	NOUN
ijassa-1251	59	8	[	[	X
ijassa-1251	59	9	46	46	NUM
ijassa-1251	59	10	]	]	PUNCT
ijassa-1251	59	11	,	,	PUNCT
ijassa-1251	59	12	[	[	X
ijassa-1251	59	13	47	47	NUM
ijassa-1251	59	14	]	]	PUNCT
ijassa-1251	59	15	present	present	VERB
ijassa-1251	59	16	the	the	DET
ijassa-1251	59	17	current	current	ADJ
ijassa-1251	59	18	progress	progress	NOUN
ijassa-1251	59	19	and	and	CCONJ
ijassa-1251	59	20	existing	exist	VERB
ijassa-1251	59	21	problems	problem	NOUN
ijassa-1251	59	22	of	of	ADP
ijassa-1251	59	23	analyzing	analyze	VERB
ijassa-1251	59	24	,	,	PUNCT
ijassa-1251	59	25	forecasting	forecast	VERB
ijassa-1251	59	26	technological	technological	ADJ
ijassa-1251	59	27	trends	trend	NOUN
ijassa-1251	59	28	and	and	CCONJ
ijassa-1251	59	29	state	state	NOUN
ijassa-1251	59	30	that	that	SCONJ
ijassa-1251	59	31	web	web	NOUN
ijassa-1251	59	32	news	news	NOUN
ijassa-1251	59	33	is	be	AUX
ijassa-1251	59	34	an	an	DET
ijassa-1251	59	35	essential	essential	ADJ
ijassa-1251	59	36	data	data	NOUN
ijassa-1251	59	37	source	source	NOUN
ijassa-1251	59	38	for	for	ADP
ijassa-1251	59	39	investigating	investigate	VERB
ijassa-1251	59	40	overall	overall	ADJ
ijassa-1251	59	41	public	public	ADJ
ijassa-1251	59	42	recognition	recognition	NOUN
ijassa-1251	59	43	of	of	ADP
ijassa-1251	59	44	emergent	emergent	ADJ
ijassa-1251	59	45	technologies	technology	NOUN
ijassa-1251	59	46	.	.	PUNCT
ijassa-1251	60	1	web	web	NOUN
ijassa-1251	60	2	news	news	NOUN
ijassa-1251	60	3	,	,	PUNCT
ijassa-1251	60	4	which	which	PRON
ijassa-1251	60	5	points	point	VERB
ijassa-1251	60	6	out	out	ADP
ijassa-1251	60	7	the	the	DET
ijassa-1251	60	8	latest	late	ADJ
ijassa-1251	60	9	changes	change	NOUN
ijassa-1251	60	10	of	of	ADP
ijassa-1251	60	11	everyday	everyday	ADJ
ijassa-1251	60	12	life	life	NOUN
ijassa-1251	60	13	and	and	CCONJ
ijassa-1251	60	14	publishes	publish	VERB
ijassa-1251	60	15	analyses	analysis	NOUN
ijassa-1251	60	16	throughout	throughout	ADP
ijassa-1251	60	17	the	the	DET
ijassa-1251	60	18	world	world	NOUN
ijassa-1251	60	19	,	,	PUNCT
ijassa-1251	60	20	has	have	VERB
ijassa-1251	60	21	the	the	DET
ijassa-1251	60	22	attribute	attribute	NOUN
ijassa-1251	60	23	of	of	ADP
ijassa-1251	60	24	real	real	ADJ
ijassa-1251	60	25	time	time	NOUN
ijassa-1251	60	26	update	update	NOUN
ijassa-1251	60	27	and	and	CCONJ
ijassa-1251	60	28	becomes	become	VERB
ijassa-1251	60	29	significant	significant	ADJ
ijassa-1251	60	30	for	for	ADP
ijassa-1251	60	31	exploring	explore	VERB
ijassa-1251	60	32	the	the	DET
ijassa-1251	60	33	upcoming	upcoming	ADJ
ijassa-1251	60	34	technological	technological	ADJ
ijassa-1251	60	35	development	development	NOUN
ijassa-1251	60	36	tendencies	tendency	NOUN
ijassa-1251	60	37	.	.	PUNCT
ijassa-1251	61	1	after	after	ADP
ijassa-1251	61	2	utilizing	utilize	VERB
ijassa-1251	61	3	burst	burst	ADJ
ijassa-1251	61	4	detection	detection	NOUN
ijassa-1251	61	5	algorithm	algorithm	NOUN
ijassa-1251	61	6	and	and	CCONJ
ijassa-1251	61	7	clustering	clustering	NOUN
ijassa-1251	61	8	of	of	ADP
ijassa-1251	61	9	burst	burst	ADJ
ijassa-1251	61	10	terms	term	NOUN
ijassa-1251	61	11	,	,	PUNCT
ijassa-1251	61	12	we	we	PRON
ijassa-1251	61	13	obtained	obtain	VERB
ijassa-1251	61	14	some	some	DET
ijassa-1251	61	15	prominent	prominent	ADJ
ijassa-1251	61	16	enterprises	enterprise	NOUN
ijassa-1251	61	17	and	and	CCONJ
ijassa-1251	61	18	main	main	ADJ
ijassa-1251	61	19	technology	technology	NOUN
ijassa-1251	61	20	trends	trend	NOUN
ijassa-1251	61	21	that	that	PRON
ijassa-1251	61	22	occurred	occur	VERB
ijassa-1251	61	23	from	from	ADP
ijassa-1251	61	24	january	january	PROPN
ijassa-1251	61	25	2016	2016	NUM
ijassa-1251	61	26	to	to	ADP
ijassa-1251	61	27	january	january	PROPN
ijassa-1251	61	28	2020	2020	NUM
ijassa-1251	62	1	[	[	X
ijassa-1251	62	2	46	46	NUM
ijassa-1251	62	3	]	]	PUNCT
ijassa-1251	62	4	.	.	PUNCT
ijassa-1251	63	1	subsequently	subsequently	ADV
ijassa-1251	63	2	,	,	PUNCT
ijassa-1251	63	3	based	base	VERB
ijassa-1251	63	4	on	on	ADP
ijassa-1251	63	5	the	the	DET
ijassa-1251	63	6	above	above	ADJ
ijassa-1251	63	7	discussions	discussion	NOUN
ijassa-1251	63	8	,	,	PUNCT
ijassa-1251	63	9	the	the	DET
ijassa-1251	63	10	authors	author	NOUN
ijassa-1251	63	11	putted	putt	VERB
ijassa-1251	63	12	forward	forward	ADV
ijassa-1251	63	13	a	a	DET
ijassa-1251	63	14	hypothesis	hypothesis	NOUN
ijassa-1251	63	15	:	:	PUNCT
ijassa-1251	63	16	if	if	SCONJ
ijassa-1251	63	17	we	we	PRON
ijassa-1251	63	18	are	be	AUX
ijassa-1251	63	19	able	able	ADJ
ijassa-1251	63	20	to	to	PART
ijassa-1251	63	21	predict	predict	VERB
ijassa-1251	63	22	the	the	DET
ijassa-1251	63	23	uptrend	uptrend	NOUN
ijassa-1251	63	24	stock	stock	NOUN
ijassa-1251	63	25	price	price	NOUN
ijassa-1251	63	26	of	of	ADP
ijassa-1251	63	27	some	some	DET
ijassa-1251	63	28	high	high	ADJ
ijassa-1251	63	29	-	-	PUNCT
ijassa-1251	63	30	tech	tech	NOUN
ijassa-1251	63	31	enterprises	enterprise	NOUN
ijassa-1251	63	32	,	,	PUNCT
ijassa-1251	63	33	then	then	ADV
ijassa-1251	63	34	the	the	DET
ijassa-1251	63	35	technologies	technology	NOUN
ijassa-1251	63	36	developed	develop	VERB
ijassa-1251	63	37	by	by	ADP
ijassa-1251	63	38	the	the	DET
ijassa-1251	63	39	enterprise	enterprise	NOUN
ijassa-1251	63	40	will	will	AUX
ijassa-1251	63	41	be	be	AUX
ijassa-1251	63	42	most	most	ADV
ijassa-1251	63	43	likely	likely	ADJ
ijassa-1251	63	44	to	to	PART
ijassa-1251	63	45	become	become	VERB
ijassa-1251	63	46	promising	promising	ADJ
ijassa-1251	63	47	innovations	innovation	NOUN
ijassa-1251	63	48	in	in	ADP
ijassa-1251	63	49	the	the	DET
ijassa-1251	63	50	future	future	NOUN
ijassa-1251	63	51	.	.	PUNCT
ijassa-1251	64	1	hence	hence	ADV
ijassa-1251	64	2	,	,	PUNCT
ijassa-1251	64	3	we	we	PRON
ijassa-1251	64	4	propose	propose	VERB
ijassa-1251	64	5	a	a	DET
ijassa-1251	64	6	method	method	NOUN
ijassa-1251	64	7	to	to	PART
ijassa-1251	64	8	predict	predict	VERB
ijassa-1251	64	9	technology	technology	NOUN
ijassa-1251	64	10	trends	trend	NOUN
ijassa-1251	64	11	by	by	ADP
ijassa-1251	64	12	aggregating	aggregate	VERB
ijassa-1251	64	13	following	follow	VERB
ijassa-1251	64	14	steps	step	NOUN
ijassa-1251	64	15	:	:	PUNCT
ijassa-1251	64	16	mining	mining	NOUN
ijassa-1251	64	17	web	web	NOUN
ijassa-1251	64	18	news	news	NOUN
ijassa-1251	64	19	to	to	PART
ijassa-1251	64	20	extract	extract	VERB
ijassa-1251	64	21	significant	significant	ADJ
ijassa-1251	64	22	high	high	ADJ
ijassa-1251	64	23	-	-	PUNCT
ijassa-1251	64	24	technology	technology	NOUN
ijassa-1251	64	25	enterprises	enterprise	NOUN
ijassa-1251	64	26	,	,	PUNCT
ijassa-1251	64	27	forecasting	forecast	VERB
ijassa-1251	64	28	stock	stock	NOUN
ijassa-1251	64	29	price	price	NOUN
ijassa-1251	64	30	trends	trend	NOUN
ijassa-1251	64	31	of	of	ADP
ijassa-1251	64	32	selected	select	VERB
ijassa-1251	64	33	ones	one	NOUN
ijassa-1251	64	34	,	,	PUNCT
ijassa-1251	64	35	and	and	CCONJ
ijassa-1251	64	36	patent	patent	NOUN
ijassa-1251	64	37	analysis	analysis	NOUN
ijassa-1251	64	38	of	of	ADP
ijassa-1251	64	39	considered	consider	VERB
ijassa-1251	64	40	enterprises	enterprise	NOUN
ijassa-1251	64	41	with	with	ADP
ijassa-1251	64	42	uptrend	uptrend	NOUN
ijassa-1251	64	43	stock	stock	NOUN
ijassa-1251	64	44	price	price	NOUN
ijassa-1251	64	45	.	.	PUNCT
ijassa-1251	65	1	the	the	DET
ijassa-1251	65	2	general	general	ADJ
ijassa-1251	65	3	process	process	NOUN
ijassa-1251	65	4	of	of	ADP
ijassa-1251	65	5	the	the	DET
ijassa-1251	65	6	method	method	NOUN
ijassa-1251	65	7	is	be	AUX
ijassa-1251	65	8	depicted	depict	VERB
ijassa-1251	65	9	in	in	ADP
ijassa-1251	65	10	figure	figure	NOUN
ijassa-1251	65	11	1	1	NUM
ijassa-1251	65	12	.	.	PUNCT
ijassa-1251	65	13	figure	figure	NOUN
ijassa-1251	65	14	1	1	NUM
ijassa-1251	65	15	.	.	PUNCT
ijassa-1251	66	1	overall	overall	ADJ
ijassa-1251	66	2	workflow	workflow	NOUN
ijassa-1251	66	3	of	of	ADP
ijassa-1251	66	4	proposed	propose	VERB
ijassa-1251	66	5	method	method	NOUN
ijassa-1251	66	6	for	for	ADP
ijassa-1251	66	7	technology	technology	NOUN
ijassa-1251	66	8	prediction	prediction	NOUN
ijassa-1251	66	9	72	72	NUM
ijassa-1251	66	10	n.	n.	NOUN
ijassa-1251	66	11	t.	t.	PROPN
ijassa-1251	66	12	viet	viet	PROPN
ijassa-1251	66	13	,	,	PUNCT
ijassa-1251	66	14	a.	a.	NOUN
ijassa-1251	66	15	kravets	kravet	NOUN
ijassa-1251	66	16	copyright	copyright	NOUN
ijassa-1251	67	1	©	©	PROPN
ijassa-1251	67	2	2023	2023	NUM
ijassa-1251	67	3	assa	assa	PROPN
ijassa-1251	67	4	adv	adv	PROPN
ijassa-1251	67	5	.	.	PUNCT
ijassa-1251	68	1	in	in	ADP
ijassa-1251	68	2	systems	system	NOUN
ijassa-1251	68	3	science	science	NOUN
ijassa-1251	68	4	and	and	CCONJ
ijassa-1251	68	5	appl	appl	NOUN
ijassa-1251	68	6	.	.	PUNCT
ijassa-1251	69	1	(	(	PUNCT
ijassa-1251	69	2	2023	2023	NUM
ijassa-1251	69	3	)	)	PUNCT
ijassa-1251	69	4	2	2	NUM
ijassa-1251	69	5	.	.	X
ijassa-1251	69	6	reviewing	review	VERB
ijassa-1251	69	7	studies	study	NOUN
ijassa-1251	69	8	on	on	ADP
ijassa-1251	69	9	stock	stock	NOUN
ijassa-1251	69	10	price	price	NOUN
ijassa-1251	69	11	prediction	prediction	NOUN
ijassa-1251	69	12	stocks	stock	NOUN
ijassa-1251	69	13	(	(	PUNCT
ijassa-1251	69	14	shares	share	NOUN
ijassa-1251	69	15	)	)	PUNCT
ijassa-1251	69	16	are	be	AUX
ijassa-1251	69	17	financial	financial	ADJ
ijassa-1251	69	18	product	product	NOUN
ijassa-1251	69	19	distinguished	distinguish	VERB
ijassa-1251	69	20	by	by	ADP
ijassa-1251	69	21	flexible	flexible	ADJ
ijassa-1251	69	22	trading	trading	NOUN
ijassa-1251	69	23	,	,	PUNCT
ijassa-1251	69	24	great	great	ADJ
ijassa-1251	69	25	income	income	NOUN
ijassa-1251	69	26	and	and	CCONJ
ijassa-1251	69	27	much	much	ADJ
ijassa-1251	69	28	uncertainty	uncertainty	NOUN
ijassa-1251	69	29	,	,	PUNCT
ijassa-1251	69	30	which	which	PRON
ijassa-1251	69	31	are	be	AUX
ijassa-1251	69	32	preferred	prefer	VERB
ijassa-1251	69	33	by	by	ADP
ijassa-1251	69	34	a	a	DET
ijassa-1251	69	35	lot	lot	NOUN
ijassa-1251	69	36	of	of	ADP
ijassa-1251	69	37	investors	investor	NOUN
ijassa-1251	69	38	.	.	PUNCT
ijassa-1251	70	1	they	they	PRON
ijassa-1251	70	2	can	can	AUX
ijassa-1251	70	3	gain	gain	VERB
ijassa-1251	70	4	large	large	ADJ
ijassa-1251	70	5	revenues	revenue	NOUN
ijassa-1251	70	6	by	by	ADP
ijassa-1251	70	7	correctly	correctly	ADV
ijassa-1251	70	8	forecasting	forecast	VERB
ijassa-1251	70	9	stock	stock	NOUN
ijassa-1251	70	10	price	price	NOUN
ijassa-1251	70	11	movements	movement	NOUN
ijassa-1251	70	12	.	.	PUNCT
ijassa-1251	71	1	stock	stock	NOUN
ijassa-1251	71	2	price	price	NOUN
ijassa-1251	71	3	forecast	forecast	NOUN
ijassa-1251	71	4	is	be	AUX
ijassa-1251	71	5	not	not	PART
ijassa-1251	71	6	new	new	ADJ
ijassa-1251	71	7	but	but	CCONJ
ijassa-1251	71	8	a	a	DET
ijassa-1251	71	9	challenging	challenging	ADJ
ijassa-1251	71	10	and	and	CCONJ
ijassa-1251	71	11	complicated	complicated	ADJ
ijassa-1251	71	12	problem	problem	NOUN
ijassa-1251	71	13	,	,	PUNCT
ijassa-1251	71	14	which	which	PRON
ijassa-1251	71	15	is	be	AUX
ijassa-1251	71	16	paid	pay	VERB
ijassa-1251	71	17	much	much	ADJ
ijassa-1251	71	18	attention	attention	NOUN
ijassa-1251	71	19	from	from	ADP
ijassa-1251	71	20	both	both	DET
ijassa-1251	71	21	data	datum	NOUN
ijassa-1251	71	22	scientists	scientist	NOUN
ijassa-1251	71	23	and	and	CCONJ
ijassa-1251	71	24	economists	economist	NOUN
ijassa-1251	71	25	.	.	PUNCT
ijassa-1251	72	1	in	in	ADP
ijassa-1251	72	2	particular	particular	ADJ
ijassa-1251	72	3	,	,	PUNCT
ijassa-1251	72	4	if	if	SCONJ
ijassa-1251	72	5	the	the	DET
ijassa-1251	72	6	goal	goal	NOUN
ijassa-1251	72	7	is	be	AUX
ijassa-1251	72	8	predicting	predict	VERB
ijassa-1251	72	9	the	the	DET
ijassa-1251	72	10	exact	exact	ADJ
ijassa-1251	72	11	price	price	NOUN
ijassa-1251	72	12	values	value	NOUN
ijassa-1251	72	13	,	,	PUNCT
ijassa-1251	72	14	then	then	ADV
ijassa-1251	72	15	we	we	PRON
ijassa-1251	72	16	consider	consider	VERB
ijassa-1251	72	17	it	it	PRON
ijassa-1251	72	18	as	as	ADP
ijassa-1251	72	19	regression	regression	NOUN
ijassa-1251	72	20	problem	problem	NOUN
ijassa-1251	72	21	,	,	PUNCT
ijassa-1251	72	22	while	while	SCONJ
ijassa-1251	72	23	if	if	SCONJ
ijassa-1251	72	24	the	the	DET
ijassa-1251	72	25	goal	goal	NOUN
ijassa-1251	72	26	is	be	AUX
ijassa-1251	72	27	predicting	predict	VERB
ijassa-1251	72	28	the	the	DET
ijassa-1251	72	29	price	price	NOUN
ijassa-1251	72	30	direction	direction	NOUN
ijassa-1251	72	31	,	,	PUNCT
ijassa-1251	72	32	i.e.	i.e.	X
ijassa-1251	72	33	,	,	PUNCT
ijassa-1251	72	34	moving	move	VERB
ijassa-1251	72	35	down	down	ADV
ijassa-1251	72	36	or	or	CCONJ
ijassa-1251	72	37	up	up	ADV
ijassa-1251	72	38	,	,	PUNCT
ijassa-1251	72	39	then	then	ADV
ijassa-1251	72	40	we	we	PRON
ijassa-1251	72	41	consider	consider	VERB
ijassa-1251	72	42	it	it	PRON
ijassa-1251	72	43	as	as	ADP
ijassa-1251	72	44	classification	classification	NOUN
ijassa-1251	72	45	problem	problem	NOUN
ijassa-1251	72	46	.	.	PUNCT
ijassa-1251	73	1	most	most	ADJ
ijassa-1251	73	2	of	of	ADP
ijassa-1251	73	3	existing	exist	VERB
ijassa-1251	73	4	studies	study	NOUN
ijassa-1251	73	5	are	be	AUX
ijassa-1251	73	6	investigating	investigate	VERB
ijassa-1251	73	7	the	the	DET
ijassa-1251	73	8	daily	daily	ADJ
ijassa-1251	73	9	forecast	forecast	NOUN
ijassa-1251	73	10	(	(	PUNCT
ijassa-1251	73	11	5	5	NUM
ijassa-1251	73	12	or	or	CCONJ
ijassa-1251	73	13	10	10	NUM
ijassa-1251	73	14	days	day	NOUN
ijassa-1251	73	15	ahead	ahead	ADV
ijassa-1251	73	16	)	)	PUNCT
ijassa-1251	74	1	and	and	CCONJ
ijassa-1251	74	2	only	only	ADV
ijassa-1251	74	3	a	a	DET
ijassa-1251	74	4	few	few	ADJ
ijassa-1251	74	5	of	of	ADP
ijassa-1251	74	6	them	they	PRON
ijassa-1251	74	7	are	be	AUX
ijassa-1251	74	8	investigating	investigate	VERB
ijassa-1251	74	9	the	the	DET
ijassa-1251	74	10	forecast	forecast	NOUN
ijassa-1251	74	11	during	during	ADP
ijassa-1251	74	12	one	one	NUM
ijassa-1251	74	13	day	day	NOUN
ijassa-1251	74	14	,	,	PUNCT
ijassa-1251	74	15	e.g.	e.g.	ADV
ijassa-1251	74	16	,	,	PUNCT
ijassa-1251	74	17	15	15	NUM
ijassa-1251	74	18	-	-	PUNCT
ijassa-1251	74	19	min	min	NOUN
ijassa-1251	74	20	or	or	CCONJ
ijassa-1251	74	21	hourly	hourly	ADJ
ijassa-1251	74	22	forecast	forecast	NOUN
ijassa-1251	74	23	.	.	PUNCT
ijassa-1251	75	1	with	with	ADP
ijassa-1251	75	2	the	the	DET
ijassa-1251	75	3	aim	aim	NOUN
ijassa-1251	75	4	of	of	ADP
ijassa-1251	75	5	creating	create	VERB
ijassa-1251	75	6	powerful	powerful	ADJ
ijassa-1251	75	7	forecast	forecast	NOUN
ijassa-1251	75	8	model	model	NOUN
ijassa-1251	75	9	,	,	PUNCT
ijassa-1251	75	10	both	both	CCONJ
ijassa-1251	75	11	linear	linear	ADJ
ijassa-1251	75	12	and	and	CCONJ
ijassa-1251	75	13	machine	machine	NOUN
ijassa-1251	75	14	learning	learning	NOUN
ijassa-1251	75	15	methods	method	NOUN
ijassa-1251	75	16	have	have	AUX
ijassa-1251	75	17	been	be	AUX
ijassa-1251	75	18	adopted	adopt	VERB
ijassa-1251	75	19	since	since	SCONJ
ijassa-1251	75	20	the	the	DET
ijassa-1251	75	21	past	past	ADJ
ijassa-1251	75	22	few	few	ADJ
ijassa-1251	75	23	decades	decade	NOUN
ijassa-1251	75	24	.	.	PUNCT
ijassa-1251	76	1	the	the	DET
ijassa-1251	76	2	primary	primary	ADJ
ijassa-1251	76	3	attempts	attempt	NOUN
ijassa-1251	76	4	included	include	VERB
ijassa-1251	76	5	fundamental	fundamental	ADJ
ijassa-1251	76	6	analysis	analysis	NOUN
ijassa-1251	76	7	and	and	CCONJ
ijassa-1251	76	8	technical	technical	ADJ
ijassa-1251	76	9	analysis	analysis	NOUN
ijassa-1251	76	10	.	.	PUNCT
ijassa-1251	77	1	the	the	DET
ijassa-1251	77	2	fundamental	fundamental	ADJ
ijassa-1251	77	3	analysis	analysis	NOUN
ijassa-1251	77	4	estimates	estimate	VERB
ijassa-1251	77	5	stock	stock	NOUN
ijassa-1251	77	6	price	price	NOUN
ijassa-1251	77	7	depending	depend	VERB
ijassa-1251	77	8	on	on	ADP
ijassa-1251	77	9	its	its	PRON
ijassa-1251	77	10	native	native	ADJ
ijassa-1251	77	11	financial	financial	ADJ
ijassa-1251	77	12	value	value	NOUN
ijassa-1251	77	13	,	,	PUNCT
ijassa-1251	77	14	while	while	SCONJ
ijassa-1251	77	15	the	the	DET
ijassa-1251	77	16	technical	technical	ADJ
ijassa-1251	77	17	analysis	analysis	NOUN
ijassa-1251	77	18	considers	consider	VERB
ijassa-1251	77	19	mainly	mainly	ADV
ijassa-1251	77	20	trends	trend	NOUN
ijassa-1251	77	21	and	and	CCONJ
ijassa-1251	77	22	charts	chart	NOUN
ijassa-1251	77	23	.	.	PUNCT
ijassa-1251	78	1	besides	besides	SCONJ
ijassa-1251	78	2	,	,	PUNCT
ijassa-1251	78	3	some	some	DET
ijassa-1251	78	4	works	work	NOUN
ijassa-1251	78	5	utilized	utilize	VERB
ijassa-1251	78	6	technical	technical	ADJ
ijassa-1251	78	7	indicators	indicator	NOUN
ijassa-1251	78	8	as	as	ADP
ijassa-1251	78	9	additional	additional	ADJ
ijassa-1251	78	10	input	input	NOUN
ijassa-1251	78	11	features	feature	NOUN
ijassa-1251	78	12	for	for	ADP
ijassa-1251	78	13	machine	machine	NOUN
ijassa-1251	78	14	and	and	CCONJ
ijassa-1251	78	15	deep	deep	ADJ
ijassa-1251	78	16	learning	learning	NOUN
ijassa-1251	78	17	models	model	NOUN
ijassa-1251	78	18	.	.	PUNCT
ijassa-1251	79	1	thereafter	thereafter	ADV
ijassa-1251	79	2	linear	linear	NOUN
ijassa-1251	79	3	models	model	NOUN
ijassa-1251	79	4	were	be	AUX
ijassa-1251	79	5	presented	present	VERB
ijassa-1251	79	6	for	for	ADP
ijassa-1251	79	7	solving	solve	VERB
ijassa-1251	79	8	stock	stock	NOUN
ijassa-1251	79	9	price	price	NOUN
ijassa-1251	79	10	forecast	forecast	NOUN
ijassa-1251	79	11	,	,	PUNCT
ijassa-1251	79	12	which	which	PRON
ijassa-1251	79	13	mainly	mainly	ADV
ijassa-1251	79	14	comprise	comprise	VERB
ijassa-1251	79	15	arima	arima	NOUN
ijassa-1251	79	16	(	(	PUNCT
ijassa-1251	79	17	autoregressive	autoregressive	ADJ
ijassa-1251	79	18	integrated	integrated	ADJ
ijassa-1251	79	19	moving	move	VERB
ijassa-1251	79	20	average	average	NOUN
ijassa-1251	79	21	)	)	PUNCT
ijassa-1251	80	1	[	[	X
ijassa-1251	80	2	13	13	NUM
ijassa-1251	80	3	]	]	PUNCT
ijassa-1251	80	4	and	and	CCONJ
ijassa-1251	80	5	garch	garch	NOUN
ijassa-1251	80	6	(	(	PUNCT
ijassa-1251	80	7	generalized	generalize	VERB
ijassa-1251	80	8	autoregressive	autoregressive	ADJ
ijassa-1251	80	9	conditional	conditional	ADJ
ijassa-1251	80	10	heteroskedasticity	heteroskedasticity	NOUN
ijassa-1251	80	11	)	)	PUNCT
ijassa-1251	81	1	[	[	X
ijassa-1251	81	2	6	6	NUM
ijassa-1251	81	3	]	]	PUNCT
ijassa-1251	81	4	.	.	PUNCT
ijassa-1251	82	1	nowadays	nowadays	ADV
ijassa-1251	82	2	,	,	PUNCT
ijassa-1251	82	3	machine	machine	NOUN
ijassa-1251	82	4	learning	learning	NOUN
ijassa-1251	82	5	models	model	NOUN
ijassa-1251	82	6	are	be	AUX
ijassa-1251	82	7	also	also	ADV
ijassa-1251	82	8	utilized	utilize	VERB
ijassa-1251	82	9	for	for	ADP
ijassa-1251	82	10	predicting	predict	VERB
ijassa-1251	82	11	stock	stock	NOUN
ijassa-1251	82	12	price	price	NOUN
ijassa-1251	82	13	with	with	ADP
ijassa-1251	82	14	the	the	DET
ijassa-1251	82	15	success	success	NOUN
ijassa-1251	82	16	,	,	PUNCT
ijassa-1251	82	17	e.g.	e.g.	ADV
ijassa-1251	82	18	,	,	PUNCT
ijassa-1251	82	19	linear	linear	ADJ
ijassa-1251	82	20	regression	regression	NOUN
ijassa-1251	82	21	,	,	PUNCT
ijassa-1251	82	22	gradient	gradient	NOUN
ijassa-1251	82	23	boosting	boosting	NOUN
ijassa-1251	82	24	,	,	PUNCT
ijassa-1251	82	25	support	support	NOUN
ijassa-1251	82	26	vector	vector	NOUN
ijassa-1251	82	27	machine	machine	NOUN
ijassa-1251	82	28	,	,	PUNCT
ijassa-1251	82	29	etc	etc	X
ijassa-1251	82	30	.	.	X
ijassa-1251	83	1	[	[	X
ijassa-1251	83	2	53	53	NUM
ijassa-1251	83	3	]	]	PUNCT
ijassa-1251	83	4	,	,	PUNCT
ijassa-1251	83	5	[	[	X
ijassa-1251	83	6	31	31	NUM
ijassa-1251	83	7	]	]	PUNCT
ijassa-1251	83	8	.	.	PUNCT
ijassa-1251	84	1	recently	recently	ADV
ijassa-1251	84	2	various	various	ADJ
ijassa-1251	84	3	deep	deep	ADJ
ijassa-1251	84	4	learning	learning	NOUN
ijassa-1251	84	5	models	model	NOUN
ijassa-1251	84	6	have	have	AUX
ijassa-1251	84	7	been	be	AUX
ijassa-1251	84	8	recommended	recommend	VERB
ijassa-1251	84	9	for	for	ADP
ijassa-1251	84	10	solving	solve	VERB
ijassa-1251	84	11	this	this	DET
ijassa-1251	84	12	problem	problem	NOUN
ijassa-1251	84	13	with	with	ADP
ijassa-1251	84	14	great	great	ADJ
ijassa-1251	84	15	achievements	achievement	NOUN
ijassa-1251	84	16	[	[	X
ijassa-1251	84	17	56	56	NUM
ijassa-1251	84	18	]	]	PUNCT
ijassa-1251	84	19	,	,	PUNCT
ijassa-1251	84	20	[	[	X
ijassa-1251	84	21	10	10	NUM
ijassa-1251	84	22	]	]	PUNCT
ijassa-1251	84	23	.	.	PUNCT
ijassa-1251	85	1	in	in	ADP
ijassa-1251	85	2	terms	term	NOUN
ijassa-1251	85	3	of	of	ADP
ijassa-1251	85	4	powerful	powerful	ADJ
ijassa-1251	85	5	capability	capability	NOUN
ijassa-1251	85	6	processing	process	VERB
ijassa-1251	85	7	big	big	ADJ
ijassa-1251	85	8	data	datum	NOUN
ijassa-1251	85	9	and	and	CCONJ
ijassa-1251	85	10	recognizing	recognize	VERB
ijassa-1251	85	11	nonlinear	nonlinear	ADJ
ijassa-1251	85	12	correlations	correlation	NOUN
ijassa-1251	85	13	between	between	ADP
ijassa-1251	85	14	input	input	NOUN
ijassa-1251	85	15	features	feature	NOUN
ijassa-1251	85	16	and	and	CCONJ
ijassa-1251	85	17	prediction	prediction	NOUN
ijassa-1251	85	18	output	output	NOUN
ijassa-1251	85	19	,	,	PUNCT
ijassa-1251	85	20	for	for	ADP
ijassa-1251	85	21	many	many	ADJ
ijassa-1251	85	22	years	year	NOUN
ijassa-1251	85	23	deep	deep	ADJ
ijassa-1251	85	24	learning	learning	NOUN
ijassa-1251	85	25	models	model	NOUN
ijassa-1251	85	26	have	have	AUX
ijassa-1251	85	27	been	be	AUX
ijassa-1251	85	28	providing	provide	VERB
ijassa-1251	85	29	better	well	ADJ
ijassa-1251	85	30	results	result	NOUN
ijassa-1251	85	31	than	than	ADP
ijassa-1251	85	32	both	both	CCONJ
ijassa-1251	85	33	linear	linear	ADJ
ijassa-1251	85	34	and	and	CCONJ
ijassa-1251	85	35	machine	machine	NOUN
ijassa-1251	85	36	learning	learning	NOUN
ijassa-1251	85	37	models	model	NOUN
ijassa-1251	85	38	on	on	ADP
ijassa-1251	85	39	the	the	DET
ijassa-1251	85	40	problem	problem	NOUN
ijassa-1251	85	41	of	of	ADP
ijassa-1251	85	42	stock	stock	NOUN
ijassa-1251	85	43	price	price	NOUN
ijassa-1251	85	44	forecast	forecast	NOUN
ijassa-1251	85	45	[	[	X
ijassa-1251	85	46	15	15	NUM
ijassa-1251	85	47	]	]	PUNCT
ijassa-1251	85	48	.	.	PUNCT
ijassa-1251	86	1	some	some	DET
ijassa-1251	86	2	recent	recent	ADJ
ijassa-1251	86	3	results	result	NOUN
ijassa-1251	86	4	suggest	suggest	VERB
ijassa-1251	86	5	that	that	SCONJ
ijassa-1251	86	6	the	the	DET
ijassa-1251	86	7	effectiveness	effectiveness	NOUN
ijassa-1251	86	8	of	of	ADP
ijassa-1251	86	9	lstm	lstm	NOUN
ijassa-1251	86	10	(	(	PUNCT
ijassa-1251	86	11	long	long	ADJ
ijassa-1251	86	12	short	short	ADJ
ijassa-1251	86	13	-	-	PUNCT
ijassa-1251	86	14	term	term	NOUN
ijassa-1251	86	15	memory	memory	NOUN
ijassa-1251	86	16	)	)	PUNCT
ijassa-1251	86	17	is	be	AUX
ijassa-1251	86	18	better	well	ADJ
ijassa-1251	86	19	than	than	ADP
ijassa-1251	86	20	non	non	ADJ
ijassa-1251	86	21	-	-	ADJ
ijassa-1251	86	22	time	time	ADJ
ijassa-1251	86	23	series	series	NOUN
ijassa-1251	86	24	and	and	CCONJ
ijassa-1251	86	25	traditional	traditional	ADJ
ijassa-1251	86	26	machine	machine	NOUN
ijassa-1251	86	27	learning	learning	NOUN
ijassa-1251	86	28	models	model	NOUN
ijassa-1251	86	29	.	.	PUNCT
ijassa-1251	87	1	for	for	ADP
ijassa-1251	87	2	instance	instance	NOUN
ijassa-1251	87	3	,	,	PUNCT
ijassa-1251	87	4	in	in	ADP
ijassa-1251	87	5	[	[	PUNCT
ijassa-1251	87	6	29	29	NUM
ijassa-1251	87	7	]	]	X
ijassa-1251	87	8	nguyen	nguyen	NOUN
ijassa-1251	87	9	and	and	CCONJ
ijassa-1251	87	10	yoon	yoon	PROPN
ijassa-1251	87	11	proposed	propose	VERB
ijassa-1251	87	12	a	a	DET
ijassa-1251	87	13	new	new	ADJ
ijassa-1251	87	14	effective	effective	ADJ
ijassa-1251	87	15	framework	framework	NOUN
ijassa-1251	87	16	,	,	PUNCT
ijassa-1251	87	17	called	call	VERB
ijassa-1251	87	18	deep	deep	ADJ
ijassa-1251	87	19	transfer	transfer	NOUN
ijassa-1251	87	20	with	with	ADP
ijassa-1251	87	21	related	related	ADJ
ijassa-1251	87	22	stock	stock	NOUN
ijassa-1251	87	23	information	information	NOUN
ijassa-1251	87	24	,	,	PUNCT
ijassa-1251	87	25	which	which	PRON
ijassa-1251	87	26	made	make	VERB
ijassa-1251	87	27	use	use	NOUN
ijassa-1251	87	28	of	of	ADP
ijassa-1251	87	29	transfer	transfer	NOUN
ijassa-1251	87	30	learning	learning	NOUN
ijassa-1251	87	31	and	and	CCONJ
ijassa-1251	87	32	deep	deep	ADJ
ijassa-1251	87	33	neural	neural	ADJ
ijassa-1251	87	34	network	network	NOUN
ijassa-1251	87	35	.	.	PUNCT
ijassa-1251	88	1	to	to	PART
ijassa-1251	88	2	do	do	VERB
ijassa-1251	88	3	so	so	ADV
ijassa-1251	88	4	,	,	PUNCT
ijassa-1251	88	5	a	a	DET
ijassa-1251	88	6	base	base	NOUN
ijassa-1251	88	7	model	model	NOUN
ijassa-1251	88	8	adopting	adopt	VERB
ijassa-1251	88	9	lstm	lstm	NOUN
ijassa-1251	88	10	was	be	AUX
ijassa-1251	88	11	trained	train	VERB
ijassa-1251	88	12	with	with	ADP
ijassa-1251	88	13	large	large	ADJ
ijassa-1251	88	14	dataset	dataset	NOUN
ijassa-1251	88	15	obtained	obtain	VERB
ijassa-1251	88	16	from	from	ADP
ijassa-1251	88	17	numerous	numerous	ADJ
ijassa-1251	88	18	stocks	stock	NOUN
ijassa-1251	88	19	to	to	PART
ijassa-1251	88	20	initialize	initialize	VERB
ijassa-1251	88	21	optimal	optimal	ADJ
ijassa-1251	88	22	training	training	NOUN
ijassa-1251	88	23	parameters	parameter	NOUN
ijassa-1251	88	24	.	.	PUNCT
ijassa-1251	89	1	then	then	ADV
ijassa-1251	89	2	,	,	PUNCT
ijassa-1251	89	3	this	this	DET
ijassa-1251	89	4	base	base	NOUN
ijassa-1251	89	5	model	model	NOUN
ijassa-1251	89	6	is	be	AUX
ijassa-1251	89	7	finetuned	finetune	VERB
ijassa-1251	89	8	by	by	ADP
ijassa-1251	89	9	utilizing	utilize	VERB
ijassa-1251	89	10	a	a	DET
ijassa-1251	89	11	small	small	ADJ
ijassa-1251	89	12	dataset	dataset	NOUN
ijassa-1251	89	13	from	from	ADP
ijassa-1251	89	14	target	target	NOUN
ijassa-1251	89	15	stock	stock	NOUN
ijassa-1251	89	16	along	along	ADP
ijassa-1251	89	17	with	with	ADP
ijassa-1251	89	18	numerous	numerous	ADJ
ijassa-1251	89	19	input	input	NOUN
ijassa-1251	89	20	features	feature	NOUN
ijassa-1251	89	21	(	(	PUNCT
ijassa-1251	89	22	derived	derive	VERB
ijassa-1251	89	23	from	from	ADP
ijassa-1251	89	24	the	the	DET
ijassa-1251	89	25	correlation	correlation	NOUN
ijassa-1251	89	26	between	between	ADP
ijassa-1251	89	27	stocks	stock	NOUN
ijassa-1251	89	28	)	)	PUNCT
ijassa-1251	89	29	to	to	PART
ijassa-1251	89	30	increase	increase	VERB
ijassa-1251	89	31	accuracy	accuracy	NOUN
ijassa-1251	89	32	.	.	PUNCT
ijassa-1251	90	1	moreover	moreover	ADV
ijassa-1251	90	2	,	,	PUNCT
ijassa-1251	90	3	vo	vo	X
ijassa-1251	90	4	et	et	PROPN
ijassa-1251	90	5	al	al	PROPN
ijassa-1251	90	6	.	.	PUNCT
ijassa-1251	91	1	[	[	X
ijassa-1251	91	2	50	50	NUM
ijassa-1251	91	3	]	]	PUNCT
ijassa-1251	91	4	presented	present	VERB
ijassa-1251	91	5	a	a	DET
ijassa-1251	91	6	deep	deep	ADJ
ijassa-1251	91	7	responsible	responsible	ADJ
ijassa-1251	91	8	investment	investment	NOUN
ijassa-1251	91	9	portfolio	portfolio	NOUN
ijassa-1251	91	10	model	model	NOUN
ijassa-1251	91	11	and	and	CCONJ
ijassa-1251	91	12	compared	compare	VERB
ijassa-1251	91	13	the	the	DET
ijassa-1251	91	14	accuracy	accuracy	NOUN
ijassa-1251	91	15	of	of	ADP
ijassa-1251	91	16	lstm	lstm	PROPN
ijassa-1251	91	17	,	,	PUNCT
ijassa-1251	91	18	bidirectional	bidirectional	ADJ
ijassa-1251	91	19	lstm	lstm	NOUN
ijassa-1251	91	20	(	(	PUNCT
ijassa-1251	91	21	bilstm	bilstm	NOUN
ijassa-1251	91	22	)	)	PUNCT
ijassa-1251	91	23	and	and	CCONJ
ijassa-1251	91	24	gated	gate	VERB
ijassa-1251	91	25	recurrent	recurrent	ADJ
ijassa-1251	91	26	unit	unit	NOUN
ijassa-1251	91	27	(	(	PUNCT
ijassa-1251	91	28	gru	gru	PROPN
ijassa-1251	91	29	)	)	PUNCT
ijassa-1251	91	30	on	on	ADP
ijassa-1251	91	31	the	the	DET
ijassa-1251	91	32	stock	stock	NOUN
ijassa-1251	91	33	price	price	NOUN
ijassa-1251	91	34	forecast	forecast	NOUN
ijassa-1251	91	35	problem	problem	NOUN
ijassa-1251	91	36	.	.	PUNCT
ijassa-1251	92	1	authors	author	NOUN
ijassa-1251	92	2	stated	state	VERB
ijassa-1251	92	3	that	that	SCONJ
ijassa-1251	92	4	the	the	DET
ijassa-1251	92	5	bilstm	bilstm	NOUN
ijassa-1251	92	6	model	model	NOUN
ijassa-1251	92	7	reading	read	VERB
ijassa-1251	92	8	the	the	DET
ijassa-1251	92	9	data	datum	NOUN
ijassa-1251	92	10	backward	backward	ADV
ijassa-1251	92	11	once	once	ADV
ijassa-1251	92	12	more	more	ADV
ijassa-1251	92	13	would	would	AUX
ijassa-1251	92	14	help	help	VERB
ijassa-1251	92	15	enhance	enhance	VERB
ijassa-1251	92	16	forecast	forecast	NOUN
ijassa-1251	92	17	performance	performance	NOUN
ijassa-1251	92	18	,	,	PUNCT
ijassa-1251	92	19	especially	especially	ADV
ijassa-1251	92	20	in	in	ADP
ijassa-1251	92	21	predicting	predict	VERB
ijassa-1251	92	22	sequential	sequential	ADJ
ijassa-1251	92	23	data	datum	NOUN
ijassa-1251	92	24	like	like	ADP
ijassa-1251	92	25	financial	financial	ADJ
ijassa-1251	92	26	time	time	NOUN
ijassa-1251	92	27	series	series	PROPN
ijassa-1251	92	28	.	.	PUNCT
ijassa-1251	93	1	besides	besides	SCONJ
ijassa-1251	93	2	,	,	PUNCT
ijassa-1251	93	3	giang	giang	PROPN
ijassa-1251	93	4	et	et	PROPN
ijassa-1251	93	5	al	al	PROPN
ijassa-1251	93	6	.	.	PUNCT
ijassa-1251	94	1	[	[	X
ijassa-1251	94	2	41	41	NUM
ijassa-1251	94	3	]	]	PUNCT
ijassa-1251	94	4	putted	putt	VERB
ijassa-1251	94	5	forward	forward	ADV
ijassa-1251	94	6	a	a	DET
ijassa-1251	94	7	method	method	NOUN
ijassa-1251	94	8	adopting	adopt	VERB
ijassa-1251	94	9	lstm	lstm	NOUN
ijassa-1251	94	10	along	along	ADP
ijassa-1251	94	11	with	with	ADP
ijassa-1251	94	12	deep	deep	ADJ
ijassa-1251	94	13	concern	concern	NOUN
ijassa-1251	94	14	in	in	ADP
ijassa-1251	94	15	historical	historical	ADJ
ijassa-1251	94	16	data	datum	NOUN
ijassa-1251	94	17	of	of	ADP
ijassa-1251	94	18	stocks	stock	NOUN
ijassa-1251	94	19	and	and	CCONJ
ijassa-1251	94	20	their	their	PRON
ijassa-1251	94	21	nearest	near	ADJ
ijassa-1251	94	22	neighbors	neighbor	NOUN
ijassa-1251	94	23	by	by	ADP
ijassa-1251	94	24	similarity	similarity	NOUN
ijassa-1251	94	25	.	.	PUNCT
ijassa-1251	95	1	empirical	empirical	ADJ
ijassa-1251	95	2	results	result	NOUN
ijassa-1251	95	3	on	on	ADP
ijassa-1251	95	4	4	4	NUM
ijassa-1251	95	5	active	active	ADJ
ijassa-1251	95	6	stocks	stock	NOUN
ijassa-1251	95	7	in	in	ADP
ijassa-1251	95	8	the	the	DET
ijassa-1251	95	9	united	united	PROPN
ijassa-1251	95	10	state	state	PROPN
ijassa-1251	95	11	and	and	CCONJ
ijassa-1251	95	12	3	3	NUM
ijassa-1251	95	13	stocks	stock	NOUN
ijassa-1251	95	14	in	in	ADP
ijassa-1251	95	15	the	the	DET
ijassa-1251	95	16	vietnamese	vietnamese	ADJ
ijassa-1251	95	17	stock	stock	NOUN
ijassa-1251	95	18	market	market	NOUN
ijassa-1251	95	19	confirmed	confirm	VERB
ijassa-1251	95	20	that	that	SCONJ
ijassa-1251	95	21	the	the	DET
ijassa-1251	95	22	proposed	propose	VERB
ijassa-1251	95	23	model	model	NOUN
ijassa-1251	95	24	outperformed	outperform	VERB
ijassa-1251	95	25	other	other	ADJ
ijassa-1251	95	26	methods	method	NOUN
ijassa-1251	95	27	in	in	ADP
ijassa-1251	95	28	comparison	comparison	NOUN
ijassa-1251	95	29	(	(	PUNCT
ijassa-1251	95	30	linear	linear	PROPN
ijassa-1251	95	31	regression	regression	NOUN
ijassa-1251	95	32	,	,	PUNCT
ijassa-1251	95	33	random	random	ADJ
ijassa-1251	95	34	forest	forest	NOUN
ijassa-1251	95	35	,	,	PUNCT
ijassa-1251	95	36	convolutional	convolutional	ADJ
ijassa-1251	95	37	neural	neural	ADJ
ijassa-1251	95	38	network	network	NOUN
ijassa-1251	95	39	–	–	PUNCT
ijassa-1251	95	40	cnn	cnn	PROPN
ijassa-1251	95	41	,	,	PUNCT
ijassa-1251	95	42	and	and	CCONJ
ijassa-1251	95	43	vanilla	vanilla	NOUN
ijassa-1251	95	44	lstm	lstm	NOUN
ijassa-1251	95	45	)	)	PUNCT
ijassa-1251	95	46	.	.	PUNCT
ijassa-1251	96	1	chen	chen	PROPN
ijassa-1251	96	2	et	et	PROPN
ijassa-1251	96	3	al	al	PROPN
ijassa-1251	96	4	.	.	PUNCT
ijassa-1251	97	1	[	[	X
ijassa-1251	97	2	8	8	NUM
ijassa-1251	97	3	]	]	PUNCT
ijassa-1251	97	4	proposed	propose	VERB
ijassa-1251	97	5	a	a	DET
ijassa-1251	97	6	trend	trend	NOUN
ijassa-1251	97	7	predictive	predictive	ADJ
ijassa-1251	97	8	model	model	NOUN
ijassa-1251	97	9	(	(	PUNCT
ijassa-1251	97	10	tpm	tpm	PROPN
ijassa-1251	97	11	)	)	PUNCT
ijassa-1251	97	12	relying	rely	VERB
ijassa-1251	97	13	on	on	ADP
ijassa-1251	97	14	an	an	DET
ijassa-1251	97	15	encoder	encoder	NOUN
ijassa-1251	97	16	-	-	PUNCT
ijassa-1251	97	17	decoder	decoder	NOUN
ijassa-1251	97	18	framework	framework	NOUN
ijassa-1251	97	19	that	that	PRON
ijassa-1251	97	20	forecasts	forecast	VERB
ijassa-1251	97	21	the	the	DET
ijassa-1251	97	22	stock	stock	NOUN
ijassa-1251	97	23	price	price	NOUN
ijassa-1251	97	24	movement	movement	NOUN
ijassa-1251	97	25	tendency	tendency	NOUN
ijassa-1251	97	26	correctly	correctly	ADV
ijassa-1251	97	27	.	.	PUNCT
ijassa-1251	98	1	this	this	DET
ijassa-1251	98	2	model	model	NOUN
ijassa-1251	98	3	included	include	VERB
ijassa-1251	98	4	two	two	NUM
ijassa-1251	98	5	stages	stage	NOUN
ijassa-1251	98	6	:	:	PUNCT
ijassa-1251	98	7	in	in	ADP
ijassa-1251	98	8	the	the	DET
ijassa-1251	98	9	first	first	ADJ
ijassa-1251	98	10	stage	stage	NOUN
ijassa-1251	98	11	,	,	PUNCT
ijassa-1251	98	12	a	a	DET
ijassa-1251	98	13	dual	dual	ADJ
ijassa-1251	98	14	feature	feature	NOUN
ijassa-1251	98	15	extraction	extraction	NOUN
ijassa-1251	98	16	method	method	NOUN
ijassa-1251	98	17	basing	base	VERB
ijassa-1251	98	18	on	on	ADP
ijassa-1251	98	19	numerous	numerous	ADJ
ijassa-1251	98	20	time	time	NOUN
ijassa-1251	98	21	periods	period	NOUN
ijassa-1251	98	22	was	be	AUX
ijassa-1251	98	23	adopted	adopt	VERB
ijassa-1251	98	24	to	to	PART
ijassa-1251	98	25	attain	attain	VERB
ijassa-1251	98	26	important	important	ADJ
ijassa-1251	98	27	information	information	NOUN
ijassa-1251	98	28	from	from	ADP
ijassa-1251	98	29	the	the	DET
ijassa-1251	98	30	stock	stock	NOUN
ijassa-1251	98	31	market	market	NOUN
ijassa-1251	98	32	.	.	PUNCT
ijassa-1251	99	1	differing	differ	VERB
ijassa-1251	99	2	from	from	ADP
ijassa-1251	99	3	existing	exist	VERB
ijassa-1251	99	4	methods	method	NOUN
ijassa-1251	99	5	which	which	PRON
ijassa-1251	99	6	extract	extract	VERB
ijassa-1251	99	7	significant	significant	ADJ
ijassa-1251	99	8	features	feature	NOUN
ijassa-1251	99	9	only	only	ADV
ijassa-1251	99	10	at	at	ADP
ijassa-1251	99	11	certain	certain	ADJ
ijassa-1251	99	12	time	time	NOUN
ijassa-1251	99	13	points	point	NOUN
ijassa-1251	99	14	,	,	PUNCT
ijassa-1251	99	15	the	the	DET
ijassa-1251	99	16	authors	author	NOUN
ijassa-1251	99	17	applied	apply	VERB
ijassa-1251	99	18	the	the	DET
ijassa-1251	99	19	cnn	cnn	NOUN
ijassa-1251	99	20	and	and	CCONJ
ijassa-1251	99	21	plr	plr	NOUN
ijassa-1251	99	22	method	method	NOUN
ijassa-1251	99	23	to	to	PART
ijassa-1251	99	24	obtain	obtain	VERB
ijassa-1251	99	25	both	both	CCONJ
ijassa-1251	99	26	spatial	spatial	ADJ
ijassa-1251	99	27	short	short	ADJ
ijassa-1251	99	28	-	-	PUNCT
ijassa-1251	99	29	term	term	NOUN
ijassa-1251	99	30	and	and	CCONJ
ijassa-1251	99	31	temporal	temporal	ADJ
ijassa-1251	99	32	long	long	ADJ
ijassa-1251	99	33	-	-	PUNCT
ijassa-1251	99	34	term	term	NOUN
ijassa-1251	99	35	features	feature	NOUN
ijassa-1251	99	36	.	.	PUNCT
ijassa-1251	100	1	then	then	ADV
ijassa-1251	100	2	,	,	PUNCT
ijassa-1251	100	3	in	in	ADP
ijassa-1251	100	4	the	the	DET
ijassa-1251	100	5	second	second	ADJ
ijassa-1251	100	6	stage	stage	NOUN
ijassa-1251	100	7	of	of	ADP
ijassa-1251	100	8	the	the	DET
ijassa-1251	100	9	tpm	tpm	PROPN
ijassa-1251	100	10	,	,	PUNCT
ijassa-1251	100	11	an	an	DET
ijassa-1251	100	12	encoder	encoder	NOUN
ijassa-1251	100	13	-	-	PUNCT
ijassa-1251	100	14	decoder	decoder	NOUN
ijassa-1251	100	15	framework	framework	NOUN
ijassa-1251	100	16	basing	base	VERB
ijassa-1251	100	17	on	on	ADP
ijassa-1251	100	18	a	a	DET
ijassa-1251	100	19	novel	novel	ADJ
ijassa-1251	100	20	method	method	NOUN
ijassa-1251	100	21	for	for	ADP
ijassa-1251	100	22	predicting	predict	VERB
ijassa-1251	100	23	technology	technology	NOUN
ijassa-1251	100	24	trends	trend	NOUN
ijassa-1251	100	25	…	…	PUNCT
ijassa-1251	100	26	73	73	NUM
ijassa-1251	100	27	copyright	copyright	NOUN
ijassa-1251	100	28	©	©	PROPN
ijassa-1251	100	29	2023	2023	NUM
ijassa-1251	100	30	assa	assa	NOUN
ijassa-1251	100	31	.	.	PUNCT
ijassa-1251	101	1	adv	adv	PROPN
ijassa-1251	101	2	.	.	PUNCT
ijassa-1251	102	1	in	in	ADP
ijassa-1251	102	2	systems	system	NOUN
ijassa-1251	102	3	science	science	NOUN
ijassa-1251	102	4	and	and	CCONJ
ijassa-1251	102	5	appl	appl	NOUN
ijassa-1251	102	6	.	.	PUNCT
ijassa-1251	103	1	(	(	PUNCT
ijassa-1251	103	2	2023	2023	NUM
ijassa-1251	103	3	)	)	PUNCT
ijassa-1251	103	4	dual	dual	ADJ
ijassa-1251	103	5	attention	attention	NOUN
ijassa-1251	103	6	mechanism	mechanism	NOUN
ijassa-1251	103	7	was	be	AUX
ijassa-1251	103	8	utilized	utilize	VERB
ijassa-1251	103	9	to	to	PART
ijassa-1251	103	10	pick	pick	VERB
ijassa-1251	103	11	out	out	ADP
ijassa-1251	103	12	appropriate	appropriate	ADJ
ijassa-1251	103	13	dual	dual	ADJ
ijassa-1251	103	14	features	feature	NOUN
ijassa-1251	103	15	and	and	CCONJ
ijassa-1251	103	16	forecast	forecast	VERB
ijassa-1251	103	17	the	the	DET
ijassa-1251	103	18	stock	stock	NOUN
ijassa-1251	103	19	price	price	NOUN
ijassa-1251	103	20	movement	movement	NOUN
ijassa-1251	103	21	tendency	tendency	NOUN
ijassa-1251	103	22	.	.	PUNCT
ijassa-1251	104	1	in	in	ADP
ijassa-1251	104	2	study	study	NOUN
ijassa-1251	104	3	[	[	X
ijassa-1251	104	4	22	22	NUM
ijassa-1251	104	5	]	]	PUNCT
ijassa-1251	104	6	,	,	PUNCT
ijassa-1251	104	7	by	by	ADP
ijassa-1251	104	8	employing	employ	VERB
ijassa-1251	104	9	an	an	DET
ijassa-1251	104	10	eight	eight	NUM
ijassa-1251	104	11	-	-	PUNCT
ijassa-1251	104	12	trigram	trigram	NOUN
ijassa-1251	104	13	feature	feature	NOUN
ijassa-1251	104	14	engineering	engineering	NOUN
ijassa-1251	104	15	scheme	scheme	NOUN
ijassa-1251	104	16	of	of	ADP
ijassa-1251	104	17	the	the	DET
ijassa-1251	104	18	candlestick	candlestick	NOUN
ijassa-1251	104	19	samples	sample	NOUN
ijassa-1251	104	20	between	between	ADP
ijassa-1251	104	21	days	day	NOUN
ijassa-1251	104	22	,	,	PUNCT
ijassa-1251	104	23	lin	lin	PROPN
ijassa-1251	104	24	et	et	PROPN
ijassa-1251	104	25	al	al	PROPN
ijassa-1251	104	26	.	.	PROPN
ijassa-1251	104	27	constructed	construct	VERB
ijassa-1251	104	28	a	a	DET
ijassa-1251	104	29	new	new	ADJ
ijassa-1251	104	30	ensemble	ensemble	ADJ
ijassa-1251	104	31	machine	machine	NOUN
ijassa-1251	104	32	learning	learn	VERB
ijassa-1251	104	33	framework	framework	NOUN
ijassa-1251	104	34	for	for	ADP
ijassa-1251	104	35	daily	daily	ADJ
ijassa-1251	104	36	stock	stock	NOUN
ijassa-1251	104	37	movement	movement	NOUN
ijassa-1251	104	38	forecast	forecast	PROPN
ijassa-1251	104	39	,	,	PUNCT
ijassa-1251	104	40	integrating	integrate	VERB
ijassa-1251	104	41	normal	normal	ADJ
ijassa-1251	104	42	candlestick	candlestick	NOUN
ijassa-1251	104	43	charting	chart	VERB
ijassa-1251	104	44	with	with	ADP
ijassa-1251	104	45	the	the	DET
ijassa-1251	104	46	most	most	ADV
ijassa-1251	104	47	recent	recent	ADJ
ijassa-1251	104	48	artificial	artificial	ADJ
ijassa-1251	104	49	intelligence	intelligence	NOUN
ijassa-1251	104	50	(	(	PUNCT
ijassa-1251	104	51	ai	ai	NOUN
ijassa-1251	104	52	)	)	PUNCT
ijassa-1251	104	53	methods	method	NOUN
ijassa-1251	104	54	.	.	PUNCT
ijassa-1251	105	1	more	more	ADV
ijassa-1251	105	2	specifically	specifically	ADV
ijassa-1251	105	3	,	,	PUNCT
ijassa-1251	105	4	various	various	ADJ
ijassa-1251	105	5	machine	machine	NOUN
ijassa-1251	105	6	/	/	SYM
ijassa-1251	105	7	deep	deep	ADJ
ijassa-1251	105	8	learning	learning	NOUN
ijassa-1251	105	9	methods	method	NOUN
ijassa-1251	105	10	were	be	AUX
ijassa-1251	105	11	also	also	ADV
ijassa-1251	105	12	adopted	adopt	VERB
ijassa-1251	105	13	to	to	PART
ijassa-1251	105	14	forecast	forecast	VERB
ijassa-1251	105	15	the	the	DET
ijassa-1251	105	16	closing	closing	NOUN
ijassa-1251	105	17	stock	stock	NOUN
ijassa-1251	105	18	price	price	NOUN
ijassa-1251	105	19	movement	movement	NOUN
ijassa-1251	105	20	.	.	PUNCT
ijassa-1251	106	1	accordingly	accordingly	ADV
ijassa-1251	106	2	,	,	PUNCT
ijassa-1251	106	3	this	this	DET
ijassa-1251	106	4	proposed	propose	VERB
ijassa-1251	106	5	framework	framework	NOUN
ijassa-1251	106	6	helps	helps	AUX
ijassa-1251	106	7	select	select	VERB
ijassa-1251	106	8	proper	proper	ADJ
ijassa-1251	106	9	machine	machine	NOUN
ijassa-1251	106	10	learning	learning	NOUN
ijassa-1251	106	11	forecast	forecast	NOUN
ijassa-1251	106	12	method	method	NOUN
ijassa-1251	106	13	for	for	ADP
ijassa-1251	106	14	all	all	DET
ijassa-1251	106	15	patterns	pattern	NOUN
ijassa-1251	106	16	basing	base	VERB
ijassa-1251	106	17	on	on	ADP
ijassa-1251	106	18	the	the	DET
ijassa-1251	106	19	trained	train	VERB
ijassa-1251	106	20	outputs	output	NOUN
ijassa-1251	106	21	.	.	PUNCT
ijassa-1251	107	1	additionally	additionally	ADV
ijassa-1251	107	2	,	,	PUNCT
ijassa-1251	107	3	the	the	DET
ijassa-1251	107	4	extensive	extensive	ADJ
ijassa-1251	107	5	surveys	survey	NOUN
ijassa-1251	107	6	of	of	ADP
ijassa-1251	107	7	jiang	jiang	PROPN
ijassa-1251	108	1	[	[	X
ijassa-1251	108	2	16	16	NUM
ijassa-1251	108	3	]	]	PUNCT
ijassa-1251	108	4	and	and	CCONJ
ijassa-1251	108	5	li	li	X
ijassa-1251	109	1	[	[	X
ijassa-1251	109	2	21	21	NUM
ijassa-1251	109	3	]	]	PUNCT
ijassa-1251	109	4	give	give	VERB
ijassa-1251	109	5	latest	late	ADJ
ijassa-1251	109	6	reviews	review	NOUN
ijassa-1251	109	7	of	of	ADP
ijassa-1251	109	8	recent	recent	ADJ
ijassa-1251	109	9	works	work	NOUN
ijassa-1251	109	10	on	on	ADP
ijassa-1251	109	11	deep	deep	ADJ
ijassa-1251	109	12	learning	learning	NOUN
ijassa-1251	109	13	models	model	NOUN
ijassa-1251	109	14	for	for	ADP
ijassa-1251	109	15	stock	stock	NOUN
ijassa-1251	109	16	price	price	NOUN
ijassa-1251	109	17	prediction	prediction	NOUN
ijassa-1251	109	18	.	.	PUNCT
ijassa-1251	110	1	authors	author	NOUN
ijassa-1251	110	2	not	not	PART
ijassa-1251	110	3	only	only	ADV
ijassa-1251	110	4	categorize	categorize	VERB
ijassa-1251	110	5	and	and	CCONJ
ijassa-1251	110	6	introduce	introduce	VERB
ijassa-1251	110	7	numerous	numerous	ADJ
ijassa-1251	110	8	data	datum	NOUN
ijassa-1251	110	9	sources	source	NOUN
ijassa-1251	110	10	,	,	PUNCT
ijassa-1251	110	11	many	many	ADJ
ijassa-1251	110	12	neural	neural	ADJ
ijassa-1251	110	13	network	network	NOUN
ijassa-1251	110	14	models	model	NOUN
ijassa-1251	110	15	,	,	PUNCT
ijassa-1251	110	16	and	and	CCONJ
ijassa-1251	110	17	frequent	frequent	ADJ
ijassa-1251	110	18	used	use	VERB
ijassa-1251	110	19	metrics	metric	NOUN
ijassa-1251	110	20	for	for	ADP
ijassa-1251	110	21	evaluation	evaluation	NOUN
ijassa-1251	110	22	,	,	PUNCT
ijassa-1251	110	23	but	but	CCONJ
ijassa-1251	110	24	also	also	ADV
ijassa-1251	110	25	the	the	DET
ijassa-1251	110	26	reproducibility	reproducibility	NOUN
ijassa-1251	110	27	and	and	CCONJ
ijassa-1251	110	28	implementation	implementation	NOUN
ijassa-1251	110	29	.	.	PUNCT
ijassa-1251	111	1	in	in	ADP
ijassa-1251	111	2	summary	summary	NOUN
ijassa-1251	111	3	,	,	PUNCT
ijassa-1251	111	4	econometric	econometric	ADJ
ijassa-1251	111	5	and	and	CCONJ
ijassa-1251	111	6	machine	machine	NOUN
ijassa-1251	111	7	learning	learning	NOUN
ijassa-1251	111	8	models	model	NOUN
ijassa-1251	111	9	were	be	AUX
ijassa-1251	111	10	the	the	DET
ijassa-1251	111	11	most	most	ADV
ijassa-1251	111	12	frequently	frequently	ADV
ijassa-1251	111	13	adopted	adopt	VERB
ijassa-1251	111	14	methods	method	NOUN
ijassa-1251	111	15	in	in	ADP
ijassa-1251	111	16	stock	stock	NOUN
ijassa-1251	111	17	price	price	NOUN
ijassa-1251	111	18	forecast	forecast	NOUN
ijassa-1251	111	19	problem	problem	NOUN
ijassa-1251	111	20	.	.	PUNCT
ijassa-1251	112	1	nevertheless	nevertheless	ADV
ijassa-1251	112	2	,	,	PUNCT
ijassa-1251	112	3	econometric	econometric	ADJ
ijassa-1251	112	4	models	model	NOUN
ijassa-1251	112	5	do	do	AUX
ijassa-1251	112	6	not	not	PART
ijassa-1251	112	7	provide	provide	VERB
ijassa-1251	112	8	effective	effective	ADJ
ijassa-1251	112	9	accuracy	accuracy	NOUN
ijassa-1251	112	10	for	for	ADP
ijassa-1251	112	11	nonlinear	nonlinear	ADJ
ijassa-1251	112	12	time	time	NOUN
ijassa-1251	112	13	series	series	PROPN
ijassa-1251	112	14	problems	problem	NOUN
ijassa-1251	112	15	,	,	PUNCT
ijassa-1251	112	16	while	while	SCONJ
ijassa-1251	112	17	common	common	ADJ
ijassa-1251	112	18	machine	machine	NOUN
ijassa-1251	112	19	learning	learning	NOUN
ijassa-1251	112	20	models	model	NOUN
ijassa-1251	112	21	disregard	disregard	VERB
ijassa-1251	112	22	much	much	ADV
ijassa-1251	112	23	hidden	hide	VERB
ijassa-1251	112	24	knowledge	knowledge	NOUN
ijassa-1251	112	25	evolving	evolve	VERB
ijassa-1251	112	26	through	through	ADP
ijassa-1251	112	27	times	time	NOUN
ijassa-1251	112	28	.	.	PUNCT
ijassa-1251	113	1	deep	deep	ADJ
ijassa-1251	113	2	learning	learning	NOUN
ijassa-1251	113	3	models	model	NOUN
ijassa-1251	113	4	can	can	AUX
ijassa-1251	113	5	process	process	VERB
ijassa-1251	113	6	effectively	effectively	ADV
ijassa-1251	113	7	multi	multi	ADJ
ijassa-1251	113	8	-	-	NOUN
ijassa-1251	113	9	period	period	NOUN
ijassa-1251	113	10	and	and	CCONJ
ijassa-1251	113	11	time	time	NOUN
ijassa-1251	113	12	series	series	PROPN
ijassa-1251	113	13	data	data	PROPN
ijassa-1251	113	14	[	[	X
ijassa-1251	113	15	41	41	NUM
ijassa-1251	113	16	]	]	PUNCT
ijassa-1251	113	17	.	.	PUNCT
ijassa-1251	114	1	concurrently	concurrently	ADV
ijassa-1251	114	2	,	,	PUNCT
ijassa-1251	114	3	combining	combine	VERB
ijassa-1251	114	4	various	various	ADJ
ijassa-1251	114	5	deep	deep	ADJ
ijassa-1251	114	6	learning	learning	NOUN
ijassa-1251	114	7	models	model	NOUN
ijassa-1251	114	8	together	together	ADV
ijassa-1251	114	9	has	have	AUX
ijassa-1251	114	10	recently	recently	ADV
ijassa-1251	114	11	provided	provide	VERB
ijassa-1251	114	12	better	well	ADJ
ijassa-1251	114	13	performance	performance	NOUN
ijassa-1251	114	14	than	than	ADP
ijassa-1251	114	15	single	single	ADJ
ijassa-1251	114	16	model	model	NOUN
ijassa-1251	114	17	and	and	CCONJ
ijassa-1251	114	18	is	be	AUX
ijassa-1251	114	19	becoming	become	VERB
ijassa-1251	114	20	the	the	DET
ijassa-1251	114	21	dominant	dominant	ADJ
ijassa-1251	114	22	approach	approach	NOUN
ijassa-1251	114	23	for	for	ADP
ijassa-1251	114	24	solving	solve	VERB
ijassa-1251	114	25	stock	stock	NOUN
ijassa-1251	114	26	price	price	NOUN
ijassa-1251	114	27	forecast	forecast	NOUN
ijassa-1251	114	28	problems	problem	NOUN
ijassa-1251	114	29	[	[	X
ijassa-1251	114	30	16	16	NUM
ijassa-1251	114	31	]	]	PUNCT
ijassa-1251	114	32	,	,	PUNCT
ijassa-1251	115	1	[	[	X
ijassa-1251	115	2	55	55	NUM
ijassa-1251	115	3	]	]	PUNCT
ijassa-1251	115	4	.	.	PUNCT
ijassa-1251	116	1	3	3	X
ijassa-1251	116	2	.	.	NUM
ijassa-1251	116	3	proposed	propose	VERB
ijassa-1251	116	4	method	method	NOUN
ijassa-1251	116	5	and	and	CCONJ
ijassa-1251	116	6	empirical	empirical	ADJ
ijassa-1251	116	7	results	result	NOUN
ijassa-1251	116	8	of	of	ADP
ijassa-1251	116	9	stock	stock	NOUN
ijassa-1251	116	10	price	price	NOUN
ijassa-1251	116	11	prediction	prediction	NOUN
ijassa-1251	116	12	in	in	ADP
ijassa-1251	116	13	the	the	DET
ijassa-1251	116	14	course	course	NOUN
ijassa-1251	116	15	of	of	ADP
ijassa-1251	116	16	the	the	DET
ijassa-1251	116	17	study	study	NOUN
ijassa-1251	116	18	,	,	PUNCT
ijassa-1251	116	19	a	a	DET
ijassa-1251	116	20	program	program	NOUN
ijassa-1251	116	21	system	system	NOUN
ijassa-1251	116	22	was	be	AUX
ijassa-1251	116	23	developed	develop	VERB
ijassa-1251	116	24	for	for	ADP
ijassa-1251	116	25	analyzing	analyze	VERB
ijassa-1251	116	26	the	the	DET
ijassa-1251	116	27	word	word	NOUN
ijassa-1251	116	28	burst	burst	ADJ
ijassa-1251	116	29	detection	detection	NOUN
ijassa-1251	116	30	in	in	ADP
ijassa-1251	116	31	web	web	NOUN
ijassa-1251	116	32	news	news	NOUN
ijassa-1251	116	33	,	,	PUNCT
ijassa-1251	116	34	predicting	predict	VERB
ijassa-1251	116	35	the	the	DET
ijassa-1251	116	36	trend	trend	NOUN
ijassa-1251	116	37	of	of	ADP
ijassa-1251	116	38	stock	stock	NOUN
ijassa-1251	116	39	prices	price	NOUN
ijassa-1251	116	40	,	,	PUNCT
ijassa-1251	116	41	and	and	CCONJ
ijassa-1251	116	42	patent	patent	NOUN
ijassa-1251	116	43	analysis	analysis	NOUN
ijassa-1251	116	44	.	.	PUNCT
ijassa-1251	117	1	the	the	DET
ijassa-1251	117	2	information	information	NOUN
ijassa-1251	117	3	-	-	PUNCT
ijassa-1251	117	4	functional	functional	ADJ
ijassa-1251	117	5	diagram	diagram	NOUN
ijassa-1251	117	6	of	of	ADP
ijassa-1251	117	7	the	the	DET
ijassa-1251	117	8	system	system	NOUN
ijassa-1251	117	9	is	be	AUX
ijassa-1251	117	10	shown	show	VERB
ijassa-1251	117	11	in	in	ADP
ijassa-1251	117	12	figure	figure	NOUN
ijassa-1251	117	13	2	2	NUM
ijassa-1251	117	14	.	.	PUNCT
ijassa-1251	118	1	this	this	DET
ijassa-1251	118	2	program	program	NOUN
ijassa-1251	118	3	system	system	NOUN
ijassa-1251	118	4	consists	consist	VERB
ijassa-1251	118	5	of	of	ADP
ijassa-1251	118	6	3	3	NUM
ijassa-1251	118	7	modules	module	NOUN
ijassa-1251	118	8	:	:	PUNCT
ijassa-1251	118	9	–	–	PUNCT
ijassa-1251	118	10	word	word	NOUN
ijassa-1251	118	11	frequency	frequency	NOUN
ijassa-1251	118	12	analysis	analysis	NOUN
ijassa-1251	118	13	module	module	NOUN
ijassa-1251	118	14	;	;	PUNCT
ijassa-1251	118	15	–	–	PUNCT
ijassa-1251	118	16	stock	stock	NOUN
ijassa-1251	118	17	price	price	NOUN
ijassa-1251	118	18	forecast	forecast	NOUN
ijassa-1251	118	19	module	module	NOUN
ijassa-1251	118	20	;	;	PUNCT
ijassa-1251	118	21	–	–	PUNCT
ijassa-1251	118	22	patent	patent	NOUN
ijassa-1251	118	23	analysis	analysis	NOUN
ijassa-1251	118	24	module	module	NOUN
ijassa-1251	118	25	.	.	PUNCT
ijassa-1251	119	1	the	the	DET
ijassa-1251	119	2	program	program	NOUN
ijassa-1251	119	3	code	code	NOUN
ijassa-1251	119	4	is	be	AUX
ijassa-1251	119	5	written	write	VERB
ijassa-1251	119	6	in	in	ADP
ijassa-1251	119	7	python	python	PROPN
ijassa-1251	119	8	,	,	PUNCT
ijassa-1251	119	9	with	with	ADP
ijassa-1251	119	10	support	support	NOUN
ijassa-1251	119	11	of	of	ADP
ijassa-1251	119	12	popular	popular	ADJ
ijassa-1251	119	13	machine	machine	NOUN
ijassa-1251	119	14	/	/	SYM
ijassa-1251	119	15	deep	deep	ADJ
ijassa-1251	119	16	learning	learning	NOUN
ijassa-1251	119	17	libraries	library	NOUN
ijassa-1251	119	18	such	such	ADJ
ijassa-1251	119	19	as	as	ADP
ijassa-1251	119	20	scikit	scikit	NOUN
ijassa-1251	119	21	-	-	PUNCT
ijassa-1251	119	22	learn	learn	VERB
ijassa-1251	119	23	,	,	PUNCT
ijassa-1251	119	24	keras	keras	PROPN
ijassa-1251	119	25	,	,	PUNCT
ijassa-1251	119	26	pandas	panda	NOUN
ijassa-1251	119	27	,	,	PUNCT
ijassa-1251	119	28	matplotlib	matplotlib	PROPN
ijassa-1251	119	29	,	,	PUNCT
ijassa-1251	119	30	seaborn	seaborn	PROPN
ijassa-1251	119	31	,	,	PUNCT
ijassa-1251	119	32	numpy	numpy	NOUN
ijassa-1251	119	33	,	,	PUNCT
ijassa-1251	119	34	spacy	spacy	NOUN
ijassa-1251	119	35	,	,	PUNCT
ijassa-1251	119	36	nltk	nltk	PROPN
ijassa-1251	119	37	,	,	PUNCT
ijassa-1251	119	38	sentence	sentence	NOUN
ijassa-1251	119	39	transformer	transformer	NOUN
ijassa-1251	119	40	,	,	PUNCT
ijassa-1251	119	41	etc	etc	X
ijassa-1251	119	42	.	.	X
ijassa-1251	120	1	all	all	DET
ijassa-1251	120	2	empirical	empirical	ADJ
ijassa-1251	120	3	runs	run	NOUN
ijassa-1251	120	4	were	be	AUX
ijassa-1251	120	5	carried	carry	VERB
ijassa-1251	120	6	out	out	ADP
ijassa-1251	120	7	in	in	ADP
ijassa-1251	120	8	the	the	DET
ijassa-1251	120	9	interactive	interactive	ADJ
ijassa-1251	120	10	google	google	PROPN
ijassa-1251	120	11	colab	colab	PROPN
ijassa-1251	120	12	environment	environment	PROPN
ijassa-1251	120	13	.	.	PUNCT
ijassa-1251	121	1	74	74	NUM
ijassa-1251	121	2	n.	n.	NOUN
ijassa-1251	121	3	t.	t.	PROPN
ijassa-1251	121	4	viet	viet	PROPN
ijassa-1251	121	5	,	,	PUNCT
ijassa-1251	121	6	a.	a.	NOUN
ijassa-1251	121	7	kravets	kravet	NOUN
ijassa-1251	121	8	copyright	copyright	NOUN
ijassa-1251	121	9	©	©	PROPN
ijassa-1251	121	10	2023	2023	NUM
ijassa-1251	121	11	assa	assa	PROPN
ijassa-1251	121	12	adv	adv	PROPN
ijassa-1251	121	13	.	.	PUNCT
ijassa-1251	122	1	in	in	ADP
ijassa-1251	122	2	systems	system	NOUN
ijassa-1251	122	3	science	science	NOUN
ijassa-1251	122	4	and	and	CCONJ
ijassa-1251	122	5	appl	appl	NOUN
ijassa-1251	122	6	.	.	PUNCT
ijassa-1251	123	1	(	(	PUNCT
ijassa-1251	123	2	2023	2023	NUM
ijassa-1251	123	3	)	)	PUNCT
ijassa-1251	123	4	figure	figure	NOUN
ijassa-1251	123	5	2	2	NUM
ijassa-1251	123	6	.	.	PUNCT
ijassa-1251	123	7	information	information	NOUN
ijassa-1251	123	8	-	-	PUNCT
ijassa-1251	123	9	functional	functional	ADJ
ijassa-1251	123	10	diagram	diagram	NOUN
ijassa-1251	123	11	of	of	ADP
ijassa-1251	123	12	the	the	DET
ijassa-1251	123	13	program	program	NOUN
ijassa-1251	123	14	system	system	NOUN
ijassa-1251	123	15	wherein	wherein	SCONJ
ijassa-1251	123	16	the	the	DET
ijassa-1251	123	17	module	module	NOUN
ijassa-1251	123	18	for	for	ADP
ijassa-1251	123	19	analyzing	analyze	VERB
ijassa-1251	123	20	the	the	DET
ijassa-1251	123	21	words	word	NOUN
ijassa-1251	123	22	frequency	frequency	NOUN
ijassa-1251	123	23	in	in	ADP
ijassa-1251	123	24	web	web	NOUN
ijassa-1251	123	25	news	news	NOUN
ijassa-1251	123	26	were	be	AUX
ijassa-1251	123	27	described	describe	VERB
ijassa-1251	123	28	specifically	specifically	ADV
ijassa-1251	123	29	in	in	ADP
ijassa-1251	123	30	our	our	PRON
ijassa-1251	123	31	previous	previous	ADJ
ijassa-1251	123	32	article	article	NOUN
ijassa-1251	123	33	[	[	X
ijassa-1251	123	34	46	46	NUM
ijassa-1251	123	35	]	]	PUNCT
ijassa-1251	123	36	.	.	PUNCT
ijassa-1251	124	1	this	this	DET
ijassa-1251	124	2	paper	paper	NOUN
ijassa-1251	124	3	describes	describe	VERB
ijassa-1251	124	4	the	the	DET
ijassa-1251	124	5	functions	function	NOUN
ijassa-1251	124	6	of	of	ADP
ijassa-1251	124	7	the	the	DET
ijassa-1251	124	8	stock	stock	NOUN
ijassa-1251	124	9	price	price	NOUN
ijassa-1251	124	10	forecast	forecast	NOUN
ijassa-1251	124	11	module	module	NOUN
ijassa-1251	124	12	and	and	CCONJ
ijassa-1251	124	13	patent	patent	NOUN
ijassa-1251	124	14	analysis	analysis	NOUN
ijassa-1251	124	15	module	module	NOUN
ijassa-1251	124	16	.	.	PUNCT
ijassa-1251	125	1	in	in	ADP
ijassa-1251	125	2	this	this	DET
ijassa-1251	125	3	manner	manner	NOUN
ijassa-1251	125	4	,	,	PUNCT
ijassa-1251	125	5	our	our	PRON
ijassa-1251	125	6	recent	recent	ADJ
ijassa-1251	125	7	studies	study	NOUN
ijassa-1251	125	8	[	[	X
ijassa-1251	125	9	46	46	NUM
ijassa-1251	125	10	]	]	PUNCT
ijassa-1251	125	11	,	,	PUNCT
ijassa-1251	125	12	[	[	X
ijassa-1251	125	13	47	47	NUM
ijassa-1251	125	14	]	]	PUNCT
ijassa-1251	125	15	state	state	NOUN
ijassa-1251	125	16	that	that	SCONJ
ijassa-1251	125	17	web	web	NOUN
ijassa-1251	125	18	news	news	NOUN
ijassa-1251	125	19	is	be	AUX
ijassa-1251	125	20	a	a	DET
ijassa-1251	125	21	crucial	crucial	ADJ
ijassa-1251	125	22	data	datum	NOUN
ijassa-1251	125	23	source	source	NOUN
ijassa-1251	125	24	for	for	ADP
ijassa-1251	125	25	investigating	investigate	VERB
ijassa-1251	125	26	social	social	ADJ
ijassa-1251	125	27	recognition	recognition	NOUN
ijassa-1251	125	28	of	of	ADP
ijassa-1251	125	29	emergent	emergent	ADJ
ijassa-1251	125	30	technologies	technology	NOUN
ijassa-1251	125	31	.	.	PUNCT
ijassa-1251	126	1	also	also	ADV
ijassa-1251	126	2	,	,	PUNCT
ijassa-1251	126	3	after	after	ADP
ijassa-1251	126	4	utilizing	utilize	VERB
ijassa-1251	126	5	burst	burst	ADJ
ijassa-1251	126	6	detection	detection	NOUN
ijassa-1251	126	7	algorithm	algorithm	NOUN
ijassa-1251	126	8	on	on	ADP
ijassa-1251	126	9	web	web	NOUN
ijassa-1251	126	10	news	news	NOUN
ijassa-1251	126	11	data	datum	NOUN
ijassa-1251	126	12	and	and	CCONJ
ijassa-1251	126	13	clustering	clustering	NOUN
ijassa-1251	126	14	of	of	ADP
ijassa-1251	126	15	burst	burst	ADJ
ijassa-1251	126	16	terms	term	NOUN
ijassa-1251	126	17	,	,	PUNCT
ijassa-1251	126	18	we	we	PRON
ijassa-1251	126	19	obtained	obtain	VERB
ijassa-1251	126	20	some	some	DET
ijassa-1251	126	21	main	main	ADJ
ijassa-1251	126	22	technology	technology	NOUN
ijassa-1251	126	23	trends	trend	NOUN
ijassa-1251	126	24	that	that	PRON
ijassa-1251	126	25	occurred	occur	VERB
ijassa-1251	126	26	from	from	ADP
ijassa-1251	126	27	january	january	PROPN
ijassa-1251	126	28	2016	2016	NUM
ijassa-1251	126	29	to	to	ADP
ijassa-1251	126	30	january	january	PROPN
ijassa-1251	126	31	2020	2020	NUM
ijassa-1251	126	32	.	.	PUNCT
ijassa-1251	127	1	moreover	moreover	ADV
ijassa-1251	127	2	,	,	PUNCT
ijassa-1251	127	3	some	some	PRON
ijassa-1251	127	4	of	of	ADP
ijassa-1251	127	5	high	high	ADJ
ijassa-1251	127	6	-	-	PUNCT
ijassa-1251	127	7	technology	technology	NOUN
ijassa-1251	127	8	enterprises	enterprise	NOUN
ijassa-1251	127	9	appeared	appear	VERB
ijassa-1251	127	10	among	among	ADP
ijassa-1251	127	11	the	the	DET
ijassa-1251	127	12	explored	explore	VERB
ijassa-1251	127	13	burst	burst	ADJ
ijassa-1251	127	14	terms	term	NOUN
ijassa-1251	127	15	is	be	AUX
ijassa-1251	127	16	:	:	PUNCT
ijassa-1251	127	17	samsung	samsung	PROPN
ijassa-1251	127	18	,	,	PUNCT
ijassa-1251	127	19	huawei	huawei	PROPN
ijassa-1251	127	20	,	,	PUNCT
ijassa-1251	127	21	intel	intel	PROPN
ijassa-1251	127	22	,	,	PUNCT
ijassa-1251	127	23	uber	uber	ADJ
ijassa-1251	127	24	,	,	PUNCT
ijassa-1251	127	25	tesla	tesla	PROPN
ijassa-1251	127	26	,	,	PUNCT
ijassa-1251	127	27	apple	apple	NOUN
ijassa-1251	127	28	,	,	PUNCT
ijassa-1251	127	29	and	and	CCONJ
ijassa-1251	127	30	facebook	facebook	NOUN
ijassa-1251	127	31	.	.	PUNCT
ijassa-1251	128	1	as	as	ADP
ijassa-1251	128	2	a	a	DET
ijassa-1251	128	3	case	case	NOUN
ijassa-1251	128	4	study	study	NOUN
ijassa-1251	128	5	,	,	PUNCT
ijassa-1251	128	6	the	the	DET
ijassa-1251	128	7	proposed	propose	VERB
ijassa-1251	128	8	method	method	NOUN
ijassa-1251	128	9	is	be	AUX
ijassa-1251	128	10	applied	apply	VERB
ijassa-1251	128	11	to	to	PART
ijassa-1251	128	12	predict	predict	VERB
ijassa-1251	128	13	the	the	DET
ijassa-1251	128	14	stock	stock	NOUN
ijassa-1251	128	15	price	price	NOUN
ijassa-1251	128	16	trend	trend	NOUN
ijassa-1251	128	17	of	of	ADP
ijassa-1251	128	18	samsung	samsung	PROPN
ijassa-1251	128	19	electronics	electronics	PROPN
ijassa-1251	128	20	co	co	X
ijassa-1251	128	21	ltd	ltd	PROPN
ijassa-1251	128	22	.	.	PROPN
ijassa-1251	129	1	3.1	3.1	NUM
ijassa-1251	129	2	.	.	PUNCT
ijassa-1251	129	3	raw	raw	ADJ
ijassa-1251	129	4	data	datum	NOUN
ijassa-1251	129	5	available	available	ADJ
ijassa-1251	129	6	stock	stock	NOUN
ijassa-1251	129	7	price	price	NOUN
ijassa-1251	129	8	data	datum	NOUN
ijassa-1251	129	9	of	of	ADP
ijassa-1251	129	10	samsung	samsung	PROPN
ijassa-1251	129	11	(	(	PUNCT
ijassa-1251	129	12	stock	stock	NOUN
ijassa-1251	129	13	code	code	PROPN
ijassa-1251	129	14	005930.ks	005930.ks	NOUN
ijassa-1251	129	15	)	)	PUNCT
ijassa-1251	129	16	is	be	AUX
ijassa-1251	129	17	downloaded	download	VERB
ijassa-1251	129	18	from	from	ADP
ijassa-1251	129	19	yahoo	yahoo	PROPN
ijassa-1251	129	20	finance	finance	NOUN
ijassa-1251	129	21	[	[	X
ijassa-1251	129	22	33	33	NUM
ijassa-1251	129	23	]	]	PUNCT
ijassa-1251	129	24	in	in	ADP
ijassa-1251	129	25	the	the	DET
ijassa-1251	129	26	period	period	NOUN
ijassa-1251	129	27	from	from	ADP
ijassa-1251	129	28	january	january	PROPN
ijassa-1251	129	29	,	,	PUNCT
ijassa-1251	129	30	2000	2000	NUM
ijassa-1251	129	31	to	to	ADP
ijassa-1251	129	32	december	december	PROPN
ijassa-1251	129	33	,	,	PUNCT
ijassa-1251	129	34	2021	2021	NUM
ijassa-1251	129	35	for	for	ADP
ijassa-1251	129	36	further	further	ADJ
ijassa-1251	129	37	prediction	prediction	NOUN
ijassa-1251	129	38	model	model	NOUN
ijassa-1251	129	39	.	.	PUNCT
ijassa-1251	130	1	the	the	DET
ijassa-1251	130	2	objective	objective	NOUN
ijassa-1251	130	3	of	of	ADP
ijassa-1251	130	4	this	this	DET
ijassa-1251	130	5	section	section	NOUN
ijassa-1251	130	6	is	be	AUX
ijassa-1251	130	7	predicting	predict	VERB
ijassa-1251	130	8	the	the	DET
ijassa-1251	130	9	stock	stock	NOUN
ijassa-1251	130	10	price	price	NOUN
ijassa-1251	130	11	overall	overall	ADJ
ijassa-1251	130	12	trend	trend	NOUN
ijassa-1251	130	13	(	(	PUNCT
ijassa-1251	130	14	upward	upward	ADJ
ijassa-1251	130	15	or	or	CCONJ
ijassa-1251	130	16	downward	downward	ADJ
ijassa-1251	130	17	)	)	PUNCT
ijassa-1251	130	18	of	of	ADP
ijassa-1251	130	19	samsung	samsung	PROPN
ijassa-1251	130	20	in	in	ADP
ijassa-1251	130	21	the	the	DET
ijassa-1251	130	22	year	year	NOUN
ijassa-1251	130	23	2022	2022	NUM
ijassa-1251	130	24	by	by	ADP
ijassa-1251	130	25	adopting	adopt	VERB
ijassa-1251	130	26	numerous	numerous	ADJ
ijassa-1251	130	27	machine	machine	NOUN
ijassa-1251	130	28	learning	learning	NOUN
ijassa-1251	130	29	and	and	CCONJ
ijassa-1251	130	30	deep	deep	ADJ
ijassa-1251	130	31	learning	learning	NOUN
ijassa-1251	130	32	models	model	NOUN
ijassa-1251	130	33	.	.	PUNCT
ijassa-1251	131	1	the	the	DET
ijassa-1251	131	2	raw	raw	ADJ
ijassa-1251	131	3	data	data	NOUN
ijassa-1251	131	4	consists	consist	VERB
ijassa-1251	131	5	of	of	ADP
ijassa-1251	131	6	all	all	DET
ijassa-1251	131	7	financial	financial	ADJ
ijassa-1251	131	8	attributes	attribute	NOUN
ijassa-1251	131	9	that	that	PRON
ijassa-1251	131	10	exist	exist	VERB
ijassa-1251	131	11	in	in	ADP
ijassa-1251	131	12	a	a	DET
ijassa-1251	131	13	stock	stock	NOUN
ijassa-1251	131	14	market	market	NOUN
ijassa-1251	131	15	,	,	PUNCT
ijassa-1251	131	16	e.g.	e.g.	ADV
ijassa-1251	131	17	,	,	PUNCT
ijassa-1251	131	18	open/	open/	NUM
ijassa-1251	131	19	close/	close/	NUM
ijassa-1251	131	20	adjusted	adjust	VERB
ijassa-1251	131	21	close/	close/	NUM
ijassa-1251	131	22	high/	high/	NUM
ijassa-1251	131	23	low	low	ADJ
ijassa-1251	131	24	prices	price	NOUN
ijassa-1251	131	25	,	,	PUNCT
ijassa-1251	131	26	and	and	CCONJ
ijassa-1251	131	27	trading	trading	NOUN
ijassa-1251	131	28	volume	volume	NOUN
ijassa-1251	131	29	.	.	PUNCT
ijassa-1251	132	1	the	the	DET
ijassa-1251	132	2	downloaded	download	VERB
ijassa-1251	132	3	dataset	dataset	NOUN
ijassa-1251	132	4	of	of	ADP
ijassa-1251	132	5	samsung	samsung	PROPN
ijassa-1251	132	6	stock	stock	NOUN
ijassa-1251	132	7	price	price	NOUN
ijassa-1251	132	8	is	be	AUX
ijassa-1251	132	9	demonstrated	demonstrate	VERB
ijassa-1251	132	10	in	in	ADP
ijassa-1251	132	11	figure	figure	NOUN
ijassa-1251	132	12	3	3	NUM
ijassa-1251	132	13	.	.	PUNCT
ijassa-1251	133	1	a	a	DET
ijassa-1251	133	2	novel	novel	ADJ
ijassa-1251	133	3	method	method	NOUN
ijassa-1251	133	4	for	for	ADP
ijassa-1251	133	5	predicting	predict	VERB
ijassa-1251	133	6	technology	technology	NOUN
ijassa-1251	133	7	trends	trend	NOUN
ijassa-1251	133	8	…	…	PUNCT
ijassa-1251	133	9	75	75	NUM
ijassa-1251	133	10	copyright	copyright	NOUN
ijassa-1251	133	11	©	©	PROPN
ijassa-1251	133	12	2023	2023	NUM
ijassa-1251	133	13	assa	assa	NOUN
ijassa-1251	133	14	.	.	PUNCT
ijassa-1251	134	1	adv	adv	PROPN
ijassa-1251	134	2	.	.	PUNCT
ijassa-1251	135	1	in	in	ADP
ijassa-1251	135	2	systems	system	NOUN
ijassa-1251	135	3	science	science	NOUN
ijassa-1251	135	4	and	and	CCONJ
ijassa-1251	135	5	appl	appl	NOUN
ijassa-1251	135	6	.	.	PUNCT
ijassa-1251	136	1	(	(	PUNCT
ijassa-1251	136	2	2023	2023	NUM
ijassa-1251	136	3	)	)	PUNCT
ijassa-1251	136	4	figure	figure	NOUN
ijassa-1251	136	5	3	3	NUM
ijassa-1251	136	6	.	.	PUNCT
ijassa-1251	136	7	samsung	samsung	PROPN
ijassa-1251	136	8	stock	stock	PROPN
ijassa-1251	136	9	price	price	NOUN
ijassa-1251	136	10	(	(	PUNCT
ijassa-1251	136	11	currency	currency	NOUN
ijassa-1251	136	12	in	in	ADP
ijassa-1251	136	13	korean	korean	ADJ
ijassa-1251	136	14	won	won	PROPN
ijassa-1251	136	15	)	)	PUNCT
ijassa-1251	136	16	dataset	dataset	VERB
ijassa-1251	136	17	from	from	ADP
ijassa-1251	136	18	2000	2000	NUM
ijassa-1251	136	19	to	to	ADP
ijassa-1251	136	20	2021	2021	NUM
ijassa-1251	136	21	3.2	3.2	NUM
ijassa-1251	136	22	.	.	PUNCT
ijassa-1251	137	1	data	datum	NOUN
ijassa-1251	137	2	preprocessing	preprocessing	NOUN
ijassa-1251	137	3	and	and	CCONJ
ijassa-1251	137	4	preparation	preparation	NOUN
ijassa-1251	137	5	there	there	PRON
ijassa-1251	137	6	are	be	VERB
ijassa-1251	137	7	2	2	NUM
ijassa-1251	137	8	common	common	ADJ
ijassa-1251	137	9	approaches	approach	NOUN
ijassa-1251	137	10	to	to	PART
ijassa-1251	137	11	prepare	prepare	VERB
ijassa-1251	137	12	data	datum	NOUN
ijassa-1251	137	13	for	for	ADP
ijassa-1251	137	14	predicting	predict	VERB
ijassa-1251	137	15	stock	stock	NOUN
ijassa-1251	137	16	price	price	NOUN
ijassa-1251	137	17	:	:	PUNCT
ijassa-1251	137	18	univariate	univariate	ADJ
ijassa-1251	137	19	and	and	CCONJ
ijassa-1251	137	20	multivariate	multivariate	NOUN
ijassa-1251	137	21	data	datum	NOUN
ijassa-1251	137	22	.	.	PUNCT
ijassa-1251	138	1	for	for	ADP
ijassa-1251	138	2	univariate	univariate	ADJ
ijassa-1251	138	3	input	input	NOUN
ijassa-1251	138	4	data	datum	NOUN
ijassa-1251	138	5	we	we	PRON
ijassa-1251	138	6	utilize	utilize	VERB
ijassa-1251	138	7	autocorrelation	autocorrelation	NOUN
ijassa-1251	138	8	to	to	PART
ijassa-1251	138	9	calculate	calculate	VERB
ijassa-1251	138	10	how	how	SCONJ
ijassa-1251	138	11	past	past	ADJ
ijassa-1251	138	12	stock	stock	NOUN
ijassa-1251	138	13	prices	price	NOUN
ijassa-1251	138	14	affect	affect	VERB
ijassa-1251	138	15	their	their	PRON
ijassa-1251	138	16	upcoming	upcoming	ADJ
ijassa-1251	138	17	prices	price	NOUN
ijassa-1251	138	18	.	.	PUNCT
ijassa-1251	139	1	correlogram	correlogram	NOUN
ijassa-1251	139	2	(	(	PUNCT
ijassa-1251	139	3	acf	acf	PROPN
ijassa-1251	139	4	plot	plot	NOUN
ijassa-1251	139	5	)	)	PUNCT
ijassa-1251	139	6	is	be	AUX
ijassa-1251	139	7	used	use	VERB
ijassa-1251	139	8	to	to	PART
ijassa-1251	139	9	help	help	VERB
ijassa-1251	139	10	determine	determine	VERB
ijassa-1251	139	11	whether	whether	SCONJ
ijassa-1251	139	12	our	our	PRON
ijassa-1251	139	13	stock	stock	NOUN
ijassa-1251	139	14	price	price	NOUN
ijassa-1251	139	15	series	series	NOUN
ijassa-1251	139	16	is	be	AUX
ijassa-1251	139	17	presenting	present	VERB
ijassa-1251	139	18	autocorrelation	autocorrelation	NOUN
ijassa-1251	139	19	in	in	ADP
ijassa-1251	139	20	overall	overall	ADJ
ijassa-1251	139	21	,	,	PUNCT
ijassa-1251	139	22	also	also	ADV
ijassa-1251	139	23	at	at	ADP
ijassa-1251	139	24	which	which	DET
ijassa-1251	139	25	point	point	NOUN
ijassa-1251	139	26	we	we	PRON
ijassa-1251	139	27	can	can	AUX
ijassa-1251	139	28	capture	capture	VERB
ijassa-1251	139	29	the	the	DET
ijassa-1251	139	30	pattern	pattern	NOUN
ijassa-1251	139	31	of	of	ADP
ijassa-1251	139	32	values	value	NOUN
ijassa-1251	139	33	in	in	ADP
ijassa-1251	139	34	the	the	DET
ijassa-1251	139	35	series	series	NOUN
ijassa-1251	139	36	for	for	ADP
ijassa-1251	139	37	better	well	ADJ
ijassa-1251	139	38	future	future	ADJ
ijassa-1251	139	39	prediction	prediction	NOUN
ijassa-1251	139	40	.	.	PUNCT
ijassa-1251	140	1	by	by	ADP
ijassa-1251	140	2	observing	observe	VERB
ijassa-1251	140	3	acf	acf	PROPN
ijassa-1251	140	4	plot	plot	NOUN
ijassa-1251	140	5	(	(	PUNCT
ijassa-1251	140	6	figure	figure	NOUN
ijassa-1251	140	7	4	4	NUM
ijassa-1251	140	8	)	)	PUNCT
ijassa-1251	140	9	derived	derive	VERB
ijassa-1251	140	10	from	from	ADP
ijassa-1251	140	11	statsmodels	statsmodel	NOUN
ijassa-1251	140	12	python	python	PROPN
ijassa-1251	140	13	paсkage	paсkage	NOUN
ijassa-1251	140	14	,	,	PUNCT
ijassa-1251	140	15	we	we	PRON
ijassa-1251	140	16	set	set	VERB
ijassa-1251	140	17	lag	lag	NOUN
ijassa-1251	140	18	window	window	NOUN
ijassa-1251	140	19	as	as	ADP
ijassa-1251	140	20	50	50	NUM
ijassa-1251	140	21	,	,	PUNCT
ijassa-1251	140	22	which	which	PRON
ijassa-1251	140	23	means	mean	VERB
ijassa-1251	140	24	basing	base	VERB
ijassa-1251	140	25	on	on	ADP
ijassa-1251	140	26	adjusted	adjust	VERB
ijassa-1251	140	27	close	close	ADJ
ijassa-1251	140	28	price	price	NOUN
ijassa-1251	140	29	data	datum	NOUN
ijassa-1251	140	30	of	of	ADP
ijassa-1251	140	31	previous	previous	ADJ
ijassa-1251	140	32	50	50	NUM
ijassa-1251	140	33	days	day	NOUN
ijassa-1251	140	34	,	,	PUNCT
ijassa-1251	140	35	the	the	DET
ijassa-1251	140	36	model	model	NOUN
ijassa-1251	140	37	needs	need	VERB
ijassa-1251	140	38	to	to	PART
ijassa-1251	140	39	predict	predict	VERB
ijassa-1251	140	40	the	the	DET
ijassa-1251	140	41	adjusted	adjusted	ADJ
ijassa-1251	140	42	close	close	ADJ
ijassa-1251	140	43	price	price	NOUN
ijassa-1251	140	44	in	in	ADP
ijassa-1251	140	45	the	the	DET
ijassa-1251	140	46	51th	51th	ADJ
ijassa-1251	140	47	day	day	NOUN
ijassa-1251	140	48	(	(	PUNCT
ijassa-1251	140	49	the	the	DET
ijassa-1251	140	50	next	next	ADJ
ijassa-1251	140	51	day	day	NOUN
ijassa-1251	140	52	)	)	PUNCT
ijassa-1251	140	53	.	.	PUNCT
ijassa-1251	141	1	in	in	ADP
ijassa-1251	141	2	univariate	univariate	ADJ
ijassa-1251	141	3	data	datum	NOUN
ijassa-1251	141	4	preparation	preparation	NOUN
ijassa-1251	141	5	approach	approach	NOUN
ijassa-1251	141	6	only	only	ADV
ijassa-1251	141	7	the	the	DET
ijassa-1251	141	8	adjusted	adjust	VERB
ijassa-1251	141	9	close	close	ADJ
ijassa-1251	141	10	price	price	NOUN
ijassa-1251	141	11	column	column	NOUN
ijassa-1251	141	12	is	be	AUX
ijassa-1251	141	13	used	use	VERB
ijassa-1251	141	14	,	,	PUNCT
ijassa-1251	141	15	while	while	SCONJ
ijassa-1251	141	16	all	all	DET
ijassa-1251	141	17	remaining	remain	VERB
ijassa-1251	141	18	columns	column	NOUN
ijassa-1251	141	19	(	(	PUNCT
ijassa-1251	141	20	open/	open/	NUM
ijassa-1251	141	21	close/	close/	NUM
ijassa-1251	141	22	high/	high/	NUM
ijassa-1251	141	23	low	low	ADJ
ijassa-1251	141	24	prices	price	NOUN
ijassa-1251	141	25	,	,	PUNCT
ijassa-1251	141	26	trading	trading	NOUN
ijassa-1251	141	27	volume	volume	NOUN
ijassa-1251	141	28	)	)	PUNCT
ijassa-1251	141	29	are	be	AUX
ijassa-1251	141	30	eliminated	eliminate	VERB
ijassa-1251	141	31	.	.	PUNCT
ijassa-1251	142	1	this	this	DET
ijassa-1251	142	2	feature	feature	NOUN
ijassa-1251	142	3	column	column	NOUN
ijassa-1251	142	4	is	be	AUX
ijassa-1251	142	5	utilized	utilize	VERB
ijassa-1251	142	6	as	as	ADP
ijassa-1251	142	7	both	both	DET
ijassa-1251	142	8	input	input	NOUN
ijassa-1251	142	9	features	feature	NOUN
ijassa-1251	142	10	(	(	PUNCT
ijassa-1251	142	11	e.g.	e.g.	ADV
ijassa-1251	142	12	,	,	PUNCT
ijassa-1251	142	13	the	the	DET
ijassa-1251	142	14	historical	historical	ADJ
ijassa-1251	142	15	prices	price	NOUN
ijassa-1251	142	16	in	in	ADP
ijassa-1251	142	17	a	a	DET
ijassa-1251	142	18	look	look	VERB
ijassa-1251	142	19	-	-	PUNCT
ijassa-1251	142	20	back	back	NOUN
ijassa-1251	142	21	window	window	NOUN
ijassa-1251	142	22	)	)	PUNCT
ijassa-1251	142	23	and	and	CCONJ
ijassa-1251	142	24	prediction	prediction	NOUN
ijassa-1251	142	25	target	target	NOUN
ijassa-1251	142	26	(	(	PUNCT
ijassa-1251	142	27	e.g.	e.g.	ADV
ijassa-1251	142	28	,	,	PUNCT
ijassa-1251	142	29	the	the	DET
ijassa-1251	142	30	adjusted	adjust	VERB
ijassa-1251	142	31	close	close	ADJ
ijassa-1251	142	32	price	price	NOUN
ijassa-1251	142	33	of	of	ADP
ijassa-1251	142	34	the	the	DET
ijassa-1251	142	35	next	next	ADJ
ijassa-1251	142	36	day	day	NOUN
ijassa-1251	142	37	)	)	PUNCT
ijassa-1251	142	38	.	.	PUNCT
ijassa-1251	143	1	figure	figure	VERB
ijassa-1251	143	2	4	4	NUM
ijassa-1251	143	3	.	.	PUNCT
ijassa-1251	143	4	correlogram	correlogram	NOUN
ijassa-1251	143	5	(	(	PUNCT
ijassa-1251	143	6	max	max	PROPN
ijassa-1251	143	7	60	60	NUM
ijassa-1251	143	8	lags	lag	NOUN
ijassa-1251	143	9	)	)	PUNCT
ijassa-1251	143	10	of	of	ADP
ijassa-1251	143	11	samsung	samsung	PROPN
ijassa-1251	143	12	stock	stock	NOUN
ijassa-1251	143	13	price	price	NOUN
ijassa-1251	143	14	with	with	ADP
ijassa-1251	143	15	respect	respect	NOUN
ijassa-1251	143	16	to	to	PART
ijassa-1251	143	17	multivariate	multivariate	VERB
ijassa-1251	143	18	data	datum	NOUN
ijassa-1251	143	19	approach	approach	NOUN
ijassa-1251	143	20	,	,	PUNCT
ijassa-1251	143	21	horizon	horizon	NOUN
ijassa-1251	143	22	time	time	NOUN
ijassa-1251	143	23	window	window	NOUN
ijassa-1251	143	24	is	be	AUX
ijassa-1251	143	25	defined	define	VERB
ijassa-1251	143	26	as	as	ADP
ijassa-1251	143	27	the	the	DET
ijassa-1251	143	28	future	future	ADJ
ijassa-1251	143	29	time	time	NOUN
ijassa-1251	143	30	length	length	NOUN
ijassa-1251	143	31	needed	need	VERB
ijassa-1251	143	32	for	for	ADP
ijassa-1251	143	33	prediction	prediction	NOUN
ijassa-1251	143	34	by	by	ADP
ijassa-1251	143	35	the	the	DET
ijassa-1251	143	36	model	model	NOUN
ijassa-1251	143	37	.	.	PUNCT
ijassa-1251	144	1	most	most	ADJ
ijassa-1251	144	2	of	of	ADP
ijassa-1251	144	3	previous	previous	ADJ
ijassa-1251	144	4	works	work	NOUN
ijassa-1251	144	5	consider	consider	VERB
ijassa-1251	144	6	long	long	ADJ
ijassa-1251	144	7	-	-	PUNCT
ijassa-1251	144	8	term	term	NOUN
ijassa-1251	144	9	forecast	forecast	NOUN
ijassa-1251	144	10	horizon	horizon	PROPN
ijassa-1251	144	11	time	time	NOUN
ijassa-1251	144	12	windows	window	NOUN
ijassa-1251	144	13	,	,	PUNCT
ijassa-1251	144	14	e.g.	e.g.	ADV
ijassa-1251	144	15	,	,	PUNCT
ijassa-1251	144	16	7	7	NUM
ijassa-1251	144	17	days	day	NOUN
ijassa-1251	144	18	or	or	CCONJ
ijassa-1251	144	19	10	10	NUM
ijassa-1251	144	20	days	day	NOUN
ijassa-1251	145	1	[	[	X
ijassa-1251	145	2	16	16	NUM
ijassa-1251	145	3	]	]	PUNCT
ijassa-1251	145	4	,	,	PUNCT
ijassa-1251	145	5	while	while	SCONJ
ijassa-1251	145	6	fewer	few	ADJ
ijassa-1251	145	7	studies	study	NOUN
ijassa-1251	145	8	examine	examine	VERB
ijassa-1251	145	9	shorter	short	ADJ
ijassa-1251	145	10	horizon	horizon	NOUN
ijassa-1251	145	11	time	time	NOUN
ijassa-1251	145	12	windows	window	NOUN
ijassa-1251	145	13	such	such	ADJ
ijassa-1251	145	14	as	as	ADP
ijassa-1251	145	15	15	15	NUM
ijassa-1251	145	16	minutes	minute	NOUN
ijassa-1251	145	17	or	or	CCONJ
ijassa-1251	145	18	1	1	NUM
ijassa-1251	145	19	day	day	NOUN
ijassa-1251	145	20	.	.	PUNCT
ijassa-1251	146	1	however	however	ADV
ijassa-1251	146	2	in	in	ADP
ijassa-1251	146	3	this	this	DET
ijassa-1251	146	4	study	study	NOUN
ijassa-1251	146	5	,	,	PUNCT
ijassa-1251	146	6	for	for	ADP
ijassa-1251	146	7	multivariate	multivariate	NOUN
ijassa-1251	146	8	data	datum	NOUN
ijassa-1251	146	9	approach	approach	NOUN
ijassa-1251	146	10	,	,	PUNCT
ijassa-1251	146	11	we	we	PRON
ijassa-1251	146	12	consider	consider	VERB
ijassa-1251	146	13	the	the	DET
ijassa-1251	146	14	horizon	horizon	NOUN
ijassa-1251	146	15	time	time	NOUN
ijassa-1251	146	16	window	window	NOUN
ijassa-1251	146	17	as	as	ADP
ijassa-1251	146	18	250	250	NUM
ijassa-1251	146	19	,	,	PUNCT
ijassa-1251	146	20	because	because	SCONJ
ijassa-1251	146	21	it	it	PRON
ijassa-1251	146	22	is	be	AUX
ijassa-1251	146	23	the	the	DET
ijassa-1251	146	24	average	average	ADJ
ijassa-1251	146	25	number	number	NOUN
ijassa-1251	146	26	of	of	ADP
ijassa-1251	146	27	working	work	VERB
ijassa-1251	146	28	days	day	NOUN
ijassa-1251	146	29	within	within	ADP
ijassa-1251	146	30	a	a	DET
ijassa-1251	146	31	year	year	NOUN
ijassa-1251	146	32	(	(	PUNCT
ijassa-1251	146	33	the	the	DET
ijassa-1251	146	34	stock	stock	NOUN
ijassa-1251	146	35	market	market	NOUN
ijassa-1251	146	36	is	be	AUX
ijassa-1251	146	37	closed	close	VERB
ijassa-1251	146	38	at	at	ADP
ijassa-1251	146	39	weekends	weekend	NOUN
ijassa-1251	146	40	and	and	CCONJ
ijassa-1251	146	41	on	on	ADP
ijassa-1251	146	42	holidays	holiday	NOUN
ijassa-1251	146	43	)	)	PUNCT
ijassa-1251	146	44	.	.	PUNCT
ijassa-1251	147	1	to	to	PART
ijassa-1251	147	2	do	do	VERB
ijassa-1251	147	3	so	so	ADV
ijassa-1251	147	4	,	,	PUNCT
ijassa-1251	147	5	input	input	ADJ
ijassa-1251	147	6	data	datum	NOUN
ijassa-1251	147	7	is	be	AUX
ijassa-1251	147	8	financial	financial	ADJ
ijassa-1251	147	9	data	datum	NOUN
ijassa-1251	147	10	within	within	ADP
ijassa-1251	147	11	a	a	DET
ijassa-1251	147	12	day	day	NOUN
ijassa-1251	147	13	(	(	PUNCT
ijassa-1251	147	14	open/	open/	NUM
ijassa-1251	147	15	adjusted	adjust	VERB
ijassa-1251	147	16	close/	close/	NUM
ijassa-1251	147	17	high/	high/	NUM
ijassa-1251	147	18	low	low	ADJ
ijassa-1251	147	19	prices	price	NOUN
ijassa-1251	147	20	,	,	PUNCT
ijassa-1251	147	21	trading	trading	NOUN
ijassa-1251	147	22	volume	volume	NOUN
ijassa-1251	147	23	)	)	PUNCT
ijassa-1251	147	24	,	,	PUNCT
ijassa-1251	147	25	the	the	DET
ijassa-1251	147	26	developed	develop	VERB
ijassa-1251	147	27	model	model	NOUN
ijassa-1251	147	28	needs	need	VERB
ijassa-1251	147	29	to	to	PART
ijassa-1251	147	30	predict	predict	VERB
ijassa-1251	147	31	the	the	DET
ijassa-1251	147	32	adjusted	adjusted	ADJ
ijassa-1251	147	33	close	close	ADJ
ijassa-1251	147	34	price	price	NOUN
ijassa-1251	147	35	in	in	ADP
ijassa-1251	147	36	76	76	NUM
ijassa-1251	147	37	n.	n.	NOUN
ijassa-1251	147	38	t.	t.	PROPN
ijassa-1251	147	39	viet	viet	PROPN
ijassa-1251	147	40	,	,	PUNCT
ijassa-1251	147	41	a.	a.	NOUN
ijassa-1251	147	42	kravets	kravet	NOUN
ijassa-1251	147	43	copyright	copyright	NOUN
ijassa-1251	148	1	©	©	PROPN
ijassa-1251	148	2	2023	2023	NUM
ijassa-1251	148	3	assa	assa	PROPN
ijassa-1251	148	4	adv	adv	PROPN
ijassa-1251	148	5	.	.	PUNCT
ijassa-1251	149	1	in	in	ADP
ijassa-1251	149	2	systems	system	NOUN
ijassa-1251	149	3	science	science	NOUN
ijassa-1251	149	4	and	and	CCONJ
ijassa-1251	149	5	appl	appl	NOUN
ijassa-1251	149	6	.	.	PUNCT
ijassa-1251	150	1	(	(	PUNCT
ijassa-1251	150	2	2023	2023	NUM
ijassa-1251	150	3	)	)	PUNCT
ijassa-1251	150	4	the	the	DET
ijassa-1251	150	5	next	next	ADJ
ijassa-1251	150	6	250th	250th	ADJ
ijassa-1251	150	7	day	day	NOUN
ijassa-1251	150	8	.	.	PUNCT
ijassa-1251	151	1	the	the	DET
ijassa-1251	151	2	difference	difference	NOUN
ijassa-1251	151	3	between	between	ADP
ijassa-1251	151	4	2	2	NUM
ijassa-1251	151	5	data	data	NOUN
ijassa-1251	151	6	preparation	preparation	NOUN
ijassa-1251	151	7	approaches	approach	NOUN
ijassa-1251	151	8	is	be	AUX
ijassa-1251	151	9	illustrated	illustrate	VERB
ijassa-1251	151	10	in	in	ADP
ijassa-1251	151	11	figure	figure	NOUN
ijassa-1251	151	12	5	5	NUM
ijassa-1251	151	13	below	below	ADV
ijassa-1251	151	14	.	.	PUNCT
ijassa-1251	152	1	figure	figure	NOUN
ijassa-1251	152	2	5	5	NUM
ijassa-1251	152	3	.	.	NOUN
ijassa-1251	152	4	univariate	univariate	ADJ
ijassa-1251	152	5	and	and	CCONJ
ijassa-1251	152	6	multivariate	multivariate	VERB
ijassa-1251	152	7	data	datum	NOUN
ijassa-1251	152	8	preparation	preparation	NOUN
ijassa-1251	152	9	methods	method	NOUN
ijassa-1251	152	10	additionally	additionally	ADV
ijassa-1251	152	11	the	the	DET
ijassa-1251	152	12	resulting	result	VERB
ijassa-1251	152	13	dataset	dataset	NOUN
ijassa-1251	152	14	is	be	AUX
ijassa-1251	152	15	divided	divide	VERB
ijassa-1251	152	16	into	into	ADP
ijassa-1251	152	17	a	a	DET
ijassa-1251	152	18	training	training	NOUN
ijassa-1251	152	19	set	set	VERB
ijassa-1251	152	20	with	with	ADP
ijassa-1251	152	21	90	90	NUM
ijassa-1251	152	22	%	%	NOUN
ijassa-1251	152	23	of	of	ADP
ijassa-1251	152	24	the	the	DET
ijassa-1251	152	25	observations	observation	NOUN
ijassa-1251	152	26	that	that	PRON
ijassa-1251	152	27	are	be	AUX
ijassa-1251	152	28	used	use	VERB
ijassa-1251	152	29	to	to	PART
ijassa-1251	152	30	train	train	VERB
ijassa-1251	152	31	the	the	DET
ijassa-1251	152	32	model	model	NOUN
ijassa-1251	152	33	(	(	PUNCT
ijassa-1251	152	34	herein	herein	NOUN
ijassa-1251	152	35	,	,	PUNCT
ijassa-1251	152	36	the	the	DET
ijassa-1251	152	37	training	training	NOUN
ijassa-1251	152	38	set	set	NOUN
ijassa-1251	152	39	also	also	ADV
ijassa-1251	152	40	contains	contain	VERB
ijassa-1251	152	41	10	10	NUM
ijassa-1251	152	42	%	%	NOUN
ijassa-1251	152	43	of	of	ADP
ijassa-1251	152	44	the	the	DET
ijassa-1251	152	45	data	datum	NOUN
ijassa-1251	152	46	for	for	ADP
ijassa-1251	152	47	validation	validation	NOUN
ijassa-1251	152	48	)	)	PUNCT
ijassa-1251	152	49	,	,	PUNCT
ijassa-1251	152	50	and	and	CCONJ
ijassa-1251	152	51	the	the	DET
ijassa-1251	152	52	remaining	remain	VERB
ijassa-1251	152	53	10	10	NUM
ijassa-1251	152	54	%	%	NOUN
ijassa-1251	152	55	for	for	ADP
ijassa-1251	152	56	testing	test	VERB
ijassa-1251	152	57	the	the	DET
ijassa-1251	152	58	model	model	NOUN
ijassa-1251	152	59	.	.	PUNCT
ijassa-1251	153	1	on	on	ADP
ijassa-1251	153	2	the	the	DET
ijassa-1251	153	3	other	other	ADJ
ijassa-1251	153	4	hand	hand	NOUN
ijassa-1251	153	5	,	,	PUNCT
ijassa-1251	153	6	relating	relate	VERB
ijassa-1251	153	7	to	to	ADP
ijassa-1251	153	8	input	input	NOUN
ijassa-1251	153	9	features	feature	NOUN
ijassa-1251	153	10	of	of	ADP
ijassa-1251	153	11	various	various	ADJ
ijassa-1251	153	12	scale	scale	NOUN
ijassa-1251	153	13	values	value	NOUN
ijassa-1251	153	14	,	,	PUNCT
ijassa-1251	153	15	feature	feature	NOUN
ijassa-1251	153	16	normalization	normalization	NOUN
ijassa-1251	153	17	preprocess	preprocess	NOUN
ijassa-1251	153	18	is	be	AUX
ijassa-1251	153	19	utilized	utilize	VERB
ijassa-1251	153	20	to	to	PART
ijassa-1251	153	21	assure	assure	VERB
ijassa-1251	153	22	that	that	SCONJ
ijassa-1251	153	23	many	many	ADJ
ijassa-1251	153	24	machine	machine	NOUN
ijassa-1251	153	25	/	/	SYM
ijassa-1251	153	26	deep	deep	ADJ
ijassa-1251	153	27	learning	learning	NOUN
ijassa-1251	153	28	models	model	NOUN
ijassa-1251	153	29	can	can	AUX
ijassa-1251	153	30	be	be	AUX
ijassa-1251	153	31	trained	train	VERB
ijassa-1251	153	32	effectively	effectively	ADV
ijassa-1251	153	33	with	with	ADP
ijassa-1251	153	34	performance	performance	NOUN
ijassa-1251	153	35	and	and	CCONJ
ijassa-1251	153	36	speed	speed	NOUN
ijassa-1251	153	37	improvement	improvement	NOUN
ijassa-1251	153	38	.	.	PUNCT
ijassa-1251	154	1	hereby	hereby	ADV
ijassa-1251	154	2	feature	feature	NOUN
ijassa-1251	154	3	normalization	normalization	NOUN
ijassa-1251	154	4	is	be	AUX
ijassa-1251	154	5	namely	namely	ADV
ijassa-1251	154	6	the	the	DET
ijassa-1251	154	7	process	process	NOUN
ijassa-1251	154	8	of	of	ADP
ijassa-1251	154	9	rescaling	rescale	VERB
ijassa-1251	154	10	the	the	DET
ijassa-1251	154	11	input	input	NOUN
ijassa-1251	154	12	feature	feature	NOUN
ijassa-1251	154	13	values	value	NOUN
ijassa-1251	154	14	between	between	ADP
ijassa-1251	154	15	0	0	NUM
ijassa-1251	154	16	and	and	CCONJ
ijassa-1251	154	17	1	1	NUM
ijassa-1251	154	18	.	.	NOUN
ijassa-1251	154	19	3.3	3.3	NUM
ijassa-1251	154	20	.	.	PUNCT
ijassa-1251	155	1	adopted	adopt	VERB
ijassa-1251	155	2	machine	machine	NOUN
ijassa-1251	155	3	/	/	SYM
ijassa-1251	155	4	deep	deep	ADJ
ijassa-1251	155	5	learning	learning	NOUN
ijassa-1251	155	6	models	model	NOUN
ijassa-1251	155	7	for	for	ADP
ijassa-1251	155	8	prediction	prediction	NOUN
ijassa-1251	155	9	furthermore	furthermore	ADV
ijassa-1251	155	10	,	,	PUNCT
ijassa-1251	155	11	generally	generally	ADV
ijassa-1251	155	12	machine	machine	NOUN
ijassa-1251	155	13	/	/	SYM
ijassa-1251	155	14	deep	deep	ADJ
ijassa-1251	155	15	learning	learning	NOUN
ijassa-1251	155	16	models	model	NOUN
ijassa-1251	155	17	include	include	VERB
ijassa-1251	155	18	two	two	NUM
ijassa-1251	155	19	types	type	NOUN
ijassa-1251	155	20	of	of	ADP
ijassa-1251	155	21	parameters	parameter	NOUN
ijassa-1251	155	22	(	(	PUNCT
ijassa-1251	155	23	not	not	PART
ijassa-1251	155	24	for	for	ADP
ijassa-1251	155	25	learning	learn	VERB
ijassa-1251	155	26	in	in	ADP
ijassa-1251	155	27	training	training	NOUN
ijassa-1251	155	28	process	process	NOUN
ijassa-1251	155	29	):	):	PUNCT
ijassa-1251	155	30	model	model	NOUN
ijassa-1251	155	31	design	design	NOUN
ijassa-1251	155	32	variables	variable	NOUN
ijassa-1251	155	33	and	and	CCONJ
ijassa-1251	155	34	hyperparameters	hyperparameter	NOUN
ijassa-1251	155	35	.	.	PUNCT
ijassa-1251	156	1	the	the	DET
ijassa-1251	156	2	model	model	NOUN
ijassa-1251	156	3	design	design	NOUN
ijassa-1251	156	4	variables	variable	NOUN
ijassa-1251	156	5	consist	consist	VERB
ijassa-1251	156	6	of	of	ADP
ijassa-1251	156	7	type	type	NOUN
ijassa-1251	156	8	of	of	ADP
ijassa-1251	156	9	optimizer	optimizer	NOUN
ijassa-1251	156	10	,	,	PUNCT
ijassa-1251	156	11	loss	loss	NOUN
ijassa-1251	156	12	function	function	NOUN
ijassa-1251	156	13	,	,	PUNCT
ijassa-1251	156	14	and	and	CCONJ
ijassa-1251	156	15	activation	activation	NOUN
ijassa-1251	156	16	function	function	NOUN
ijassa-1251	156	17	,	,	PUNCT
ijassa-1251	156	18	while	while	SCONJ
ijassa-1251	156	19	hyperparameters	hyperparameter	NOUN
ijassa-1251	156	20	are	be	AUX
ijassa-1251	156	21	used	use	VERB
ijassa-1251	156	22	to	to	PART
ijassa-1251	156	23	control	control	VERB
ijassa-1251	156	24	the	the	DET
ijassa-1251	156	25	learning	learning	NOUN
ijassa-1251	156	26	process	process	NOUN
ijassa-1251	156	27	.	.	PUNCT
ijassa-1251	157	1	they	they	PRON
ijassa-1251	157	2	may	may	AUX
ijassa-1251	157	3	include	include	VERB
ijassa-1251	157	4	number	number	NOUN
ijassa-1251	157	5	of	of	ADP
ijassa-1251	157	6	layers	layer	NOUN
ijassa-1251	157	7	,	,	PUNCT
ijassa-1251	157	8	number	number	NOUN
ijassa-1251	157	9	of	of	ADP
ijassa-1251	157	10	neurons	neuron	NOUN
ijassa-1251	157	11	,	,	PUNCT
ijassa-1251	157	12	kernel	kernel	NOUN
ijassa-1251	157	13	size	size	NOUN
ijassa-1251	157	14	,	,	PUNCT
ijassa-1251	157	15	dropout	dropout	NOUN
ijassa-1251	157	16	rate	rate	NOUN
ijassa-1251	157	17	,	,	PUNCT
ijassa-1251	157	18	and	and	CCONJ
ijassa-1251	157	19	learning	learning	NOUN
ijassa-1251	157	20	rate	rate	NOUN
ijassa-1251	157	21	,	,	PUNCT
ijassa-1251	157	22	etc	etc	X
ijassa-1251	157	23	.	.	X
ijassa-1251	157	24	thus	thus	ADV
ijassa-1251	157	25	,	,	PUNCT
ijassa-1251	157	26	in	in	ADP
ijassa-1251	157	27	order	order	NOUN
ijassa-1251	157	28	to	to	PART
ijassa-1251	157	29	select	select	VERB
ijassa-1251	157	30	effective	effective	ADJ
ijassa-1251	157	31	hyperparameters	hyperparameter	NOUN
ijassa-1251	157	32	of	of	ADP
ijassa-1251	157	33	the	the	DET
ijassa-1251	157	34	models	model	NOUN
ijassa-1251	157	35	,	,	PUNCT
ijassa-1251	157	36	the	the	DET
ijassa-1251	157	37	bayesian	bayesian	NOUN
ijassa-1251	157	38	optimization	optimization	NOUN
ijassa-1251	157	39	(	(	PUNCT
ijassa-1251	157	40	bo	bo	PROPN
ijassa-1251	157	41	)	)	PUNCT
ijassa-1251	157	42	is	be	AUX
ijassa-1251	157	43	adopted	adopt	VERB
ijassa-1251	157	44	with	with	ADP
ijassa-1251	157	45	the	the	DET
ijassa-1251	157	46	utilization	utilization	NOUN
ijassa-1251	157	47	of	of	ADP
ijassa-1251	157	48	scikit	scikit	NOUN
ijassa-1251	157	49	-	-	PUNCT
ijassa-1251	157	50	optimize	optimize	NOUN
ijassa-1251	158	1	[	[	X
ijassa-1251	158	2	34	34	NUM
ijassa-1251	158	3	]	]	PUNCT
ijassa-1251	158	4	and	and	CCONJ
ijassa-1251	158	5	keras	keras	PROPN
ijassa-1251	158	6	-	-	PUNCT
ijassa-1251	158	7	tuner	tuner	NOUN
ijassa-1251	158	8	[	[	X
ijassa-1251	158	9	30	30	NUM
ijassa-1251	158	10	]	]	SYM
ijassa-1251	158	11	libraries	library	NOUN
ijassa-1251	158	12	.	.	PUNCT
ijassa-1251	159	1	the	the	DET
ijassa-1251	159	2	purpose	purpose	NOUN
ijassa-1251	159	3	of	of	ADP
ijassa-1251	159	4	bayesian	bayesian	NOUN
ijassa-1251	159	5	optimization	optimization	NOUN
ijassa-1251	159	6	[	[	X
ijassa-1251	159	7	52	52	NUM
ijassa-1251	159	8	]	]	PUNCT
ijassa-1251	159	9	is	be	AUX
ijassa-1251	159	10	to	to	PART
ijassa-1251	159	11	find	find	VERB
ijassa-1251	159	12	and	and	CCONJ
ijassa-1251	159	13	adjust	adjust	VERB
ijassa-1251	159	14	the	the	DET
ijassa-1251	159	15	hyperparameters	hyperparameter	NOUN
ijassa-1251	159	16	of	of	ADP
ijassa-1251	159	17	a	a	DET
ijassa-1251	159	18	given	give	VERB
ijassa-1251	159	19	model	model	NOUN
ijassa-1251	159	20	for	for	ADP
ijassa-1251	159	21	effective	effective	ADJ
ijassa-1251	159	22	performance	performance	NOUN
ijassa-1251	159	23	on	on	ADP
ijassa-1251	159	24	the	the	DET
ijassa-1251	159	25	validation	validation	NOUN
ijassa-1251	159	26	dataset	dataset	NOUN
ijassa-1251	159	27	.	.	PUNCT
ijassa-1251	160	1	this	this	DET
ijassa-1251	160	2	optimization	optimization	NOUN
ijassa-1251	160	3	method	method	NOUN
ijassa-1251	160	4	is	be	AUX
ijassa-1251	160	5	popularly	popularly	ADV
ijassa-1251	160	6	considered	consider	VERB
ijassa-1251	160	7	to	to	PART
ijassa-1251	160	8	be	be	AUX
ijassa-1251	160	9	superior	superior	ADJ
ijassa-1251	160	10	to	to	PART
ijassa-1251	160	11	grid	grid	VERB
ijassa-1251	160	12	or	or	CCONJ
ijassa-1251	160	13	random	random	ADJ
ijassa-1251	160	14	searches	search	NOUN
ijassa-1251	160	15	,	,	PUNCT
ijassa-1251	160	16	because	because	SCONJ
ijassa-1251	160	17	bo	bo	PROPN
ijassa-1251	160	18	utilizes	utilize	VERB
ijassa-1251	160	19	gaussian	gaussian	ADJ
ijassa-1251	160	20	processes	process	NOUN
ijassa-1251	160	21	to	to	PART
ijassa-1251	160	22	estimate	estimate	VERB
ijassa-1251	160	23	an	an	DET
ijassa-1251	160	24	efficient	efficient	ADJ
ijassa-1251	160	25	probability	probability	NOUN
ijassa-1251	160	26	distribution	distribution	NOUN
ijassa-1251	160	27	model	model	NOUN
ijassa-1251	160	28	of	of	ADP
ijassa-1251	160	29	objective	objective	ADJ
ijassa-1251	160	30	function	function	NOUN
ijassa-1251	160	31	.	.	PUNCT
ijassa-1251	161	1	hence	hence	ADV
ijassa-1251	161	2	,	,	PUNCT
ijassa-1251	161	3	bo	bo	PROPN
ijassa-1251	161	4	method	method	NOUN
ijassa-1251	161	5	can	can	AUX
ijassa-1251	161	6	help	help	AUX
ijassa-1251	161	7	identify	identify	VERB
ijassa-1251	161	8	better	well	ADJ
ijassa-1251	161	9	hyperparameter	hyperparameter	NOUN
ijassa-1251	161	10	settings	setting	NOUN
ijassa-1251	161	11	than	than	ADP
ijassa-1251	161	12	a	a	DET
ijassa-1251	161	13	grid	grid	NOUN
ijassa-1251	161	14	or	or	CCONJ
ijassa-1251	161	15	random	random	ADJ
ijassa-1251	161	16	search	search	NOUN
ijassa-1251	161	17	within	within	ADP
ijassa-1251	161	18	larger	large	ADJ
ijassa-1251	161	19	variable	variable	ADJ
ijassa-1251	161	20	search	search	NOUN
ijassa-1251	161	21	space	space	NOUN
ijassa-1251	161	22	and	and	CCONJ
ijassa-1251	161	23	fewer	few	ADJ
ijassa-1251	161	24	iteration	iteration	NOUN
ijassa-1251	161	25	cycles	cycle	NOUN
ijassa-1251	161	26	.	.	PUNCT
ijassa-1251	162	1	besides	besides	SCONJ
ijassa-1251	162	2	,	,	PUNCT
ijassa-1251	162	3	in	in	ADP
ijassa-1251	162	4	this	this	DET
ijassa-1251	162	5	paper	paper	NOUN
ijassa-1251	162	6	the	the	DET
ijassa-1251	162	7	authors	author	NOUN
ijassa-1251	162	8	employ	employ	VERB
ijassa-1251	162	9	popular	popular	ADJ
ijassa-1251	162	10	machine	machine	NOUN
ijassa-1251	162	11	learning	learning	NOUN
ijassa-1251	162	12	models	model	NOUN
ijassa-1251	162	13	for	for	ADP
ijassa-1251	162	14	regression	regression	NOUN
ijassa-1251	162	15	,	,	PUNCT
ijassa-1251	162	16	e.g.	e.g.	ADV
ijassa-1251	162	17	,	,	PUNCT
ijassa-1251	162	18	extreme	extreme	ADJ
ijassa-1251	162	19	gradient	gradient	NOUN
ijassa-1251	162	20	boosting	boosting	NOUN
ijassa-1251	162	21	(	(	PUNCT
ijassa-1251	162	22	xgb	xgb	NUM
ijassa-1251	162	23	)	)	PUNCT
ijassa-1251	162	24	,	,	PUNCT
ijassa-1251	162	25	gradient	gradient	NOUN
ijassa-1251	162	26	boosting	boost	VERB
ijassa-1251	162	27	regression	regression	NOUN
ijassa-1251	162	28	(	(	PUNCT
ijassa-1251	162	29	gbr	gbr	NOUN
ijassa-1251	162	30	)	)	PUNCT
ijassa-1251	162	31	,	,	PUNCT
ijassa-1251	162	32	support	support	VERB
ijassa-1251	162	33	vector	vector	NOUN
ijassa-1251	162	34	regression	regression	NOUN
ijassa-1251	162	35	(	(	PUNCT
ijassa-1251	162	36	svr	svr	PROPN
ijassa-1251	162	37	)	)	PUNCT
ijassa-1251	162	38	,	,	PUNCT
ijassa-1251	162	39	and	and	CCONJ
ijassa-1251	162	40	k	k	X
ijassa-1251	162	41	-	-	PUNCT
ijassa-1251	162	42	nearest	near	ADJ
ijassa-1251	162	43	neighbor	neighbor	NOUN
ijassa-1251	162	44	(	(	PUNCT
ijassa-1251	162	45	knn	knn	PROPN
ijassa-1251	162	46	)	)	PUNCT
ijassa-1251	162	47	.	.	PUNCT
ijassa-1251	163	1	on	on	ADP
ijassa-1251	163	2	the	the	DET
ijassa-1251	163	3	other	other	ADJ
ijassa-1251	163	4	hand	hand	NOUN
ijassa-1251	163	5	,	,	PUNCT
ijassa-1251	163	6	these	these	DET
ijassa-1251	163	7	following	follow	VERB
ijassa-1251	163	8	models	model	NOUN
ijassa-1251	163	9	also	also	ADV
ijassa-1251	163	10	provide	provide	VERB
ijassa-1251	163	11	high	high	ADJ
ijassa-1251	163	12	evaluation	evaluation	NOUN
ijassa-1251	163	13	accuracy	accuracy	NOUN
ijassa-1251	163	14	.	.	PUNCT
ijassa-1251	164	1	a	a	DET
ijassa-1251	164	2	novel	novel	ADJ
ijassa-1251	164	3	method	method	NOUN
ijassa-1251	164	4	for	for	ADP
ijassa-1251	164	5	predicting	predict	VERB
ijassa-1251	164	6	technology	technology	NOUN
ijassa-1251	164	7	trends	trend	NOUN
ijassa-1251	164	8	…	…	PUNCT
ijassa-1251	164	9	77	77	NUM
ijassa-1251	164	10	copyright	copyright	NOUN
ijassa-1251	164	11	©	©	PROPN
ijassa-1251	164	12	2023	2023	NUM
ijassa-1251	164	13	assa	assa	NOUN
ijassa-1251	164	14	.	.	PUNCT
ijassa-1251	165	1	adv	adv	PROPN
ijassa-1251	165	2	.	.	PUNCT
ijassa-1251	166	1	in	in	ADP
ijassa-1251	166	2	systems	system	NOUN
ijassa-1251	166	3	science	science	NOUN
ijassa-1251	166	4	and	and	CCONJ
ijassa-1251	166	5	appl	appl	NOUN
ijassa-1251	166	6	.	.	PUNCT
ijassa-1251	167	1	(	(	PUNCT
ijassa-1251	167	2	2023	2023	NUM
ijassa-1251	167	3	)	)	PUNCT
ijassa-1251	167	4	1	1	NUM
ijassa-1251	167	5	.	.	PUNCT
ijassa-1251	168	1	linear	linear	ADJ
ijassa-1251	168	2	regression	regression	NOUN
ijassa-1251	168	3	(	(	PUNCT
ijassa-1251	168	4	with	with	ADP
ijassa-1251	168	5	elastic	elastic	ADJ
ijassa-1251	168	6	net	net	ADJ
ijassa-1251	168	7	regularization	regularization	NOUN
ijassa-1251	168	8	[	[	X
ijassa-1251	168	9	37	37	NUM
ijassa-1251	168	10	]	]	NUM
ijassa-1251	168	11	)	)	PUNCT
ijassa-1251	168	12	.	.	PUNCT
ijassa-1251	169	1	linear	linear	ADJ
ijassa-1251	169	2	regression	regression	NOUN
ijassa-1251	169	3	is	be	AUX
ijassa-1251	169	4	a	a	DET
ijassa-1251	169	5	classical	classical	ADJ
ijassa-1251	169	6	linear	linear	NOUN
ijassa-1251	169	7	model	model	NOUN
ijassa-1251	169	8	that	that	PRON
ijassa-1251	169	9	fit	fit	VERB
ijassa-1251	169	10	the	the	DET
ijassa-1251	169	11	relation	relation	NOUN
ijassa-1251	169	12	between	between	ADP
ijassa-1251	169	13	the	the	DET
ijassa-1251	169	14	forecast	forecast	NOUN
ijassa-1251	169	15	target	target	NOUN
ijassa-1251	169	16	and	and	CCONJ
ijassa-1251	169	17	the	the	DET
ijassa-1251	169	18	input	input	NOUN
ijassa-1251	169	19	variables	variable	NOUN
ijassa-1251	169	20	,	,	PUNCT
ijassa-1251	169	21	in	in	ADP
ijassa-1251	169	22	which	which	PRON
ijassa-1251	169	23	model	model	NOUN
ijassa-1251	169	24	parameters	parameter	NOUN
ijassa-1251	169	25	can	can	AUX
ijassa-1251	169	26	be	be	AUX
ijassa-1251	169	27	identified	identify	VERB
ijassa-1251	169	28	by	by	ADP
ijassa-1251	169	29	the	the	DET
ijassa-1251	169	30	constrained	constrain	VERB
ijassa-1251	169	31	least	least	ADJ
ijassa-1251	169	32	squares	square	NOUN
ijassa-1251	169	33	.	.	PUNCT
ijassa-1251	170	1	while	while	SCONJ
ijassa-1251	170	2	fitting	fitting	ADJ
ijassa-1251	170	3	linear	linear	PROPN
ijassa-1251	170	4	regression	regression	NOUN
ijassa-1251	170	5	model	model	NOUN
ijassa-1251	170	6	,	,	PUNCT
ijassa-1251	170	7	the	the	DET
ijassa-1251	170	8	elastic	elastic	ADJ
ijassa-1251	170	9	net	net	NOUN
ijassa-1251	170	10	is	be	AUX
ijassa-1251	170	11	a	a	DET
ijassa-1251	170	12	regularized	regularize	VERB
ijassa-1251	170	13	regression	regression	NOUN
ijassa-1251	170	14	method	method	NOUN
ijassa-1251	170	15	that	that	PRON
ijassa-1251	170	16	combines	combine	VERB
ijassa-1251	170	17	linearly	linearly	ADV
ijassa-1251	170	18	the	the	DET
ijassa-1251	170	19	l1	l1	PROPN
ijassa-1251	170	20	and	and	CCONJ
ijassa-1251	170	21	l2	l2	NOUN
ijassa-1251	170	22	penalties	penalty	NOUN
ijassa-1251	170	23	of	of	ADP
ijassa-1251	170	24	the	the	DET
ijassa-1251	170	25	lasso	lasso	NOUN
ijassa-1251	170	26	and	and	CCONJ
ijassa-1251	170	27	ridge	ridge	NOUN
ijassa-1251	170	28	methods	method	NOUN
ijassa-1251	170	29	.	.	PUNCT
ijassa-1251	171	1	in	in	ADP
ijassa-1251	171	2	this	this	DET
ijassa-1251	171	3	study	study	NOUN
ijassa-1251	171	4	the	the	DET
ijassa-1251	171	5	search	search	NOUN
ijassa-1251	171	6	space	space	NOUN
ijassa-1251	171	7	of	of	ADP
ijassa-1251	171	8	model	model	NOUN
ijassa-1251	171	9	hyperparameters	hyperparameter	NOUN
ijassa-1251	171	10	is	be	AUX
ijassa-1251	171	11	following	follow	VERB
ijassa-1251	171	12	:	:	PUNCT
ijassa-1251	171	13	alpha	alpha	NOUN
ijassa-1251	171	14	{	{	PUNCT
ijassa-1251	171	15	0.01	0.01	NUM
ijassa-1251	171	16	,	,	PUNCT
ijassa-1251	171	17	0.02	0.02	NUM
ijassa-1251	171	18	,	,	PUNCT
ijassa-1251	171	19	…	…	PUNCT
ijassa-1251	171	20	,	,	PUNCT
ijassa-1251	171	21	0.99	0.99	NUM
ijassa-1251	171	22	,	,	PUNCT
ijassa-1251	171	23	1	1	NUM
ijassa-1251	171	24	}	}	PUNCT
ijassa-1251	171	25	,	,	PUNCT
ijassa-1251	171	26	l1_ratio	l1_ratio	NOUN
ijassa-1251	171	27	is	be	AUX
ijassa-1251	171	28	a	a	DET
ijassa-1251	171	29	random	random	ADJ
ijassa-1251	171	30	real	real	ADJ
ijassa-1251	171	31	number	number	NOUN
ijassa-1251	171	32	in	in	ADP
ijassa-1251	171	33	range	range	NOUN
ijassa-1251	171	34	[	[	X
ijassa-1251	171	35	0	0	NUM
ijassa-1251	171	36	,	,	PUNCT
ijassa-1251	171	37	1	1	NUM
ijassa-1251	171	38	]	]	PUNCT
ijassa-1251	171	39	.	.	PUNCT
ijassa-1251	172	1	2	2	X
ijassa-1251	172	2	.	.	X
ijassa-1251	172	3	feedforward	feedforward	ADJ
ijassa-1251	172	4	neural	neural	ADJ
ijassa-1251	172	5	network	network	NOUN
ijassa-1251	172	6	(	(	PUNCT
ijassa-1251	172	7	ffnn	ffnn	NOUN
ijassa-1251	172	8	)	)	PUNCT
ijassa-1251	172	9	.	.	PUNCT
ijassa-1251	173	1	it	it	PRON
ijassa-1251	173	2	is	be	AUX
ijassa-1251	173	3	the	the	DET
ijassa-1251	173	4	most	most	ADV
ijassa-1251	173	5	basic	basic	ADJ
ijassa-1251	173	6	kind	kind	NOUN
ijassa-1251	173	7	of	of	ADP
ijassa-1251	173	8	ann	ann	PROPN
ijassa-1251	173	9	(	(	PUNCT
ijassa-1251	173	10	artificial	artificial	ADJ
ijassa-1251	173	11	neural	neural	ADJ
ijassa-1251	173	12	network	network	NOUN
ijassa-1251	173	13	)	)	PUNCT
ijassa-1251	173	14	where	where	SCONJ
ijassa-1251	173	15	connections	connection	NOUN
ijassa-1251	173	16	between	between	ADP
ijassa-1251	173	17	the	the	DET
ijassa-1251	173	18	neuron	neuron	NOUN
ijassa-1251	173	19	nodes	node	NOUN
ijassa-1251	173	20	do	do	AUX
ijassa-1251	173	21	not	not	PART
ijassa-1251	173	22	create	create	VERB
ijassa-1251	173	23	cycle	cycle	NOUN
ijassa-1251	173	24	.	.	PUNCT
ijassa-1251	174	1	in	in	ADP
ijassa-1251	174	2	this	this	DET
ijassa-1251	174	3	network	network	NOUN
ijassa-1251	174	4	,	,	PUNCT
ijassa-1251	174	5	the	the	DET
ijassa-1251	174	6	information	information	NOUN
ijassa-1251	174	7	flow	flow	NOUN
ijassa-1251	174	8	passes	pass	VERB
ijassa-1251	174	9	only	only	ADV
ijassa-1251	174	10	in	in	ADP
ijassa-1251	174	11	one	one	NUM
ijassa-1251	174	12	forward	forward	ADJ
ijassa-1251	174	13	direction	direction	NOUN
ijassa-1251	174	14	from	from	ADP
ijassa-1251	174	15	the	the	DET
ijassa-1251	174	16	input	input	NOUN
ijassa-1251	174	17	nodes	node	NOUN
ijassa-1251	174	18	,	,	PUNCT
ijassa-1251	174	19	through	through	ADP
ijassa-1251	174	20	the	the	DET
ijassa-1251	174	21	hidden	hide	VERB
ijassa-1251	174	22	nodes	node	NOUN
ijassa-1251	174	23	and	and	CCONJ
ijassa-1251	174	24	to	to	ADP
ijassa-1251	174	25	the	the	DET
ijassa-1251	174	26	output	output	NOUN
ijassa-1251	174	27	nodes	node	NOUN
ijassa-1251	174	28	[	[	X
ijassa-1251	174	29	40	40	NUM
ijassa-1251	174	30	]	]	PUNCT
ijassa-1251	174	31	.	.	PUNCT
ijassa-1251	175	1	we	we	PRON
ijassa-1251	175	2	define	define	VERB
ijassa-1251	175	3	the	the	DET
ijassa-1251	175	4	search	search	NOUN
ijassa-1251	175	5	space	space	NOUN
ijassa-1251	175	6	of	of	ADP
ijassa-1251	175	7	hyperparameters	hyperparameter	NOUN
ijassa-1251	175	8	as	as	ADP
ijassa-1251	175	9	following	follow	VERB
ijassa-1251	175	10	:	:	PUNCT
ijassa-1251	175	11	number	number	NOUN
ijassa-1251	175	12	of	of	ADP
ijassa-1251	175	13	layers	layer	NOUN
ijassa-1251	175	14	{	{	PUNCT
ijassa-1251	175	15	1	1	NUM
ijassa-1251	175	16	,	,	PUNCT
ijassa-1251	175	17	2	2	NUM
ijassa-1251	175	18	,	,	PUNCT
ijassa-1251	175	19	3	3	NUM
ijassa-1251	175	20	}	}	PUNCT
ijassa-1251	175	21	,	,	PUNCT
ijassa-1251	175	22	number	number	NOUN
ijassa-1251	175	23	of	of	ADP
ijassa-1251	175	24	neurons	neuron	NOUN
ijassa-1251	175	25	{	{	PUNCT
ijassa-1251	175	26	100	100	NUM
ijassa-1251	175	27	,	,	PUNCT
ijassa-1251	175	28	150	150	NUM
ijassa-1251	175	29	,	,	PUNCT
ijassa-1251	175	30	200	200	NUM
ijassa-1251	175	31	,	,	PUNCT
ijassa-1251	175	32	250	250	NUM
ijassa-1251	175	33	,	,	PUNCT
ijassa-1251	175	34	300	300	NUM
ijassa-1251	175	35	}	}	PUNCT
ijassa-1251	175	36	for	for	ADP
ijassa-1251	175	37	univariate	univariate	ADJ
ijassa-1251	175	38	data	datum	NOUN
ijassa-1251	175	39	approach	approach	NOUN
ijassa-1251	175	40	and	and	CCONJ
ijassa-1251	175	41	{	{	PUNCT
ijassa-1251	175	42	200	200	NUM
ijassa-1251	175	43	,	,	PUNCT
ijassa-1251	175	44	250	250	NUM
ijassa-1251	175	45	,	,	PUNCT
ijassa-1251	175	46	300	300	NUM
ijassa-1251	175	47	,	,	PUNCT
ijassa-1251	175	48	350	350	NUM
ijassa-1251	175	49	,	,	PUNCT
ijassa-1251	175	50	400	400	NUM
ijassa-1251	175	51	}	}	PUNCT
ijassa-1251	175	52	for	for	ADP
ijassa-1251	175	53	multivariate	multivariate	NOUN
ijassa-1251	175	54	data	datum	NOUN
ijassa-1251	175	55	,	,	PUNCT
ijassa-1251	175	56	dropout	dropout	NOUN
ijassa-1251	175	57	rate	rate	NOUN
ijassa-1251	175	58	{	{	PUNCT
ijassa-1251	175	59	0.01	0.01	NUM
ijassa-1251	175	60	,	,	PUNCT
ijassa-1251	175	61	0.1	0.1	NUM
ijassa-1251	175	62	}	}	PUNCT
ijassa-1251	175	63	.	.	PUNCT
ijassa-1251	176	1	3	3	X
ijassa-1251	176	2	.	.	X
ijassa-1251	176	3	convolutional	convolutional	ADJ
ijassa-1251	176	4	neural	neural	ADJ
ijassa-1251	176	5	network	network	NOUN
ijassa-1251	176	6	(	(	PUNCT
ijassa-1251	176	7	cnn	cnn	PROPN
ijassa-1251	176	8	)	)	PUNCT
ijassa-1251	176	9	.	.	PUNCT
ijassa-1251	177	1	the	the	DET
ijassa-1251	177	2	model	model	NOUN
ijassa-1251	177	3	is	be	AUX
ijassa-1251	177	4	mainly	mainly	ADV
ijassa-1251	177	5	regarded	regard	VERB
ijassa-1251	177	6	for	for	ADP
ijassa-1251	177	7	processing	process	VERB
ijassa-1251	177	8	2d	2d	NUM
ijassa-1251	177	9	pictures	picture	NOUN
ijassa-1251	177	10	,	,	PUNCT
ijassa-1251	177	11	where	where	SCONJ
ijassa-1251	177	12	each	each	DET
ijassa-1251	177	13	group	group	NOUN
ijassa-1251	177	14	of	of	ADP
ijassa-1251	177	15	neurons	neuron	NOUN
ijassa-1251	177	16	named	name	VERB
ijassa-1251	177	17	filter	filter	NOUN
ijassa-1251	177	18	executes	execute	NOUN
ijassa-1251	177	19	convolution	convolution	NOUN
ijassa-1251	177	20	operations	operation	NOUN
ijassa-1251	177	21	to	to	ADP
ijassa-1251	177	22	various	various	ADJ
ijassa-1251	177	23	subsequent	subsequent	ADJ
ijassa-1251	177	24	regions	region	NOUN
ijassa-1251	177	25	of	of	ADP
ijassa-1251	177	26	the	the	DET
ijassa-1251	177	27	input	input	NOUN
ijassa-1251	177	28	picture	picture	NOUN
ijassa-1251	177	29	.	.	PUNCT
ijassa-1251	178	1	because	because	SCONJ
ijassa-1251	178	2	the	the	DET
ijassa-1251	178	3	neurons	neuron	NOUN
ijassa-1251	178	4	share	share	VERB
ijassa-1251	178	5	the	the	DET
ijassa-1251	178	6	same	same	ADJ
ijassa-1251	178	7	weight	weight	NOUN
ijassa-1251	178	8	values	value	NOUN
ijassa-1251	178	9	,	,	PUNCT
ijassa-1251	178	10	the	the	DET
ijassa-1251	178	11	amount	amount	NOUN
ijassa-1251	178	12	of	of	ADP
ijassa-1251	178	13	trained	train	VERB
ijassa-1251	178	14	parameters	parameter	NOUN
ijassa-1251	178	15	is	be	AUX
ijassa-1251	178	16	reduced	reduce	VERB
ijassa-1251	178	17	compared	compare	VERB
ijassa-1251	178	18	to	to	ADP
ijassa-1251	178	19	the	the	DET
ijassa-1251	178	20	densely	densely	ADV
ijassa-1251	178	21	connected	connect	VERB
ijassa-1251	178	22	ffnn	ffnn	NOUN
ijassa-1251	178	23	.	.	PUNCT
ijassa-1251	179	1	afterwards	afterwards	ADV
ijassa-1251	179	2	max	max	PROPN
ijassa-1251	179	3	or	or	CCONJ
ijassa-1251	179	4	average	average	ADJ
ijassa-1251	179	5	pooling	pool	VERB
ijassa-1251	179	6	operations	operation	NOUN
ijassa-1251	179	7	can	can	AUX
ijassa-1251	179	8	be	be	AUX
ijassa-1251	179	9	employed	employ	VERB
ijassa-1251	179	10	for	for	ADP
ijassa-1251	179	11	multiple	multiple	ADJ
ijassa-1251	179	12	times	time	NOUN
ijassa-1251	179	13	to	to	PART
ijassa-1251	179	14	reduce	reduce	VERB
ijassa-1251	179	15	the	the	DET
ijassa-1251	179	16	original	original	ADJ
ijassa-1251	179	17	dimensions	dimension	NOUN
ijassa-1251	179	18	,	,	PUNCT
ijassa-1251	179	19	until	until	SCONJ
ijassa-1251	179	20	the	the	DET
ijassa-1251	179	21	final	final	ADJ
ijassa-1251	179	22	output	output	NOUN
ijassa-1251	179	23	is	be	AUX
ijassa-1251	179	24	concatenated	concatenate	VERB
ijassa-1251	179	25	to	to	ADP
ijassa-1251	179	26	a	a	DET
ijassa-1251	179	27	dense	dense	ADJ
ijassa-1251	179	28	layer	layer	NOUN
ijassa-1251	179	29	.	.	PUNCT
ijassa-1251	180	1	by	by	ADP
ijassa-1251	180	2	applying	apply	VERB
ijassa-1251	180	3	the	the	DET
ijassa-1251	180	4	convolutional	convolutional	ADJ
ijassa-1251	180	5	and	and	CCONJ
ijassa-1251	180	6	pooling	pool	VERB
ijassa-1251	180	7	operations	operation	NOUN
ijassa-1251	180	8	to	to	ADP
ijassa-1251	180	9	a	a	DET
ijassa-1251	180	10	single	single	ADJ
ijassa-1251	180	11	dimension	dimension	NOUN
ijassa-1251	180	12	,	,	PUNCT
ijassa-1251	180	13	the	the	DET
ijassa-1251	180	14	model	model	NOUN
ijassa-1251	180	15	1d	1d	PROPN
ijassa-1251	180	16	cnn	cnn	PROPN
ijassa-1251	180	17	[	[	X
ijassa-1251	180	18	9	9	NUM
ijassa-1251	180	19	]	]	PUNCT
ijassa-1251	180	20	is	be	AUX
ijassa-1251	180	21	often	often	ADV
ijassa-1251	180	22	used	use	VERB
ijassa-1251	180	23	for	for	ADP
ijassa-1251	180	24	time	time	NOUN
ijassa-1251	180	25	series	series	PROPN
ijassa-1251	180	26	prediction	prediction	NOUN
ijassa-1251	180	27	and	and	CCONJ
ijassa-1251	180	28	classification	classification	NOUN
ijassa-1251	180	29	.	.	PUNCT
ijassa-1251	181	1	the	the	DET
ijassa-1251	181	2	search	search	NOUN
ijassa-1251	181	3	space	space	NOUN
ijassa-1251	181	4	of	of	ADP
ijassa-1251	181	5	1d	1d	NUM
ijassa-1251	181	6	cnn	cnn	PROPN
ijassa-1251	181	7	hyperparameters	hyperparameter	NOUN
ijassa-1251	181	8	is	be	AUX
ijassa-1251	181	9	following	follow	VERB
ijassa-1251	181	10	:	:	PUNCT
ijassa-1251	181	11	number	number	NOUN
ijassa-1251	181	12	of	of	ADP
ijassa-1251	181	13	filters	filter	NOUN
ijassa-1251	181	14	{	{	PUNCT
ijassa-1251	181	15	150	150	NUM
ijassa-1251	181	16	,	,	PUNCT
ijassa-1251	181	17	200	200	NUM
ijassa-1251	181	18	,	,	PUNCT
ijassa-1251	181	19	250	250	NUM
ijassa-1251	181	20	,	,	PUNCT
ijassa-1251	181	21	300	300	NUM
ijassa-1251	181	22	,	,	PUNCT
ijassa-1251	181	23	350	350	NUM
ijassa-1251	181	24	,	,	PUNCT
ijassa-1251	181	25	400	400	NUM
ijassa-1251	181	26	}	}	PUNCT
ijassa-1251	181	27	(	(	PUNCT
ijassa-1251	181	28	univariate	univariate	ADJ
ijassa-1251	181	29	data	datum	NOUN
ijassa-1251	181	30	)	)	PUNCT
ijassa-1251	181	31	and	and	CCONJ
ijassa-1251	181	32	{	{	PUNCT
ijassa-1251	181	33	300	300	NUM
ijassa-1251	181	34	,	,	PUNCT
ijassa-1251	181	35	350	350	NUM
ijassa-1251	181	36	,	,	PUNCT
ijassa-1251	181	37	…	…	PUNCT
ijassa-1251	181	38	,	,	PUNCT
ijassa-1251	181	39	750	750	NUM
ijassa-1251	181	40	,	,	PUNCT
ijassa-1251	181	41	800	800	NUM
ijassa-1251	181	42	}	}	PUNCT
ijassa-1251	181	43	(	(	PUNCT
ijassa-1251	181	44	multivariate	multivariate	NOUN
ijassa-1251	181	45	data	datum	NOUN
ijassa-1251	181	46	)	)	PUNCT
ijassa-1251	181	47	;	;	PUNCT
ijassa-1251	181	48	kernel	kernel	PROPN
ijassa-1251	181	49	size	size	NOUN
ijassa-1251	181	50	{	{	PUNCT
ijassa-1251	181	51	2	2	NUM
ijassa-1251	181	52	,	,	PUNCT
ijassa-1251	181	53	3	3	NUM
ijassa-1251	181	54	,	,	PUNCT
ijassa-1251	181	55	4	4	NUM
ijassa-1251	181	56	,	,	PUNCT
ijassa-1251	181	57	5	5	NUM
ijassa-1251	181	58	}	}	PUNCT
ijassa-1251	181	59	(	(	PUNCT
ijassa-1251	181	60	univariate	univariate	ADJ
ijassa-1251	181	61	data	datum	NOUN
ijassa-1251	181	62	)	)	PUNCT
ijassa-1251	181	63	and	and	CCONJ
ijassa-1251	181	64	{	{	PUNCT
ijassa-1251	181	65	2	2	NUM
ijassa-1251	181	66	,	,	PUNCT
ijassa-1251	181	67	3	3	NUM
ijassa-1251	181	68	,	,	PUNCT
ijassa-1251	181	69	4	4	NUM
ijassa-1251	181	70	}	}	PUNCT
ijassa-1251	181	71	(	(	PUNCT
ijassa-1251	181	72	multivariate	multivariate	NOUN
ijassa-1251	181	73	data	datum	NOUN
ijassa-1251	181	74	)	)	PUNCT
ijassa-1251	181	75	;	;	PUNCT
ijassa-1251	181	76	dropout	dropout	NOUN
ijassa-1251	181	77	rate	rate	NOUN
ijassa-1251	181	78	{	{	PUNCT
ijassa-1251	181	79	0.01	0.01	NUM
ijassa-1251	181	80	,	,	PUNCT
ijassa-1251	181	81	0.1	0.1	NUM
ijassa-1251	181	82	}	}	PUNCT
ijassa-1251	181	83	.	.	PUNCT
ijassa-1251	182	1	4	4	X
ijassa-1251	182	2	.	.	X
ijassa-1251	182	3	recurrent	recurrent	ADJ
ijassa-1251	182	4	neural	neural	ADJ
ijassa-1251	182	5	network	network	NOUN
ijassa-1251	182	6	(	(	PUNCT
ijassa-1251	182	7	rnn	rnn	PROPN
ijassa-1251	182	8	)	)	PUNCT
ijassa-1251	182	9	.	.	PUNCT
ijassa-1251	183	1	differing	differ	VERB
ijassa-1251	183	2	from	from	ADP
ijassa-1251	183	3	ffnn	ffnn	NOUN
ijassa-1251	183	4	,	,	PUNCT
ijassa-1251	183	5	rnn	rnn	PROPN
ijassa-1251	183	6	is	be	AUX
ijassa-1251	183	7	an	an	DET
ijassa-1251	183	8	ann	ann	PROPN
ijassa-1251	183	9	wherein	wherein	ADJ
ijassa-1251	183	10	links	link	NOUN
ijassa-1251	183	11	between	between	ADP
ijassa-1251	183	12	the	the	DET
ijassa-1251	183	13	nodes	node	NOUN
ijassa-1251	183	14	generate	generate	VERB
ijassa-1251	183	15	cycles	cycle	NOUN
ijassa-1251	183	16	along	along	ADP
ijassa-1251	183	17	a	a	DET
ijassa-1251	183	18	time	time	NOUN
ijassa-1251	183	19	sequence	sequence	NOUN
ijassa-1251	183	20	,	,	PUNCT
ijassa-1251	183	21	which	which	PRON
ijassa-1251	183	22	helps	help	VERB
ijassa-1251	183	23	express	express	VERB
ijassa-1251	183	24	time	time	NOUN
ijassa-1251	183	25	changing	change	VERB
ijassa-1251	183	26	attributes	attribute	NOUN
ijassa-1251	183	27	.	.	PUNCT
ijassa-1251	184	1	nevertheless	nevertheless	ADV
ijassa-1251	184	2	,	,	PUNCT
ijassa-1251	184	3	standard	standard	ADJ
ijassa-1251	184	4	rnn	rnn	PROPN
ijassa-1251	184	5	is	be	AUX
ijassa-1251	184	6	affected	affect	VERB
ijassa-1251	184	7	by	by	ADP
ijassa-1251	184	8	the	the	DET
ijassa-1251	184	9	vanishing	vanishing	NOUN
ijassa-1251	184	10	and	and	CCONJ
ijassa-1251	184	11	exploding	explode	VERB
ijassa-1251	184	12	gradient	gradient	ADJ
ijassa-1251	184	13	issue	issue	NOUN
ijassa-1251	184	14	in	in	ADP
ijassa-1251	184	15	training	training	NOUN
ijassa-1251	184	16	,	,	PUNCT
ijassa-1251	184	17	namely	namely	ADV
ijassa-1251	184	18	,	,	PUNCT
ijassa-1251	184	19	the	the	DET
ijassa-1251	184	20	gradients	gradient	NOUN
ijassa-1251	184	21	of	of	ADP
ijassa-1251	184	22	node	node	ADJ
ijassa-1251	184	23	weights	weight	NOUN
ijassa-1251	184	24	become	become	AUX
ijassa-1251	184	25	diminishing	diminish	VERB
ijassa-1251	184	26	or	or	CCONJ
ijassa-1251	184	27	extending	extend	VERB
ijassa-1251	184	28	when	when	SCONJ
ijassa-1251	184	29	the	the	DET
ijassa-1251	184	30	back	back	ADJ
ijassa-1251	184	31	propagation	propagation	NOUN
ijassa-1251	184	32	calculation	calculation	NOUN
ijassa-1251	184	33	is	be	AUX
ijassa-1251	184	34	executed	execute	VERB
ijassa-1251	184	35	through	through	ADP
ijassa-1251	184	36	multiple	multiple	ADJ
ijassa-1251	184	37	times	time	NOUN
ijassa-1251	184	38	.	.	PUNCT
ijassa-1251	185	1	lstm	lstm	PROPN
ijassa-1251	185	2	network	network	NOUN
ijassa-1251	185	3	[	[	X
ijassa-1251	185	4	24	24	NUM
ijassa-1251	185	5	]	]	PUNCT
ijassa-1251	185	6	is	be	AUX
ijassa-1251	185	7	rnn	rnn	NOUN
ijassa-1251	185	8	that	that	PRON
ijassa-1251	185	9	resolved	resolve	VERB
ijassa-1251	185	10	the	the	DET
ijassa-1251	185	11	vanishing	vanish	VERB
ijassa-1251	185	12	/	/	SYM
ijassa-1251	185	13	exploding	explode	VERB
ijassa-1251	185	14	gradient	gradient	NOUN
ijassa-1251	185	15	problems	problem	NOUN
ijassa-1251	185	16	,	,	PUNCT
ijassa-1251	185	17	where	where	SCONJ
ijassa-1251	185	18	the	the	DET
ijassa-1251	185	19	hidden	hidden	ADJ
ijassa-1251	185	20	layers	layer	NOUN
ijassa-1251	185	21	are	be	AUX
ijassa-1251	185	22	replaced	replace	VERB
ijassa-1251	185	23	by	by	ADP
ijassa-1251	185	24	recurrent	recurrent	ADJ
ijassa-1251	185	25	gates	gate	NOUN
ijassa-1251	185	26	.	.	PUNCT
ijassa-1251	186	1	lstm	lstm	PROPN
ijassa-1251	186	2	model	model	NOUN
ijassa-1251	186	3	has	have	AUX
ijassa-1251	186	4	been	be	AUX
ijassa-1251	186	5	utilized	utilize	VERB
ijassa-1251	186	6	widely	widely	ADV
ijassa-1251	186	7	for	for	ADP
ijassa-1251	186	8	many	many	ADJ
ijassa-1251	186	9	recent	recent	ADJ
ijassa-1251	186	10	years	year	NOUN
ijassa-1251	186	11	in	in	ADP
ijassa-1251	186	12	text	text	NOUN
ijassa-1251	186	13	analysis	analysis	NOUN
ijassa-1251	186	14	,	,	PUNCT
ijassa-1251	186	15	emotion	emotion	NOUN
ijassa-1251	186	16	analysis	analysis	NOUN
ijassa-1251	186	17	,	,	PUNCT
ijassa-1251	186	18	and	and	CCONJ
ijassa-1251	186	19	speech	speech	NOUN
ijassa-1251	186	20	recognition	recognition	NOUN
ijassa-1251	186	21	tasks	task	NOUN
ijassa-1251	186	22	,	,	PUNCT
ijassa-1251	186	23	since	since	SCONJ
ijassa-1251	186	24	the	the	DET
ijassa-1251	186	25	network	network	NOUN
ijassa-1251	186	26	restores	restore	VERB
ijassa-1251	186	27	its	its	PRON
ijassa-1251	186	28	own	own	ADJ
ijassa-1251	186	29	memory	memory	NOUN
ijassa-1251	186	30	of	of	ADP
ijassa-1251	186	31	time	time	NOUN
ijassa-1251	186	32	sequences	sequence	NOUN
ijassa-1251	186	33	and	and	CCONJ
ijassa-1251	186	34	can	can	AUX
ijassa-1251	186	35	improve	improve	VERB
ijassa-1251	186	36	forecast	forecast	NOUN
ijassa-1251	186	37	accuracy	accuracy	NOUN
ijassa-1251	186	38	.	.	PUNCT
ijassa-1251	187	1	thus	thus	ADV
ijassa-1251	187	2	in	in	ADP
ijassa-1251	187	3	this	this	DET
ijassa-1251	187	4	paper	paper	NOUN
ijassa-1251	187	5	we	we	PRON
ijassa-1251	187	6	apply	apply	VERB
ijassa-1251	187	7	the	the	DET
ijassa-1251	187	8	search	search	NOUN
ijassa-1251	187	9	space	space	NOUN
ijassa-1251	187	10	of	of	ADP
ijassa-1251	187	11	lstm	lstm	ADJ
ijassa-1251	187	12	hyperparameters	hyperparameter	NOUN
ijassa-1251	187	13	as	as	ADP
ijassa-1251	187	14	following	follow	VERB
ijassa-1251	187	15	:	:	PUNCT
ijassa-1251	187	16	for	for	ADP
ijassa-1251	187	17	univariate	univariate	ADJ
ijassa-1251	187	18	data	datum	NOUN
ijassa-1251	187	19	:	:	PUNCT
ijassa-1251	187	20	number	number	NOUN
ijassa-1251	187	21	of	of	ADP
ijassa-1251	187	22	units	unit	NOUN
ijassa-1251	187	23	in	in	ADP
ijassa-1251	187	24	the	the	DET
ijassa-1251	187	25	first	first	ADJ
ijassa-1251	187	26	layer	layer	NOUN
ijassa-1251	187	27	{	{	PUNCT
ijassa-1251	187	28	50	50	NUM
ijassa-1251	187	29	,	,	PUNCT
ijassa-1251	187	30	100	100	NUM
ijassa-1251	187	31	,	,	PUNCT
ijassa-1251	187	32	150	150	NUM
ijassa-1251	187	33	,	,	PUNCT
ijassa-1251	187	34	200	200	NUM
ijassa-1251	187	35	}	}	PUNCT
ijassa-1251	187	36	,	,	PUNCT
ijassa-1251	187	37	number	number	NOUN
ijassa-1251	187	38	of	of	ADP
ijassa-1251	187	39	units	unit	NOUN
ijassa-1251	187	40	in	in	ADP
ijassa-1251	187	41	the	the	DET
ijassa-1251	187	42	second	second	ADJ
ijassa-1251	187	43	layer	layer	NOUN
ijassa-1251	187	44	{	{	PUNCT
ijassa-1251	187	45	50	50	NUM
ijassa-1251	187	46	,	,	PUNCT
ijassa-1251	187	47	100	100	NUM
ijassa-1251	187	48	,	,	PUNCT
ijassa-1251	187	49	150	150	NUM
ijassa-1251	187	50	,	,	PUNCT
ijassa-1251	187	51	200	200	NUM
ijassa-1251	187	52	}	}	PUNCT
ijassa-1251	187	53	,	,	PUNCT
ijassa-1251	187	54	for	for	ADP
ijassa-1251	187	55	multivariate	multivariate	NOUN
ijassa-1251	187	56	data	datum	NOUN
ijassa-1251	187	57	:	:	PUNCT
ijassa-1251	187	58	number	number	NOUN
ijassa-1251	187	59	of	of	ADP
ijassa-1251	187	60	units	unit	NOUN
ijassa-1251	187	61	{	{	PUNCT
ijassa-1251	187	62	200	200	NUM
ijassa-1251	187	63	,	,	PUNCT
ijassa-1251	187	64	250	250	NUM
ijassa-1251	187	65	,	,	PUNCT
ijassa-1251	187	66	…	…	PUNCT
ijassa-1251	187	67	,	,	PUNCT
ijassa-1251	187	68	500	500	NUM
ijassa-1251	187	69	}	}	PUNCT
ijassa-1251	187	70	;	;	PUNCT
ijassa-1251	187	71	dropout	dropout	NOUN
ijassa-1251	187	72	rate	rate	NOUN
ijassa-1251	187	73	{	{	PUNCT
ijassa-1251	187	74	0.01	0.01	NUM
ijassa-1251	187	75	,	,	PUNCT
ijassa-1251	187	76	0.1	0.1	NUM
ijassa-1251	187	77	}	}	PUNCT
ijassa-1251	187	78	.	.	PUNCT
ijassa-1251	188	1	5	5	X
ijassa-1251	188	2	.	.	X
ijassa-1251	188	3	cnn	cnn	PROPN
ijassa-1251	188	4	~	~	SYM
ijassa-1251	188	5	lstm	lstm	ADJ
ijassa-1251	188	6	hybrid	hybrid	NOUN
ijassa-1251	188	7	model	model	NOUN
ijassa-1251	188	8	.	.	PUNCT
ijassa-1251	189	1	in	in	ADP
ijassa-1251	189	2	feature	feature	NOUN
ijassa-1251	189	3	engineering	engineering	NOUN
ijassa-1251	189	4	stage	stage	NOUN
ijassa-1251	189	5	cnn	cnn	PROPN
ijassa-1251	189	6	network	network	NOUN
ijassa-1251	189	7	is	be	AUX
ijassa-1251	189	8	often	often	ADV
ijassa-1251	189	9	utilized	utilize	VERB
ijassa-1251	189	10	to	to	PART
ijassa-1251	189	11	extract	extract	VERB
ijassa-1251	189	12	the	the	DET
ijassa-1251	189	13	most	most	ADV
ijassa-1251	189	14	significant	significant	ADJ
ijassa-1251	189	15	features	feature	NOUN
ijassa-1251	189	16	,	,	PUNCT
ijassa-1251	189	17	while	while	SCONJ
ijassa-1251	189	18	lstm	lstm	NOUN
ijassa-1251	189	19	has	have	VERB
ijassa-1251	189	20	ability	ability	NOUN
ijassa-1251	189	21	to	to	PART
ijassa-1251	189	22	memorize	memorize	VERB
ijassa-1251	189	23	the	the	DET
ijassa-1251	189	24	time	time	NOUN
ijassa-1251	189	25	sequences	sequence	NOUN
ijassa-1251	189	26	with	with	ADP
ijassa-1251	189	27	popular	popular	ADJ
ijassa-1251	189	28	usage	usage	NOUN
ijassa-1251	189	29	in	in	ADP
ijassa-1251	189	30	time	time	NOUN
ijassa-1251	189	31	series	series	PROPN
ijassa-1251	189	32	analysis	analysis	NOUN
ijassa-1251	189	33	.	.	PUNCT
ijassa-1251	190	1	according	accord	VERB
ijassa-1251	190	2	to	to	ADP
ijassa-1251	190	3	these	these	DET
ijassa-1251	190	4	special	special	ADJ
ijassa-1251	190	5	characteristics	characteristic	NOUN
ijassa-1251	190	6	of	of	ADP
ijassa-1251	190	7	cnn	cnn	PROPN
ijassa-1251	190	8	and	and	CCONJ
ijassa-1251	190	9	lstm	lstm	PROPN
ijassa-1251	190	10	,	,	PUNCT
ijassa-1251	190	11	a	a	DET
ijassa-1251	190	12	hybrid	hybrid	ADJ
ijassa-1251	190	13	model	model	NOUN
ijassa-1251	190	14	based	base	VERB
ijassa-1251	190	15	on	on	ADP
ijassa-1251	190	16	cnn	cnn	PROPN
ijassa-1251	190	17	~	~	PROPN
ijassa-1251	190	18	lstm	lstm	NOUN
ijassa-1251	190	19	is	be	AUX
ijassa-1251	190	20	also	also	ADV
ijassa-1251	190	21	constructed	construct	VERB
ijassa-1251	190	22	for	for	ADP
ijassa-1251	190	23	solving	solve	VERB
ijassa-1251	190	24	stock	stock	NOUN
ijassa-1251	190	25	price	price	NOUN
ijassa-1251	190	26	forecast	forecast	NOUN
ijassa-1251	190	27	.	.	PUNCT
ijassa-1251	191	1	moreover	moreover	ADV
ijassa-1251	191	2	,	,	PUNCT
ijassa-1251	191	3	the	the	DET
ijassa-1251	191	4	search	search	NOUN
ijassa-1251	191	5	space	space	NOUN
ijassa-1251	191	6	of	of	ADP
ijassa-1251	191	7	hyperparameters	hyperparameter	NOUN
ijassa-1251	191	8	in	in	ADP
ijassa-1251	191	9	this	this	DET
ijassa-1251	191	10	hybrid	hybrid	ADJ
ijassa-1251	191	11	model	model	NOUN
ijassa-1251	191	12	is	be	AUX
ijassa-1251	191	13	a	a	DET
ijassa-1251	191	14	combination	combination	NOUN
ijassa-1251	191	15	of	of	ADP
ijassa-1251	191	16	search	search	NOUN
ijassa-1251	191	17	spaces	space	NOUN
ijassa-1251	191	18	in	in	ADP
ijassa-1251	191	19	the	the	DET
ijassa-1251	191	20	abovementioned	abovementioned	ADJ
ijassa-1251	191	21	cnn	cnn	PROPN
ijassa-1251	191	22	and	and	CCONJ
ijassa-1251	191	23	lstm	lstm	NOUN
ijassa-1251	191	24	models	model	NOUN
ijassa-1251	191	25	.	.	PUNCT
ijassa-1251	192	1	3.4	3.4	NUM
ijassa-1251	192	2	evaluation	evaluation	NOUN
ijassa-1251	192	3	metrics	metric	NOUN
ijassa-1251	192	4	in	in	ADP
ijassa-1251	192	5	this	this	DET
ijassa-1251	192	6	study	study	NOUN
ijassa-1251	192	7	mae	mae	PROPN
ijassa-1251	192	8	,	,	PUNCT
ijassa-1251	192	9	rmse	rmse	NOUN
ijassa-1251	192	10	,	,	PUNCT
ijassa-1251	192	11	and	and	CCONJ
ijassa-1251	192	12	r2	r2	PROPN
ijassa-1251	192	13	are	be	AUX
ijassa-1251	192	14	used	use	VERB
ijassa-1251	192	15	as	as	SCONJ
ijassa-1251	192	16	metrics	metric	NOUN
ijassa-1251	192	17	to	to	PART
ijassa-1251	192	18	evaluate	evaluate	VERB
ijassa-1251	192	19	and	and	CCONJ
ijassa-1251	192	20	compare	compare	VERB
ijassa-1251	192	21	the	the	DET
ijassa-1251	192	22	performance	performance	NOUN
ijassa-1251	192	23	of	of	ADP
ijassa-1251	192	24	the	the	DET
ijassa-1251	192	25	abovementioned	abovementioned	ADJ
ijassa-1251	192	26	forecast	forecast	NOUN
ijassa-1251	192	27	models	model	NOUN
ijassa-1251	192	28	.	.	PUNCT
ijassa-1251	193	1	mae	mae	PROPN
ijassa-1251	193	2	(	(	PUNCT
ijassa-1251	193	3	mean	mean	ADJ
ijassa-1251	193	4	absolute	absolute	ADJ
ijassa-1251	193	5	error	error	NOUN
ijassa-1251	193	6	)	)	PUNCT
ijassa-1251	193	7	computes	compute	VERB
ijassa-1251	193	8	the	the	DET
ijassa-1251	193	9	sum	sum	NOUN
ijassa-1251	193	10	of	of	ADP
ijassa-1251	193	11	absolute	absolute	ADJ
ijassa-1251	193	12	differences	difference	NOUN
ijassa-1251	193	13	between	between	ADP
ijassa-1251	193	14	true	true	ADJ
ijassa-1251	193	15	and	and	CCONJ
ijassa-1251	193	16	predicted	predict	VERB
ijassa-1251	193	17	values	value	NOUN
ijassa-1251	193	18	,	,	PUNCT
ijassa-1251	193	19	as	as	SCONJ
ijassa-1251	193	20	shown	show	VERB
ijassa-1251	193	21	in	in	ADP
ijassa-1251	193	22	formula	formula	NOUN
ijassa-1251	193	23	(	(	PUNCT
ijassa-1251	193	24	3.1	3.1	NUM
ijassa-1251	193	25	)	)	PUNCT
ijassa-1251	193	26	.	.	PUNCT
ijassa-1251	194	1	rmse	rmse	PROPN
ijassa-1251	194	2	(	(	PUNCT
ijassa-1251	194	3	root	root	NOUN
ijassa-1251	194	4	mean	mean	VERB
ijassa-1251	194	5	square	square	NOUN
ijassa-1251	194	6	error	error	NOUN
ijassa-1251	194	7	)	)	PUNCT
ijassa-1251	194	8	firstly	firstly	ADV
ijassa-1251	194	9	calculates	calculate	VERB
ijassa-1251	194	10	the	the	DET
ijassa-1251	194	11	average	average	NOUN
ijassa-1251	194	12	of	of	ADP
ijassa-1251	194	13	sum	sum	NOUN
ijassa-1251	194	14	of	of	ADP
ijassa-1251	194	15	square	square	ADJ
ijassa-1251	194	16	magnitude	magnitude	NOUN
ijassa-1251	194	17	of	of	ADP
ijassa-1251	194	18	78	78	NUM
ijassa-1251	194	19	n.	n.	NOUN
ijassa-1251	194	20	t.	t.	PROPN
ijassa-1251	194	21	viet	viet	PROPN
ijassa-1251	194	22	,	,	PUNCT
ijassa-1251	194	23	a.	a.	NOUN
ijassa-1251	194	24	kravets	kravet	NOUN
ijassa-1251	194	25	copyright	copyright	NOUN
ijassa-1251	195	1	©	©	PROPN
ijassa-1251	195	2	2023	2023	NUM
ijassa-1251	195	3	assa	assa	PROPN
ijassa-1251	195	4	adv	adv	PROPN
ijassa-1251	195	5	.	.	PUNCT
ijassa-1251	196	1	in	in	ADP
ijassa-1251	196	2	systems	system	NOUN
ijassa-1251	196	3	science	science	NOUN
ijassa-1251	196	4	and	and	CCONJ
ijassa-1251	196	5	appl	appl	NOUN
ijassa-1251	196	6	.	.	PUNCT
ijassa-1251	197	1	(	(	PUNCT
ijassa-1251	197	2	2023	2023	NUM
ijassa-1251	197	3	)	)	PUNCT
ijassa-1251	197	4	residuals	residual	NOUN
ijassa-1251	197	5	caused	cause	VERB
ijassa-1251	197	6	by	by	ADP
ijassa-1251	197	7	estimating	estimate	VERB
ijassa-1251	197	8	predicted	predict	VERB
ijassa-1251	197	9	values	value	NOUN
ijassa-1251	197	10	,	,	PUNCT
ijassa-1251	197	11	and	and	CCONJ
ijassa-1251	197	12	then	then	ADV
ijassa-1251	197	13	it	it	PRON
ijassa-1251	197	14	gets	get	VERB
ijassa-1251	197	15	the	the	DET
ijassa-1251	197	16	root	root	NOUN
ijassa-1251	197	17	value	value	NOUN
ijassa-1251	197	18	,	,	PUNCT
ijassa-1251	197	19	as	as	SCONJ
ijassa-1251	197	20	shown	show	VERB
ijassa-1251	197	21	in	in	ADP
ijassa-1251	197	22	formula	formula	NOUN
ijassa-1251	197	23	(	(	PUNCT
ijassa-1251	197	24	3.2	3.2	NUM
ijassa-1251	197	25	)	)	PUNCT
ijassa-1251	197	26	.	.	PUNCT
ijassa-1251	198	1	mae	mae	PROPN
ijassa-1251	198	2	and	and	CCONJ
ijassa-1251	198	3	rmse	rmse	PROPN
ijassa-1251	198	4	are	be	AUX
ijassa-1251	198	5	measurements	measurement	NOUN
ijassa-1251	198	6	of	of	ADP
ijassa-1251	198	7	closeness	closeness	NOUN
ijassa-1251	198	8	between	between	ADP
ijassa-1251	198	9	the	the	DET
ijassa-1251	198	10	predicted	predict	VERB
ijassa-1251	198	11	and	and	CCONJ
ijassa-1251	198	12	the	the	DET
ijassa-1251	198	13	actual	actual	ADJ
ijassa-1251	198	14	values	value	NOUN
ijassa-1251	198	15	,	,	PUNCT
ijassa-1251	198	16	which	which	PRON
ijassa-1251	198	17	show	show	VERB
ijassa-1251	198	18	the	the	DET
ijassa-1251	198	19	reliability	reliability	NOUN
ijassa-1251	198	20	of	of	ADP
ijassa-1251	198	21	forecast	forecast	NOUN
ijassa-1251	198	22	model	model	NOUN
ijassa-1251	198	23	.	.	PUNCT
ijassa-1251	199	1	additionally	additionally	ADV
ijassa-1251	199	2	,	,	PUNCT
ijassa-1251	199	3	r2	r2	PROPN
ijassa-1251	199	4	metric	metric	ADJ
ijassa-1251	199	5	computes	compute	VERB
ijassa-1251	199	6	the	the	DET
ijassa-1251	199	7	linear	linear	ADJ
ijassa-1251	199	8	correlation	correlation	NOUN
ijassa-1251	199	9	between	between	ADP
ijassa-1251	199	10	2	2	NUM
ijassa-1251	199	11	variables	variable	NOUN
ijassa-1251	199	12	in	in	ADP
ijassa-1251	199	13	comparison	comparison	NOUN
ijassa-1251	199	14	and	and	CCONJ
ijassa-1251	199	15	helps	help	VERB
ijassa-1251	199	16	eliminate	eliminate	VERB
ijassa-1251	199	17	the	the	DET
ijassa-1251	199	18	impact	impact	NOUN
ijassa-1251	199	19	of	of	ADP
ijassa-1251	199	20	dimensions	dimension	NOUN
ijassa-1251	199	21	on	on	ADP
ijassa-1251	199	22	regression	regression	NOUN
ijassa-1251	199	23	tasks	task	NOUN
ijassa-1251	199	24	,	,	PUNCT
ijassa-1251	199	25	as	as	SCONJ
ijassa-1251	199	26	shown	show	VERB
ijassa-1251	199	27	in	in	ADP
ijassa-1251	199	28	formula	formula	NOUN
ijassa-1251	199	29	(	(	PUNCT
ijassa-1251	199	30	3.3	3.3	NUM
ijassa-1251	199	31	)	)	PUNCT
ijassa-1251	199	32	.	.	PUNCT
ijassa-1251	200	1	we	we	PRON
ijassa-1251	200	2	need	need	VERB
ijassa-1251	200	3	to	to	PART
ijassa-1251	200	4	explore	explore	VERB
ijassa-1251	200	5	the	the	DET
ijassa-1251	200	6	best	good	ADJ
ijassa-1251	200	7	model	model	NOUN
ijassa-1251	200	8	that	that	PRON
ijassa-1251	200	9	provides	provide	VERB
ijassa-1251	200	10	small	small	ADJ
ijassa-1251	200	11	mae	mae	PROPN
ijassa-1251	200	12	,	,	PUNCT
ijassa-1251	200	13	rmse	rmse	NOUN
ijassa-1251	200	14	,	,	PUNCT
ijassa-1251	200	15	and	and	CCONJ
ijassa-1251	200	16	high	high	ADJ
ijassa-1251	200	17	r2	r2	NOUN
ijassa-1251	200	18	.	.	PUNCT
ijassa-1251	201	1	these	these	DET
ijassa-1251	201	2	3	3	NUM
ijassa-1251	201	3	metrics	metric	NOUN
ijassa-1251	201	4	are	be	AUX
ijassa-1251	201	5	defined	define	VERB
ijassa-1251	201	6	as	as	SCONJ
ijassa-1251	201	7	follows	follow	VERB
ijassa-1251	201	8	:	:	PUNCT
ijassa-1251	201	9	(	(	PUNCT
ijassa-1251	201	10	3.1	3.1	NUM
ijassa-1251	201	11	)	)	PUNCT
ijassa-1251	201	12	(	(	PUNCT
ijassa-1251	201	13	3.2	3.2	NUM
ijassa-1251	201	14	)	)	PUNCT
ijassa-1251	201	15	(	(	PUNCT
ijassa-1251	201	16	3.3	3.3	NUM
ijassa-1251	201	17	)	)	PUNCT
ijassa-1251	201	18	where	where	SCONJ
ijassa-1251	201	19	regarding	regard	VERB
ijassa-1251	201	20	target	target	NOUN
ijassa-1251	201	21	variable	variable	NOUN
ijassa-1251	201	22	of	of	ADP
ijassa-1251	201	23	sample	sample	NOUN
ijassa-1251	201	24	i	i	PRON
ijassa-1251	201	25	,	,	PUNCT
ijassa-1251	201	26	is	be	AUX
ijassa-1251	201	27	the	the	DET
ijassa-1251	201	28	true	true	ADJ
ijassa-1251	201	29	value	value	NOUN
ijassa-1251	201	30	,	,	PUNCT
ijassa-1251	201	31	is	be	AUX
ijassa-1251	201	32	the	the	DET
ijassa-1251	201	33	predicted	predict	VERB
ijassa-1251	201	34	value	value	NOUN
ijassa-1251	201	35	;	;	PUNCT
ijassa-1251	201	36	is	be	AUX
ijassa-1251	201	37	the	the	DET
ijassa-1251	201	38	mean	mean	NOUN
ijassa-1251	201	39	of	of	ADP
ijassa-1251	201	40	true	true	ADJ
ijassa-1251	201	41	value	value	NOUN
ijassa-1251	201	42	of	of	ADP
ijassa-1251	201	43	all	all	DET
ijassa-1251	201	44	samples	sample	NOUN
ijassa-1251	201	45	;	;	PUNCT
ijassa-1251	201	46	and	and	CCONJ
ijassa-1251	201	47	m	m	PROPN
ijassa-1251	201	48	is	be	AUX
ijassa-1251	201	49	the	the	DET
ijassa-1251	201	50	amount	amount	NOUN
ijassa-1251	201	51	of	of	ADP
ijassa-1251	201	52	samples	sample	NOUN
ijassa-1251	201	53	in	in	ADP
ijassa-1251	201	54	the	the	DET
ijassa-1251	201	55	dataset	dataset	NOUN
ijassa-1251	201	56	.	.	PUNCT
ijassa-1251	202	1	the	the	DET
ijassa-1251	202	2	following	follow	VERB
ijassa-1251	202	3	subsection	subsection	NOUN
ijassa-1251	202	4	presents	present	NOUN
ijassa-1251	202	5	results	result	NOUN
ijassa-1251	202	6	derived	derive	VERB
ijassa-1251	202	7	from	from	ADP
ijassa-1251	202	8	different	different	ADJ
ijassa-1251	202	9	data	datum	NOUN
ijassa-1251	202	10	preparation	preparation	NOUN
ijassa-1251	202	11	approaches	approach	NOUN
ijassa-1251	202	12	and	and	CCONJ
ijassa-1251	202	13	machine	machine	NOUN
ijassa-1251	202	14	/	/	SYM
ijassa-1251	202	15	deep	deep	ADJ
ijassa-1251	202	16	learning	learning	NOUN
ijassa-1251	202	17	models	model	NOUN
ijassa-1251	202	18	.	.	PUNCT
ijassa-1251	203	1	3.5	3.5	NUM
ijassa-1251	203	2	.	.	PUNCT
ijassa-1251	204	1	empirical	empirical	ADJ
ijassa-1251	204	2	testing	testing	NOUN
ijassa-1251	204	3	results	result	VERB
ijassa-1251	204	4	3.5.1	3.5.1	NUM
ijassa-1251	204	5	.	.	PUNCT
ijassa-1251	205	1	univariate	univariate	ADJ
ijassa-1251	205	2	data	datum	NOUN
ijassa-1251	205	3	approach	approach	NOUN
ijassa-1251	205	4	in	in	ADP
ijassa-1251	205	5	this	this	DET
ijassa-1251	205	6	univariate	univariate	ADJ
ijassa-1251	205	7	data	datum	NOUN
ijassa-1251	205	8	approach	approach	NOUN
ijassa-1251	205	9	,	,	PUNCT
ijassa-1251	205	10	basing	base	VERB
ijassa-1251	205	11	on	on	ADP
ijassa-1251	205	12	adjusted	adjust	VERB
ijassa-1251	205	13	close	close	ADJ
ijassa-1251	205	14	price	price	NOUN
ijassa-1251	205	15	data	datum	NOUN
ijassa-1251	205	16	of	of	ADP
ijassa-1251	205	17	previous	previous	ADJ
ijassa-1251	205	18	50	50	NUM
ijassa-1251	205	19	days	day	NOUN
ijassa-1251	205	20	,	,	PUNCT
ijassa-1251	205	21	we	we	PRON
ijassa-1251	205	22	have	have	VERB
ijassa-1251	205	23	to	to	PART
ijassa-1251	205	24	explore	explore	VERB
ijassa-1251	205	25	the	the	DET
ijassa-1251	205	26	model	model	NOUN
ijassa-1251	205	27	that	that	PRON
ijassa-1251	205	28	best	good	ADJ
ijassa-1251	205	29	predicts	predict	VERB
ijassa-1251	205	30	the	the	DET
ijassa-1251	205	31	adjusted	adjusted	ADJ
ijassa-1251	205	32	close	close	ADJ
ijassa-1251	205	33	price	price	NOUN
ijassa-1251	205	34	in	in	ADP
ijassa-1251	205	35	the	the	DET
ijassa-1251	205	36	51th	51th	ADJ
ijassa-1251	205	37	day	day	NOUN
ijassa-1251	205	38	.	.	PUNCT
ijassa-1251	206	1	figure	figure	NOUN
ijassa-1251	206	2	6	6	NUM
ijassa-1251	206	3	demonstrates	demonstrate	VERB
ijassa-1251	206	4	evaluation	evaluation	NOUN
ijassa-1251	206	5	metrics	metric	NOUN
ijassa-1251	206	6	of	of	ADP
ijassa-1251	206	7	various	various	ADJ
ijassa-1251	206	8	adopted	adopt	VERB
ijassa-1251	206	9	models	model	NOUN
ijassa-1251	206	10	.	.	PUNCT
ijassa-1251	207	1	all	all	DET
ijassa-1251	207	2	positive	positive	ADJ
ijassa-1251	207	3	r2	r2	NOUN
ijassa-1251	207	4	values	value	NOUN
ijassa-1251	207	5	are	be	AUX
ijassa-1251	207	6	also	also	ADV
ijassa-1251	207	7	multiplied	multiply	VERB
ijassa-1251	207	8	by	by	ADP
ijassa-1251	207	9	1000	1000	NUM
ijassa-1251	207	10	for	for	ADP
ijassa-1251	207	11	better	well	ADJ
ijassa-1251	207	12	visualization	visualization	NOUN
ijassa-1251	207	13	.	.	PUNCT
ijassa-1251	208	1	figure	figure	NOUN
ijassa-1251	208	2	6	6	NUM
ijassa-1251	208	3	.	.	PUNCT
ijassa-1251	208	4	evaluation	evaluation	NOUN
ijassa-1251	208	5	metrics	metric	NOUN
ijassa-1251	208	6	of	of	ADP
ijassa-1251	208	7	various	various	ADJ
ijassa-1251	208	8	adopted	adopt	VERB
ijassa-1251	208	9	models	model	NOUN
ijassa-1251	208	10	(	(	PUNCT
ijassa-1251	208	11	univariate	univariate	ADJ
ijassa-1251	208	12	data	datum	NOUN
ijassa-1251	208	13	)	)	PUNCT
ijassa-1251	208	14	from	from	ADP
ijassa-1251	208	15	the	the	DET
ijassa-1251	208	16	figure	figure	NOUN
ijassa-1251	208	17	6	6	NUM
ijassa-1251	208	18	we	we	PRON
ijassa-1251	208	19	can	can	AUX
ijassa-1251	208	20	define	define	VERB
ijassa-1251	208	21	that	that	DET
ijassa-1251	208	22	deep	deep	ADJ
ijassa-1251	208	23	learning	learning	NOUN
ijassa-1251	208	24	models	model	NOUN
ijassa-1251	208	25	,	,	PUNCT
ijassa-1251	208	26	i.e.	i.e.	X
ijassa-1251	208	27	,	,	PUNCT
ijassa-1251	208	28	ffnn	ffnn	NOUN
ijassa-1251	208	29	,	,	PUNCT
ijassa-1251	208	30	cnn	cnn	PROPN
ijassa-1251	208	31	,	,	PUNCT
ijassa-1251	208	32	lstm	lstm	PROPN
ijassa-1251	208	33	,	,	PUNCT
ijassa-1251	208	34	and	and	CCONJ
ijassa-1251	208	35	cnn	cnn	PROPN
ijassa-1251	209	1	~	~	SYM
ijassa-1251	209	2	lstm	lstm	NOUN
ijassa-1251	209	3	,	,	PUNCT
ijassa-1251	209	4	provide	provide	VERB
ijassa-1251	209	5	quite	quite	ADV
ijassa-1251	209	6	good	good	ADJ
ijassa-1251	209	7	forecast	forecast	NOUN
ijassa-1251	209	8	quality	quality	NOUN
ijassa-1251	209	9	(	(	PUNCT
ijassa-1251	209	10	low	low	PROPN
ijassa-1251	209	11	mae	mae	PROPN
ijassa-1251	209	12	,	,	PUNCT
ijassa-1251	209	13	rmse	rmse	NOUN
ijassa-1251	209	14	,	,	PUNCT
ijassa-1251	209	15	and	and	CCONJ
ijassa-1251	209	16	high	high	ADJ
ijassa-1251	209	17	r2	r2	NOUN
ijassa-1251	209	18	)	)	PUNCT
ijassa-1251	209	19	,	,	PUNCT
ijassa-1251	209	20	as	as	SCONJ
ijassa-1251	209	21	demonstrated	demonstrate	VERB
ijassa-1251	209	22	by	by	ADP
ijassa-1251	209	23	scatter	scatter	NOUN
ijassa-1251	209	24	plot	plot	NOUN
ijassa-1251	209	25	in	in	ADP
ijassa-1251	209	26	figure	figure	NOUN
ijassa-1251	209	27	7a	7a	NUM
ijassa-1251	209	28	.	.	PUNCT
ijassa-1251	210	1	basic	basic	ADJ
ijassa-1251	210	2	purpose	purpose	NOUN
ijassa-1251	210	3	of	of	ADP
ijassa-1251	210	4	scatter	scatter	NOUN
ijassa-1251	210	5	plot	plot	NOUN
ijassa-1251	210	6	is	be	AUX
ijassa-1251	210	7	displaying	display	VERB
ijassa-1251	210	8	and	and	CCONJ
ijassa-1251	210	9	observing	observe	VERB
ijassa-1251	210	10	relation	relation	NOUN
ijassa-1251	210	11	between	between	ADP
ijassa-1251	210	12	two	two	NUM
ijassa-1251	210	13	numerical	numerical	ADJ
ijassa-1251	210	14	variables	variable	NOUN
ijassa-1251	210	15	(	(	PUNCT
ijassa-1251	210	16	true	true	ADJ
ijassa-1251	210	17	and	and	CCONJ
ijassa-1251	210	18	predicted	predict	VERB
ijassa-1251	210	19	adjusted	adjust	VERB
ijassa-1251	210	20	close	close	ADJ
ijassa-1251	210	21	price	price	NOUN
ijassa-1251	210	22	)	)	PUNCT
ijassa-1251	210	23	.	.	PUNCT
ijassa-1251	211	1	the	the	PRON
ijassa-1251	211	2	closer	close	ADV
ijassa-1251	211	3	the	the	DET
ijassa-1251	211	4	points	point	NOUN
ijassa-1251	211	5	are	be	AUX
ijassa-1251	211	6	to	to	ADP
ijassa-1251	211	7	a	a	DET
ijassa-1251	211	8	diagonal	diagonal	ADJ
ijassa-1251	211	9	(	(	PUNCT
ijassa-1251	211	10	red	red	PROPN
ijassa-1251	211	11	dashed	dash	VERB
ijassa-1251	211	12	)	)	PUNCT
ijassa-1251	211	13	line	line	NOUN
ijassa-1251	211	14	,	,	PUNCT
ijassa-1251	211	15	the	the	DET
ijassa-1251	211	16	more	more	ADV
ijassa-1251	211	17	precise	precise	ADJ
ijassa-1251	211	18	forecast	forecast	NOUN
ijassa-1251	211	19	stock	stock	NOUN
ijassa-1251	211	20	prices	price	NOUN
ijassa-1251	211	21	are	be	AUX
ijassa-1251	211	22	.	.	PUNCT
ijassa-1251	212	1	a	a	DET
ijassa-1251	212	2	novel	novel	ADJ
ijassa-1251	212	3	method	method	NOUN
ijassa-1251	212	4	for	for	ADP
ijassa-1251	212	5	predicting	predict	VERB
ijassa-1251	212	6	technology	technology	NOUN
ijassa-1251	212	7	trends	trend	NOUN
ijassa-1251	212	8	…	…	PUNCT
ijassa-1251	212	9	79	79	NUM
ijassa-1251	212	10	copyright	copyright	NOUN
ijassa-1251	212	11	©	©	PROPN
ijassa-1251	212	12	2023	2023	NUM
ijassa-1251	212	13	assa	assa	NOUN
ijassa-1251	212	14	.	.	PUNCT
ijassa-1251	213	1	adv	adv	PROPN
ijassa-1251	213	2	.	.	PUNCT
ijassa-1251	214	1	in	in	ADP
ijassa-1251	214	2	systems	system	NOUN
ijassa-1251	214	3	science	science	NOUN
ijassa-1251	214	4	and	and	CCONJ
ijassa-1251	214	5	appl	appl	NOUN
ijassa-1251	214	6	.	.	PUNCT
ijassa-1251	215	1	(	(	PUNCT
ijassa-1251	215	2	2023	2023	NUM
ijassa-1251	215	3	)	)	PUNCT
ijassa-1251	215	4	(	(	PUNCT
ijassa-1251	215	5	a	a	X
ijassa-1251	215	6	)	)	PUNCT
ijassa-1251	215	7	(	(	PUNCT
ijassa-1251	215	8	b	b	X
ijassa-1251	215	9	)	)	PUNCT
ijassa-1251	215	10	figure	figure	NOUN
ijassa-1251	215	11	7	7	NUM
ijassa-1251	215	12	.	.	PUNCT
ijassa-1251	215	13	evaluation	evaluation	NOUN
ijassa-1251	215	14	of	of	ADP
ijassa-1251	215	15	prediction	prediction	NOUN
ijassa-1251	215	16	quality	quality	NOUN
ijassa-1251	215	17	:	:	PUNCT
ijassa-1251	215	18	a	a	X
ijassa-1251	215	19	)	)	PUNCT
ijassa-1251	215	20	scatter	scatter	NOUN
ijassa-1251	215	21	plot	plot	NOUN
ijassa-1251	215	22	between	between	ADP
ijassa-1251	215	23	truth	truth	NOUN
ijassa-1251	215	24	values	value	NOUN
ijassa-1251	215	25	and	and	CCONJ
ijassa-1251	215	26	predictions	prediction	NOUN
ijassa-1251	215	27	of	of	ADP
ijassa-1251	215	28	the	the	DET
ijassa-1251	215	29	4	4	NUM
ijassa-1251	215	30	best	good	ADJ
ijassa-1251	215	31	models	model	NOUN
ijassa-1251	215	32	;	;	PUNCT
ijassa-1251	215	33	b	b	X
ijassa-1251	215	34	)	)	PUNCT
ijassa-1251	215	35	structure	structure	NOUN
ijassa-1251	215	36	of	of	ADP
ijassa-1251	215	37	the	the	DET
ijassa-1251	215	38	best	good	ADJ
ijassa-1251	215	39	adopted	adopt	VERB
ijassa-1251	215	40	model	model	NOUN
ijassa-1251	215	41	cnn	cnn	PROPN
ijassa-1251	216	1	~	~	PROPN
ijassa-1251	216	2	lstm	lstm	NOUN
ijassa-1251	216	3	among	among	ADP
ijassa-1251	216	4	them	they	PRON
ijassa-1251	216	5	,	,	PUNCT
ijassa-1251	216	6	cnn	cnn	PROPN
ijassa-1251	216	7	~	~	PROPN
ijassa-1251	216	8	lstm	lstm	NOUN
ijassa-1251	216	9	model	model	NOUN
ijassa-1251	216	10	attains	attain	VERB
ijassa-1251	216	11	the	the	DET
ijassa-1251	216	12	best	good	ADJ
ijassa-1251	216	13	evaluation	evaluation	NOUN
ijassa-1251	216	14	measures	measure	NOUN
ijassa-1251	216	15	,	,	PUNCT
ijassa-1251	216	16	i.e.	i.e.	X
ijassa-1251	216	17	,	,	PUNCT
ijassa-1251	216	18	rmse	rmse	ADJ
ijassa-1251	216	19	=	=	NOUN
ijassa-1251	216	20	1,283.49	1,283.49	NUM
ijassa-1251	216	21	;	;	PUNCT
ijassa-1251	216	22	mae	mae	PROPN
ijassa-1251	216	23	=	=	PROPN
ijassa-1251	216	24	969.05	969.05	NUM
ijassa-1251	216	25	;	;	PUNCT
ijassa-1251	216	26	r2	r2	NOUN
ijassa-1251	216	27	=	=	PUNCT
ijassa-1251	216	28	0.991	0.991	NUM
ijassa-1251	216	29	.	.	PUNCT
ijassa-1251	217	1	the	the	DET
ijassa-1251	217	2	final	final	ADJ
ijassa-1251	217	3	tuned	tune	VERB
ijassa-1251	217	4	hyperparameters	hyperparameter	NOUN
ijassa-1251	217	5	are	be	AUX
ijassa-1251	217	6	:	:	PUNCT
ijassa-1251	217	7	filters	filter	NOUN
ijassa-1251	217	8	=	=	SYM
ijassa-1251	217	9	350	350	NUM
ijassa-1251	217	10	,	,	PUNCT
ijassa-1251	217	11	kernels	kernel	NOUN
ijassa-1251	217	12	=	=	SYM
ijassa-1251	217	13	4	4	NUM
ijassa-1251	217	14	,	,	PUNCT
ijassa-1251	217	15	number	number	NOUN
ijassa-1251	217	16	of	of	ADP
ijassa-1251	217	17	units	unit	NOUN
ijassa-1251	217	18	=	=	NOUN
ijassa-1251	217	19	200	200	NUM
ijassa-1251	217	20	,	,	PUNCT
ijassa-1251	217	21	dropout	dropout	NOUN
ijassa-1251	217	22	rate	rate	NOUN
ijassa-1251	217	23	=	=	NOUN
ijassa-1251	217	24	0.01	0.01	NUM
ijassa-1251	217	25	.	.	PUNCT
ijassa-1251	218	1	also	also	ADV
ijassa-1251	218	2	,	,	PUNCT
ijassa-1251	218	3	the	the	DET
ijassa-1251	218	4	structure	structure	NOUN
ijassa-1251	218	5	of	of	ADP
ijassa-1251	218	6	the	the	DET
ijassa-1251	218	7	best	good	ADJ
ijassa-1251	218	8	model	model	NOUN
ijassa-1251	218	9	cnn	cnn	PROPN
ijassa-1251	219	1	~	~	PROPN
ijassa-1251	219	2	lstm	lstm	NOUN
ijassa-1251	219	3	is	be	AUX
ijassa-1251	219	4	presented	present	VERB
ijassa-1251	219	5	in	in	ADP
ijassa-1251	219	6	figure	figure	NOUN
ijassa-1251	219	7	7b	7b	NOUN
ijassa-1251	219	8	.	.	PUNCT
ijassa-1251	220	1	3.5.2	3.5.2	NUM
ijassa-1251	220	2	.	.	X
ijassa-1251	220	3	multivariate	multivariate	NOUN
ijassa-1251	220	4	data	datum	NOUN
ijassa-1251	220	5	approach	approach	NOUN
ijassa-1251	220	6	in	in	ADP
ijassa-1251	220	7	multivariate	multivariate	NOUN
ijassa-1251	220	8	data	datum	NOUN
ijassa-1251	220	9	approach	approach	NOUN
ijassa-1251	220	10	,	,	PUNCT
ijassa-1251	220	11	we	we	PRON
ijassa-1251	220	12	set	set	VERB
ijassa-1251	220	13	horizon	horizon	NOUN
ijassa-1251	220	14	time	time	NOUN
ijassa-1251	220	15	window	window	NOUN
ijassa-1251	220	16	as	as	ADP
ijassa-1251	220	17	250	250	NUM
ijassa-1251	220	18	(	(	PUNCT
ijassa-1251	220	19	the	the	DET
ijassa-1251	220	20	average	average	ADJ
ijassa-1251	220	21	number	number	NOUN
ijassa-1251	220	22	of	of	ADP
ijassa-1251	220	23	working	work	VERB
ijassa-1251	220	24	days	day	NOUN
ijassa-1251	220	25	within	within	ADP
ijassa-1251	220	26	a	a	DET
ijassa-1251	220	27	year	year	NOUN
ijassa-1251	220	28	)	)	PUNCT
ijassa-1251	220	29	,	,	PUNCT
ijassa-1251	220	30	as	as	SCONJ
ijassa-1251	220	31	input	input	NOUN
ijassa-1251	220	32	data	data	NOUN
ijassa-1251	220	33	is	be	AUX
ijassa-1251	220	34	financial	financial	ADJ
ijassa-1251	220	35	data	datum	NOUN
ijassa-1251	220	36	within	within	ADP
ijassa-1251	220	37	a	a	DET
ijassa-1251	220	38	day	day	NOUN
ijassa-1251	220	39	(	(	PUNCT
ijassa-1251	220	40	open/	open/	NUM
ijassa-1251	220	41	adjusted	adjust	VERB
ijassa-1251	220	42	close/	close/	NUM
ijassa-1251	220	43	high/	high/	NUM
ijassa-1251	220	44	low	low	ADJ
ijassa-1251	220	45	prices	price	NOUN
ijassa-1251	220	46	,	,	PUNCT
ijassa-1251	220	47	trading	trading	NOUN
ijassa-1251	220	48	volume	volume	NOUN
ijassa-1251	220	49	)	)	PUNCT
ijassa-1251	220	50	,	,	PUNCT
ijassa-1251	220	51	we	we	PRON
ijassa-1251	220	52	need	need	VERB
ijassa-1251	220	53	to	to	PART
ijassa-1251	220	54	select	select	VERB
ijassa-1251	220	55	the	the	DET
ijassa-1251	220	56	model	model	NOUN
ijassa-1251	220	57	that	that	PRON
ijassa-1251	220	58	best	good	ADJ
ijassa-1251	220	59	predicts	predict	NOUN
ijassa-1251	220	60	adjusted	adjust	VERB
ijassa-1251	220	61	close	close	ADJ
ijassa-1251	220	62	price	price	NOUN
ijassa-1251	220	63	in	in	ADP
ijassa-1251	220	64	the	the	DET
ijassa-1251	220	65	next	next	ADJ
ijassa-1251	220	66	250th	250th	ADJ
ijassa-1251	220	67	day	day	NOUN
ijassa-1251	220	68	.	.	PUNCT
ijassa-1251	221	1	figure	figure	NOUN
ijassa-1251	221	2	8	8	NUM
ijassa-1251	221	3	shows	show	VERB
ijassa-1251	221	4	evaluation	evaluation	NOUN
ijassa-1251	221	5	scores	score	NOUN
ijassa-1251	221	6	of	of	ADP
ijassa-1251	221	7	various	various	ADJ
ijassa-1251	221	8	adopted	adopt	VERB
ijassa-1251	221	9	models	model	NOUN
ijassa-1251	221	10	.	.	PUNCT
ijassa-1251	222	1	figure	figure	NOUN
ijassa-1251	222	2	8	8	NUM
ijassa-1251	222	3	.	.	PUNCT
ijassa-1251	223	1	evaluation	evaluation	NOUN
ijassa-1251	223	2	scores	score	NOUN
ijassa-1251	223	3	of	of	ADP
ijassa-1251	223	4	various	various	ADJ
ijassa-1251	223	5	adopted	adopt	VERB
ijassa-1251	223	6	models	model	NOUN
ijassa-1251	223	7	(	(	PUNCT
ijassa-1251	223	8	multivariate	multivariate	NOUN
ijassa-1251	223	9	data	datum	NOUN
ijassa-1251	223	10	)	)	PUNCT
ijassa-1251	223	11	from	from	ADP
ijassa-1251	223	12	the	the	DET
ijassa-1251	223	13	above	above	ADJ
ijassa-1251	223	14	figure	figure	NOUN
ijassa-1251	223	15	,	,	PUNCT
ijassa-1251	223	16	we	we	PRON
ijassa-1251	223	17	can	can	AUX
ijassa-1251	223	18	identify	identify	VERB
ijassa-1251	223	19	the	the	DET
ijassa-1251	223	20	best	good	ADJ
ijassa-1251	223	21	model	model	NOUN
ijassa-1251	223	22	as	as	ADP
ijassa-1251	223	23	elastic	elastic	ADJ
ijassa-1251	223	24	net	net	NOUN
ijassa-1251	223	25	,	,	PUNCT
ijassa-1251	223	26	which	which	PRON
ijassa-1251	223	27	provides	provide	VERB
ijassa-1251	223	28	the	the	DET
ijassa-1251	223	29	most	most	ADV
ijassa-1251	223	30	optimal	optimal	ADJ
ijassa-1251	223	31	forecast	forecast	NOUN
ijassa-1251	223	32	testing	testing	NOUN
ijassa-1251	223	33	metrics	metric	NOUN
ijassa-1251	223	34	with	with	ADP
ijassa-1251	223	35	respect	respect	NOUN
ijassa-1251	223	36	to	to	ADP
ijassa-1251	223	37	other	other	ADJ
ijassa-1251	223	38	models	model	NOUN
ijassa-1251	223	39	,	,	PUNCT
ijassa-1251	223	40	i.e.	i.e.	X
ijassa-1251	223	41	,	,	PUNCT
ijassa-1251	223	42	rmse	rmse	NOUN
ijassa-1251	223	43	=	=	SYM
ijassa-1251	223	44	14,622.6	14,622.6	NUM
ijassa-1251	223	45	;	;	PUNCT
ijassa-1251	223	46	mae	mae	PROPN
ijassa-1251	223	47	=	=	PROPN
ijassa-1251	223	48	11,393	11,393	NUM
ijassa-1251	223	49	;	;	PUNCT
ijassa-1251	223	50	r2	r2	PROPN
ijassa-1251	223	51	=	=	PUNCT
ijassa-1251	223	52	–	–	PUNCT
ijassa-1251	223	53	1.546	1.546	NUM
ijassa-1251	223	54	.	.	PUNCT
ijassa-1251	224	1	in	in	ADP
ijassa-1251	224	2	this	this	DET
ijassa-1251	224	3	case	case	NOUN
ijassa-1251	224	4	,	,	PUNCT
ijassa-1251	224	5	the	the	DET
ijassa-1251	224	6	test	test	NOUN
ijassa-1251	224	7	score	score	NOUN
ijassa-1251	224	8	is	be	AUX
ijassa-1251	224	9	not	not	PART
ijassa-1251	224	10	as	as	ADV
ijassa-1251	224	11	good	good	ADJ
ijassa-1251	224	12	as	as	ADP
ijassa-1251	224	13	in	in	ADP
ijassa-1251	224	14	univariate	univariate	ADJ
ijassa-1251	224	15	data	datum	NOUN
ijassa-1251	224	16	approach	approach	NOUN
ijassa-1251	224	17	,	,	PUNCT
ijassa-1251	224	18	because	because	SCONJ
ijassa-1251	224	19	the	the	DET
ijassa-1251	224	20	model	model	NOUN
ijassa-1251	224	21	needs	need	VERB
ijassa-1251	224	22	to	to	PART
ijassa-1251	224	23	predict	predict	VERB
ijassa-1251	224	24	250	250	NUM
ijassa-1251	224	25	days	day	NOUN
ijassa-1251	224	26	ahead	ahead	ADV
ijassa-1251	224	27	with	with	ADP
ijassa-1251	224	28	the	the	DET
ijassa-1251	224	29	financial	financial	ADJ
ijassa-1251	224	30	input	input	NOUN
ijassa-1251	224	31	of	of	ADP
ijassa-1251	224	32	one	one	NUM
ijassa-1251	224	33	day	day	NOUN
ijassa-1251	224	34	;	;	PUNCT
ijassa-1251	224	35	while	while	SCONJ
ijassa-1251	224	36	in	in	ADP
ijassa-1251	224	37	univariate	univariate	ADJ
ijassa-1251	224	38	data	datum	NOUN
ijassa-1251	224	39	approach	approach	NOUN
ijassa-1251	224	40	the	the	DET
ijassa-1251	224	41	model	model	NOUN
ijassa-1251	224	42	only	only	ADV
ijassa-1251	224	43	has	have	VERB
ijassa-1251	224	44	to	to	PART
ijassa-1251	224	45	forecast	forecast	VERB
ijassa-1251	224	46	the	the	DET
ijassa-1251	224	47	stock	stock	NOUN
ijassa-1251	224	48	price	price	NOUN
ijassa-1251	224	49	in	in	ADP
ijassa-1251	224	50	the	the	DET
ijassa-1251	224	51	next	next	ADJ
ijassa-1251	224	52	day	day	NOUN
ijassa-1251	224	53	,	,	PUNCT
ijassa-1251	224	54	basing	base	VERB
ijassa-1251	224	55	on	on	ADP
ijassa-1251	224	56	values	value	NOUN
ijassa-1251	224	57	of	of	ADP
ijassa-1251	224	58	50	50	NUM
ijassa-1251	224	59	previous	previous	ADJ
ijassa-1251	224	60	days	day	NOUN
ijassa-1251	224	61	.	.	PUNCT
ijassa-1251	225	1	additionally	additionally	ADV
ijassa-1251	225	2	,	,	PUNCT
ijassa-1251	225	3	if	if	SCONJ
ijassa-1251	225	4	we	we	PRON
ijassa-1251	225	5	decrease	decrease	VERB
ijassa-1251	225	6	the	the	DET
ijassa-1251	225	7	horizon	horizon	NOUN
ijassa-1251	225	8	time	time	NOUN
ijassa-1251	225	9	window	window	NOUN
ijassa-1251	225	10	,	,	PUNCT
ijassa-1251	225	11	we	we	PRON
ijassa-1251	225	12	can	can	AUX
ijassa-1251	225	13	obtain	obtain	VERB
ijassa-1251	225	14	better	well	ADJ
ijassa-1251	225	15	evaluation	evaluation	NOUN
ijassa-1251	225	16	scores	score	NOUN
ijassa-1251	225	17	,	,	PUNCT
ijassa-1251	225	18	for	for	ADP
ijassa-1251	225	19	instance	instance	NOUN
ijassa-1251	225	20	in	in	ADP
ijassa-1251	225	21	case	case	NOUN
ijassa-1251	225	22	of	of	ADP
ijassa-1251	225	23	time	time	NOUN
ijassa-1251	225	24	window	window	NOUN
ijassa-1251	225	25	as	as	ADP
ijassa-1251	225	26	50	50	NUM
ijassa-1251	225	27	,	,	PUNCT
ijassa-1251	225	28	80	80	NUM
ijassa-1251	225	29	n.	n.	NOUN
ijassa-1251	225	30	t.	t.	PROPN
ijassa-1251	225	31	viet	viet	PROPN
ijassa-1251	225	32	,	,	PUNCT
ijassa-1251	225	33	a.	a.	NOUN
ijassa-1251	225	34	kravets	kravet	NOUN
ijassa-1251	225	35	copyright	copyright	NOUN
ijassa-1251	225	36	©	©	PROPN
ijassa-1251	225	37	2023	2023	NUM
ijassa-1251	225	38	assa	assa	PROPN
ijassa-1251	225	39	adv	adv	PROPN
ijassa-1251	225	40	.	.	PUNCT
ijassa-1251	226	1	in	in	ADP
ijassa-1251	226	2	systems	system	NOUN
ijassa-1251	226	3	science	science	NOUN
ijassa-1251	226	4	and	and	CCONJ
ijassa-1251	226	5	appl	appl	NOUN
ijassa-1251	226	6	.	.	PUNCT
ijassa-1251	227	1	(	(	PUNCT
ijassa-1251	227	2	2023	2023	NUM
ijassa-1251	227	3	)	)	PUNCT
ijassa-1251	227	4	then	then	ADV
ijassa-1251	227	5	r2	r2	PROPN
ijassa-1251	227	6	increases	increase	VERB
ijassa-1251	227	7	to	to	ADP
ijassa-1251	227	8	0.679	0.679	NUM
ijassa-1251	227	9	,	,	PUNCT
ijassa-1251	227	10	while	while	SCONJ
ijassa-1251	227	11	rmse	rmse	ADJ
ijassa-1251	227	12	=	=	SYM
ijassa-1251	227	13	8,613.5	8,613.5	NUM
ijassa-1251	227	14	;	;	PUNCT
ijassa-1251	227	15	mae	mae	PROPN
ijassa-1251	227	16	=	=	PROPN
ijassa-1251	227	17	6,761	6,761	NUM
ijassa-1251	227	18	.	.	PUNCT
ijassa-1251	228	1	however	however	ADV
ijassa-1251	228	2	,	,	PUNCT
ijassa-1251	228	3	as	as	SCONJ
ijassa-1251	228	4	mentioned	mention	VERB
ijassa-1251	228	5	above	above	ADV
ijassa-1251	228	6	,	,	PUNCT
ijassa-1251	228	7	the	the	DET
ijassa-1251	228	8	goal	goal	NOUN
ijassa-1251	228	9	of	of	ADP
ijassa-1251	228	10	current	current	ADJ
ijassa-1251	228	11	research	research	NOUN
ijassa-1251	228	12	is	be	AUX
ijassa-1251	228	13	to	to	PART
ijassa-1251	228	14	forecast	forecast	VERB
ijassa-1251	228	15	the	the	DET
ijassa-1251	228	16	general	general	ADJ
ijassa-1251	228	17	upward	upward	ADJ
ijassa-1251	228	18	/	/	SYM
ijassa-1251	228	19	downward	downward	ADJ
ijassa-1251	228	20	trend	trend	NOUN
ijassa-1251	228	21	of	of	ADP
ijassa-1251	228	22	stock	stock	NOUN
ijassa-1251	228	23	prices	price	NOUN
ijassa-1251	228	24	,	,	PUNCT
ijassa-1251	228	25	not	not	PART
ijassa-1251	228	26	the	the	DET
ijassa-1251	228	27	exact	exact	ADJ
ijassa-1251	228	28	values	value	NOUN
ijassa-1251	228	29	.	.	PUNCT
ijassa-1251	229	1	thus	thus	ADV
ijassa-1251	229	2	,	,	PUNCT
ijassa-1251	229	3	with	with	ADP
ijassa-1251	229	4	utilization	utilization	NOUN
ijassa-1251	229	5	of	of	ADP
ijassa-1251	229	6	the	the	DET
ijassa-1251	229	7	selected	select	VERB
ijassa-1251	229	8	elastic	elastic	ADJ
ijassa-1251	229	9	net	net	ADJ
ijassa-1251	229	10	model	model	NOUN
ijassa-1251	229	11	,	,	PUNCT
ijassa-1251	229	12	the	the	DET
ijassa-1251	229	13	upward	upward	ADJ
ijassa-1251	229	14	trend	trend	NOUN
ijassa-1251	229	15	is	be	AUX
ijassa-1251	229	16	predicted	predict	VERB
ijassa-1251	229	17	quite	quite	ADV
ijassa-1251	229	18	precisely	precisely	ADV
ijassa-1251	229	19	with	with	ADP
ijassa-1251	229	20	test	test	NOUN
ijassa-1251	229	21	data	datum	NOUN
ijassa-1251	229	22	,	,	PUNCT
ijassa-1251	229	23	as	as	SCONJ
ijassa-1251	229	24	shown	show	VERB
ijassa-1251	229	25	in	in	ADP
ijassa-1251	229	26	figure	figure	NOUN
ijassa-1251	229	27	9	9	NUM
ijassa-1251	229	28	below	below	ADV
ijassa-1251	229	29	.	.	PUNCT
ijassa-1251	230	1	figure	figure	NOUN
ijassa-1251	230	2	9	9	NUM
ijassa-1251	230	3	.	.	PUNCT
ijassa-1251	230	4	comparison	comparison	NOUN
ijassa-1251	230	5	between	between	ADP
ijassa-1251	230	6	true	true	ADJ
ijassa-1251	230	7	and	and	CCONJ
ijassa-1251	230	8	predicted	predict	VERB
ijassa-1251	230	9	values	value	NOUN
ijassa-1251	230	10	by	by	ADP
ijassa-1251	230	11	the	the	DET
ijassa-1251	230	12	best	good	ADJ
ijassa-1251	230	13	model	model	ADJ
ijassa-1251	230	14	elastic	elastic	ADJ
ijassa-1251	230	15	net	net	NOUN
ijassa-1251	230	16	3.6	3.6	NUM
ijassa-1251	230	17	.	.	PUNCT
ijassa-1251	231	1	samsung	samsung	PROPN
ijassa-1251	231	2	stock	stock	PROPN
ijassa-1251	231	3	price	price	NOUN
ijassa-1251	231	4	prediction	prediction	NOUN
ijassa-1251	231	5	for	for	ADP
ijassa-1251	231	6	2022	2022	NUM
ijassa-1251	231	7	from	from	ADP
ijassa-1251	231	8	previous	previous	ADJ
ijassa-1251	231	9	subsections	subsection	NOUN
ijassa-1251	231	10	,	,	PUNCT
ijassa-1251	231	11	the	the	DET
ijassa-1251	231	12	best	good	ADJ
ijassa-1251	231	13	models	model	NOUN
ijassa-1251	231	14	for	for	ADP
ijassa-1251	231	15	univariate	univariate	ADJ
ijassa-1251	231	16	and	and	CCONJ
ijassa-1251	231	17	multivariate	multivariate	NOUN
ijassa-1251	231	18	data	datum	NOUN
ijassa-1251	231	19	have	have	AUX
ijassa-1251	231	20	been	be	AUX
ijassa-1251	231	21	chosen	choose	VERB
ijassa-1251	231	22	.	.	PUNCT
ijassa-1251	232	1	accordingly	accordingly	ADV
ijassa-1251	232	2	,	,	PUNCT
ijassa-1251	232	3	for	for	ADP
ijassa-1251	232	4	univariate	univariate	ADJ
ijassa-1251	232	5	data	datum	NOUN
ijassa-1251	232	6	approach	approach	NOUN
ijassa-1251	232	7	,	,	PUNCT
ijassa-1251	232	8	the	the	DET
ijassa-1251	232	9	hybrid	hybrid	ADJ
ijassa-1251	232	10	model	model	NOUN
ijassa-1251	232	11	cnn	cnn	PROPN
ijassa-1251	232	12	~	~	PROPN
ijassa-1251	232	13	lstm	lstm	NOUN
ijassa-1251	232	14	gets	get	VERB
ijassa-1251	232	15	the	the	DET
ijassa-1251	232	16	last	last	ADJ
ijassa-1251	232	17	50	50	NUM
ijassa-1251	232	18	adjusted	adjust	VERB
ijassa-1251	232	19	close	close	ADJ
ijassa-1251	232	20	prices	price	NOUN
ijassa-1251	232	21	in	in	ADP
ijassa-1251	232	22	2021	2021	NUM
ijassa-1251	232	23	,	,	PUNCT
ijassa-1251	232	24	and	and	CCONJ
ijassa-1251	232	25	predicts	predict	VERB
ijassa-1251	232	26	the	the	DET
ijassa-1251	232	27	price	price	NOUN
ijassa-1251	232	28	in	in	ADP
ijassa-1251	232	29	the	the	DET
ijassa-1251	232	30	next	next	ADJ
ijassa-1251	232	31	day	day	NOUN
ijassa-1251	232	32	.	.	PUNCT
ijassa-1251	233	1	this	this	DET
ijassa-1251	233	2	derived	derived	ADJ
ijassa-1251	233	3	value	value	NOUN
ijassa-1251	233	4	is	be	AUX
ijassa-1251	233	5	appended	append	VERB
ijassa-1251	233	6	to	to	ADP
ijassa-1251	233	7	the	the	DET
ijassa-1251	233	8	end	end	NOUN
ijassa-1251	233	9	of	of	ADP
ijassa-1251	233	10	input	input	NOUN
ijassa-1251	233	11	vector	vector	NOUN
ijassa-1251	233	12	,	,	PUNCT
ijassa-1251	233	13	which	which	PRON
ijassa-1251	233	14	forms	form	VERB
ijassa-1251	233	15	the	the	DET
ijassa-1251	233	16	input	input	NOUN
ijassa-1251	233	17	data	datum	NOUN
ijassa-1251	233	18	for	for	ADP
ijassa-1251	233	19	the	the	DET
ijassa-1251	233	20	next	next	ADJ
ijassa-1251	233	21	prediction	prediction	NOUN
ijassa-1251	233	22	phase	phase	NOUN
ijassa-1251	233	23	.	.	PUNCT
ijassa-1251	234	1	this	this	DET
ijassa-1251	234	2	forecast	forecast	NOUN
ijassa-1251	234	3	iteration	iteration	NOUN
ijassa-1251	234	4	is	be	AUX
ijassa-1251	234	5	repeated	repeat	VERB
ijassa-1251	234	6	250	250	NUM
ijassa-1251	234	7	times	time	NOUN
ijassa-1251	234	8	.	.	PUNCT
ijassa-1251	235	1	for	for	ADP
ijassa-1251	235	2	the	the	DET
ijassa-1251	235	3	sake	sake	NOUN
ijassa-1251	235	4	of	of	ADP
ijassa-1251	235	5	clarity	clarity	NOUN
ijassa-1251	235	6	,	,	PUNCT
ijassa-1251	235	7	the	the	DET
ijassa-1251	235	8	forecast	forecast	NOUN
ijassa-1251	235	9	algorithm	algorithm	NOUN
ijassa-1251	235	10	from	from	ADP
ijassa-1251	235	11	univariate	univariate	ADJ
ijassa-1251	235	12	data	datum	NOUN
ijassa-1251	235	13	is	be	AUX
ijassa-1251	235	14	illustrated	illustrate	VERB
ijassa-1251	235	15	in	in	ADP
ijassa-1251	235	16	figure	figure	NOUN
ijassa-1251	235	17	10	10	NUM
ijassa-1251	235	18	.	.	PUNCT
ijassa-1251	236	1	figure	figure	NOUN
ijassa-1251	236	2	10	10	NUM
ijassa-1251	236	3	.	.	PUNCT
ijassa-1251	237	1	sequential	sequential	ADJ
ijassa-1251	237	2	forecast	forecast	NOUN
ijassa-1251	237	3	algorithm	algorithm	NOUN
ijassa-1251	237	4	from	from	ADP
ijassa-1251	237	5	univariate	univariate	ADJ
ijassa-1251	237	6	data	datum	NOUN
ijassa-1251	237	7	in	in	ADP
ijassa-1251	237	8	case	case	NOUN
ijassa-1251	237	9	of	of	ADP
ijassa-1251	237	10	multivariate	multivariate	NOUN
ijassa-1251	237	11	data	datum	NOUN
ijassa-1251	237	12	,	,	PUNCT
ijassa-1251	237	13	the	the	DET
ijassa-1251	237	14	best	good	ADJ
ijassa-1251	237	15	model	model	ADJ
ijassa-1251	237	16	elastic	elastic	ADJ
ijassa-1251	237	17	net	net	NOUN
ijassa-1251	237	18	gets	get	VERB
ijassa-1251	237	19	the	the	DET
ijassa-1251	237	20	last	last	ADJ
ijassa-1251	237	21	250	250	NUM
ijassa-1251	237	22	stock	stock	NOUN
ijassa-1251	237	23	prices	price	NOUN
ijassa-1251	237	24	data	datum	NOUN
ijassa-1251	237	25	in	in	ADP
ijassa-1251	237	26	the	the	DET
ijassa-1251	237	27	dataset	dataset	NOUN
ijassa-1251	237	28	,	,	PUNCT
ijassa-1251	237	29	each	each	DET
ijassa-1251	237	30	sample	sample	NOUN
ijassa-1251	237	31	in	in	ADP
ijassa-1251	237	32	this	this	DET
ijassa-1251	237	33	set	set	NOUN
ijassa-1251	237	34	provides	provide	VERB
ijassa-1251	237	35	predicted	predict	VERB
ijassa-1251	237	36	value	value	NOUN
ijassa-1251	237	37	in	in	ADP
ijassa-1251	237	38	the	the	DET
ijassa-1251	237	39	next	next	ADJ
ijassa-1251	237	40	250th	250th	ADJ
ijassa-1251	237	41	day	day	NOUN
ijassa-1251	237	42	.	.	PUNCT
ijassa-1251	238	1	thus	thus	ADV
ijassa-1251	238	2	,	,	PUNCT
ijassa-1251	238	3	with	with	ADP
ijassa-1251	238	4	the	the	DET
ijassa-1251	238	5	input	input	NOUN
ijassa-1251	238	6	stock	stock	NOUN
ijassa-1251	238	7	price	price	NOUN
ijassa-1251	238	8	data	datum	NOUN
ijassa-1251	238	9	of	of	ADP
ijassa-1251	238	10	250	250	NUM
ijassa-1251	238	11	days	day	NOUN
ijassa-1251	238	12	from	from	ADP
ijassa-1251	238	13	29/12/2020	29/12/2020	NUM
ijassa-1251	238	14	to	to	ADP
ijassa-1251	238	15	30/12/2021	30/12/2021	NUM
ijassa-1251	238	16	,	,	PUNCT
ijassa-1251	238	17	the	the	DET
ijassa-1251	238	18	output	output	NOUN
ijassa-1251	238	19	predicted	predict	VERB
ijassa-1251	238	20	values	value	NOUN
ijassa-1251	238	21	will	will	AUX
ijassa-1251	238	22	be	be	AUX
ijassa-1251	238	23	approximately	approximately	ADV
ijassa-1251	238	24	in	in	ADP
ijassa-1251	238	25	date	date	NOUN
ijassa-1251	238	26	range	range	NOUN
ijassa-1251	238	27	of	of	ADP
ijassa-1251	238	28	2022	2022	NUM
ijassa-1251	238	29	.	.	PUNCT
ijassa-1251	239	1	the	the	DET
ijassa-1251	239	2	predicted	predict	VERB
ijassa-1251	239	3	values	value	NOUN
ijassa-1251	239	4	of	of	ADP
ijassa-1251	239	5	year	year	NOUN
ijassa-1251	239	6	2022	2022	NUM
ijassa-1251	239	7	,	,	PUNCT
ijassa-1251	239	8	derived	derive	VERB
ijassa-1251	239	9	from	from	ADP
ijassa-1251	239	10	the	the	DET
ijassa-1251	239	11	2	2	NUM
ijassa-1251	239	12	best	good	ADJ
ijassa-1251	239	13	models	model	NOUN
ijassa-1251	239	14	are	be	AUX
ijassa-1251	239	15	demonstrated	demonstrate	VERB
ijassa-1251	239	16	in	in	ADP
ijassa-1251	239	17	figure	figure	NOUN
ijassa-1251	239	18	11	11	NUM
ijassa-1251	239	19	.	.	PUNCT
ijassa-1251	240	1	moreover	moreover	ADV
ijassa-1251	240	2	,	,	PUNCT
ijassa-1251	240	3	in	in	ADP
ijassa-1251	240	4	order	order	NOUN
ijassa-1251	240	5	to	to	PART
ijassa-1251	240	6	check	check	VERB
ijassa-1251	240	7	the	the	DET
ijassa-1251	240	8	trend	trend	NOUN
ijassa-1251	240	9	created	create	VERB
ijassa-1251	240	10	by	by	ADP
ijassa-1251	240	11	the	the	DET
ijassa-1251	240	12	two	two	NUM
ijassa-1251	240	13	models	model	NOUN
ijassa-1251	240	14	,	,	PUNCT
ijassa-1251	240	15	authors	author	NOUN
ijassa-1251	240	16	also	also	ADV
ijassa-1251	240	17	try	try	VERB
ijassa-1251	240	18	to	to	PART
ijassa-1251	240	19	calculate	calculate	VERB
ijassa-1251	240	20	another	another	DET
ijassa-1251	240	21	forecast	forecast	NOUN
ijassa-1251	240	22	values	value	NOUN
ijassa-1251	240	23	:	:	PUNCT
ijassa-1251	240	24	it	it	PRON
ijassa-1251	240	25	is	be	AUX
ijassa-1251	240	26	the	the	DET
ijassa-1251	240	27	combination	combination	NOUN
ijassa-1251	240	28	of	of	ADP
ijassa-1251	240	29	these	these	DET
ijassa-1251	240	30	2	2	NUM
ijassa-1251	240	31	lines	line	NOUN
ijassa-1251	240	32	,	,	PUNCT
ijassa-1251	240	33	which	which	PRON
ijassa-1251	240	34	means	mean	VERB
ijassa-1251	240	35	every	every	DET
ijassa-1251	240	36	new	new	ADJ
ijassa-1251	240	37	forecast	forecast	NOUN
ijassa-1251	240	38	value	value	NOUN
ijassa-1251	240	39	equals	equal	VERB
ijassa-1251	240	40	linear	linear	ADJ
ijassa-1251	240	41	combination	combination	NOUN
ijassa-1251	240	42	of	of	ADP
ijassa-1251	240	43	univariate	univariate	ADJ
ijassa-1251	240	44	and	and	CCONJ
ijassa-1251	240	45	multivariate	multivariate	NOUN
ijassa-1251	240	46	forecast	forecast	NOUN
ijassa-1251	240	47	values	value	NOUN
ijassa-1251	240	48	with	with	ADP
ijassa-1251	240	49	the	the	DET
ijassa-1251	240	50	coefficients	coefficient	NOUN
ijassa-1251	240	51	0.718	0.718	NUM
ijassa-1251	240	52	and	and	CCONJ
ijassa-1251	240	53	0.068	0.068	NUM
ijassa-1251	240	54	,	,	PUNCT
ijassa-1251	240	55	as	as	SCONJ
ijassa-1251	240	56	shown	show	VERB
ijassa-1251	240	57	in	in	ADP
ijassa-1251	240	58	formula	formula	NOUN
ijassa-1251	240	59	(	(	PUNCT
ijassa-1251	240	60	3.4	3.4	NUM
ijassa-1251	240	61	)	)	PUNCT
ijassa-1251	240	62	.	.	PUNCT
ijassa-1251	241	1	these	these	DET
ijassa-1251	241	2	numbers	number	NOUN
ijassa-1251	241	3	are	be	AUX
ijassa-1251	241	4	extracted	extract	VERB
ijassa-1251	241	5	after	after	ADP
ijassa-1251	241	6	fitting	fitting	ADJ
ijassa-1251	241	7	linear	linear	PROPN
ijassa-1251	241	8	regression	regression	NOUN
ijassa-1251	241	9	model	model	NOUN
ijassa-1251	241	10	with	with	ADP
ijassa-1251	241	11	true	true	ADJ
ijassa-1251	241	12	samsung	samsung	PROPN
ijassa-1251	241	13	stock	stock	NOUN
ijassa-1251	241	14	prices	price	NOUN
ijassa-1251	241	15	of	of	ADP
ijassa-1251	241	16	the	the	DET
ijassa-1251	241	17	first	first	ADJ
ijassa-1251	241	18	35	35	NUM
ijassa-1251	241	19	days	day	NOUN
ijassa-1251	241	20	in	in	ADP
ijassa-1251	241	21	2022	2022	NUM
ijassa-1251	241	22	.	.	PUNCT
ijassa-1251	242	1	the	the	DET
ijassa-1251	242	2	new	new	ADJ
ijassa-1251	242	3	forecast	forecast	NOUN
ijassa-1251	242	4	values	value	NOUN
ijassa-1251	242	5	are	be	AUX
ijassa-1251	242	6	also	also	ADV
ijassa-1251	242	7	shown	show	VERB
ijassa-1251	242	8	in	in	ADP
ijassa-1251	242	9	the	the	DET
ijassa-1251	242	10	figure	figure	NOUN
ijassa-1251	242	11	11	11	NUM
ijassa-1251	242	12	.	.	PUNCT
ijassa-1251	243	1	herein	herein	NOUN
ijassa-1251	243	2	,	,	PUNCT
ijassa-1251	243	3	the	the	DET
ijassa-1251	243	4	formula	formula	NOUN
ijassa-1251	243	5	of	of	ADP
ijassa-1251	243	6	a	a	DET
ijassa-1251	243	7	novel	novel	ADJ
ijassa-1251	243	8	method	method	NOUN
ijassa-1251	243	9	for	for	ADP
ijassa-1251	243	10	predicting	predict	VERB
ijassa-1251	243	11	technology	technology	NOUN
ijassa-1251	243	12	trends	trend	NOUN
ijassa-1251	243	13	…	…	PUNCT
ijassa-1251	243	14	81	81	NUM
ijassa-1251	243	15	copyright	copyright	NOUN
ijassa-1251	243	16	©	©	PROPN
ijassa-1251	243	17	2023	2023	NUM
ijassa-1251	243	18	assa	assa	NOUN
ijassa-1251	243	19	.	.	PUNCT
ijassa-1251	244	1	adv	adv	PROPN
ijassa-1251	244	2	.	.	PUNCT
ijassa-1251	245	1	in	in	ADP
ijassa-1251	245	2	systems	system	NOUN
ijassa-1251	245	3	science	science	NOUN
ijassa-1251	245	4	and	and	CCONJ
ijassa-1251	245	5	appl	appl	NOUN
ijassa-1251	245	6	.	.	PUNCT
ijassa-1251	246	1	(	(	PUNCT
ijassa-1251	246	2	2023	2023	NUM
ijassa-1251	246	3	)	)	PUNCT
ijassa-1251	246	4	new	new	ADJ
ijassa-1251	246	5	forecast	forecast	NOUN
ijassa-1251	246	6	future	future	ADJ
ijassa-1251	246	7	values	value	NOUN
ijassa-1251	246	8	(	(	PUNCT
ijassa-1251	246	9	yfut	yfut	NOUN
ijassa-1251	246	10	)	)	PUNCT
ijassa-1251	246	11	basing	base	VERB
ijassa-1251	246	12	on	on	ADP
ijassa-1251	246	13	predicted	predict	VERB
ijassa-1251	246	14	values	value	NOUN
ijassa-1251	246	15	by	by	ADP
ijassa-1251	246	16	multivariate	multivariate	NOUN
ijassa-1251	246	17	(	(	PUNCT
ijassa-1251	246	18	ymult	ymult	PROPN
ijassa-1251	246	19	)	)	PUNCT
ijassa-1251	246	20	and	and	CCONJ
ijassa-1251	246	21	univariate	univariate	ADJ
ijassa-1251	246	22	data	datum	NOUN
ijassa-1251	246	23	(	(	PUNCT
ijassa-1251	246	24	yuni	yuni	PROPN
ijassa-1251	246	25	)	)	PUNCT
ijassa-1251	246	26	approaches	approach	NOUN
ijassa-1251	246	27	is	be	AUX
ijassa-1251	246	28	following	follow	VERB
ijassa-1251	246	29	:	:	PUNCT
ijassa-1251	246	30	yfut	yfut	NOUN
ijassa-1251	246	31	=	=	SYM
ijassa-1251	246	32	0.718ymult	0.718ymult	PUNCT
ijassa-1251	247	1	+	+	NUM
ijassa-1251	247	2	0.068yuni	0.068yuni	NOUN
ijassa-1251	247	3	(	(	PUNCT
ijassa-1251	247	4	3.4	3.4	NUM
ijassa-1251	247	5	)	)	PUNCT
ijassa-1251	247	6	figure	figure	NOUN
ijassa-1251	247	7	11	11	NUM
ijassa-1251	247	8	.	.	PUNCT
ijassa-1251	248	1	samsung	samsung	PROPN
ijassa-1251	248	2	stock	stock	PROPN
ijassa-1251	248	3	price	price	NOUN
ijassa-1251	248	4	prediction	prediction	NOUN
ijassa-1251	248	5	for	for	ADP
ijassa-1251	248	6	2022	2022	NUM
ijassa-1251	248	7	additionally	additionally	ADV
ijassa-1251	248	8	,	,	PUNCT
ijassa-1251	248	9	in	in	ADP
ijassa-1251	248	10	order	order	NOUN
ijassa-1251	248	11	to	to	PART
ijassa-1251	248	12	check	check	VERB
ijassa-1251	248	13	the	the	DET
ijassa-1251	248	14	general	general	ADJ
ijassa-1251	248	15	trend	trend	NOUN
ijassa-1251	248	16	of	of	ADP
ijassa-1251	248	17	samsung	samsung	PROPN
ijassa-1251	248	18	stock	stock	NOUN
ijassa-1251	248	19	prices	price	NOUN
ijassa-1251	248	20	in	in	ADP
ijassa-1251	248	21	2022	2022	NUM
ijassa-1251	248	22	in	in	ADP
ijassa-1251	248	23	comparison	comparison	NOUN
ijassa-1251	248	24	with	with	ADP
ijassa-1251	248	25	the	the	DET
ijassa-1251	248	26	last	last	ADJ
ijassa-1251	248	27	2	2	NUM
ijassa-1251	248	28	years	year	NOUN
ijassa-1251	248	29	,	,	PUNCT
ijassa-1251	248	30	the	the	DET
ijassa-1251	248	31	authors	author	NOUN
ijassa-1251	248	32	depict	depict	VERB
ijassa-1251	248	33	all	all	DET
ijassa-1251	248	34	the	the	DET
ijassa-1251	248	35	last	last	ADJ
ijassa-1251	248	36	true	true	ADJ
ijassa-1251	248	37	and	and	CCONJ
ijassa-1251	248	38	predicted	predict	VERB
ijassa-1251	248	39	values	value	NOUN
ijassa-1251	248	40	together	together	ADV
ijassa-1251	248	41	in	in	ADP
ijassa-1251	248	42	one	one	NUM
ijassa-1251	248	43	figure	figure	NOUN
ijassa-1251	248	44	12	12	NUM
ijassa-1251	248	45	.	.	PUNCT
ijassa-1251	248	46	by	by	ADP
ijassa-1251	248	47	observing	observe	VERB
ijassa-1251	248	48	this	this	DET
ijassa-1251	248	49	figure	figure	NOUN
ijassa-1251	248	50	,	,	PUNCT
ijassa-1251	248	51	we	we	PRON
ijassa-1251	248	52	can	can	AUX
ijassa-1251	248	53	conclude	conclude	VERB
ijassa-1251	248	54	that	that	SCONJ
ijassa-1251	248	55	generally	generally	ADV
ijassa-1251	248	56	stock	stock	NOUN
ijassa-1251	248	57	prices	price	NOUN
ijassa-1251	248	58	of	of	ADP
ijassa-1251	248	59	samsung	samsung	PROPN
ijassa-1251	248	60	will	will	AUX
ijassa-1251	248	61	keep	keep	VERB
ijassa-1251	248	62	the	the	DET
ijassa-1251	248	63	upward	upward	ADJ
ijassa-1251	248	64	trend	trend	NOUN
ijassa-1251	248	65	in	in	ADP
ijassa-1251	248	66	some	some	DET
ijassa-1251	248	67	time	time	NOUN
ijassa-1251	248	68	periods	period	NOUN
ijassa-1251	248	69	of	of	ADP
ijassa-1251	248	70	2022	2022	NUM
ijassa-1251	248	71	.	.	PUNCT
ijassa-1251	249	1	figure	figure	NOUN
ijassa-1251	249	2	12	12	NUM
ijassa-1251	249	3	.	.	PUNCT
ijassa-1251	250	1	the	the	DET
ijassa-1251	250	2	general	general	ADJ
ijassa-1251	250	3	trend	trend	NOUN
ijassa-1251	250	4	of	of	ADP
ijassa-1251	250	5	samsung	samsung	PROPN
ijassa-1251	250	6	stock	stock	PROPN
ijassa-1251	250	7	price	price	PROPN
ijassa-1251	250	8	4	4	NUM
ijassa-1251	250	9	.	.	PUNCT
ijassa-1251	250	10	samsung	samsung	PROPN
ijassa-1251	250	11	patent	patent	NOUN
ijassa-1251	250	12	analysis	analysis	NOUN
ijassa-1251	250	13	for	for	ADP
ijassa-1251	250	14	inferring	infer	VERB
ijassa-1251	250	15	technology	technology	NOUN
ijassa-1251	250	16	trends	trend	NOUN
ijassa-1251	250	17	in	in	ADP
ijassa-1251	250	18	2022	2022	NUM
ijassa-1251	250	19	arguments	argument	NOUN
ijassa-1251	250	20	in	in	ADP
ijassa-1251	250	21	section	section	NOUN
ijassa-1251	250	22	1	1	NUM
ijassa-1251	250	23	have	have	AUX
ijassa-1251	250	24	already	already	ADV
ijassa-1251	250	25	stated	state	VERB
ijassa-1251	250	26	that	that	SCONJ
ijassa-1251	250	27	:	:	PUNCT
ijassa-1251	250	28	if	if	SCONJ
ijassa-1251	250	29	stock	stock	NOUN
ijassa-1251	250	30	prices	price	NOUN
ijassa-1251	250	31	of	of	ADP
ijassa-1251	250	32	an	an	DET
ijassa-1251	250	33	enterprise	enterprise	NOUN
ijassa-1251	250	34	stay	stay	NOUN
ijassa-1251	250	35	uptrend	uptrend	NOUN
ijassa-1251	250	36	,	,	PUNCT
ijassa-1251	250	37	then	then	ADV
ijassa-1251	250	38	the	the	DET
ijassa-1251	250	39	technologies	technology	NOUN
ijassa-1251	250	40	developed	develop	VERB
ijassa-1251	250	41	by	by	ADP
ijassa-1251	250	42	the	the	DET
ijassa-1251	250	43	considered	consider	VERB
ijassa-1251	250	44	one	one	NOUN
ijassa-1251	250	45	will	will	AUX
ijassa-1251	250	46	be	be	AUX
ijassa-1251	250	47	likely	likely	ADJ
ijassa-1251	250	48	to	to	PART
ijassa-1251	250	49	become	become	VERB
ijassa-1251	250	50	promising	promising	ADJ
ijassa-1251	250	51	innovations	innovation	NOUN
ijassa-1251	250	52	in	in	ADP
ijassa-1251	250	53	future	future	NOUN
ijassa-1251	250	54	.	.	PUNCT
ijassa-1251	251	1	after	after	ADP
ijassa-1251	251	2	observing	observe	VERB
ijassa-1251	251	3	the	the	DET
ijassa-1251	251	4	predicted	predict	VERB
ijassa-1251	251	5	values	value	NOUN
ijassa-1251	251	6	,	,	PUNCT
ijassa-1251	251	7	derived	derive	VERB
ijassa-1251	251	8	from	from	ADP
ijassa-1251	251	9	proposed	propose	VERB
ijassa-1251	251	10	models	model	NOUN
ijassa-1251	251	11	,	,	PUNCT
ijassa-1251	251	12	with	with	ADP
ijassa-1251	251	13	high	high	ADJ
ijassa-1251	251	14	confidence	confidence	NOUN
ijassa-1251	251	15	we	we	PRON
ijassa-1251	251	16	suppose	suppose	VERB
ijassa-1251	251	17	that	that	SCONJ
ijassa-1251	251	18	generally	generally	ADV
ijassa-1251	251	19	stock	stock	NOUN
ijassa-1251	251	20	price	price	NOUN
ijassa-1251	251	21	of	of	ADP
ijassa-1251	251	22	samsung	samsung	PROPN
ijassa-1251	251	23	will	will	AUX
ijassa-1251	251	24	keep	keep	VERB
ijassa-1251	251	25	the	the	DET
ijassa-1251	251	26	upward	upward	ADJ
ijassa-1251	251	27	trend	trend	NOUN
ijassa-1251	251	28	in	in	ADP
ijassa-1251	251	29	some	some	DET
ijassa-1251	251	30	time	time	NOUN
ijassa-1251	251	31	periods	period	NOUN
ijassa-1251	251	32	of	of	ADP
ijassa-1251	251	33	2022	2022	NUM
ijassa-1251	251	34	,	,	PUNCT
ijassa-1251	251	35	especially	especially	ADV
ijassa-1251	251	36	in	in	ADP
ijassa-1251	251	37	comparison	comparison	NOUN
ijassa-1251	251	38	with	with	ADP
ijassa-1251	251	39	2020	2020	NUM
ijassa-1251	251	40	.	.	PUNCT
ijassa-1251	252	1	for	for	ADP
ijassa-1251	252	2	this	this	DET
ijassa-1251	252	3	reason	reason	NOUN
ijassa-1251	252	4	,	,	PUNCT
ijassa-1251	252	5	in	in	ADP
ijassa-1251	252	6	this	this	DET
ijassa-1251	252	7	section	section	NOUN
ijassa-1251	252	8	we	we	PRON
ijassa-1251	252	9	collect	collect	VERB
ijassa-1251	252	10	patent	patent	NOUN
ijassa-1251	252	11	applications	application	NOUN
ijassa-1251	252	12	of	of	ADP
ijassa-1251	252	13	samsung	samsung	PROPN
ijassa-1251	252	14	,	,	PUNCT
ijassa-1251	252	15	which	which	PRON
ijassa-1251	252	16	were	be	AUX
ijassa-1251	252	17	filed	file	VERB
ijassa-1251	252	18	from	from	ADP
ijassa-1251	252	19	2020	2020	NUM
ijassa-1251	252	20	to	to	ADP
ijassa-1251	252	21	2021	2021	NUM
ijassa-1251	252	22	,	,	PUNCT
ijassa-1251	252	23	in	in	ADP
ijassa-1251	252	24	order	order	NOUN
ijassa-1251	252	25	to	to	PART
ijassa-1251	252	26	predict	predict	VERB
ijassa-1251	252	27	technology	technology	NOUN
ijassa-1251	252	28	trends	trend	NOUN
ijassa-1251	252	29	in	in	ADP
ijassa-1251	252	30	2022	2022	NUM
ijassa-1251	252	31	.	.	PUNCT
ijassa-1251	253	1	the	the	DET
ijassa-1251	253	2	metadata	metadata	NOUN
ijassa-1251	253	3	of	of	ADP
ijassa-1251	253	4	samsung	samsung	PROPN
ijassa-1251	253	5	patent	patent	NOUN
ijassa-1251	253	6	applications	application	NOUN
ijassa-1251	253	7	was	be	AUX
ijassa-1251	253	8	downloaded	download	VERB
ijassa-1251	253	9	from	from	ADP
ijassa-1251	253	10	the	the	DET
ijassa-1251	253	11	famous	famous	ADJ
ijassa-1251	253	12	platform	platform	NOUN
ijassa-1251	253	13	the	the	DET
ijassa-1251	253	14	lens	lens	NOUN
ijassa-1251	253	15	[	[	X
ijassa-1251	253	16	3	3	NUM
ijassa-1251	253	17	]	]	PUNCT
ijassa-1251	253	18	.	.	PUNCT
ijassa-1251	254	1	the	the	DET
ijassa-1251	254	2	filter	filter	NOUN
ijassa-1251	254	3	query	query	NOUN
ijassa-1251	254	4	for	for	ADP
ijassa-1251	254	5	obtaining	obtain	VERB
ijassa-1251	254	6	samsung	samsung	PROPN
ijassa-1251	254	7	patents	patent	NOUN
ijassa-1251	254	8	is	be	AUX
ijassa-1251	254	9	:	:	PUNCT
ijassa-1251	254	10	earliestprioritydate	earliestprioritydate	VERB
ijassa-1251	254	11	=	=	SYM
ijassa-1251	254	12	(	(	PUNCT
ijassa-1251	254	13	2020	2020	NUM
ijassa-1251	254	14	-	-	SYM
ijassa-1251	254	15	01	01	NUM
ijassa-1251	254	16	-	-	PUNCT
ijassa-1251	254	17	01	01	NUM
ijassa-1251	254	18	2021	2021	NUM
ijassa-1251	254	19	-	-	SYM
ijassa-1251	254	20	12	12	NUM
ijassa-1251	254	21	-	-	SYM
ijassa-1251	254	22	31	31	NUM
ijassa-1251	254	23	)	)	PUNCT
ijassa-1251	254	24	,	,	PUNCT
ijassa-1251	254	25	grouped	group	VERB
ijassa-1251	254	26	by	by	ADP
ijassa-1251	254	27	simple	simple	ADJ
ijassa-1251	254	28	families	family	NOUN
ijassa-1251	254	29	,	,	PUNCT
ijassa-1251	254	30	document	document	NOUN
ijassa-1251	254	31	type	type	NOUN
ijassa-1251	254	32	=	=	PUNCT
ijassa-1251	254	33	(	(	PUNCT
ijassa-1251	254	34	excl	excl	NOUN
ijassa-1251	254	35	design_right	design_right	NOUN
ijassa-1251	254	36	)	)	PUNCT
ijassa-1251	254	37	,	,	PUNCT
ijassa-1251	254	38	owner	owner	NOUN
ijassa-1251	254	39	name	name	NOUN
ijassa-1251	254	40	exact	exact	ADJ
ijassa-1251	254	41	=	=	SYM
ijassa-1251	254	42	(	(	PUNCT
ijassa-1251	254	43	samsung	samsung	PROPN
ijassa-1251	254	44	electronics	electronics	PROPN
ijassa-1251	254	45	co	co	X
ijassa-1251	254	46	ltd	ltd	PROPN
ijassa-1251	254	47	)	)	PUNCT
ijassa-1251	254	48	.	.	PUNCT
ijassa-1251	255	1	that	that	PRON
ijassa-1251	255	2	means	mean	VERB
ijassa-1251	255	3	the	the	DET
ijassa-1251	255	4	earliest	early	ADJ
ijassa-1251	255	5	priority	priority	NOUN
ijassa-1251	255	6	date	date	NOUN
ijassa-1251	255	7	(	(	PUNCT
ijassa-1251	255	8	the	the	DET
ijassa-1251	255	9	82	82	NUM
ijassa-1251	255	10	n.	n.	NOUN
ijassa-1251	255	11	t.	t.	PROPN
ijassa-1251	255	12	viet	viet	PROPN
ijassa-1251	255	13	,	,	PUNCT
ijassa-1251	255	14	a.	a.	NOUN
ijassa-1251	255	15	kravets	kravet	NOUN
ijassa-1251	255	16	copyright	copyright	NOUN
ijassa-1251	255	17	©	©	PROPN
ijassa-1251	255	18	2023	2023	NUM
ijassa-1251	255	19	assa	assa	PROPN
ijassa-1251	255	20	adv	adv	PROPN
ijassa-1251	255	21	.	.	PUNCT
ijassa-1251	256	1	in	in	ADP
ijassa-1251	256	2	systems	system	NOUN
ijassa-1251	256	3	science	science	NOUN
ijassa-1251	256	4	and	and	CCONJ
ijassa-1251	256	5	appl	appl	NOUN
ijassa-1251	256	6	.	.	PUNCT
ijassa-1251	257	1	(	(	PUNCT
ijassa-1251	257	2	2023	2023	NUM
ijassa-1251	257	3	)	)	PUNCT
ijassa-1251	257	4	earliest	early	ADJ
ijassa-1251	257	5	filing	filing	NOUN
ijassa-1251	257	6	date	date	NOUN
ijassa-1251	257	7	in	in	ADP
ijassa-1251	257	8	a	a	DET
ijassa-1251	257	9	family	family	NOUN
ijassa-1251	257	10	of	of	ADP
ijassa-1251	257	11	patent	patent	NOUN
ijassa-1251	257	12	applications	application	NOUN
ijassa-1251	257	13	)	)	PUNCT
ijassa-1251	257	14	is	be	AUX
ijassa-1251	257	15	from	from	ADP
ijassa-1251	257	16	01/01/2020	01/01/2020	NUM
ijassa-1251	257	17	to	to	ADP
ijassa-1251	257	18	31/12/2021	31/12/2021	NUM
ijassa-1251	257	19	;	;	PUNCT
ijassa-1251	257	20	and	and	CCONJ
ijassa-1251	257	21	design	design	NOUN
ijassa-1251	257	22	right	right	ADJ
ijassa-1251	257	23	patents	patent	NOUN
ijassa-1251	257	24	were	be	AUX
ijassa-1251	257	25	also	also	ADV
ijassa-1251	257	26	excluded	exclude	VERB
ijassa-1251	257	27	.	.	PUNCT
ijassa-1251	258	1	at	at	ADP
ijassa-1251	258	2	the	the	DET
ijassa-1251	258	3	time	time	NOUN
ijassa-1251	258	4	of	of	ADP
ijassa-1251	258	5	writing	write	VERB
ijassa-1251	258	6	this	this	DET
ijassa-1251	258	7	paper	paper	NOUN
ijassa-1251	258	8	(	(	PUNCT
ijassa-1251	258	9	march	march	NOUN
ijassa-1251	258	10	,	,	PUNCT
ijassa-1251	258	11	2022	2022	NUM
ijassa-1251	258	12	)	)	PUNCT
ijassa-1251	258	13	,	,	PUNCT
ijassa-1251	258	14	the	the	DET
ijassa-1251	258	15	query	query	NOUN
ijassa-1251	258	16	returns	return	VERB
ijassa-1251	258	17	1678	1678	NUM
ijassa-1251	258	18	patent	patent	NOUN
ijassa-1251	258	19	applications	application	NOUN
ijassa-1251	258	20	;	;	PUNCT
ijassa-1251	258	21	accordingly	accordingly	ADV
ijassa-1251	258	22	,	,	PUNCT
ijassa-1251	258	23	we	we	PRON
ijassa-1251	258	24	can	can	AUX
ijassa-1251	258	25	synthesize	synthesize	VERB
ijassa-1251	258	26	the	the	DET
ijassa-1251	258	27	most	most	ADV
ijassa-1251	258	28	frequent	frequent	ADJ
ijassa-1251	258	29	cpc	cpc	PROPN
ijassa-1251	258	30	classification	classification	NOUN
ijassa-1251	258	31	codes	code	NOUN
ijassa-1251	258	32	of	of	ADP
ijassa-1251	258	33	samsung	samsung	PROPN
ijassa-1251	258	34	patents	patent	NOUN
ijassa-1251	258	35	,	,	PUNCT
ijassa-1251	258	36	which	which	PRON
ijassa-1251	258	37	are	be	AUX
ijassa-1251	258	38	presented	present	VERB
ijassa-1251	258	39	in	in	ADP
ijassa-1251	258	40	figure	figure	NOUN
ijassa-1251	258	41	13	13	NUM
ijassa-1251	258	42	.	.	PUNCT
ijassa-1251	259	1	figure	figure	NOUN
ijassa-1251	259	2	13	13	NUM
ijassa-1251	259	3	.	.	PUNCT
ijassa-1251	260	1	top	top	ADJ
ijassa-1251	260	2	cpc	cpc	PROPN
ijassa-1251	260	3	classification	classification	NOUN
ijassa-1251	260	4	codes	code	NOUN
ijassa-1251	260	5	of	of	ADP
ijassa-1251	260	6	developing	develop	VERB
ijassa-1251	260	7	technologies	technology	NOUN
ijassa-1251	260	8	by	by	ADP
ijassa-1251	260	9	samsung	samsung	PROPN
ijassa-1251	260	10	among	among	ADP
ijassa-1251	260	11	them	they	PRON
ijassa-1251	260	12	,	,	PUNCT
ijassa-1251	260	13	the	the	DET
ijassa-1251	260	14	top	top	ADJ
ijassa-1251	260	15	5	5	NUM
ijassa-1251	260	16	cpc	cpc	NOUN
ijassa-1251	260	17	classification	classification	NOUN
ijassa-1251	260	18	codes	code	NOUN
ijassa-1251	260	19	are	be	AUX
ijassa-1251	260	20	:	:	PUNCT
ijassa-1251	260	21	1	1	X
ijassa-1251	260	22	.	.	X
ijassa-1251	261	1	g06n3/08	g06n3/08	NOUN
ijassa-1251	261	2	:	:	PUNCT
ijassa-1251	261	3	computing	compute	VERB
ijassa-1251	261	4	settings	setting	NOUN
ijassa-1251	261	5	based	base	VERB
ijassa-1251	261	6	on	on	ADP
ijassa-1251	261	7	biological	biological	ADJ
ijassa-1251	261	8	models	model	NOUN
ijassa-1251	261	9	,	,	PUNCT
ijassa-1251	261	10	which	which	PRON
ijassa-1251	261	11	rely	rely	VERB
ijassa-1251	261	12	on	on	ADP
ijassa-1251	261	13	physical	physical	ADJ
ijassa-1251	261	14	entities	entity	NOUN
ijassa-1251	261	15	operated	operate	VERB
ijassa-1251	261	16	by	by	ADP
ijassa-1251	261	17	simulated	simulated	ADJ
ijassa-1251	261	18	intelligence	intelligence	NOUN
ijassa-1251	261	19	to	to	PART
ijassa-1251	261	20	reproduce	reproduce	VERB
ijassa-1251	261	21	smart	smart	ADJ
ijassa-1251	261	22	life	life	NOUN
ijassa-1251	261	23	arrangements	arrangement	NOUN
ijassa-1251	261	24	;	;	PUNCT
ijassa-1251	261	25	2	2	X
ijassa-1251	261	26	.	.	X
ijassa-1251	261	27	h01l27	h01l27	NOUN
ijassa-1251	261	28	:	:	PUNCT
ijassa-1251	261	29	devices	device	NOUN
ijassa-1251	261	30	made	make	VERB
ijassa-1251	261	31	up	up	ADP
ijassa-1251	261	32	of	of	ADP
ijassa-1251	261	33	a	a	DET
ijassa-1251	261	34	majority	majority	NOUN
ijassa-1251	261	35	of	of	ADP
ijassa-1251	261	36	semiconductor	semiconductor	NOUN
ijassa-1251	261	37	or	or	CCONJ
ijassa-1251	261	38	solid	solid	ADJ
ijassa-1251	261	39	-	-	PUNCT
ijassa-1251	261	40	state	state	NOUN
ijassa-1251	261	41	components	component	NOUN
ijassa-1251	261	42	formed	form	VERB
ijassa-1251	261	43	in	in	ADP
ijassa-1251	261	44	common	common	ADJ
ijassa-1251	261	45	substrate	substrate	NOUN
ijassa-1251	261	46	;	;	PUNCT
ijassa-1251	261	47	3	3	X
ijassa-1251	261	48	.	.	X
ijassa-1251	261	49	h01l25	h01l25	NOUN
ijassa-1251	261	50	:	:	PUNCT
ijassa-1251	261	51	assemblies	assembly	NOUN
ijassa-1251	261	52	made	make	VERB
ijassa-1251	261	53	up	up	ADP
ijassa-1251	261	54	of	of	ADP
ijassa-1251	261	55	a	a	DET
ijassa-1251	261	56	majority	majority	NOUN
ijassa-1251	261	57	of	of	ADP
ijassa-1251	261	58	individual	individual	ADJ
ijassa-1251	261	59	semiconductor	semiconductor	NOUN
ijassa-1251	261	60	or	or	CCONJ
ijassa-1251	261	61	solid	solid	ADJ
ijassa-1251	261	62	state	state	NOUN
ijassa-1251	261	63	devices	device	NOUN
ijassa-1251	261	64	;	;	PUNCT
ijassa-1251	261	65	4	4	X
ijassa-1251	261	66	.	.	X
ijassa-1251	262	1	g06n3/0454	g06n3/0454	NOUN
ijassa-1251	262	2	:	:	PUNCT
ijassa-1251	262	3	computing	compute	VERB
ijassa-1251	262	4	settings	setting	NOUN
ijassa-1251	262	5	established	establish	VERB
ijassa-1251	262	6	from	from	ADP
ijassa-1251	262	7	biological	biological	ADJ
ijassa-1251	262	8	models	model	NOUN
ijassa-1251	262	9	adopting	adopt	VERB
ijassa-1251	262	10	integration	integration	NOUN
ijassa-1251	262	11	of	of	ADP
ijassa-1251	262	12	many	many	ADJ
ijassa-1251	262	13	neural	neural	ADJ
ijassa-1251	262	14	networks	network	NOUN
ijassa-1251	262	15	;	;	PUNCT
ijassa-1251	262	16	5	5	X
ijassa-1251	262	17	.	.	X
ijassa-1251	262	18	g06f3	g06f3	NOUN
ijassa-1251	262	19	:	:	PUNCT
ijassa-1251	262	20	input	input	NOUN
ijassa-1251	262	21	settings	setting	NOUN
ijassa-1251	262	22	for	for	ADP
ijassa-1251	262	23	transferring	transfer	VERB
ijassa-1251	262	24	data	datum	NOUN
ijassa-1251	262	25	to	to	PART
ijassa-1251	262	26	be	be	AUX
ijassa-1251	262	27	processed	process	VERB
ijassa-1251	262	28	by	by	ADP
ijassa-1251	262	29	the	the	DET
ijassa-1251	262	30	computer	computer	NOUN
ijassa-1251	262	31	;	;	PUNCT
ijassa-1251	262	32	output	output	NOUN
ijassa-1251	262	33	settings	setting	NOUN
ijassa-1251	262	34	for	for	ADP
ijassa-1251	262	35	transferring	transfer	VERB
ijassa-1251	262	36	data	datum	NOUN
ijassa-1251	262	37	from	from	ADP
ijassa-1251	262	38	processing	process	VERB
ijassa-1251	262	39	unit	unit	NOUN
ijassa-1251	262	40	to	to	ADP
ijassa-1251	262	41	output	output	NOUN
ijassa-1251	262	42	unit	unit	NOUN
ijassa-1251	262	43	.	.	PUNCT
ijassa-1251	263	1	on	on	ADP
ijassa-1251	263	2	the	the	DET
ijassa-1251	263	3	other	other	ADJ
ijassa-1251	263	4	hand	hand	NOUN
ijassa-1251	263	5	,	,	PUNCT
ijassa-1251	263	6	in	in	ADP
ijassa-1251	263	7	order	order	NOUN
ijassa-1251	263	8	to	to	PART
ijassa-1251	263	9	understand	understand	VERB
ijassa-1251	263	10	technologies	technology	NOUN
ijassa-1251	263	11	developed	develop	VERB
ijassa-1251	263	12	by	by	ADP
ijassa-1251	263	13	samsung	samsung	PROPN
ijassa-1251	263	14	,	,	PUNCT
ijassa-1251	263	15	we	we	PRON
ijassa-1251	263	16	devise	devise	VERB
ijassa-1251	263	17	a	a	DET
ijassa-1251	263	18	new	new	ADJ
ijassa-1251	263	19	method	method	NOUN
ijassa-1251	263	20	for	for	ADP
ijassa-1251	263	21	analyzing	analyze	VERB
ijassa-1251	263	22	patents	patent	NOUN
ijassa-1251	263	23	with	with	ADP
ijassa-1251	263	24	words	word	NOUN
ijassa-1251	263	25	clustering	cluster	VERB
ijassa-1251	263	26	(	(	PUNCT
ijassa-1251	263	27	figure	figure	NOUN
ijassa-1251	263	28	14	14	NUM
ijassa-1251	263	29	)	)	PUNCT
ijassa-1251	263	30	.	.	PUNCT
ijassa-1251	264	1	figure	figure	VERB
ijassa-1251	264	2	14	14	NUM
ijassa-1251	264	3	.	.	PUNCT
ijassa-1251	265	1	method	method	NOUN
ijassa-1251	265	2	for	for	ADP
ijassa-1251	265	3	analyzing	analyze	VERB
ijassa-1251	265	4	patents	patent	NOUN
ijassa-1251	265	5	with	with	ADP
ijassa-1251	265	6	words	word	NOUN
ijassa-1251	265	7	clustering	cluster	VERB
ijassa-1251	265	8	herein	herein	NOUN
ijassa-1251	265	9	the	the	DET
ijassa-1251	265	10	stage	stage	NOUN
ijassa-1251	265	11	“	"	PUNCT
ijassa-1251	265	12	extracting	extract	VERB
ijassa-1251	265	13	all	all	DET
ijassa-1251	265	14	possible	possible	ADJ
ijassa-1251	265	15	noun	noun	NOUN
ijassa-1251	265	16	phrases	phrase	NOUN
ijassa-1251	265	17	”	"	PUNCT
ijassa-1251	265	18	consists	consist	VERB
ijassa-1251	265	19	of	of	ADP
ijassa-1251	265	20	3	3	NUM
ijassa-1251	265	21	steps	step	NOUN
ijassa-1251	265	22	:	:	PUNCT
ijassa-1251	265	23			VERB
ijassa-1251	265	24	part	part	NOUN
ijassa-1251	265	25	-	-	PUNCT
ijassa-1251	265	26	of	of	ADP
ijassa-1251	265	27	-	-	PUNCT
ijassa-1251	265	28	speech	speech	NOUN
ijassa-1251	265	29	tagging	tagging	NOUN
ijassa-1251	265	30	by	by	ADP
ijassa-1251	265	31	utilizing	utilize	VERB
ijassa-1251	265	32	spacy	spacy	PROPN
ijassa-1251	265	33	library	library	NOUN
ijassa-1251	266	1	[	[	X
ijassa-1251	266	2	14	14	NUM
ijassa-1251	266	3	]	]	X
ijassa-1251	266	4	;	;	PUNCT
ijassa-1251	266	5			NOUN
ijassa-1251	266	6	noun	noun	NOUN
ijassa-1251	266	7	phrase	phrase	NOUN
ijassa-1251	266	8	identification	identification	NOUN
ijassa-1251	266	9	:	:	PUNCT
ijassa-1251	266	10	the	the	DET
ijassa-1251	266	11	longest	long	ADJ
ijassa-1251	266	12	possible	possible	ADJ
ijassa-1251	266	13	noun	noun	NOUN
ijassa-1251	266	14	phrases	phrase	VERB
ijassa-1251	266	15	sequence	sequence	NOUN
ijassa-1251	266	16	of	of	ADP
ijassa-1251	266	17	many	many	ADJ
ijassa-1251	266	18	consecutive	consecutive	ADJ
ijassa-1251	266	19	words	word	NOUN
ijassa-1251	266	20	within	within	ADP
ijassa-1251	266	21	a	a	DET
ijassa-1251	266	22	sentence	sentence	NOUN
ijassa-1251	266	23	such	such	ADJ
ijassa-1251	266	24	that	that	SCONJ
ijassa-1251	266	25	the	the	DET
ijassa-1251	266	26	last	last	ADJ
ijassa-1251	266	27	word	word	NOUN
ijassa-1251	266	28	in	in	ADP
ijassa-1251	266	29	the	the	DET
ijassa-1251	266	30	sequence	sequence	NOUN
ijassa-1251	266	31	is	be	AUX
ijassa-1251	266	32	a	a	DET
ijassa-1251	266	33	noun	noun	NOUN
ijassa-1251	266	34	and	and	CCONJ
ijassa-1251	266	35	each	each	PRON
ijassa-1251	266	36	of	of	ADP
ijassa-1251	266	37	the	the	DET
ijassa-1251	266	38	other	other	ADJ
ijassa-1251	266	39	words	word	NOUN
ijassa-1251	266	40	is	be	AUX
ijassa-1251	266	41	either	either	CCONJ
ijassa-1251	266	42	a	a	DET
ijassa-1251	266	43	noun	noun	NOUN
ijassa-1251	266	44	or	or	CCONJ
ijassa-1251	266	45	an	an	DET
ijassa-1251	266	46	adjective	adjective	ADJ
ijassa-1251	266	47	;	;	PUNCT
ijassa-1251	266	48	a	a	DET
ijassa-1251	266	49	novel	novel	ADJ
ijassa-1251	266	50	method	method	NOUN
ijassa-1251	266	51	for	for	ADP
ijassa-1251	266	52	predicting	predict	VERB
ijassa-1251	266	53	technology	technology	NOUN
ijassa-1251	266	54	trends	trend	NOUN
ijassa-1251	266	55	…	…	PUNCT
ijassa-1251	266	56	83	83	NUM
ijassa-1251	266	57	copyright	copyright	NOUN
ijassa-1251	266	58	©	©	PROPN
ijassa-1251	266	59	2023	2023	NUM
ijassa-1251	266	60	assa	assa	NOUN
ijassa-1251	266	61	.	.	PUNCT
ijassa-1251	267	1	adv	adv	PROPN
ijassa-1251	267	2	.	.	PUNCT
ijassa-1251	268	1	in	in	ADP
ijassa-1251	268	2	systems	system	NOUN
ijassa-1251	268	3	science	science	NOUN
ijassa-1251	268	4	and	and	CCONJ
ijassa-1251	268	5	appl	appl	NOUN
ijassa-1251	268	6	.	.	PUNCT
ijassa-1251	269	1	(	(	PUNCT
ijassa-1251	269	2	2023	2023	NUM
ijassa-1251	269	3	)	)	PUNCT
ijassa-1251	269	4			NOUN
ijassa-1251	269	5	eliminating	eliminate	VERB
ijassa-1251	269	6	plural	plural	ADJ
ijassa-1251	269	7	forms	form	NOUN
ijassa-1251	269	8	by	by	ADP
ijassa-1251	269	9	utilizing	utilize	VERB
ijassa-1251	269	10	natural	natural	ADJ
ijassa-1251	269	11	language	language	NOUN
ijassa-1251	269	12	toolkit	toolkit	NOUN
ijassa-1251	269	13	(	(	PUNCT
ijassa-1251	269	14	nltk	nltk	PROPN
ijassa-1251	269	15	)	)	PUNCT
ijassa-1251	269	16	platform	platform	NOUN
ijassa-1251	269	17	[	[	X
ijassa-1251	269	18	28	28	NUM
ijassa-1251	269	19	]	]	PUNCT
ijassa-1251	269	20	.	.	PUNCT
ijassa-1251	270	1	the	the	DET
ijassa-1251	270	2	pseudo	pseudo	NOUN
ijassa-1251	270	3	-	-	NOUN
ijassa-1251	270	4	code	code	NOUN
ijassa-1251	270	5	of	of	ADP
ijassa-1251	270	6	noun	noun	NOUN
ijassa-1251	270	7	phrase	phrase	NOUN
ijassa-1251	270	8	extraction	extraction	NOUN
ijassa-1251	270	9	algorithm	algorithm	NOUN
ijassa-1251	270	10	is	be	AUX
ijassa-1251	270	11	presented	present	VERB
ijassa-1251	270	12	in	in	ADP
ijassa-1251	270	13	figure	figure	NOUN
ijassa-1251	270	14	15	15	NUM
ijassa-1251	270	15	.	.	PUNCT
ijassa-1251	271	1	figure	figure	NOUN
ijassa-1251	271	2	15	15	NUM
ijassa-1251	271	3	.	.	PUNCT
ijassa-1251	272	1	pseudo	pseudo	NOUN
ijassa-1251	272	2	-	-	NOUN
ijassa-1251	272	3	code	code	NOUN
ijassa-1251	272	4	of	of	ADP
ijassa-1251	272	5	noun	noun	NOUN
ijassa-1251	272	6	phrases	phrase	VERB
ijassa-1251	272	7	extraction	extraction	NOUN
ijassa-1251	272	8	algorithm	algorithm	NOUN
ijassa-1251	272	9	then	then	ADV
ijassa-1251	272	10	the	the	DET
ijassa-1251	272	11	authors	author	NOUN
ijassa-1251	272	12	adopt	adopt	VERB
ijassa-1251	272	13	sentencetransformers	sentencetransformer	NOUN
ijassa-1251	272	14	python	python	NOUN
ijassa-1251	272	15	framework	framework	NOUN
ijassa-1251	272	16	[	[	X
ijassa-1251	272	17	36	36	NUM
ijassa-1251	272	18	]	]	PUNCT
ijassa-1251	272	19	in	in	ADP
ijassa-1251	272	20	the	the	DET
ijassa-1251	272	21	stage	stage	NOUN
ijassa-1251	272	22	“	"	PUNCT
ijassa-1251	272	23	converting	convert	VERB
ijassa-1251	272	24	extracted	extract	VERB
ijassa-1251	272	25	phrases	phrase	NOUN
ijassa-1251	272	26	to	to	ADP
ijassa-1251	272	27	embedding	embed	VERB
ijassa-1251	272	28	vectors	vector	NOUN
ijassa-1251	272	29	”	"	PUNCT
ijassa-1251	272	30	to	to	PART
ijassa-1251	272	31	convert	convert	VERB
ijassa-1251	272	32	extracted	extract	VERB
ijassa-1251	272	33	phrases	phrase	NOUN
ijassa-1251	272	34	into	into	ADP
ijassa-1251	272	35	embedding	embed	VERB
ijassa-1251	272	36	vectors	vector	NOUN
ijassa-1251	272	37	of	of	ADP
ijassa-1251	272	38	768	768	NUM
ijassa-1251	272	39	dimensions	dimension	NOUN
ijassa-1251	272	40	.	.	PUNCT
ijassa-1251	273	1	in	in	ADP
ijassa-1251	273	2	the	the	DET
ijassa-1251	273	3	stage	stage	NOUN
ijassa-1251	273	4	“	"	PUNCT
ijassa-1251	273	5	ranking	rank	VERB
ijassa-1251	273	6	extracted	extract	VERB
ijassa-1251	273	7	phrases	phrase	NOUN
ijassa-1251	273	8	by	by	ADP
ijassa-1251	273	9	relevance	relevance	NOUN
ijassa-1251	273	10	and	and	CCONJ
ijassa-1251	273	11	diversity	diversity	NOUN
ijassa-1251	273	12	”	"	PUNCT
ijassa-1251	273	13	we	we	PRON
ijassa-1251	273	14	follow	follow	VERB
ijassa-1251	273	15	the	the	DET
ijassa-1251	273	16	method	method	NOUN
ijassa-1251	273	17	maximal	maximal	ADJ
ijassa-1251	273	18	marginal	marginal	ADJ
ijassa-1251	273	19	relevance	relevance	NOUN
ijassa-1251	273	20	,	,	PUNCT
ijassa-1251	273	21	proposed	propose	VERB
ijassa-1251	273	22	by	by	ADP
ijassa-1251	273	23	maarten	maarten	PROPN
ijassa-1251	273	24	grootendorst	grootendorst	PROPN
ijassa-1251	274	1	[	[	X
ijassa-1251	274	2	17	17	NUM
ijassa-1251	274	3	]	]	PUNCT
ijassa-1251	274	4	.	.	PUNCT
ijassa-1251	275	1	the	the	DET
ijassa-1251	275	2	idea	idea	NOUN
ijassa-1251	275	3	of	of	ADP
ijassa-1251	275	4	this	this	DET
ijassa-1251	275	5	method	method	NOUN
ijassa-1251	275	6	is	be	AUX
ijassa-1251	275	7	minimizing	minimize	VERB
ijassa-1251	275	8	redundancy	redundancy	NOUN
ijassa-1251	275	9	(	(	PUNCT
ijassa-1251	275	10	appearance	appearance	NOUN
ijassa-1251	275	11	of	of	ADP
ijassa-1251	275	12	similar	similar	ADJ
ijassa-1251	275	13	phrases	phrase	NOUN
ijassa-1251	275	14	)	)	PUNCT
ijassa-1251	275	15	and	and	CCONJ
ijassa-1251	275	16	maximizing	maximize	VERB
ijassa-1251	275	17	the	the	DET
ijassa-1251	275	18	diversity	diversity	NOUN
ijassa-1251	275	19	of	of	ADP
ijassa-1251	275	20	results	result	NOUN
ijassa-1251	275	21	in	in	ADP
ijassa-1251	275	22	text	text	NOUN
ijassa-1251	275	23	summarization	summarization	NOUN
ijassa-1251	275	24	tasks	task	NOUN
ijassa-1251	275	25	(	(	PUNCT
ijassa-1251	275	26	reducing	reduce	VERB
ijassa-1251	275	27	data	datum	NOUN
ijassa-1251	275	28	while	while	SCONJ
ijassa-1251	275	29	increasing	increase	VERB
ijassa-1251	275	30	knowledge	knowledge	NOUN
ijassa-1251	275	31	)	)	PUNCT
ijassa-1251	275	32	.	.	PUNCT
ijassa-1251	276	1	concretely	concretely	ADV
ijassa-1251	276	2	,	,	PUNCT
ijassa-1251	276	3	the	the	DET
ijassa-1251	276	4	method	method	NOUN
ijassa-1251	276	5	starts	start	VERB
ijassa-1251	276	6	by	by	ADP
ijassa-1251	276	7	selecting	select	VERB
ijassa-1251	276	8	the	the	DET
ijassa-1251	276	9	phrase	phrase	NOUN
ijassa-1251	276	10	that	that	PRON
ijassa-1251	276	11	is	be	AUX
ijassa-1251	276	12	the	the	DET
ijassa-1251	276	13	most	most	ADV
ijassa-1251	276	14	similar	similar	ADJ
ijassa-1251	276	15	to	to	ADP
ijassa-1251	276	16	the	the	DET
ijassa-1251	276	17	document	document	NOUN
ijassa-1251	276	18	.	.	PUNCT
ijassa-1251	277	1	then	then	ADV
ijassa-1251	277	2	,	,	PUNCT
ijassa-1251	277	3	it	it	PRON
ijassa-1251	277	4	iteratively	iteratively	ADV
ijassa-1251	277	5	selects	select	VERB
ijassa-1251	277	6	new	new	ADJ
ijassa-1251	277	7	promising	promising	ADJ
ijassa-1251	277	8	phrases	phrase	NOUN
ijassa-1251	277	9	that	that	PRON
ijassa-1251	277	10	are	be	AUX
ijassa-1251	277	11	both	both	PRON
ijassa-1251	277	12	similar	similar	ADJ
ijassa-1251	277	13	to	to	ADP
ijassa-1251	277	14	the	the	DET
ijassa-1251	277	15	document	document	NOUN
ijassa-1251	277	16	and	and	CCONJ
ijassa-1251	277	17	different	different	ADJ
ijassa-1251	277	18	from	from	ADP
ijassa-1251	277	19	the	the	DET
ijassa-1251	277	20	previously	previously	ADV
ijassa-1251	277	21	selected	select	VERB
ijassa-1251	277	22	phrases	phrase	NOUN
ijassa-1251	277	23	by	by	ADP
ijassa-1251	277	24	the	the	DET
ijassa-1251	277	25	diversity	diversity	NOUN
ijassa-1251	277	26	parameter	parameter	NOUN
ijassa-1251	277	27	,	,	PUNCT
ijassa-1251	277	28	which	which	PRON
ijassa-1251	277	29	is	be	AUX
ijassa-1251	277	30	set	set	VERB
ijassa-1251	277	31	to	to	ADP
ijassa-1251	277	32	0.3	0.3	NUM
ijassa-1251	277	33	.	.	PUNCT
ijassa-1251	278	1	herein	herein	NOUN
ijassa-1251	278	2	authors	author	NOUN
ijassa-1251	278	3	select	select	VERB
ijassa-1251	278	4	the	the	DET
ijassa-1251	278	5	most	most	ADJ
ijassa-1251	278	6	3	3	NUM
ijassa-1251	278	7	meaningful	meaningful	ADJ
ijassa-1251	278	8	phrases	phrase	NOUN
ijassa-1251	278	9	from	from	ADP
ijassa-1251	278	10	each	each	DET
ijassa-1251	278	11	patent	patent	NOUN
ijassa-1251	278	12	application	application	NOUN
ijassa-1251	278	13	,	,	PUNCT
ijassa-1251	278	14	which	which	PRON
ijassa-1251	278	15	consists	consist	VERB
ijassa-1251	278	16	of	of	ADP
ijassa-1251	278	17	title	title	NOUN
ijassa-1251	278	18	and	and	CCONJ
ijassa-1251	278	19	abstract	abstract	ADJ
ijassa-1251	278	20	,	,	PUNCT
ijassa-1251	278	21	in	in	ADP
ijassa-1251	278	22	the	the	DET
ijassa-1251	278	23	output	output	NOUN
ijassa-1251	278	24	of	of	ADP
ijassa-1251	278	25	the	the	DET
ijassa-1251	278	26	stage	stage	NOUN
ijassa-1251	278	27	“	"	PUNCT
ijassa-1251	278	28	extracting	extract	VERB
ijassa-1251	278	29	top	top	ADJ
ijassa-1251	278	30	meaningful	meaningful	ADJ
ijassa-1251	278	31	phrases	phrase	NOUN
ijassa-1251	278	32	from	from	ADP
ijassa-1251	278	33	patent	patent	NOUN
ijassa-1251	278	34	documents	document	NOUN
ijassa-1251	278	35	”	"	PUNCT
ijassa-1251	278	36	.	.	PUNCT
ijassa-1251	279	1	at	at	ADP
ijassa-1251	279	2	the	the	DET
ijassa-1251	279	3	final	final	ADJ
ijassa-1251	279	4	result	result	NOUN
ijassa-1251	279	5	set	set	NOUN
ijassa-1251	279	6	,	,	PUNCT
ijassa-1251	279	7	after	after	ADP
ijassa-1251	279	8	eliminating	eliminate	VERB
ijassa-1251	279	9	duplicates	duplicate	NOUN
ijassa-1251	279	10	we	we	PRON
ijassa-1251	279	11	get	get	VERB
ijassa-1251	279	12	3496	3496	NUM
ijassa-1251	279	13	unique	unique	ADJ
ijassa-1251	279	14	noun	noun	NOUN
ijassa-1251	279	15	phrases	phrase	NOUN
ijassa-1251	279	16	from	from	ADP
ijassa-1251	279	17	1678	1678	NUM
ijassa-1251	279	18	patent	patent	NOUN
ijassa-1251	279	19	applications	application	NOUN
ijassa-1251	279	20	of	of	ADP
ijassa-1251	279	21	samsung	samsung	PROPN
ijassa-1251	279	22	in	in	ADP
ijassa-1251	279	23	2020	2020	NUM
ijassa-1251	279	24	-	-	SYM
ijassa-1251	279	25	2021	2021	NUM
ijassa-1251	279	26	.	.	PUNCT
ijassa-1251	280	1	then	then	ADV
ijassa-1251	280	2	the	the	DET
ijassa-1251	280	3	silhouette	silhouette	NOUN
ijassa-1251	280	4	score	score	NOUN
ijassa-1251	281	1	[	[	X
ijassa-1251	281	2	38	38	NUM
ijassa-1251	281	3	]	]	PUNCT
ijassa-1251	281	4	is	be	AUX
ijassa-1251	281	5	used	use	VERB
ijassa-1251	281	6	to	to	PART
ijassa-1251	281	7	identify	identify	VERB
ijassa-1251	281	8	the	the	DET
ijassa-1251	281	9	optimal	optimal	ADJ
ijassa-1251	281	10	number	number	NOUN
ijassa-1251	281	11	of	of	ADP
ijassa-1251	281	12	clusters	cluster	NOUN
ijassa-1251	281	13	,	,	PUNCT
ijassa-1251	281	14	which	which	PRON
ijassa-1251	281	15	is	be	AUX
ijassa-1251	281	16	ranged	range	VERB
ijassa-1251	281	17	from	from	ADP
ijassa-1251	281	18	80	80	NUM
ijassa-1251	281	19	to	to	ADP
ijassa-1251	281	20	120	120	NUM
ijassa-1251	281	21	(	(	PUNCT
ijassa-1251	281	22	as	as	ADP
ijassa-1251	281	23	a	a	DET
ijassa-1251	281	24	case	case	NOUN
ijassa-1251	281	25	study	study	NOUN
ijassa-1251	281	26	)	)	PUNCT
ijassa-1251	281	27	.	.	PUNCT
ijassa-1251	282	1	figure	figure	VERB
ijassa-1251	282	2	16	16	NUM
ijassa-1251	282	3	shows	show	VERB
ijassa-1251	282	4	that	that	SCONJ
ijassa-1251	282	5	112	112	NUM
ijassa-1251	282	6	clusters	cluster	NOUN
ijassa-1251	282	7	give	give	VERB
ijassa-1251	282	8	the	the	DET
ijassa-1251	282	9	best	good	ADJ
ijassa-1251	282	10	silhouette	silhouette	NOUN
ijassa-1251	282	11	score	score	NOUN
ijassa-1251	282	12	.	.	PUNCT
ijassa-1251	283	1	84	84	NUM
ijassa-1251	283	2	n.	n.	NOUN
ijassa-1251	283	3	t.	t.	PROPN
ijassa-1251	283	4	viet	viet	PROPN
ijassa-1251	283	5	,	,	PUNCT
ijassa-1251	283	6	a.	a.	NOUN
ijassa-1251	283	7	kravets	kravet	NOUN
ijassa-1251	283	8	copyright	copyright	NOUN
ijassa-1251	284	1	©	©	PROPN
ijassa-1251	284	2	2023	2023	NUM
ijassa-1251	284	3	assa	assa	PROPN
ijassa-1251	284	4	adv	adv	PROPN
ijassa-1251	284	5	.	.	PUNCT
ijassa-1251	285	1	in	in	ADP
ijassa-1251	285	2	systems	system	NOUN
ijassa-1251	285	3	science	science	NOUN
ijassa-1251	285	4	and	and	CCONJ
ijassa-1251	285	5	appl	appl	NOUN
ijassa-1251	285	6	.	.	PUNCT
ijassa-1251	286	1	(	(	PUNCT
ijassa-1251	286	2	2023	2023	NUM
ijassa-1251	286	3	)	)	PUNCT
ijassa-1251	286	4	figure	figure	NOUN
ijassa-1251	286	5	16	16	NUM
ijassa-1251	286	6	.	.	PUNCT
ijassa-1251	287	1	silhouette	silhouette	NOUN
ijassa-1251	287	2	analysis	analysis	NOUN
ijassa-1251	287	3	for	for	ADP
ijassa-1251	287	4	optimal	optimal	ADJ
ijassa-1251	287	5	cluster	cluster	NOUN
ijassa-1251	287	6	number	number	NOUN
ijassa-1251	287	7	for	for	ADP
ijassa-1251	287	8	this	this	DET
ijassa-1251	287	9	reason	reason	NOUN
ijassa-1251	287	10	,	,	PUNCT
ijassa-1251	287	11	by	by	ADP
ijassa-1251	287	12	using	use	VERB
ijassa-1251	287	13	the	the	DET
ijassa-1251	287	14	k	k	ADJ
ijassa-1251	287	15	-	-	PUNCT
ijassa-1251	287	16	means	means	NOUN
ijassa-1251	287	17	algorithm	algorithm	NOUN
ijassa-1251	287	18	we	we	PRON
ijassa-1251	287	19	divide	divide	VERB
ijassa-1251	287	20	3496	3496	NUM
ijassa-1251	287	21	extracted	extract	VERB
ijassa-1251	287	22	phrases	phrase	NOUN
ijassa-1251	287	23	into	into	ADP
ijassa-1251	287	24	112	112	NUM
ijassa-1251	287	25	clusters	cluster	NOUN
ijassa-1251	287	26	,	,	PUNCT
ijassa-1251	287	27	herein	herein	NOUN
ijassa-1251	287	28	15	15	NUM
ijassa-1251	287	29	out	out	ADP
ijassa-1251	287	30	of	of	ADP
ijassa-1251	287	31	these	these	DET
ijassa-1251	287	32	112	112	NUM
ijassa-1251	287	33	clusters	cluster	NOUN
ijassa-1251	287	34	are	be	AUX
ijassa-1251	287	35	demonstrated	demonstrate	VERB
ijassa-1251	287	36	in	in	ADP
ijassa-1251	287	37	figure	figure	NOUN
ijassa-1251	287	38	17	17	NUM
ijassa-1251	287	39	(	(	PUNCT
ijassa-1251	287	40	only	only	ADV
ijassa-1251	287	41	some	some	DET
ijassa-1251	287	42	prominent	prominent	ADJ
ijassa-1251	287	43	phrases	phrase	NOUN
ijassa-1251	287	44	of	of	ADP
ijassa-1251	287	45	each	each	DET
ijassa-1251	287	46	cluster	cluster	NOUN
ijassa-1251	287	47	are	be	AUX
ijassa-1251	287	48	shown	show	VERB
ijassa-1251	287	49	)	)	PUNCT
ijassa-1251	287	50	.	.	PUNCT
ijassa-1251	288	1	additionally	additionally	ADV
ijassa-1251	288	2	,	,	PUNCT
ijassa-1251	288	3	the	the	DET
ijassa-1251	288	4	principle	principle	ADJ
ijassa-1251	288	5	component	component	NOUN
ijassa-1251	288	6	analysis	analysis	NOUN
ijassa-1251	288	7	(	(	PUNCT
ijassa-1251	288	8	pca	pca	NOUN
ijassa-1251	288	9	)	)	PUNCT
ijassa-1251	288	10	method	method	NOUN
ijassa-1251	288	11	is	be	AUX
ijassa-1251	288	12	adopted	adopt	VERB
ijassa-1251	288	13	to	to	PART
ijassa-1251	288	14	convert	convert	VERB
ijassa-1251	288	15	these	these	DET
ijassa-1251	288	16	phrase	phrase	NOUN
ijassa-1251	288	17	vectors	vector	NOUN
ijassa-1251	288	18	(	(	PUNCT
ijassa-1251	288	19	768	768	NUM
ijassa-1251	288	20	dimensions	dimension	NOUN
ijassa-1251	288	21	)	)	PUNCT
ijassa-1251	288	22	into	into	ADP
ijassa-1251	288	23	2d	2d	NUM
ijassa-1251	288	24	vectors	vector	NOUN
ijassa-1251	288	25	for	for	ADP
ijassa-1251	288	26	visualization	visualization	NOUN
ijassa-1251	288	27	.	.	PUNCT
ijassa-1251	289	1	figure	figure	NOUN
ijassa-1251	289	2	17	17	NUM
ijassa-1251	289	3	.	.	PUNCT
ijassa-1251	290	1	visualization	visualization	NOUN
ijassa-1251	290	2	of	of	ADP
ijassa-1251	290	3	15	15	NUM
ijassa-1251	290	4	phrase	phrase	NOUN
ijassa-1251	290	5	clusters	cluster	NOUN
ijassa-1251	290	6	extracted	extract	VERB
ijassa-1251	290	7	from	from	ADP
ijassa-1251	290	8	samsung	samsung	PROPN
ijassa-1251	290	9	patent	patent	NOUN
ijassa-1251	290	10	applications	application	NOUN
ijassa-1251	290	11	subsequently	subsequently	ADV
ijassa-1251	290	12	,	,	PUNCT
ijassa-1251	290	13	from	from	ADP
ijassa-1251	290	14	the	the	DET
ijassa-1251	290	15	obtained	obtain	VERB
ijassa-1251	290	16	clusters	cluster	NOUN
ijassa-1251	290	17	we	we	PRON
ijassa-1251	290	18	have	have	AUX
ijassa-1251	290	19	inferred	infer	VERB
ijassa-1251	290	20	16	16	NUM
ijassa-1251	290	21	technological	technological	ADJ
ijassa-1251	290	22	sectors	sector	NOUN
ijassa-1251	290	23	,	,	PUNCT
ijassa-1251	290	24	which	which	PRON
ijassa-1251	290	25	are	be	AUX
ijassa-1251	290	26	considered	consider	VERB
ijassa-1251	290	27	as	as	ADP
ijassa-1251	290	28	technology	technology	NOUN
ijassa-1251	290	29	trends	trend	NOUN
ijassa-1251	290	30	in	in	ADP
ijassa-1251	290	31	2022	2022	NUM
ijassa-1251	290	32	.	.	PUNCT
ijassa-1251	291	1	also	also	ADV
ijassa-1251	291	2	,	,	PUNCT
ijassa-1251	291	3	domain	domain	NOUN
ijassa-1251	291	4	experts	expert	NOUN
ijassa-1251	291	5	have	have	AUX
ijassa-1251	291	6	recently	recently	ADV
ijassa-1251	291	7	proved	prove	VERB
ijassa-1251	291	8	these	these	DET
ijassa-1251	291	9	trends	trend	NOUN
ijassa-1251	291	10	by	by	ADP
ijassa-1251	291	11	their	their	PRON
ijassa-1251	291	12	published	publish	VERB
ijassa-1251	291	13	articles	article	NOUN
ijassa-1251	291	14	,	,	PUNCT
ijassa-1251	291	15	which	which	PRON
ijassa-1251	291	16	are	be	AUX
ijassa-1251	291	17	placed	place	VERB
ijassa-1251	291	18	in	in	ADP
ijassa-1251	291	19	corresponding	correspond	VERB
ijassa-1251	291	20	following	follow	VERB
ijassa-1251	291	21	phrase	phrase	NOUN
ijassa-1251	291	22	clusters	cluster	NOUN
ijassa-1251	291	23	:	:	PUNCT
ijassa-1251	291	24	1	1	NUM
ijassa-1251	291	25	)	)	PUNCT
ijassa-1251	291	26	semiconductor	semiconductor	NOUN
ijassa-1251	291	27	industry	industry	NOUN
ijassa-1251	291	28	,	,	PUNCT
ijassa-1251	291	29	storage	storage	NOUN
ijassa-1251	291	30	and	and	CCONJ
ijassa-1251	291	31	computing	computing	NOUN
ijassa-1251	291	32	integration	integration	NOUN
ijassa-1251	291	33	,	,	PUNCT
ijassa-1251	291	34	ic	ic	PROPN
ijassa-1251	291	35	packaging	packaging	NOUN
ijassa-1251	291	36	(	(	PUNCT
ijassa-1251	291	37	phrases	phrase	NOUN
ijassa-1251	291	38	:	:	PUNCT
ijassa-1251	291	39	3d	3d	NUM
ijassa-1251	291	40	semiconductor	semiconductor	NOUN
ijassa-1251	291	41	memory	memory	NOUN
ijassa-1251	291	42	device	device	NOUN
ijassa-1251	291	43	,	,	PUNCT
ijassa-1251	291	44	semiconductor	semiconductor	NOUN
ijassa-1251	291	45	package	package	NOUN
ijassa-1251	291	46	device	device	NOUN
ijassa-1251	291	47	,	,	PUNCT
ijassa-1251	291	48	memory	memory	NOUN
ijassa-1251	291	49	storage	storage	NOUN
ijassa-1251	291	50	device	device	NOUN
ijassa-1251	291	51	,	,	PUNCT
ijassa-1251	291	52	on	on	ADP
ijassa-1251	291	53	-	-	PUNCT
ijassa-1251	291	54	chip	chip	NOUN
ijassa-1251	291	55	storage	storage	NOUN
ijassa-1251	291	56	,	,	PUNCT
ijassa-1251	291	57	semiconductor	semiconductor	NOUN
ijassa-1251	291	58	chip	chip	NOUN
ijassa-1251	291	59	,	,	PUNCT
ijassa-1251	291	60	semiconductor	semiconductor	NOUN
ijassa-1251	291	61	memory	memory	NOUN
ijassa-1251	291	62	device	device	NOUN
ijassa-1251	291	63	,	,	PUNCT
ijassa-1251	291	64	oxide	oxide	NOUN
ijassa-1251	291	65	semiconductor	semiconductor	NOUN
ijassa-1251	291	66	material	material	NOUN
ijassa-1251	291	67	,	,	PUNCT
ijassa-1251	291	68	integrated	integrated	ADJ
ijassa-1251	291	69	circuit	circuit	NOUN
ijassa-1251	291	70	semiconductor	semiconductor	NOUN
ijassa-1251	291	71	device	device	NOUN
ijassa-1251	291	72	,	,	PUNCT
ijassa-1251	291	73	in	in	ADP
ijassa-1251	291	74	-	-	PUNCT
ijassa-1251	291	75	memory	memory	NOUN
ijassa-1251	291	76	operation	operation	NOUN
ijassa-1251	291	77	unit	unit	NOUN
ijassa-1251	291	78	,	,	PUNCT
ijassa-1251	291	79	in	in	ADP
ijassa-1251	291	80	-	-	PUNCT
ijassa-1251	291	81	memory	memory	NOUN
ijassa-1251	291	82	processing	processing	NOUN
ijassa-1251	291	83	,	,	PUNCT
ijassa-1251	291	84	processor	processor	NOUN
ijassa-1251	291	85	-	-	PUNCT
ijassa-1251	291	86	in	in	ADP
ijassa-1251	291	87	-	-	PUNCT
ijassa-1251	291	88	memory	memory	NOUN
ijassa-1251	291	89	,	,	PUNCT
ijassa-1251	291	90	in	in	ADP
ijassa-1251	291	91	-	-	PUNCT
ijassa-1251	291	92	memory	memory	NOUN
ijassa-1251	291	93	computation	computation	NOUN
ijassa-1251	291	94	,	,	PUNCT
ijassa-1251	291	95	chip	chip	NOUN
ijassa-1251	291	96	-	-	PUNCT
ijassa-1251	291	97	stacked	stack	VERB
ijassa-1251	291	98	semiconductor	semiconductor	NOUN
ijassa-1251	291	99	package	package	NOUN
ijassa-1251	291	100	,	,	PUNCT
ijassa-1251	291	101	package	package	NOUN
ijassa-1251	291	102	-	-	PUNCT
ijassa-1251	291	103	on	on	ADP
ijassa-1251	291	104	-	-	PUNCT
ijassa-1251	291	105	package	package	NOUN
ijassa-1251	291	106	device	device	NOUN
ijassa-1251	291	107	,	,	PUNCT
ijassa-1251	291	108	etc	etc	X
ijassa-1251	291	109	.	.	X
ijassa-1251	291	110	):	):	PUNCT
ijassa-1251	291	111	this	this	PRON
ijassa-1251	291	112	can	can	AUX
ijassa-1251	291	113	remove	remove	VERB
ijassa-1251	291	114	the	the	DET
ijassa-1251	291	115	delay	delay	NOUN
ijassa-1251	291	116	and	and	CCONJ
ijassa-1251	291	117	power	power	NOUN
ijassa-1251	291	118	consumption	consumption	NOUN
ijassa-1251	291	119	of	of	ADP
ijassa-1251	291	120	data	datum	NOUN
ijassa-1251	291	121	transfer	transfer	NOUN
ijassa-1251	291	122	,	,	PUNCT
ijassa-1251	291	123	hundreds	hundred	NOUN
ijassa-1251	291	124	of	of	ADP
ijassa-1251	291	125	times	time	NOUN
ijassa-1251	291	126	more	more	ADV
ijassa-1251	291	127	efficient	efficient	ADJ
ijassa-1251	291	128	ai	ai	AUX
ijassa-1251	291	129	computing	compute	VERB
ijassa-1251	291	130	,	,	PUNCT
ijassa-1251	291	131	hence	hence	ADV
ijassa-1251	291	132	it	it	PRON
ijassa-1251	291	133	is	be	AUX
ijassa-1251	291	134	especially	especially	ADV
ijassa-1251	291	135	appropriate	appropriate	ADJ
ijassa-1251	291	136	for	for	ADP
ijassa-1251	291	137	neural	neural	ADJ
ijassa-1251	291	138	networks	network	NOUN
ijassa-1251	291	139	[	[	X
ijassa-1251	291	140	4	4	NUM
ijassa-1251	291	141	]	]	PUNCT
ijassa-1251	291	142	,	,	PUNCT
ijassa-1251	291	143	[	[	X
ijassa-1251	291	144	43	43	NUM
ijassa-1251	291	145	]	]	PUNCT
ijassa-1251	291	146	.	.	PUNCT
ijassa-1251	292	1	a	a	DET
ijassa-1251	292	2	novel	novel	ADJ
ijassa-1251	292	3	method	method	NOUN
ijassa-1251	292	4	for	for	ADP
ijassa-1251	292	5	predicting	predict	VERB
ijassa-1251	292	6	technology	technology	NOUN
ijassa-1251	292	7	trends	trend	NOUN
ijassa-1251	292	8	…	…	PUNCT
ijassa-1251	292	9	85	85	NUM
ijassa-1251	292	10	copyright	copyright	NOUN
ijassa-1251	292	11	©	©	PROPN
ijassa-1251	292	12	2023	2023	NUM
ijassa-1251	292	13	assa	assa	NOUN
ijassa-1251	292	14	.	.	PUNCT
ijassa-1251	293	1	adv	adv	PROPN
ijassa-1251	293	2	.	.	PUNCT
ijassa-1251	294	1	in	in	ADP
ijassa-1251	294	2	systems	system	NOUN
ijassa-1251	294	3	science	science	NOUN
ijassa-1251	294	4	and	and	CCONJ
ijassa-1251	294	5	appl	appl	NOUN
ijassa-1251	294	6	.	.	PUNCT
ijassa-1251	295	1	(	(	PUNCT
ijassa-1251	295	2	2023	2023	NUM
ijassa-1251	295	3	)	)	PUNCT
ijassa-1251	295	4	2	2	NUM
ijassa-1251	295	5	)	)	PUNCT
ijassa-1251	295	6	wireless	wireless	ADJ
ijassa-1251	295	7	technology	technology	NOUN
ijassa-1251	295	8	,	,	PUNCT
ijassa-1251	295	9	5	5	NUM
ijassa-1251	295	10	g	g	NOUN
ijassa-1251	295	11	network	network	NOUN
ijassa-1251	295	12	(	(	PUNCT
ijassa-1251	295	13	phrases	phrase	NOUN
ijassa-1251	295	14	:	:	PUNCT
ijassa-1251	295	15	cellular	cellular	ADJ
ijassa-1251	295	16	wireless	wireless	ADJ
ijassa-1251	295	17	communication	communication	NOUN
ijassa-1251	295	18	system	system	NOUN
ijassa-1251	295	19	,	,	PUNCT
ijassa-1251	295	20	wireless	wireless	ADJ
ijassa-1251	295	21	communication	communication	NOUN
ijassa-1251	295	22	apparatus	apparatus	NOUN
ijassa-1251	295	23	,	,	PUNCT
ijassa-1251	295	24	wireless	wireless	ADJ
ijassa-1251	295	25	power	power	NOUN
ijassa-1251	295	26	transmitter	transmitter	NOUN
ijassa-1251	295	27	,	,	PUNCT
ijassa-1251	295	28	wireless	wireless	ADJ
ijassa-1251	295	29	charging	charging	NOUN
ijassa-1251	295	30	method	method	NOUN
ijassa-1251	295	31	,	,	PUNCT
ijassa-1251	295	32	mmwave	mmwave	NOUN
ijassa-1251	295	33	antenna	antenna	NOUN
ijassa-1251	295	34	module	module	NOUN
ijassa-1251	295	35	,	,	PUNCT
ijassa-1251	295	36	pre-5th	pre-5th	NOUN
ijassa-1251	295	37	-	-	PUNCT
ijassa-1251	295	38	generation	generation	NOUN
ijassa-1251	295	39	,	,	PUNCT
ijassa-1251	295	40	5th	5th	ADJ
ijassa-1251	295	41	generation	generation	NOUN
ijassa-1251	295	42	,	,	PUNCT
ijassa-1251	295	43	etc	etc	X
ijassa-1251	295	44	.	.	X
ijassa-1251	295	45	):	):	PUNCT
ijassa-1251	295	46	5	5	NUM
ijassa-1251	295	47	g	g	NOUN
ijassa-1251	295	48	construction	construction	NOUN
ijassa-1251	295	49	focuses	focus	VERB
ijassa-1251	295	50	on	on	ADP
ijassa-1251	295	51	independent	independent	ADJ
ijassa-1251	295	52	networking	networking	NOUN
ijassa-1251	295	53	and	and	CCONJ
ijassa-1251	295	54	millimeter	millimeter	NOUN
ijassa-1251	295	55	-	-	PUNCT
ijassa-1251	295	56	wave	wave	NOUN
ijassa-1251	295	57	[	[	X
ijassa-1251	295	58	4	4	NUM
ijassa-1251	295	59	]	]	PUNCT
ijassa-1251	295	60	.	.	PUNCT
ijassa-1251	296	1	3	3	X
ijassa-1251	296	2	)	)	PUNCT
ijassa-1251	296	3	electronic	electronic	ADJ
ijassa-1251	296	4	design	design	NOUN
ijassa-1251	296	5	automation	automation	NOUN
ijassa-1251	296	6	–	–	PUNCT
ijassa-1251	296	7	eda	eda	PROPN
ijassa-1251	296	8	(	(	PUNCT
ijassa-1251	296	9	phrases	phrase	NOUN
ijassa-1251	296	10	:	:	PUNCT
ijassa-1251	296	11	semiconductor	semiconductor	NOUN
ijassa-1251	296	12	chip	chip	NOUN
ijassa-1251	296	13	design	design	NOUN
ijassa-1251	296	14	,	,	PUNCT
ijassa-1251	296	15	first	first	ADJ
ijassa-1251	296	16	chip	chip	NOUN
ijassa-1251	296	17	structure	structure	NOUN
ijassa-1251	296	18	,	,	PUNCT
ijassa-1251	296	19	first	first	ADJ
ijassa-1251	296	20	eda	eda	PROPN
ijassa-1251	296	21	tools	tool	NOUN
ijassa-1251	296	22	,	,	PUNCT
ijassa-1251	296	23	first	first	ADJ
ijassa-1251	296	24	electronic	electronic	ADJ
ijassa-1251	296	25	device	device	NOUN
ijassa-1251	296	26	,	,	PUNCT
ijassa-1251	296	27	etc	etc	X
ijassa-1251	296	28	.	.	X
ijassa-1251	296	29	):	):	PUNCT
ijassa-1251	296	30	ai	ai	VERB
ijassa-1251	296	31	will	will	AUX
ijassa-1251	296	32	not	not	PART
ijassa-1251	296	33	only	only	ADV
ijassa-1251	296	34	be	be	AUX
ijassa-1251	296	35	the	the	DET
ijassa-1251	296	36	final	final	ADJ
ijassa-1251	296	37	formation	formation	NOUN
ijassa-1251	296	38	of	of	ADP
ijassa-1251	296	39	eda	eda	PROPN
ijassa-1251	296	40	development	development	NOUN
ijassa-1251	296	41	in	in	ADP
ijassa-1251	296	42	future	future	NOUN
ijassa-1251	296	43	,	,	PUNCT
ijassa-1251	296	44	but	but	CCONJ
ijassa-1251	296	45	also	also	ADV
ijassa-1251	296	46	the	the	DET
ijassa-1251	296	47	central	central	ADJ
ijassa-1251	296	48	solution	solution	NOUN
ijassa-1251	296	49	to	to	PART
ijassa-1251	296	50	enhance	enhance	VERB
ijassa-1251	296	51	the	the	DET
ijassa-1251	296	52	performance	performance	NOUN
ijassa-1251	296	53	of	of	ADP
ijassa-1251	296	54	the	the	DET
ijassa-1251	296	55	chip	chip	NOUN
ijassa-1251	296	56	design	design	NOUN
ijassa-1251	296	57	in	in	ADP
ijassa-1251	296	58	the	the	DET
ijassa-1251	296	59	upcoming	upcoming	ADJ
ijassa-1251	296	60	years	year	NOUN
ijassa-1251	297	1	[	[	X
ijassa-1251	297	2	4	4	NUM
ijassa-1251	297	3	]	]	PUNCT
ijassa-1251	297	4	.	.	PUNCT
ijassa-1251	298	1	4	4	X
ijassa-1251	298	2	)	)	PUNCT
ijassa-1251	298	3	autonomous	autonomous	ADJ
ijassa-1251	298	4	driving	driving	NOUN
ijassa-1251	298	5	technology	technology	NOUN
ijassa-1251	298	6	(	(	PUNCT
ijassa-1251	298	7	phrases	phrase	NOUN
ijassa-1251	298	8	:	:	PUNCT
ijassa-1251	298	9	autonomous	autonomous	ADJ
ijassa-1251	298	10	driving	driving	NOUN
ijassa-1251	298	11	vehicle	vehicle	NOUN
ijassa-1251	298	12	,	,	PUNCT
ijassa-1251	298	13	automatic	automatic	ADJ
ijassa-1251	298	14	driving	driving	NOUN
ijassa-1251	298	15	device	device	NOUN
ijassa-1251	298	16	,	,	PUNCT
ijassa-1251	298	17	driving	drive	VERB
ijassa-1251	298	18	method	method	NOUN
ijassa-1251	298	19	,	,	PUNCT
ijassa-1251	298	20	smart	smart	ADJ
ijassa-1251	298	21	car	car	NOUN
ijassa-1251	298	22	,	,	PUNCT
ijassa-1251	298	23	lidar	lidar	NOUN
ijassa-1251	298	24	sensor	sensor	NOUN
ijassa-1251	298	25	,	,	PUNCT
ijassa-1251	298	26	etc	etc	X
ijassa-1251	298	27	.	.	X
ijassa-1251	298	28	):	):	PUNCT
ijassa-1251	298	29	in	in	ADP
ijassa-1251	298	30	the	the	DET
ijassa-1251	298	31	future	future	NOUN
ijassa-1251	298	32	the	the	DET
ijassa-1251	298	33	car	car	NOUN
ijassa-1251	298	34	will	will	AUX
ijassa-1251	298	35	certainly	certainly	ADV
ijassa-1251	298	36	be	be	AUX
ijassa-1251	298	37	an	an	DET
ijassa-1251	298	38	electromechanical	electromechanical	ADJ
ijassa-1251	298	39	intelligence	intelligence	NOUN
ijassa-1251	298	40	.	.	PUNCT
ijassa-1251	299	1	the	the	DET
ijassa-1251	299	2	current	current	ADJ
ijassa-1251	299	3	subsystems	subsystem	NOUN
ijassa-1251	299	4	are	be	AUX
ijassa-1251	299	5	integrated	integrate	VERB
ijassa-1251	299	6	as	as	ADV
ijassa-1251	299	7	much	much	ADV
ijassa-1251	299	8	as	as	ADP
ijassa-1251	299	9	possible	possible	ADJ
ijassa-1251	299	10	will	will	AUX
ijassa-1251	299	11	be	be	AUX
ijassa-1251	299	12	a	a	DET
ijassa-1251	299	13	trend	trend	NOUN
ijassa-1251	300	1	[	[	X
ijassa-1251	300	2	4	4	NUM
ijassa-1251	300	3	]	]	PUNCT
ijassa-1251	300	4	,	,	PUNCT
ijassa-1251	301	1	[	[	X
ijassa-1251	301	2	1	1	NUM
ijassa-1251	301	3	]	]	PUNCT
ijassa-1251	301	4	,	,	PUNCT
ijassa-1251	301	5	[	[	X
ijassa-1251	301	6	45	45	NUM
ijassa-1251	301	7	]	]	PUNCT
ijassa-1251	301	8	.	.	PUNCT
ijassa-1251	302	1	5	5	X
ijassa-1251	302	2	)	)	PUNCT
ijassa-1251	302	3	bio	bio	ADJ
ijassa-1251	302	4	-	-	ADJ
ijassa-1251	302	5	sensing	sense	VERB
ijassa-1251	302	6	-	-	PUNCT
ijassa-1251	302	7	ppg	ppg	NOUN
ijassa-1251	302	8	(	(	PUNCT
ijassa-1251	302	9	photoplethysmography	photoplethysmography	NOUN
ijassa-1251	302	10	)	)	PUNCT
ijassa-1251	302	11	technology	technology	NOUN
ijassa-1251	302	12	(	(	PUNCT
ijassa-1251	302	13	phrases	phrase	NOUN
ijassa-1251	302	14	:	:	PUNCT
ijassa-1251	302	15	photoplethysmography	photoplethysmography	NOUN
ijassa-1251	302	16	sensor	sensor	NOUN
ijassa-1251	302	17	,	,	PUNCT
ijassa-1251	302	18	wearable	wearable	ADJ
ijassa-1251	302	19	device	device	NOUN
ijassa-1251	302	20	,	,	PUNCT
ijassa-1251	302	21	ear	ear	VERB
ijassa-1251	302	22	wearable	wearable	ADJ
ijassa-1251	302	23	device	device	NOUN
ijassa-1251	302	24	,	,	PUNCT
ijassa-1251	302	25	blood	blood	NOUN
ijassa-1251	302	26	pressure	pressure	NOUN
ijassa-1251	302	27	,	,	PUNCT
ijassa-1251	302	28	systolic	systolic	ADJ
ijassa-1251	302	29	blood	blood	NOUN
ijassa-1251	302	30	pressure	pressure	NOUN
ijassa-1251	302	31	,	,	PUNCT
ijassa-1251	302	32	mean	mean	VERB
ijassa-1251	302	33	arterial	arterial	ADJ
ijassa-1251	302	34	pressure	pressure	NOUN
ijassa-1251	302	35	,	,	PUNCT
ijassa-1251	302	36	hemoglobin	hemoglobin	NOUN
ijassa-1251	302	37	index	index	NOUN
ijassa-1251	302	38	,	,	PUNCT
ijassa-1251	302	39	cardiac	cardiac	ADJ
ijassa-1251	302	40	output	output	NOUN
ijassa-1251	302	41	,	,	PUNCT
ijassa-1251	302	42	blood	blood	NOUN
ijassa-1251	302	43	vessel	vessel	NOUN
ijassa-1251	302	44	,	,	PUNCT
ijassa-1251	302	45	pulmonary	pulmonary	ADJ
ijassa-1251	302	46	health	health	NOUN
ijassa-1251	302	47	parameter	parameter	NOUN
ijassa-1251	302	48	,	,	PUNCT
ijassa-1251	302	49	blood	blood	NOUN
ijassa-1251	302	50	compound	compound	NOUN
ijassa-1251	302	51	concentration	concentration	NOUN
ijassa-1251	302	52	value	value	NOUN
ijassa-1251	302	53	,	,	PUNCT
ijassa-1251	302	54	etc	etc	X
ijassa-1251	302	55	.	.	X
ijassa-1251	302	56	):	):	PUNCT
ijassa-1251	302	57	with	with	ADP
ijassa-1251	302	58	upgrading	upgrade	VERB
ijassa-1251	302	59	algorithm	algorithm	NOUN
ijassa-1251	302	60	,	,	PUNCT
ijassa-1251	302	61	wearable	wearable	ADJ
ijassa-1251	302	62	devices	device	NOUN
ijassa-1251	302	63	are	be	AUX
ijassa-1251	302	64	more	more	ADV
ijassa-1251	302	65	and	and	CCONJ
ijassa-1251	302	66	more	more	ADV
ijassa-1251	302	67	likely	likely	ADJ
ijassa-1251	302	68	to	to	PART
ijassa-1251	302	69	represent	represent	VERB
ijassa-1251	302	70	ppg	ppg	PROPN
ijassa-1251	302	71	-	-	PUNCT
ijassa-1251	302	72	based	base	VERB
ijassa-1251	302	73	bio	bio	NOUN
ijassa-1251	302	74	-	-	ADJ
ijassa-1251	302	75	sensing	sensing	ADJ
ijassa-1251	302	76	functioning	functioning	NOUN
ijassa-1251	302	77	,	,	PUNCT
ijassa-1251	302	78	which	which	PRON
ijassa-1251	302	79	can	can	AUX
ijassa-1251	302	80	determine	determine	VERB
ijassa-1251	302	81	not	not	PART
ijassa-1251	302	82	only	only	ADV
ijassa-1251	302	83	heart	heart	NOUN
ijassa-1251	302	84	rate	rate	NOUN
ijassa-1251	302	85	,	,	PUNCT
ijassa-1251	302	86	but	but	CCONJ
ijassa-1251	302	87	also	also	ADV
ijassa-1251	302	88	other	other	ADJ
ijassa-1251	302	89	parameters	parameter	NOUN
ijassa-1251	302	90	like	like	ADP
ijassa-1251	302	91	body	body	NOUN
ijassa-1251	302	92	hydration	hydration	NOUN
ijassa-1251	302	93	,	,	PUNCT
ijassa-1251	302	94	blood	blood	NOUN
ijassa-1251	302	95	lipid	lipid	NOUN
ijassa-1251	302	96	,	,	PUNCT
ijassa-1251	302	97	blood	blood	NOUN
ijassa-1251	302	98	glucose	glucose	NOUN
ijassa-1251	302	99	,	,	PUNCT
ijassa-1251	302	100	and	and	CCONJ
ijassa-1251	302	101	blood	blood	NOUN
ijassa-1251	302	102	oxygen	oxygen	NOUN
ijassa-1251	302	103	levels	level	NOUN
ijassa-1251	302	104	in	in	ADP
ijassa-1251	302	105	the	the	DET
ijassa-1251	302	106	future	future	NOUN
ijassa-1251	303	1	[	[	X
ijassa-1251	303	2	45	45	NUM
ijassa-1251	303	3	]	]	PUNCT
ijassa-1251	303	4	.	.	PUNCT
ijassa-1251	304	1	6	6	X
ijassa-1251	304	2	)	)	PUNCT
ijassa-1251	304	3	metaverse	metaverse	NOUN
ijassa-1251	304	4	–	–	PUNCT
ijassa-1251	304	5	eye	eye	NOUN
ijassa-1251	304	6	tracking	tracking	NOUN
ijassa-1251	304	7	and	and	CCONJ
ijassa-1251	304	8	3d	3d	NUM
ijassa-1251	304	9	sensing	sensing	NOUN
ijassa-1251	304	10	(	(	PUNCT
ijassa-1251	304	11	phrases	phrase	NOUN
ijassa-1251	304	12	:	:	PUNCT
ijassa-1251	304	13	vr	vr	NOUN
ijassa-1251	304	14	image	image	NOUN
ijassa-1251	304	15	,	,	PUNCT
ijassa-1251	304	16	screen	screen	NOUN
ijassa-1251	304	17	mirroring	mirroring	NOUN
ijassa-1251	304	18	,	,	PUNCT
ijassa-1251	304	19	virtual	virtual	ADJ
ijassa-1251	304	20	3d	3d	NUM
ijassa-1251	304	21	graphic	graphic	ADJ
ijassa-1251	304	22	information	information	NOUN
ijassa-1251	304	23	,	,	PUNCT
ijassa-1251	304	24	3d	3d	PROPN
ijassa-1251	304	25	navigation	navigation	NOUN
ijassa-1251	304	26	information	information	NOUN
ijassa-1251	304	27	,	,	PUNCT
ijassa-1251	304	28	reconstructed	reconstruct	VERB
ijassa-1251	304	29	3d	3d	NUM
ijassa-1251	304	30	point	point	NOUN
ijassa-1251	304	31	cloud	cloud	NOUN
ijassa-1251	304	32	,	,	PUNCT
ijassa-1251	304	33	eye	eye	NOUN
ijassa-1251	304	34	tracking	tracking	NOUN
ijassa-1251	304	35	sensor	sensor	NOUN
ijassa-1251	304	36	,	,	PUNCT
ijassa-1251	304	37	object	object	VERB
ijassa-1251	304	38	recognition	recognition	NOUN
ijassa-1251	304	39	method	method	NOUN
ijassa-1251	304	40	,	,	PUNCT
ijassa-1251	304	41	sensor	sensor	NOUN
ijassa-1251	304	42	-	-	PUNCT
ijassa-1251	304	43	detected	detect	VERB
ijassa-1251	304	44	movement	movement	NOUN
ijassa-1251	304	45	,	,	PUNCT
ijassa-1251	304	46	trigger	trigger	NOUN
ijassa-1251	304	47	recognition	recognition	NOUN
ijassa-1251	304	48	,	,	PUNCT
ijassa-1251	304	49	target	target	VERB
ijassa-1251	304	50	tracking	tracking	NOUN
ijassa-1251	304	51	method	method	NOUN
ijassa-1251	304	52	,	,	PUNCT
ijassa-1251	304	53	near	near	ADP
ijassa-1251	304	54	-	-	PUNCT
ijassa-1251	304	55	eye	eye	NOUN
ijassa-1251	304	56	display	display	NOUN
ijassa-1251	304	57	apparatus	apparatus	NOUN
ijassa-1251	304	58	,	,	PUNCT
ijassa-1251	304	59	position	position	NOUN
ijassa-1251	304	60	sensor	sensor	NOUN
ijassa-1251	304	61	,	,	PUNCT
ijassa-1251	304	62	etc	etc	X
ijassa-1251	304	63	.	.	X
ijassa-1251	304	64	)	)	PUNCT
ijassa-1251	305	1	[	[	X
ijassa-1251	305	2	45	45	NUM
ijassa-1251	305	3	]	]	PUNCT
ijassa-1251	305	4	.	.	PUNCT
ijassa-1251	305	5	7	7	X
ijassa-1251	305	6	)	)	PUNCT
ijassa-1251	305	7	proximity	proximity	NOUN
ijassa-1251	305	8	sensor	sensor	NOUN
ijassa-1251	305	9	(	(	PUNCT
ijassa-1251	305	10	phrases	phrase	VERB
ijassa-1251	305	11	:	:	PUNCT
ijassa-1251	305	12	first	first	ADJ
ijassa-1251	305	13	proximity	proximity	NOUN
ijassa-1251	305	14	sensor	sensor	NOUN
ijassa-1251	305	15	,	,	PUNCT
ijassa-1251	305	16	second	second	ADJ
ijassa-1251	305	17	proximity	proximity	NOUN
ijassa-1251	305	18	sensor	sensor	NOUN
ijassa-1251	305	19	,	,	PUNCT
ijassa-1251	305	20	photoelectric	photoelectric	ADJ
ijassa-1251	305	21	device	device	NOUN
ijassa-1251	305	22	,	,	PUNCT
ijassa-1251	305	23	photoelectric	photoelectric	ADJ
ijassa-1251	305	24	conversion	conversion	NOUN
ijassa-1251	305	25	,	,	PUNCT
ijassa-1251	305	26	etc	etc	X
ijassa-1251	305	27	.	.	X
ijassa-1251	305	28	):	):	PUNCT
ijassa-1251	305	29	the	the	DET
ijassa-1251	305	30	proximity	proximity	NOUN
ijassa-1251	305	31	sensor	sensor	NOUN
ijassa-1251	305	32	market	market	NOUN
ijassa-1251	305	33	was	be	AUX
ijassa-1251	305	34	evaluated	evaluate	VERB
ijassa-1251	305	35	at	at	ADP
ijassa-1251	305	36	3790.5	3790.5	NUM
ijassa-1251	305	37	million	million	NUM
ijassa-1251	305	38	usd	usd	NOUN
ijassa-1251	305	39	in	in	ADP
ijassa-1251	305	40	2020	2020	NUM
ijassa-1251	305	41	and	and	CCONJ
ijassa-1251	305	42	is	be	AUX
ijassa-1251	305	43	predicted	predict	VERB
ijassa-1251	305	44	to	to	PART
ijassa-1251	305	45	achieve	achieve	VERB
ijassa-1251	305	46	5761.12	5761.12	NUM
ijassa-1251	305	47	million	million	NUM
ijassa-1251	305	48	usd	usd	NOUN
ijassa-1251	305	49	by	by	ADP
ijassa-1251	305	50	2026	2026	NUM
ijassa-1251	305	51	and	and	CCONJ
ijassa-1251	305	52	expand	expand	VERB
ijassa-1251	305	53	at	at	ADP
ijassa-1251	305	54	7.3	7.3	NUM
ijassa-1251	305	55	%	%	NOUN
ijassa-1251	305	56	cagr	cagr	NOUN
ijassa-1251	305	57	over	over	ADP
ijassa-1251	305	58	the	the	DET
ijassa-1251	305	59	period	period	NOUN
ijassa-1251	305	60	2021	2021	NUM
ijassa-1251	305	61	-	-	SYM
ijassa-1251	305	62	2026	2026	NUM
ijassa-1251	306	1	[	[	X
ijassa-1251	306	2	45	45	NUM
ijassa-1251	306	3	]	]	PUNCT
ijassa-1251	306	4	,	,	PUNCT
ijassa-1251	306	5	[	[	X
ijassa-1251	306	6	32	32	NUM
ijassa-1251	306	7	]	]	PUNCT
ijassa-1251	306	8	.	.	PUNCT
ijassa-1251	307	1	8)	8)	NUM
ijassa-1251	307	2	neuromorphic	neuromorphic	ADJ
ijassa-1251	307	3	computing	computing	NOUN
ijassa-1251	307	4	technology	technology	NOUN
ijassa-1251	307	5	(	(	PUNCT
ijassa-1251	307	6	phrases	phrase	NOUN
ijassa-1251	307	7	:	:	PUNCT
ijassa-1251	307	8	neural	neural	ADJ
ijassa-1251	307	9	network	network	NOUN
ijassa-1251	307	10	-	-	PUNCT
ijassa-1251	307	11	implementing	implement	VERB
ijassa-1251	307	12	neuromorphic	neuromorphic	ADJ
ijassa-1251	307	13	device	device	NOUN
ijassa-1251	307	14	,	,	PUNCT
ijassa-1251	307	15	neuromorphic	neuromorphic	ADJ
ijassa-1251	307	16	method	method	NOUN
ijassa-1251	307	17	,	,	PUNCT
ijassa-1251	307	18	processor	processor	NOUN
ijassa-1251	307	19	-	-	PUNCT
ijassa-1251	307	20	implemented	implement	VERB
ijassa-1251	307	21	neural	neural	ADJ
ijassa-1251	307	22	network	network	NOUN
ijassa-1251	307	23	,	,	PUNCT
ijassa-1251	307	24	neural	neural	ADJ
ijassa-1251	307	25	network	network	NOUN
ijassa-1251	307	26	accelerator	accelerator	NOUN
ijassa-1251	307	27	,	,	PUNCT
ijassa-1251	307	28	deep	deep	ADJ
ijassa-1251	307	29	convolutional	convolutional	ADJ
ijassa-1251	307	30	neural	neural	ADJ
ijassa-1251	307	31	network	network	NOUN
ijassa-1251	307	32	,	,	PUNCT
ijassa-1251	307	33	etc	etc	X
ijassa-1251	307	34	.	.	X
ijassa-1251	307	35	):	):	PUNCT
ijassa-1251	307	36	the	the	DET
ijassa-1251	307	37	prominent	prominent	ADJ
ijassa-1251	307	38	advantages	advantage	NOUN
ijassa-1251	307	39	of	of	ADP
ijassa-1251	307	40	neuromorphic	neuromorphic	ADJ
ijassa-1251	307	41	computing	computing	NOUN
ijassa-1251	307	42	in	in	ADP
ijassa-1251	307	43	comparison	comparison	NOUN
ijassa-1251	307	44	with	with	ADP
ijassa-1251	307	45	usual	usual	ADJ
ijassa-1251	307	46	procedures	procedure	NOUN
ijassa-1251	307	47	are	be	AUX
ijassa-1251	307	48	fast	fast	ADJ
ijassa-1251	307	49	executive	executive	ADJ
ijassa-1251	307	50	speed	speed	NOUN
ijassa-1251	307	51	,	,	PUNCT
ijassa-1251	307	52	energy	energy	NOUN
ijassa-1251	307	53	efficient	efficient	ADJ
ijassa-1251	307	54	,	,	PUNCT
ijassa-1251	307	55	minimizing	minimize	VERB
ijassa-1251	307	56	local	local	ADJ
ijassa-1251	307	57	failures	failure	NOUN
ijassa-1251	307	58	,	,	PUNCT
ijassa-1251	307	59	and	and	CCONJ
ijassa-1251	307	60	the	the	DET
ijassa-1251	307	61	capacity	capacity	NOUN
ijassa-1251	307	62	to	to	PART
ijassa-1251	307	63	process	process	VERB
ijassa-1251	307	64	and	and	CCONJ
ijassa-1251	307	65	learn	learn	VERB
ijassa-1251	307	66	simply	simply	ADV
ijassa-1251	307	67	.	.	PUNCT
ijassa-1251	308	1	the	the	DET
ijassa-1251	308	2	obvious	obvious	ADJ
ijassa-1251	308	3	potentials	potential	NOUN
ijassa-1251	308	4	for	for	ADP
ijassa-1251	308	5	ai	ai	NOUN
ijassa-1251	308	6	is	be	AUX
ijassa-1251	308	7	the	the	DET
ijassa-1251	308	8	greatest	great	ADJ
ijassa-1251	308	9	driving	driving	NOUN
ijassa-1251	308	10	force	force	NOUN
ijassa-1251	308	11	for	for	ADP
ijassa-1251	308	12	investing	invest	VERB
ijassa-1251	308	13	in	in	ADP
ijassa-1251	308	14	neuromorphic	neuromorphic	ADJ
ijassa-1251	308	15	computing	computing	NOUN
ijassa-1251	308	16	[	[	X
ijassa-1251	308	17	39	39	NUM
ijassa-1251	308	18	]	]	PUNCT
ijassa-1251	308	19	.	.	PUNCT
ijassa-1251	309	1	9	9	X
ijassa-1251	309	2	)	)	PUNCT
ijassa-1251	309	3	lithium	lithium	NOUN
ijassa-1251	309	4	-	-	PUNCT
ijassa-1251	309	5	ion	ion	NOUN
ijassa-1251	309	6	batteries	battery	NOUN
ijassa-1251	309	7	–	–	PUNCT
ijassa-1251	309	8	libs	lib	NOUN
ijassa-1251	309	9	(	(	PUNCT
ijassa-1251	309	10	phrases	phrase	NOUN
ijassa-1251	309	11	:	:	PUNCT
ijassa-1251	309	12	lithium	lithium	NOUN
ijassa-1251	309	13	battery	battery	NOUN
ijassa-1251	309	14	,	,	PUNCT
ijassa-1251	309	15	inorganic	inorganic	ADJ
ijassa-1251	309	16	lithium	lithium	NOUN
ijassa-1251	309	17	-	-	PUNCT
ijassa-1251	309	18	ion	ion	NOUN
ijassa-1251	309	19	conductor	conductor	NOUN
ijassa-1251	309	20	,	,	PUNCT
ijassa-1251	309	21	lithium	lithium	NOUN
ijassa-1251	309	22	-	-	PUNCT
ijassa-1251	309	23	air	air	NOUN
ijassa-1251	309	24	battery	battery	NOUN
ijassa-1251	309	25	,	,	PUNCT
ijassa-1251	309	26	lithium	lithium	NOUN
ijassa-1251	309	27	garnet	garnet	NOUN
ijassa-1251	309	28	,	,	PUNCT
ijassa-1251	309	29	battery	battery	NOUN
ijassa-1251	309	30	pack	pack	NOUN
ijassa-1251	309	31	uptime	uptime	NOUN
ijassa-1251	309	32	,	,	PUNCT
ijassa-1251	309	33	rechargeable	rechargeable	ADJ
ijassa-1251	309	34	battery	battery	NOUN
ijassa-1251	309	35	,	,	PUNCT
ijassa-1251	309	36	etc	etc	X
ijassa-1251	309	37	.	.	X
ijassa-1251	309	38	)	)	PUNCT
ijassa-1251	309	39	.	.	PUNCT
ijassa-1251	310	1	libs	lib	NOUN
ijassa-1251	310	2	have	have	AUX
ijassa-1251	310	3	been	be	AUX
ijassa-1251	310	4	one	one	NUM
ijassa-1251	310	5	of	of	ADP
ijassa-1251	310	6	the	the	DET
ijassa-1251	310	7	leading	lead	VERB
ijassa-1251	310	8	energy	energy	NOUN
ijassa-1251	310	9	storage	storage	NOUN
ijassa-1251	310	10	solutions	solution	NOUN
ijassa-1251	310	11	recently	recently	ADV
ijassa-1251	310	12	.	.	PUNCT
ijassa-1251	311	1	the	the	DET
ijassa-1251	311	2	market	market	NOUN
ijassa-1251	311	3	share	share	NOUN
ijassa-1251	311	4	and	and	CCONJ
ijassa-1251	311	5	application	application	NOUN
ijassa-1251	311	6	fields	field	NOUN
ijassa-1251	311	7	of	of	ADP
ijassa-1251	311	8	libs	lib	NOUN
ijassa-1251	311	9	have	have	AUX
ijassa-1251	311	10	been	be	AUX
ijassa-1251	311	11	increasing	increase	VERB
ijassa-1251	311	12	swiftly	swiftly	ADV
ijassa-1251	311	13	and	and	CCONJ
ijassa-1251	311	14	continuously	continuously	ADV
ijassa-1251	311	15	exhibiting	exhibit	VERB
ijassa-1251	311	16	a	a	DET
ijassa-1251	311	17	stable	stable	ADJ
ijassa-1251	311	18	rising	rise	VERB
ijassa-1251	311	19	trend	trend	NOUN
ijassa-1251	312	1	[	[	X
ijassa-1251	312	2	23	23	NUM
ijassa-1251	312	3	]	]	PUNCT
ijassa-1251	312	4	,	,	PUNCT
ijassa-1251	313	1	[	[	X
ijassa-1251	313	2	44	44	NUM
ijassa-1251	313	3	]	]	PUNCT
ijassa-1251	313	4	.	.	PUNCT
ijassa-1251	314	1	10	10	NUM
ijassa-1251	314	2	)	)	PUNCT
ijassa-1251	314	3	biometric	biometric	ADJ
ijassa-1251	314	4	industry	industry	NOUN
ijassa-1251	314	5	(	(	PUNCT
ijassa-1251	314	6	phrases	phrase	NOUN
ijassa-1251	314	7	:	:	PUNCT
ijassa-1251	314	8	biometric	biometric	ADJ
ijassa-1251	314	9	authentication	authentication	NOUN
ijassa-1251	314	10	smart	smart	ADJ
ijassa-1251	314	11	card	card	NOUN
ijassa-1251	314	12	,	,	PUNCT
ijassa-1251	314	13	biometric	biometric	ADJ
ijassa-1251	314	14	authentication	authentication	NOUN
ijassa-1251	314	15	sensor	sensor	NOUN
ijassa-1251	314	16	,	,	PUNCT
ijassa-1251	314	17	biometric	biometric	ADJ
ijassa-1251	314	18	authentication	authentication	NOUN
ijassa-1251	314	19	data	datum	NOUN
ijassa-1251	314	20	,	,	PUNCT
ijassa-1251	314	21	virtual	virtual	ADJ
ijassa-1251	314	22	enrollment	enrollment	NOUN
ijassa-1251	314	23	fingerprint	fingerprint	NOUN
ijassa-1251	314	24	,	,	PUNCT
ijassa-1251	314	25	fake	fake	ADJ
ijassa-1251	314	26	fingerprint	fingerprint	NOUN
ijassa-1251	314	27	detection	detection	NOUN
ijassa-1251	314	28	,	,	PUNCT
ijassa-1251	314	29	fingerprint	fingerprint	NOUN
ijassa-1251	314	30	sensor	sensor	NOUN
ijassa-1251	314	31	,	,	PUNCT
ijassa-1251	314	32	fingerprint	fingerprint	NOUN
ijassa-1251	314	33	verification	verification	NOUN
ijassa-1251	314	34	,	,	PUNCT
ijassa-1251	314	35	blended	blend	VERB
ijassa-1251	314	36	fingerprint	fingerprint	NOUN
ijassa-1251	314	37	image	image	NOUN
ijassa-1251	314	38	,	,	PUNCT
ijassa-1251	314	39	etc	etc	X
ijassa-1251	314	40	.	.	X
ijassa-1251	314	41	)	)	PUNCT
ijassa-1251	315	1	[	[	X
ijassa-1251	315	2	7	7	NUM
ijassa-1251	315	3	]	]	PUNCT
ijassa-1251	315	4	.	.	PUNCT
ijassa-1251	315	5	11	11	NUM
ijassa-1251	315	6	)	)	PUNCT
ijassa-1251	315	7	metal	metal	NOUN
ijassa-1251	315	8	-	-	PUNCT
ijassa-1251	315	9	air	air	NOUN
ijassa-1251	315	10	battery	battery	NOUN
ijassa-1251	315	11	(	(	PUNCT
ijassa-1251	315	12	phrases	phrase	NOUN
ijassa-1251	315	13	:	:	PUNCT
ijassa-1251	315	14	metal	metal	NOUN
ijassa-1251	315	15	reflective	reflective	ADJ
ijassa-1251	315	16	layer	layer	NOUN
ijassa-1251	315	17	,	,	PUNCT
ijassa-1251	315	18	metal	metal	NOUN
ijassa-1251	315	19	air	air	NOUN
ijassa-1251	315	20	battery	battery	NOUN
ijassa-1251	315	21	,	,	PUNCT
ijassa-1251	315	22	conductive	conductive	ADJ
ijassa-1251	315	23	metal	metal	NOUN
ijassa-1251	315	24	oxide	oxide	NOUN
ijassa-1251	315	25	,	,	PUNCT
ijassa-1251	315	26	lithium	lithium	NOUN
ijassa-1251	315	27	-	-	PUNCT
ijassa-1251	315	28	containing	contain	VERB
ijassa-1251	315	29	metal	metal	NOUN
ijassa-1251	315	30	oxide	oxide	NOUN
ijassa-1251	315	31	,	,	PUNCT
ijassa-1251	315	32	metal	metal	NOUN
ijassa-1251	315	33	-	-	PUNCT
ijassa-1251	315	34	semiconductor	semiconductor	NOUN
ijassa-1251	315	35	oxide	oxide	NOUN
ijassa-1251	315	36	,	,	PUNCT
ijassa-1251	315	37	bump	bump	VERB
ijassa-1251	315	38	metal	metal	NOUN
ijassa-1251	315	39	layer	layer	NOUN
ijassa-1251	315	40	,	,	PUNCT
ijassa-1251	315	41	pad	pad	NOUN
ijassa-1251	315	42	metal	metal	NOUN
ijassa-1251	315	43	pattern	pattern	NOUN
ijassa-1251	315	44	,	,	PUNCT
ijassa-1251	315	45	metal	metal	NOUN
ijassa-1251	315	46	interconnect	interconnect	NOUN
ijassa-1251	315	47	pattern	pattern	NOUN
ijassa-1251	315	48	,	,	PUNCT
ijassa-1251	315	49	etc	etc	X
ijassa-1251	315	50	.	.	X
ijassa-1251	315	51	):	):	PUNCT
ijassa-1251	315	52	the	the	DET
ijassa-1251	315	53	worldwide	worldwide	ADJ
ijassa-1251	315	54	metal	metal	NOUN
ijassa-1251	315	55	-	-	PUNCT
ijassa-1251	315	56	air	air	NOUN
ijassa-1251	315	57	battery	battery	NOUN
ijassa-1251	315	58	market	market	NOUN
ijassa-1251	315	59	size	size	NOUN
ijassa-1251	315	60	was	be	AUX
ijassa-1251	315	61	evaluated	evaluate	VERB
ijassa-1251	315	62	at	at	ADP
ijassa-1251	315	63	540.6	540.6	NUM
ijassa-1251	315	64	million	million	NUM
ijassa-1251	315	65	usd	usd	NOUN
ijassa-1251	315	66	in	in	ADP
ijassa-1251	315	67	2021	2021	NUM
ijassa-1251	315	68	and	and	CCONJ
ijassa-1251	315	69	is	be	AUX
ijassa-1251	315	70	forecasted	forecast	VERB
ijassa-1251	315	71	to	to	PART
ijassa-1251	315	72	reach	reach	VERB
ijassa-1251	315	73	1303.5	1303.5	NUM
ijassa-1251	315	74	million	million	NUM
ijassa-1251	315	75	usd	usd	NOUN
ijassa-1251	315	76	with	with	ADP
ijassa-1251	315	77	a	a	DET
ijassa-1251	315	78	13.4	13.4	NUM
ijassa-1251	315	79	%	%	NOUN
ijassa-1251	315	80	cagr	cagr	NOUN
ijassa-1251	315	81	by	by	ADP
ijassa-1251	315	82	2028	2028	NUM
ijassa-1251	316	1	[	[	X
ijassa-1251	316	2	26	26	NUM
ijassa-1251	316	3	]	]	PUNCT
ijassa-1251	316	4	.	.	PUNCT
ijassa-1251	317	1	12	12	NUM
ijassa-1251	317	2	)	)	PUNCT
ijassa-1251	317	3	natural	natural	ADJ
ijassa-1251	317	4	language	language	NOUN
ijassa-1251	317	5	processing	processing	NOUN
ijassa-1251	317	6	(	(	PUNCT
ijassa-1251	317	7	phrases	phrase	NOUN
ijassa-1251	317	8	:	:	PUNCT
ijassa-1251	317	9	speech	speech	NOUN
ijassa-1251	317	10	signal	signal	NOUN
ijassa-1251	317	11	processing	processing	NOUN
ijassa-1251	317	12	method	method	NOUN
ijassa-1251	317	13	,	,	PUNCT
ijassa-1251	317	14	natural	natural	ADJ
ijassa-1251	317	15	language	language	NOUN
ijassa-1251	317	16	understanding	understanding	NOUN
ijassa-1251	317	17	,	,	PUNCT
ijassa-1251	317	18	automatic	automatic	ADJ
ijassa-1251	317	19	speech	speech	NOUN
ijassa-1251	317	20	recognition	recognition	NOUN
ijassa-1251	317	21	,	,	PUNCT
ijassa-1251	317	22	audio	audio	ADJ
ijassa-1251	317	23	processing	processing	NOUN
ijassa-1251	317	24	block	block	NOUN
ijassa-1251	317	25	,	,	PUNCT
ijassa-1251	317	26	voice	voice	NOUN
ijassa-1251	317	27	assistant	assistant	NOUN
ijassa-1251	317	28	service	service	PROPN
ijassa-1251	317	29	,	,	PUNCT
ijassa-1251	317	30	expressive	expressive	ADJ
ijassa-1251	317	31	text	text	NOUN
ijassa-1251	317	32	-	-	PUNCT
ijassa-1251	317	33	to	to	ADP
ijassa-1251	317	34	-	-	PUNCT
ijassa-1251	317	35	speech	speech	NOUN
ijassa-1251	317	36	system	system	NOUN
ijassa-1251	317	37	,	,	PUNCT
ijassa-1251	317	38	voice	voice	NOUN
ijassa-1251	317	39	recognition	recognition	NOUN
ijassa-1251	317	40	system	system	NOUN
ijassa-1251	317	41	):	):	PUNCT
ijassa-1251	317	42	the	the	DET
ijassa-1251	317	43	86	86	NUM
ijassa-1251	317	44	n.	n.	NOUN
ijassa-1251	317	45	t.	t.	PROPN
ijassa-1251	317	46	viet	viet	PROPN
ijassa-1251	317	47	,	,	PUNCT
ijassa-1251	317	48	a.	a.	NOUN
ijassa-1251	317	49	kravets	kravet	NOUN
ijassa-1251	317	50	copyright	copyright	NOUN
ijassa-1251	318	1	©	©	PROPN
ijassa-1251	318	2	2023	2023	NUM
ijassa-1251	318	3	assa	assa	PROPN
ijassa-1251	318	4	adv	adv	PROPN
ijassa-1251	318	5	.	.	PUNCT
ijassa-1251	319	1	in	in	ADP
ijassa-1251	319	2	systems	system	NOUN
ijassa-1251	319	3	science	science	NOUN
ijassa-1251	319	4	and	and	CCONJ
ijassa-1251	319	5	appl	appl	NOUN
ijassa-1251	319	6	.	.	PUNCT
ijassa-1251	320	1	(	(	PUNCT
ijassa-1251	320	2	2023	2023	NUM
ijassa-1251	320	3	)	)	PUNCT
ijassa-1251	320	4	worldwide	worldwide	ADJ
ijassa-1251	320	5	natural	natural	ADJ
ijassa-1251	320	6	language	language	NOUN
ijassa-1251	320	7	processing	processing	NOUN
ijassa-1251	320	8	market	market	NOUN
ijassa-1251	320	9	is	be	AUX
ijassa-1251	320	10	forecasted	forecast	VERB
ijassa-1251	320	11	to	to	PART
ijassa-1251	320	12	reach	reach	VERB
ijassa-1251	320	13	at	at	ADP
ijassa-1251	320	14	18.78	18.78	NUM
ijassa-1251	320	15	%	%	NOUN
ijassa-1251	320	16	cagr	cagr	NOUN
ijassa-1251	320	17	during	during	ADP
ijassa-1251	320	18	period	period	NOUN
ijassa-1251	320	19	2017	2017	NUM
ijassa-1251	320	20	-	-	SYM
ijassa-1251	320	21	2023	2023	NUM
ijassa-1251	321	1	[	[	X
ijassa-1251	321	2	27	27	NUM
ijassa-1251	321	3	]	]	SYM
ijassa-1251	321	4	.	.	PUNCT
ijassa-1251	322	1	13	13	NUM
ijassa-1251	322	2	)	)	PUNCT
ijassa-1251	322	3	time	time	NOUN
ijassa-1251	322	4	series	series	PROPN
ijassa-1251	322	5	intelligence	intelligence	NOUN
ijassa-1251	322	6	software	software	NOUN
ijassa-1251	322	7	(	(	PUNCT
ijassa-1251	322	8	phrases	phrase	NOUN
ijassa-1251	322	9	:	:	PUNCT
ijassa-1251	322	10	forecasting	forecasting	NOUN
ijassa-1251	322	11	model	model	NOUN
ijassa-1251	322	12	,	,	PUNCT
ijassa-1251	322	13	threshold	threshold	NOUN
ijassa-1251	322	14	time	time	NOUN
ijassa-1251	322	15	range	range	NOUN
ijassa-1251	322	16	,	,	PUNCT
ijassa-1251	322	17	retrosynthesis	retrosynthesis	NOUN
ijassa-1251	322	18	prediction	prediction	NOUN
ijassa-1251	322	19	model	model	NOUN
ijassa-1251	322	20	,	,	PUNCT
ijassa-1251	322	21	attention	attention	NOUN
ijassa-1251	322	22	-	-	PUNCT
ijassa-1251	322	23	based	base	VERB
ijassa-1251	322	24	sequence	sequence	NOUN
ijassa-1251	322	25	-	-	PUNCT
ijassa-1251	322	26	to	to	ADP
ijassa-1251	322	27	-	-	PUNCT
ijassa-1251	322	28	sequence	sequence	NOUN
ijassa-1251	322	29	model	model	NOUN
ijassa-1251	322	30	,	,	PUNCT
ijassa-1251	322	31	timing	time	VERB
ijassa-1251	322	32	relationship	relationship	NOUN
ijassa-1251	322	33	indication	indication	NOUN
ijassa-1251	322	34	,	,	PUNCT
ijassa-1251	322	35	input	input	NOUN
ijassa-1251	322	36	prediction	prediction	NOUN
ijassa-1251	322	37	time	time	NOUN
ijassa-1251	322	38	,	,	PUNCT
ijassa-1251	322	39	time	time	NOUN
ijassa-1251	322	40	-	-	PUNCT
ijassa-1251	322	41	series	series	NOUN
ijassa-1251	322	42	data	datum	NOUN
ijassa-1251	322	43	prediction	prediction	NOUN
ijassa-1251	322	44	method	method	NOUN
ijassa-1251	322	45	):	):	PUNCT
ijassa-1251	322	46	[	[	X
ijassa-1251	322	47	42	42	NUM
ijassa-1251	322	48	]	]	PUNCT
ijassa-1251	322	49	.	.	PUNCT
ijassa-1251	323	1	14	14	NUM
ijassa-1251	323	2	)	)	PUNCT
ijassa-1251	323	3	video	video	NOUN
ijassa-1251	323	4	streaming	streaming	NOUN
ijassa-1251	323	5	(	(	PUNCT
ijassa-1251	323	6	phrases	phrase	NOUN
ijassa-1251	323	7	:	:	PUNCT
ijassa-1251	323	8	video	video	NOUN
ijassa-1251	323	9	quality	quality	NOUN
ijassa-1251	323	10	assessment	assessment	NOUN
ijassa-1251	323	11	method	method	NOUN
ijassa-1251	323	12	,	,	PUNCT
ijassa-1251	323	13	hdr	hdr	NOUN
ijassa-1251	323	14	video	video	NOUN
ijassa-1251	323	15	,	,	PUNCT
ijassa-1251	323	16	streaming	streaming	NOUN
ijassa-1251	323	17	server	server	NOUN
ijassa-1251	323	18	,	,	PUNCT
ijassa-1251	323	19	interactive	interactive	ADJ
ijassa-1251	323	20	streaming	streaming	NOUN
ijassa-1251	323	21	service	service	NOUN
ijassa-1251	323	22	,	,	PUNCT
ijassa-1251	323	23	video	video	NOUN
ijassa-1251	323	24	-	-	PUNCT
ijassa-1251	323	25	based	base	VERB
ijassa-1251	323	26	point	point	NOUN
ijassa-1251	323	27	cloud	cloud	NOUN
ijassa-1251	323	28	compression	compression	NOUN
ijassa-1251	323	29	data	datum	NOUN
ijassa-1251	323	30	,	,	PUNCT
ijassa-1251	323	31	video	video	NOUN
ijassa-1251	323	32	bitstream	bitstream	NOUN
ijassa-1251	323	33	,	,	PUNCT
ijassa-1251	323	34	video	video	NOUN
ijassa-1251	323	35	stream	stream	NOUN
ijassa-1251	323	36	,	,	PUNCT
ijassa-1251	323	37	etc	etc	X
ijassa-1251	323	38	.	.	X
ijassa-1251	323	39	)	)	PUNCT
ijassa-1251	324	1	[	[	X
ijassa-1251	324	2	2	2	NUM
ijassa-1251	324	3	]	]	PUNCT
ijassa-1251	324	4	.	.	PUNCT
ijassa-1251	324	5	15	15	NUM
ijassa-1251	324	6	)	)	PUNCT
ijassa-1251	324	7	water	water	NOUN
ijassa-1251	324	8	purifier	purifier	NOUN
ijassa-1251	324	9	and	and	CCONJ
ijassa-1251	324	10	wastewater	wastewater	NOUN
ijassa-1251	324	11	treatment	treatment	NOUN
ijassa-1251	324	12	technology	technology	NOUN
ijassa-1251	324	13	(	(	PUNCT
ijassa-1251	324	14	phrases	phrase	NOUN
ijassa-1251	324	15	:	:	PUNCT
ijassa-1251	324	16	purifying	purify	VERB
ijassa-1251	324	17	filter	filter	NOUN
ijassa-1251	324	18	,	,	PUNCT
ijassa-1251	324	19	automatic	automatic	ADJ
ijassa-1251	324	20	water	water	NOUN
ijassa-1251	324	21	supply	supply	NOUN
ijassa-1251	324	22	device	device	NOUN
ijassa-1251	324	23	,	,	PUNCT
ijassa-1251	324	24	water	water	NOUN
ijassa-1251	324	25	level	level	NOUN
ijassa-1251	324	26	sensor	sensor	NOUN
ijassa-1251	324	27	,	,	PUNCT
ijassa-1251	324	28	wet	wet	ADJ
ijassa-1251	324	29	cleaning	cleaning	NOUN
ijassa-1251	324	30	process	process	NOUN
ijassa-1251	324	31	,	,	PUNCT
ijassa-1251	324	32	chemical	chemical	ADJ
ijassa-1251	324	33	mechanical	mechanical	ADJ
ijassa-1251	324	34	polishing	polishing	NOUN
ijassa-1251	324	35	,	,	PUNCT
ijassa-1251	324	36	air	air	NOUN
ijassa-1251	324	37	purification	purification	NOUN
ijassa-1251	324	38	device	device	NOUN
ijassa-1251	324	39	,	,	PUNCT
ijassa-1251	324	40	water	water	NOUN
ijassa-1251	324	41	purifier	purifier	NOUN
ijassa-1251	324	42	body	body	NOUN
ijassa-1251	324	43	,	,	PUNCT
ijassa-1251	324	44	water	water	NOUN
ijassa-1251	324	45	purifying	purify	VERB
ijassa-1251	324	46	filter	filter	NOUN
ijassa-1251	324	47	,	,	PUNCT
ijassa-1251	324	48	clean	clean	ADJ
ijassa-1251	324	49	water	water	NOUN
ijassa-1251	324	50	flow	flow	NOUN
ijassa-1251	324	51	path	path	NOUN
ijassa-1251	324	52	,	,	PUNCT
ijassa-1251	324	53	fluorine	fluorine	NOUN
ijassa-1251	324	54	-	-	PUNCT
ijassa-1251	324	55	containing	contain	VERB
ijassa-1251	324	56	wastewater	wastewater	NOUN
ijassa-1251	324	57	,	,	PUNCT
ijassa-1251	324	58	etc	etc	X
ijassa-1251	324	59	.	.	X
ijassa-1251	324	60	)	)	PUNCT
ijassa-1251	325	1	[	[	X
ijassa-1251	325	2	51	51	NUM
ijassa-1251	325	3	]	]	PUNCT
ijassa-1251	325	4	.	.	PUNCT
ijassa-1251	326	1	16	16	NUM
ijassa-1251	326	2	)	)	PUNCT
ijassa-1251	326	3	plasma	plasma	NOUN
ijassa-1251	326	4	technology	technology	NOUN
ijassa-1251	326	5	(	(	PUNCT
ijassa-1251	326	6	phrases	phrase	NOUN
ijassa-1251	326	7	:	:	PUNCT
ijassa-1251	326	8	plasma	plasma	NOUN
ijassa-1251	326	9	electrode	electrode	NOUN
ijassa-1251	326	10	,	,	PUNCT
ijassa-1251	326	11	plasma	plasma	NOUN
ijassa-1251	326	12	processing	processing	NOUN
ijassa-1251	326	13	system	system	NOUN
ijassa-1251	326	14	,	,	PUNCT
ijassa-1251	326	15	local	local	ADJ
ijassa-1251	326	16	plasma	plasma	NOUN
ijassa-1251	326	17	cleaning	cleaning	NOUN
ijassa-1251	326	18	process	process	NOUN
ijassa-1251	326	19	,	,	PUNCT
ijassa-1251	326	20	plasma	plasma	NOUN
ijassa-1251	326	21	treatment	treatment	NOUN
ijassa-1251	326	22	apparatus	apparatus	NOUN
ijassa-1251	326	23	,	,	PUNCT
ijassa-1251	326	24	plasma	plasma	NOUN
ijassa-1251	326	25	generator	generator	NOUN
ijassa-1251	326	26	,	,	PUNCT
ijassa-1251	326	27	microwave	microwave	NOUN
ijassa-1251	326	28	plasma	plasma	NOUN
ijassa-1251	326	29	source	source	NOUN
ijassa-1251	326	30	,	,	PUNCT
ijassa-1251	326	31	etc	etc	X
ijassa-1251	326	32	.	.	X
ijassa-1251	326	33	)	)	PUNCT
ijassa-1251	326	34	.	.	PUNCT
ijassa-1251	327	1	accordingly	accordingly	ADV
ijassa-1251	327	2	,	,	PUNCT
ijassa-1251	327	3	15	15	NUM
ijassa-1251	327	4	out	out	ADP
ijassa-1251	327	5	of	of	ADP
ijassa-1251	327	6	these	these	DET
ijassa-1251	327	7	16	16	NUM
ijassa-1251	327	8	technology	technology	NOUN
ijassa-1251	327	9	clusters	cluster	NOUN
ijassa-1251	327	10	have	have	AUX
ijassa-1251	327	11	been	be	AUX
ijassa-1251	327	12	approved	approve	VERB
ijassa-1251	327	13	and	and	CCONJ
ijassa-1251	327	14	predicted	predict	VERB
ijassa-1251	327	15	to	to	PART
ijassa-1251	327	16	be	be	AUX
ijassa-1251	327	17	quite	quite	ADV
ijassa-1251	327	18	significant	significant	ADJ
ijassa-1251	327	19	in	in	ADP
ijassa-1251	327	20	the	the	DET
ijassa-1251	327	21	near	near	ADJ
ijassa-1251	327	22	future	future	NOUN
ijassa-1251	327	23	,	,	PUNCT
ijassa-1251	327	24	hence	hence	ADV
ijassa-1251	327	25	the	the	DET
ijassa-1251	327	26	evaluation	evaluation	NOUN
ijassa-1251	327	27	for	for	ADP
ijassa-1251	327	28	prediction	prediction	NOUN
ijassa-1251	327	29	accuracy	accuracy	NOUN
ijassa-1251	327	30	(	(	PUNCT
ijassa-1251	327	31	precision	precision	NOUN
ijassa-1251	327	32	)	)	PUNCT
ijassa-1251	327	33	can	can	AUX
ijassa-1251	327	34	be	be	AUX
ijassa-1251	327	35	estimated	estimate	VERB
ijassa-1251	327	36	as	as	ADP
ijassa-1251	327	37	15/16	15/16	NUM
ijassa-1251	327	38	(	(	PUNCT
ijassa-1251	327	39	~93.8	~93.8	ADJ
ijassa-1251	327	40	%	%	NOUN
ijassa-1251	327	41	)	)	PUNCT
ijassa-1251	327	42	.	.	PUNCT
ijassa-1251	328	1	5	5	X
ijassa-1251	328	2	.	.	X
ijassa-1251	328	3	conclusion	conclusion	NOUN
ijassa-1251	328	4	prediction	prediction	NOUN
ijassa-1251	328	5	of	of	ADP
ijassa-1251	328	6	technological	technological	ADJ
ijassa-1251	328	7	development	development	NOUN
ijassa-1251	328	8	trends	trend	NOUN
ijassa-1251	328	9	impact	impact	VERB
ijassa-1251	328	10	essentially	essentially	ADV
ijassa-1251	328	11	on	on	ADP
ijassa-1251	328	12	making	make	VERB
ijassa-1251	328	13	strategic	strategic	ADJ
ijassa-1251	328	14	decisions	decision	NOUN
ijassa-1251	328	15	.	.	PUNCT
ijassa-1251	329	1	the	the	DET
ijassa-1251	329	2	early	early	ADJ
ijassa-1251	329	3	realization	realization	NOUN
ijassa-1251	329	4	of	of	ADP
ijassa-1251	329	5	potential	potential	ADJ
ijassa-1251	329	6	emerging	emerge	VERB
ijassa-1251	329	7	and	and	CCONJ
ijassa-1251	329	8	promising	promising	ADJ
ijassa-1251	329	9	technological	technological	ADJ
ijassa-1251	329	10	trends	trend	NOUN
ijassa-1251	329	11	helps	helps	AUX
ijassa-1251	329	12	enhance	enhance	VERB
ijassa-1251	329	13	the	the	DET
ijassa-1251	329	14	market	market	NOUN
ijassa-1251	329	15	position	position	NOUN
ijassa-1251	329	16	and	and	CCONJ
ijassa-1251	329	17	competitiveness	competitiveness	NOUN
ijassa-1251	329	18	of	of	ADP
ijassa-1251	329	19	companies	company	NOUN
ijassa-1251	329	20	.	.	PUNCT
ijassa-1251	330	1	for	for	ADP
ijassa-1251	330	2	this	this	DET
ijassa-1251	330	3	reason	reason	NOUN
ijassa-1251	330	4	,	,	PUNCT
ijassa-1251	330	5	if	if	SCONJ
ijassa-1251	330	6	innovation	innovation	NOUN
ijassa-1251	330	7	-	-	PUNCT
ijassa-1251	330	8	oriented	orient	VERB
ijassa-1251	330	9	companies	company	NOUN
ijassa-1251	330	10	disregard	disregard	VERB
ijassa-1251	330	11	emerging	emerge	VERB
ijassa-1251	330	12	and	and	CCONJ
ijassa-1251	330	13	promising	promising	ADJ
ijassa-1251	330	14	technologies	technology	NOUN
ijassa-1251	330	15	,	,	PUNCT
ijassa-1251	330	16	they	they	PRON
ijassa-1251	330	17	will	will	AUX
ijassa-1251	330	18	not	not	PART
ijassa-1251	330	19	exploit	exploit	VERB
ijassa-1251	330	20	the	the	DET
ijassa-1251	330	21	entire	entire	ADJ
ijassa-1251	330	22	potentials	potential	NOUN
ijassa-1251	330	23	and	and	CCONJ
ijassa-1251	330	24	advantages	advantage	NOUN
ijassa-1251	330	25	of	of	ADP
ijassa-1251	330	26	their	their	PRON
ijassa-1251	330	27	own	own	ADJ
ijassa-1251	330	28	technologies	technology	NOUN
ijassa-1251	330	29	or	or	CCONJ
ijassa-1251	330	30	products	product	NOUN
ijassa-1251	330	31	.	.	PUNCT
ijassa-1251	331	1	a	a	DET
ijassa-1251	331	2	domain	domain	NOUN
ijassa-1251	331	3	that	that	PRON
ijassa-1251	331	4	is	be	AUX
ijassa-1251	331	5	being	be	AUX
ijassa-1251	331	6	revolutionized	revolutionize	VERB
ijassa-1251	331	7	by	by	ADP
ijassa-1251	331	8	the	the	DET
ijassa-1251	331	9	progresses	progress	NOUN
ijassa-1251	331	10	of	of	ADP
ijassa-1251	331	11	technologies	technology	NOUN
ijassa-1251	331	12	is	be	AUX
ijassa-1251	331	13	the	the	DET
ijassa-1251	331	14	stock	stock	NOUN
ijassa-1251	331	15	and	and	CCONJ
ijassa-1251	331	16	financial	financial	ADJ
ijassa-1251	331	17	market	market	NOUN
ijassa-1251	331	18	.	.	PUNCT
ijassa-1251	332	1	there	there	PRON
ijassa-1251	332	2	are	be	VERB
ijassa-1251	332	3	different	different	ADJ
ijassa-1251	332	4	ways	way	NOUN
ijassa-1251	332	5	of	of	ADP
ijassa-1251	332	6	how	how	SCONJ
ijassa-1251	332	7	technologies	technology	NOUN
ijassa-1251	332	8	have	have	AUX
ijassa-1251	332	9	affected	affect	VERB
ijassa-1251	332	10	and	and	CCONJ
ijassa-1251	332	11	made	make	VERB
ijassa-1251	332	12	the	the	DET
ijassa-1251	332	13	present	present	ADJ
ijassa-1251	332	14	shape	shape	NOUN
ijassa-1251	332	15	of	of	ADP
ijassa-1251	332	16	the	the	DET
ijassa-1251	332	17	financial	financial	ADJ
ijassa-1251	332	18	markets	market	NOUN
ijassa-1251	332	19	,	,	PUNCT
ijassa-1251	332	20	and	and	CCONJ
ijassa-1251	332	21	the	the	DET
ijassa-1251	332	22	future	future	ADJ
ijassa-1251	332	23	state	state	NOUN
ijassa-1251	332	24	as	as	ADV
ijassa-1251	332	25	well	well	ADV
ijassa-1251	332	26	.	.	PUNCT
ijassa-1251	333	1	concretely	concretely	ADV
ijassa-1251	333	2	,	,	PUNCT
ijassa-1251	333	3	there	there	PRON
ijassa-1251	333	4	is	be	VERB
ijassa-1251	333	5	a	a	DET
ijassa-1251	333	6	strong	strong	ADJ
ijassa-1251	333	7	relation	relation	NOUN
ijassa-1251	333	8	between	between	ADP
ijassa-1251	333	9	the	the	DET
ijassa-1251	333	10	volatility	volatility	NOUN
ijassa-1251	333	11	of	of	ADP
ijassa-1251	333	12	stock	stock	NOUN
ijassa-1251	333	13	prices	price	NOUN
ijassa-1251	333	14	and	and	CCONJ
ijassa-1251	333	15	market	market	NOUN
ijassa-1251	333	16	shares	share	NOUN
ijassa-1251	333	17	when	when	SCONJ
ijassa-1251	333	18	technology	technology	NOUN
ijassa-1251	333	19	is	be	AUX
ijassa-1251	333	20	still	still	ADV
ijassa-1251	333	21	unpredictable	unpredictable	ADJ
ijassa-1251	333	22	through	through	ADP
ijassa-1251	333	23	premature	premature	ADJ
ijassa-1251	333	24	industrial	industrial	ADJ
ijassa-1251	333	25	evolution	evolution	NOUN
ijassa-1251	333	26	,	,	PUNCT
ijassa-1251	333	27	while	while	SCONJ
ijassa-1251	333	28	numerous	numerous	ADJ
ijassa-1251	333	29	previous	previous	ADJ
ijassa-1251	333	30	studies	study	NOUN
ijassa-1251	333	31	showed	show	VERB
ijassa-1251	333	32	that	that	SCONJ
ijassa-1251	333	33	sudden	sudden	ADJ
ijassa-1251	333	34	shifts	shift	NOUN
ijassa-1251	333	35	in	in	ADP
ijassa-1251	333	36	r&d	r&d	NOUN
ijassa-1251	333	37	and	and	CCONJ
ijassa-1251	333	38	patents	patent	NOUN
ijassa-1251	333	39	are	be	AUX
ijassa-1251	333	40	really	really	ADV
ijassa-1251	333	41	correlated	correlate	VERB
ijassa-1251	333	42	with	with	ADP
ijassa-1251	333	43	substantial	substantial	ADJ
ijassa-1251	333	44	shifts	shift	NOUN
ijassa-1251	333	45	in	in	ADP
ijassa-1251	333	46	the	the	DET
ijassa-1251	333	47	firm	firm	ADJ
ijassa-1251	333	48	market	market	NOUN
ijassa-1251	333	49	value	value	NOUN
ijassa-1251	333	50	.	.	PUNCT
ijassa-1251	334	1	likewise	likewise	ADV
ijassa-1251	334	2	,	,	PUNCT
ijassa-1251	334	3	experimental	experimental	ADJ
ijassa-1251	334	4	confirmation	confirmation	NOUN
ijassa-1251	334	5	with	with	ADP
ijassa-1251	334	6	stock	stock	NOUN
ijassa-1251	334	7	prices	price	NOUN
ijassa-1251	334	8	revealed	reveal	VERB
ijassa-1251	334	9	that	that	SCONJ
ijassa-1251	334	10	firms	firm	NOUN
ijassa-1251	334	11	succeeded	succeed	VERB
ijassa-1251	334	12	in	in	ADP
ijassa-1251	334	13	investing	invest	VERB
ijassa-1251	334	14	in	in	ADP
ijassa-1251	334	15	comprehensive	comprehensive	ADJ
ijassa-1251	334	16	innovation	innovation	NOUN
ijassa-1251	334	17	attained	attain	VERB
ijassa-1251	334	18	higher	high	ADJ
ijassa-1251	334	19	stock	stock	NOUN
ijassa-1251	334	20	incomes	income	NOUN
ijassa-1251	334	21	.	.	PUNCT
ijassa-1251	335	1	for	for	ADP
ijassa-1251	335	2	this	this	DET
ijassa-1251	335	3	reason	reason	NOUN
ijassa-1251	335	4	,	,	PUNCT
ijassa-1251	335	5	if	if	SCONJ
ijassa-1251	335	6	stock	stock	NOUN
ijassa-1251	335	7	prices	price	NOUN
ijassa-1251	335	8	of	of	ADP
ijassa-1251	335	9	an	an	DET
ijassa-1251	335	10	enterprise	enterprise	NOUN
ijassa-1251	335	11	keep	keep	VERB
ijassa-1251	335	12	uptrend	uptrend	NOUN
ijassa-1251	335	13	in	in	ADP
ijassa-1251	335	14	some	some	DET
ijassa-1251	335	15	time	time	NOUN
ijassa-1251	335	16	periods	period	NOUN
ijassa-1251	335	17	in	in	ADP
ijassa-1251	335	18	comparison	comparison	NOUN
ijassa-1251	335	19	with	with	ADP
ijassa-1251	335	20	the	the	DET
ijassa-1251	335	21	last	last	ADJ
ijassa-1251	335	22	few	few	ADJ
ijassa-1251	335	23	years	year	NOUN
ijassa-1251	335	24	,	,	PUNCT
ijassa-1251	335	25	then	then	ADV
ijassa-1251	335	26	the	the	DET
ijassa-1251	335	27	technologies	technology	NOUN
ijassa-1251	335	28	developed	develop	VERB
ijassa-1251	335	29	by	by	ADP
ijassa-1251	335	30	considered	consider	VERB
ijassa-1251	335	31	one	one	PRON
ijassa-1251	335	32	will	will	AUX
ijassa-1251	335	33	be	be	AUX
ijassa-1251	335	34	likely	likely	ADJ
ijassa-1251	335	35	to	to	PART
ijassa-1251	335	36	become	become	VERB
ijassa-1251	335	37	promising	promising	ADJ
ijassa-1251	335	38	innovations	innovation	NOUN
ijassa-1251	335	39	in	in	ADP
ijassa-1251	335	40	the	the	DET
ijassa-1251	335	41	future	future	NOUN
ijassa-1251	335	42	.	.	PUNCT
ijassa-1251	336	1	relying	rely	VERB
ijassa-1251	336	2	on	on	ADP
ijassa-1251	336	3	this	this	DET
ijassa-1251	336	4	assumption	assumption	NOUN
ijassa-1251	336	5	,	,	PUNCT
ijassa-1251	336	6	also	also	ADV
ijassa-1251	336	7	existing	exist	VERB
ijassa-1251	336	8	progress	progress	NOUN
ijassa-1251	336	9	and	and	CCONJ
ijassa-1251	336	10	problems	problem	NOUN
ijassa-1251	336	11	stated	state	VERB
ijassa-1251	336	12	in	in	ADP
ijassa-1251	336	13	the	the	DET
ijassa-1251	336	14	previous	previous	ADJ
ijassa-1251	336	15	studies	study	NOUN
ijassa-1251	336	16	[	[	X
ijassa-1251	336	17	46	46	NUM
ijassa-1251	336	18	]	]	PUNCT
ijassa-1251	336	19	,	,	PUNCT
ijassa-1251	336	20	[	[	X
ijassa-1251	336	21	47	47	NUM
ijassa-1251	336	22	]	]	PUNCT
ijassa-1251	336	23	,	,	PUNCT
ijassa-1251	336	24	in	in	ADP
ijassa-1251	336	25	this	this	DET
ijassa-1251	336	26	paper	paper	NOUN
ijassa-1251	336	27	we	we	PRON
ijassa-1251	336	28	proposed	propose	VERB
ijassa-1251	336	29	a	a	DET
ijassa-1251	336	30	novel	novel	ADJ
ijassa-1251	336	31	method	method	NOUN
ijassa-1251	336	32	to	to	PART
ijassa-1251	336	33	predict	predict	VERB
ijassa-1251	336	34	promising	promise	VERB
ijassa-1251	336	35	technology	technology	NOUN
ijassa-1251	336	36	trends	trend	NOUN
ijassa-1251	336	37	based	base	VERB
ijassa-1251	336	38	on	on	ADP
ijassa-1251	336	39	processing	process	VERB
ijassa-1251	336	40	multiple	multiple	ADJ
ijassa-1251	336	41	data	datum	NOUN
ijassa-1251	336	42	sources	source	NOUN
ijassa-1251	336	43	by	by	ADP
ijassa-1251	336	44	aggregating	aggregate	VERB
ijassa-1251	336	45	following	follow	VERB
ijassa-1251	336	46	steps	step	NOUN
ijassa-1251	336	47	:	:	PUNCT
ijassa-1251	336	48	mining	mining	NOUN
ijassa-1251	336	49	web	web	NOUN
ijassa-1251	336	50	news	news	NOUN
ijassa-1251	336	51	to	to	PART
ijassa-1251	336	52	extract	extract	VERB
ijassa-1251	336	53	significant	significant	ADJ
ijassa-1251	336	54	high	high	ADJ
ijassa-1251	336	55	-	-	PUNCT
ijassa-1251	336	56	technology	technology	NOUN
ijassa-1251	336	57	enterprises	enterprise	NOUN
ijassa-1251	336	58	,	,	PUNCT
ijassa-1251	336	59	forecast	forecast	VERB
ijassa-1251	336	60	stock	stock	NOUN
ijassa-1251	336	61	price	price	NOUN
ijassa-1251	336	62	trends	trend	NOUN
ijassa-1251	336	63	of	of	ADP
ijassa-1251	336	64	selected	select	VERB
ijassa-1251	336	65	ones	one	NOUN
ijassa-1251	336	66	,	,	PUNCT
ijassa-1251	336	67	and	and	CCONJ
ijassa-1251	336	68	patent	patent	NOUN
ijassa-1251	336	69	clustering	cluster	VERB
ijassa-1251	336	70	analysis	analysis	NOUN
ijassa-1251	336	71	.	.	PUNCT
ijassa-1251	337	1	different	different	ADJ
ijassa-1251	337	2	from	from	ADP
ijassa-1251	337	3	other	other	ADJ
ijassa-1251	337	4	studies	study	NOUN
ijassa-1251	337	5	,	,	PUNCT
ijassa-1251	337	6	our	our	PRON
ijassa-1251	337	7	proposed	propose	VERB
ijassa-1251	337	8	method	method	NOUN
ijassa-1251	337	9	promotes	promote	VERB
ijassa-1251	337	10	an	an	DET
ijassa-1251	337	11	idea	idea	NOUN
ijassa-1251	337	12	of	of	ADP
ijassa-1251	337	13	predicting	predict	VERB
ijassa-1251	337	14	technology	technology	NOUN
ijassa-1251	337	15	trends	trend	NOUN
ijassa-1251	337	16	by	by	ADP
ijassa-1251	337	17	forecasting	forecast	VERB
ijassa-1251	337	18	stock	stock	NOUN
ijassa-1251	337	19	price	price	NOUN
ijassa-1251	337	20	trend	trend	NOUN
ijassa-1251	337	21	,	,	PUNCT
ijassa-1251	337	22	with	with	ADP
ijassa-1251	337	23	the	the	DET
ijassa-1251	337	24	utilization	utilization	NOUN
ijassa-1251	337	25	of	of	ADP
ijassa-1251	337	26	bayesian	bayesian	NOUN
ijassa-1251	337	27	optimization	optimization	NOUN
ijassa-1251	337	28	for	for	ADP
ijassa-1251	337	29	exploring	explore	VERB
ijassa-1251	337	30	best	good	ADJ
ijassa-1251	337	31	hyperparameters	hyperparameter	NOUN
ijassa-1251	337	32	of	of	ADP
ijassa-1251	337	33	machine	machine	NOUN
ijassa-1251	337	34	/	/	SYM
ijassa-1251	337	35	deep	deep	ADJ
ijassa-1251	337	36	learning	learning	NOUN
ijassa-1251	337	37	models	model	NOUN
ijassa-1251	337	38	,	,	PUNCT
ijassa-1251	337	39	also	also	ADV
ijassa-1251	337	40	a	a	DET
ijassa-1251	337	41	new	new	ADJ
ijassa-1251	337	42	method	method	NOUN
ijassa-1251	337	43	of	of	ADP
ijassa-1251	337	44	patent	patent	NOUN
ijassa-1251	337	45	analysis	analysis	NOUN
ijassa-1251	337	46	.	.	PUNCT
ijassa-1251	338	1	moreover	moreover	ADV
ijassa-1251	338	2	,	,	PUNCT
ijassa-1251	338	3	authors	author	NOUN
ijassa-1251	338	4	combined	combine	VERB
ijassa-1251	338	5	using	use	VERB
ijassa-1251	338	6	univariate	univariate	ADJ
ijassa-1251	338	7	and	and	CCONJ
ijassa-1251	338	8	multivariate	multivariate	VERB
ijassa-1251	338	9	data	datum	NOUN
ijassa-1251	338	10	preparation	preparation	NOUN
ijassa-1251	338	11	approaches	approach	NOUN
ijassa-1251	338	12	for	for	ADP
ijassa-1251	338	13	predicting	predict	VERB
ijassa-1251	338	14	stock	stock	NOUN
ijassa-1251	338	15	price	price	NOUN
ijassa-1251	338	16	trend	trend	NOUN
ijassa-1251	338	17	.	.	PUNCT
ijassa-1251	339	1	after	after	ADP
ijassa-1251	339	2	collecting	collect	VERB
ijassa-1251	339	3	patent	patent	NOUN
ijassa-1251	339	4	applications	application	NOUN
ijassa-1251	339	5	of	of	ADP
ijassa-1251	339	6	samsung	samsung	PROPN
ijassa-1251	339	7	company	company	NOUN
ijassa-1251	339	8	(	(	PUNCT
ijassa-1251	339	9	as	as	ADP
ijassa-1251	339	10	a	a	DET
ijassa-1251	339	11	case	case	NOUN
ijassa-1251	339	12	study	study	NOUN
ijassa-1251	339	13	)	)	PUNCT
ijassa-1251	339	14	and	and	CCONJ
ijassa-1251	339	15	extracting	extract	VERB
ijassa-1251	339	16	most	most	ADV
ijassa-1251	339	17	significant	significant	ADJ
ijassa-1251	339	18	noun	noun	NOUN
ijassa-1251	339	19	phrases	phrase	NOUN
ijassa-1251	339	20	of	of	ADP
ijassa-1251	339	21	patent	patent	NOUN
ijassa-1251	339	22	applications	application	NOUN
ijassa-1251	339	23	(	(	PUNCT
ijassa-1251	339	24	consisting	consist	VERB
ijassa-1251	339	25	of	of	ADP
ijassa-1251	339	26	titles	title	NOUN
ijassa-1251	339	27	and	and	CCONJ
ijassa-1251	339	28	abstracts	abstract	NOUN
ijassa-1251	339	29	)	)	PUNCT
ijassa-1251	339	30	,	,	PUNCT
ijassa-1251	339	31	the	the	DET
ijassa-1251	339	32	clustering	clustering	ADJ
ijassa-1251	339	33	method	method	NOUN
ijassa-1251	339	34	of	of	ADP
ijassa-1251	339	35	noun	noun	NOUN
ijassa-1251	339	36	phrases	phrase	NOUN
ijassa-1251	339	37	is	be	AUX
ijassa-1251	339	38	utilized	utilize	VERB
ijassa-1251	339	39	to	to	PART
ijassa-1251	339	40	explore	explore	VERB
ijassa-1251	339	41	technology	technology	NOUN
ijassa-1251	339	42	trends	trend	NOUN
ijassa-1251	339	43	developed	develop	VERB
ijassa-1251	339	44	by	by	ADP
ijassa-1251	339	45	the	the	DET
ijassa-1251	339	46	enterprise	enterprise	NOUN
ijassa-1251	339	47	.	.	PUNCT
ijassa-1251	340	1	these	these	DET
ijassa-1251	340	2	technology	technology	NOUN
ijassa-1251	340	3	trends	trend	NOUN
ijassa-1251	340	4	have	have	AUX
ijassa-1251	340	5	recently	recently	ADV
ijassa-1251	340	6	been	be	AUX
ijassa-1251	340	7	confirmed	confirm	VERB
ijassa-1251	340	8	by	by	ADP
ijassa-1251	340	9	domain	domain	NOUN
ijassa-1251	340	10	experts	expert	NOUN
ijassa-1251	340	11	in	in	ADP
ijassa-1251	340	12	their	their	PRON
ijassa-1251	340	13	corresponding	corresponding	ADJ
ijassa-1251	340	14	published	publish	VERB
ijassa-1251	340	15	articles	article	NOUN
ijassa-1251	340	16	.	.	PUNCT
ijassa-1251	341	1	thus	thus	ADV
ijassa-1251	341	2	,	,	PUNCT
ijassa-1251	341	3	the	the	DET
ijassa-1251	341	4	obtained	obtain	VERB
ijassa-1251	341	5	forecast	forecast	NOUN
ijassa-1251	341	6	accuracy	accuracy	NOUN
ijassa-1251	341	7	(	(	PUNCT
ijassa-1251	341	8	precision	precision	NOUN
ijassa-1251	341	9	)	)	PUNCT
ijassa-1251	341	10	is	be	AUX
ijassa-1251	341	11	about	about	ADV
ijassa-1251	341	12	93.8	93.8	NUM
ijassa-1251	341	13	%	%	NOUN
ijassa-1251	341	14	,	,	PUNCT
ijassa-1251	341	15	which	which	PRON
ijassa-1251	341	16	proves	prove	VERB
ijassa-1251	341	17	that	that	SCONJ
ijassa-1251	341	18	the	the	DET
ijassa-1251	341	19	proposed	propose	VERB
ijassa-1251	341	20	method	method	NOUN
ijassa-1251	341	21	has	have	AUX
ijassa-1251	341	22	gained	gain	VERB
ijassa-1251	341	23	positive	positive	ADJ
ijassa-1251	341	24	reliability	reliability	NOUN
ijassa-1251	341	25	.	.	PUNCT
ijassa-1251	342	1	a	a	DET
ijassa-1251	342	2	novel	novel	ADJ
ijassa-1251	342	3	method	method	NOUN
ijassa-1251	342	4	for	for	ADP
ijassa-1251	342	5	predicting	predict	VERB
ijassa-1251	342	6	technology	technology	NOUN
ijassa-1251	342	7	trends	trend	NOUN
ijassa-1251	342	8	…	…	PUNCT
ijassa-1251	342	9	87	87	NUM
ijassa-1251	342	10	copyright	copyright	NOUN
ijassa-1251	342	11	©	©	PROPN
ijassa-1251	342	12	2023	2023	NUM
ijassa-1251	342	13	assa	assa	NOUN
ijassa-1251	342	14	.	.	PUNCT
ijassa-1251	343	1	adv	adv	PROPN
ijassa-1251	343	2	.	.	PUNCT
ijassa-1251	344	1	in	in	ADP
ijassa-1251	344	2	systems	system	NOUN
ijassa-1251	344	3	science	science	NOUN
ijassa-1251	344	4	and	and	CCONJ
ijassa-1251	344	5	appl	appl	NOUN
ijassa-1251	344	6	.	.	PUNCT
ijassa-1251	345	1	(	(	PUNCT
ijassa-1251	345	2	2023	2023	NUM
ijassa-1251	345	3	)	)	PUNCT
ijassa-1251	345	4	further	further	ADJ
ijassa-1251	345	5	work	work	NOUN
ijassa-1251	345	6	will	will	AUX
ijassa-1251	345	7	focus	focus	VERB
ijassa-1251	345	8	on	on	ADP
ijassa-1251	345	9	improving	improve	VERB
ijassa-1251	345	10	the	the	DET
ijassa-1251	345	11	evaluation	evaluation	NOUN
ijassa-1251	345	12	metrics	metric	NOUN
ijassa-1251	345	13	(	(	PUNCT
ijassa-1251	345	14	rmse	rmse	PROPN
ijassa-1251	345	15	,	,	PUNCT
ijassa-1251	345	16	mae	mae	PROPN
ijassa-1251	345	17	,	,	PUNCT
ijassa-1251	345	18	r2	r2	PROPN
ijassa-1251	345	19	)	)	PUNCT
ijassa-1251	345	20	by	by	ADP
ijassa-1251	345	21	combining	combine	VERB
ijassa-1251	345	22	other	other	ADJ
ijassa-1251	345	23	relevant	relevant	ADJ
ijassa-1251	345	24	data	datum	NOUN
ijassa-1251	345	25	sources	source	NOUN
ijassa-1251	345	26	(	(	PUNCT
ijassa-1251	345	27	sentiment	sentiment	NOUN
ijassa-1251	345	28	analysis	analysis	NOUN
ijassa-1251	345	29	in	in	ADP
ijassa-1251	345	30	social	social	ADJ
ijassa-1251	345	31	networks	network	NOUN
ijassa-1251	345	32	,	,	PUNCT
ijassa-1251	345	33	technological	technological	ADJ
ijassa-1251	345	34	news	news	NOUN
ijassa-1251	345	35	,	,	PUNCT
ijassa-1251	345	36	technical	technical	ADJ
ijassa-1251	345	37	financial	financial	ADJ
ijassa-1251	345	38	indicators	indicator	NOUN
ijassa-1251	345	39	)	)	PUNCT
ijassa-1251	345	40	,	,	PUNCT
ijassa-1251	345	41	in	in	ADP
ijassa-1251	345	42	order	order	NOUN
ijassa-1251	345	43	to	to	PART
ijassa-1251	345	44	enhance	enhance	VERB
ijassa-1251	345	45	stock	stock	NOUN
ijassa-1251	345	46	price	price	NOUN
ijassa-1251	345	47	prediction	prediction	NOUN
ijassa-1251	345	48	models	model	NOUN
ijassa-1251	345	49	using	use	VERB
ijassa-1251	345	50	univariate	univariate	ADJ
ijassa-1251	345	51	and	and	CCONJ
ijassa-1251	345	52	multivariate	multivariate	VERB
ijassa-1251	345	53	data	datum	NOUN
ijassa-1251	345	54	approaches	approach	NOUN
ijassa-1251	345	55	.	.	PUNCT
ijassa-1251	346	1	acknowledgments	acknowledgment	NOUN
ijassa-1251	346	2	the	the	DET
ijassa-1251	346	3	reported	report	VERB
ijassa-1251	346	4	study	study	NOUN
ijassa-1251	346	5	was	be	AUX
ijassa-1251	346	6	funded	fund	VERB
ijassa-1251	346	7	by	by	ADP
ijassa-1251	346	8	rfbr	rfbr	NOUN
ijassa-1251	346	9	,	,	PUNCT
ijassa-1251	346	10	projects	project	VERB
ijassa-1251	346	11	no	no	NOUN
ijassa-1251	346	12	.	.	NOUN
ijassa-1251	346	13	19	19	NUM
ijassa-1251	346	14	-	-	PUNCT
ijassa-1251	346	15	07	07	NUM
ijassa-1251	346	16	-	-	PUNCT
ijassa-1251	346	17	01200	01200	NUM
ijassa-1251	346	18	and	and	CCONJ
ijassa-1251	346	19	20	20	NUM
ijassa-1251	346	20	-	-	SYM
ijassa-1251	346	21	37	37	NUM
ijassa-1251	346	22	-	-	SYM
ijassa-1251	346	23	90092	90092	NUM
ijassa-1251	346	24	.	.	PUNCT
ijassa-1251	347	1	references	reference	NOUN
ijassa-1251	347	2	1	1	NUM
ijassa-1251	347	3	.	.	NOUN
ijassa-1251	347	4	5	5	NUM
ijassa-1251	347	5	trends	trend	NOUN
ijassa-1251	347	6	to	to	PART
ijassa-1251	347	7	watch	watch	VERB
ijassa-1251	347	8	in	in	ADP
ijassa-1251	347	9	2022	2022	NUM
ijassa-1251	347	10	:	:	PUNCT
ijassa-1251	347	11	autonomous	autonomous	ADJ
ijassa-1251	347	12	vehicles	vehicle	NOUN
ijassa-1251	347	13	.	.	PUNCT
ijassa-1251	348	1	(	(	PUNCT
ijassa-1251	348	2	2022	2022	NUM
ijassa-1251	348	3	)	)	PUNCT
ijassa-1251	348	4	.	.	PUNCT
ijassa-1251	349	1	[	[	X
ijassa-1251	349	2	online	online	X
ijassa-1251	349	3	]	]	X
ijassa-1251	349	4	available	available	ADJ
ijassa-1251	349	5	https://www.gtlaw.com/en/insights/2022/1/published-articles/5-trends-to-watch-in-2022autonomous-vehicles	https://www.gtlaw.com/en/insights/2022/1/published-articles/5-trends-to-watch-in-2022autonomous-vehicle	NOUN
ijassa-1251	349	6	2	2	NUM
ijassa-1251	349	7	.	.	NOUN
ijassa-1251	349	8	9	9	NUM
ijassa-1251	349	9	streaming	streaming	NOUN
ijassa-1251	349	10	trends	trend	NOUN
ijassa-1251	349	11	for	for	ADP
ijassa-1251	349	12	2022/2023	2022/2023	NUM
ijassa-1251	349	13	:	:	PUNCT
ijassa-1251	349	14	top	top	ADJ
ijassa-1251	349	15	predictions	prediction	NOUN
ijassa-1251	349	16	you	you	PRON
ijassa-1251	349	17	should	should	AUX
ijassa-1251	349	18	be	be	AUX
ijassa-1251	349	19	thinking	think	VERB
ijassa-1251	349	20	about	about	ADP
ijassa-1251	349	21	.	.	PUNCT
ijassa-1251	350	1	(	(	PUNCT
ijassa-1251	350	2	2022	2022	NUM
ijassa-1251	350	3	)	)	PUNCT
ijassa-1251	350	4	.	.	PUNCT
ijassa-1251	351	1	[	[	X
ijassa-1251	351	2	online	online	X
ijassa-1251	351	3	]	]	X
ijassa-1251	351	4	available	available	ADJ
ijassa-1251	351	5	https://financesonline.com/streaming-trends/	https://financesonline.com/streaming-trends/	PROPN
ijassa-1251	351	6	3	3	NUM
ijassa-1251	351	7	.	.	PUNCT
ijassa-1251	351	8	about	about	ADP
ijassa-1251	351	9	the	the	DET
ijassa-1251	351	10	lens	len	NOUN
ijassa-1251	351	11	.	.	PUNCT
ijassa-1251	352	1	(	(	PUNCT
ijassa-1251	352	2	2022	2022	NUM
ijassa-1251	352	3	)	)	PUNCT
ijassa-1251	352	4	.	.	PUNCT
ijassa-1251	353	1	[	[	X
ijassa-1251	353	2	online	online	X
ijassa-1251	353	3	]	]	X
ijassa-1251	353	4	available	available	ADJ
ijassa-1251	353	5	https://about.lens.org/	https://about.lens.org/	NOUN
ijassa-1251	353	6	4	4	NUM
ijassa-1251	353	7	.	.	PUNCT
ijassa-1251	353	8	top	top	ADJ
ijassa-1251	353	9	10	10	NUM
ijassa-1251	353	10	technology	technology	NOUN
ijassa-1251	353	11	trends	trend	NOUN
ijassa-1251	353	12	in	in	ADP
ijassa-1251	353	13	the	the	DET
ijassa-1251	353	14	global	global	ADJ
ijassa-1251	353	15	semiconductor	semiconductor	NOUN
ijassa-1251	353	16	industry	industry	NOUN
ijassa-1251	353	17	in	in	ADP
ijassa-1251	353	18	2022	2022	NUM
ijassa-1251	353	19	.	.	PUNCT
ijassa-1251	354	1	(	(	PUNCT
ijassa-1251	354	2	2022	2022	NUM
ijassa-1251	354	3	)	)	PUNCT
ijassa-1251	354	4	.	.	PUNCT
ijassa-1251	355	1	[	[	X
ijassa-1251	355	2	online	online	X
ijassa-1251	355	3	]	]	X
ijassa-1251	355	4	available	available	ADJ
ijassa-1251	355	5	https://www.utmel.com/blog/categories/semiconductor/top-10technology-trends-in-the-global-semiconductor-industry-in-2022	https://www.utmel.com/blog/categories/semiconductor/top-10technology-trends-in-the-global-semiconductor-industry-in-2022	NOUN
ijassa-1251	355	6	5	5	NUM
ijassa-1251	355	7	.	.	PUNCT
ijassa-1251	356	1	arenas	arenas	PROPN
ijassa-1251	356	2	,	,	PUNCT
ijassa-1251	356	3	l.	l.	PROPN
ijassa-1251	356	4	&	&	CCONJ
ijassa-1251	356	5	gil	gil	PROPN
ijassa-1251	356	6	-	-	PUNCT
ijassa-1251	356	7	lafuente	lafuente	PROPN
ijassa-1251	356	8	,	,	PUNCT
ijassa-1251	356	9	a.	a.	NOUN
ijassa-1251	356	10	m.	m.	NOUN
ijassa-1251	356	11	(	(	PUNCT
ijassa-1251	356	12	2021	2021	NUM
ijassa-1251	356	13	)	)	PUNCT
ijassa-1251	356	14	.	.	PUNCT
ijassa-1251	357	1	impact	impact	NOUN
ijassa-1251	357	2	of	of	ADP
ijassa-1251	357	3	emerging	emerge	VERB
ijassa-1251	357	4	technologies	technology	NOUN
ijassa-1251	357	5	in	in	ADP
ijassa-1251	357	6	banking	banking	NOUN
ijassa-1251	357	7	and	and	CCONJ
ijassa-1251	357	8	finance	finance	NOUN
ijassa-1251	357	9	in	in	ADP
ijassa-1251	357	10	europe	europe	PROPN
ijassa-1251	357	11	:	:	PUNCT
ijassa-1251	357	12	a	a	DET
ijassa-1251	357	13	volatility	volatility	NOUN
ijassa-1251	357	14	spillover	spillover	VERB
ijassa-1251	357	15	and	and	CCONJ
ijassa-1251	357	16	contagion	contagion	NOUN
ijassa-1251	357	17	approach	approach	NOUN
ijassa-1251	357	18	,	,	PUNCT
ijassa-1251	357	19	journal	journal	NOUN
ijassa-1251	357	20	of	of	ADP
ijassa-1251	357	21	intelligent	intelligent	ADJ
ijassa-1251	357	22	&	&	CCONJ
ijassa-1251	357	23	fuzzy	fuzzy	ADJ
ijassa-1251	357	24	systems	system	NOUN
ijassa-1251	357	25	,	,	PUNCT
ijassa-1251	357	26	40(2	40(2	NUM
ijassa-1251	357	27	)	)	PUNCT
ijassa-1251	357	28	,	,	PUNCT
ijassa-1251	357	29	1903–1919	1903–1919	NUM
ijassa-1251	357	30	https://doi.org/10.3233/jifs-189195	https://doi.org/10.3233/jifs-189195	PROPN
ijassa-1251	357	31	6	6	NUM
ijassa-1251	357	32	.	.	PUNCT
ijassa-1251	358	1	aue	aue	PROPN
ijassa-1251	358	2	,	,	PUNCT
ijassa-1251	358	3	a.	a.	PROPN
ijassa-1251	358	4	,	,	PUNCT
ijassa-1251	358	5	horváth	horváth	PROPN
ijassa-1251	358	6	,	,	PUNCT
ijassa-1251	358	7	l.	l.	PROPN
ijassa-1251	358	8	&	&	CCONJ
ijassa-1251	358	9	f.	f.	PROPN
ijassa-1251	358	10	pellatt	pellatt	PROPN
ijassa-1251	358	11	,	,	PUNCT
ijassa-1251	358	12	d.	d.	PROPN
ijassa-1251	358	13	(	(	PUNCT
ijassa-1251	358	14	2017	2017	NUM
ijassa-1251	358	15	)	)	PUNCT
ijassa-1251	358	16	.	.	PUNCT
ijassa-1251	359	1	functional	functional	ADJ
ijassa-1251	359	2	generalized	generalize	VERB
ijassa-1251	359	3	autoregressive	autoregressive	ADJ
ijassa-1251	359	4	conditional	conditional	ADJ
ijassa-1251	359	5	heteroskedasticity	heteroskedasticity	NOUN
ijassa-1251	359	6	.	.	PUNCT
ijassa-1251	360	1	journal	journal	PROPN
ijassa-1251	360	2	of	of	ADP
ijassa-1251	360	3	time	time	NOUN
ijassa-1251	360	4	series	series	PROPN
ijassa-1251	360	5	analysis	analysis	NOUN
ijassa-1251	360	6	,	,	PUNCT
ijassa-1251	360	7	38(1	38(1	NUM
ijassa-1251	360	8	)	)	PUNCT
ijassa-1251	360	9	,	,	PUNCT
ijassa-1251	361	1	3–21	3–21	NUM
ijassa-1251	361	2	https://doi.org/10.1111/jtsa.12192	https://doi.org/10.1111/jtsa.12192	NOUN
ijassa-1251	361	3	7	7	NUM
ijassa-1251	361	4	.	.	PUNCT
ijassa-1251	362	1	biometric	biometric	ADJ
ijassa-1251	362	2	trends	trend	NOUN
ijassa-1251	362	3	and	and	CCONJ
ijassa-1251	362	4	statistics	statistic	NOUN
ijassa-1251	362	5	to	to	PART
ijassa-1251	362	6	keep	keep	VERB
ijassa-1251	362	7	an	an	DET
ijassa-1251	362	8	eye	eye	NOUN
ijassa-1251	362	9	on	on	ADP
ijassa-1251	362	10	in	in	ADP
ijassa-1251	362	11	2022	2022	NUM
ijassa-1251	362	12	.	.	PUNCT
ijassa-1251	363	1	(	(	PUNCT
ijassa-1251	363	2	2022	2022	NUM
ijassa-1251	363	3	)	)	PUNCT
ijassa-1251	363	4	.	.	PUNCT
ijassa-1251	364	1	[	[	X
ijassa-1251	364	2	online	online	X
ijassa-1251	364	3	]	]	X
ijassa-1251	364	4	available	available	ADJ
ijassa-1251	364	5	https://imageware.io/biometric-trends-and-statistics/	https://imageware.io/biometric-trends-and-statistics/	PROPN
ijassa-1251	364	6	8	8	NUM
ijassa-1251	364	7	.	.	PUNCT
ijassa-1251	365	1	chen	chen	PROPN
ijassa-1251	365	2	,	,	PUNCT
ijassa-1251	365	3	y.	y.	PROPN
ijassa-1251	365	4	,	,	PUNCT
ijassa-1251	365	5	lin	lin	PROPN
ijassa-1251	365	6	,	,	PUNCT
ijassa-1251	365	7	w.	w.	PROPN
ijassa-1251	365	8	&	&	CCONJ
ijassa-1251	365	9	wang	wang	PROPN
ijassa-1251	365	10	,	,	PUNCT
ijassa-1251	365	11	j.	j.	PROPN
ijassa-1251	365	12	z.	z.	PROPN
ijassa-1251	365	13	(	(	PUNCT
ijassa-1251	365	14	2019	2019	NUM
ijassa-1251	365	15	)	)	PUNCT
ijassa-1251	365	16	.	.	PUNCT
ijassa-1251	366	1	a	a	DET
ijassa-1251	366	2	dual	dual	ADJ
ijassa-1251	366	3	-	-	PUNCT
ijassa-1251	366	4	attention	attention	NOUN
ijassa-1251	366	5	-	-	PUNCT
ijassa-1251	366	6	based	base	VERB
ijassa-1251	366	7	stock	stock	NOUN
ijassa-1251	366	8	price	price	NOUN
ijassa-1251	366	9	trend	trend	NOUN
ijassa-1251	366	10	prediction	prediction	NOUN
ijassa-1251	366	11	model	model	NOUN
ijassa-1251	366	12	with	with	ADP
ijassa-1251	366	13	dual	dual	ADJ
ijassa-1251	366	14	features	feature	NOUN
ijassa-1251	366	15	,	,	PUNCT
ijassa-1251	366	16	ieee	ieee	NOUN
ijassa-1251	366	17	access	access	NOUN
ijassa-1251	366	18	,	,	PUNCT
ijassa-1251	366	19	7	7	NUM
ijassa-1251	366	20	,	,	PUNCT
ijassa-1251	366	21	148047–148058	148047–148058	NUM
ijassa-1251	366	22	https://doi.org/10.1109/access.2019.2946223	https://doi.org/10.1109/access.2019.2946223	PROPN
ijassa-1251	366	23	9	9	NUM
ijassa-1251	366	24	.	.	NOUN
ijassa-1251	366	25	conv1d	conv1d	ADJ
ijassa-1251	366	26	layer	layer	NOUN
ijassa-1251	366	27	.	.	PUNCT
ijassa-1251	367	1	(	(	PUNCT
ijassa-1251	367	2	2022	2022	NUM
ijassa-1251	367	3	)	)	PUNCT
ijassa-1251	367	4	.	.	PUNCT
ijassa-1251	368	1	[	[	X
ijassa-1251	368	2	online	online	X
ijassa-1251	368	3	]	]	X
ijassa-1251	368	4	available	available	ADJ
ijassa-1251	368	5	https://keras.io/api/layers/convolution	https://keras.io/api/layers/convolution	PROPN
ijassa-1251	368	6	layers	layer	NOUN
ijassa-1251	368	7	/	/	SYM
ijassa-1251	368	8	convolution1d/	convolution1d/	ADJ
ijassa-1251	368	9	10	10	NUM
ijassa-1251	368	10	.	.	PUNCT
ijassa-1251	369	1	ding	ding	NOUN
ijassa-1251	369	2	,	,	PUNCT
ijassa-1251	369	3	g.	g.	PROPN
ijassa-1251	369	4	&	&	CCONJ
ijassa-1251	369	5	qin	qin	PROPN
ijassa-1251	369	6	,	,	PUNCT
ijassa-1251	369	7	l.	l.	PROPN
ijassa-1251	369	8	(	(	PUNCT
ijassa-1251	369	9	2020	2020	NUM
ijassa-1251	369	10	)	)	PUNCT
ijassa-1251	369	11	.	.	PUNCT
ijassa-1251	370	1	study	study	NOUN
ijassa-1251	370	2	on	on	ADP
ijassa-1251	370	3	the	the	DET
ijassa-1251	370	4	prediction	prediction	NOUN
ijassa-1251	370	5	of	of	ADP
ijassa-1251	370	6	stock	stock	NOUN
ijassa-1251	370	7	price	price	NOUN
ijassa-1251	370	8	based	base	VERB
ijassa-1251	370	9	on	on	ADP
ijassa-1251	370	10	the	the	DET
ijassa-1251	370	11	associated	associated	ADJ
ijassa-1251	370	12	network	network	NOUN
ijassa-1251	370	13	model	model	NOUN
ijassa-1251	370	14	of	of	ADP
ijassa-1251	370	15	lstm	lstm	PROPN
ijassa-1251	370	16	,	,	PUNCT
ijassa-1251	370	17	international	international	ADJ
ijassa-1251	370	18	journal	journal	NOUN
ijassa-1251	370	19	of	of	ADP
ijassa-1251	370	20	machine	machine	NOUN
ijassa-1251	370	21	learning	learning	NOUN
ijassa-1251	370	22	and	and	CCONJ
ijassa-1251	370	23	cybernetics	cybernetic	NOUN
ijassa-1251	370	24	,	,	PUNCT
ijassa-1251	370	25	11	11	NUM
ijassa-1251	370	26	,	,	PUNCT
ijassa-1251	370	27	1307–1317	1307–1317	NUM
ijassa-1251	370	28	https://doi.org/10.1007/s13042-019-01041-1	https://doi.org/10.1007/s13042-019-01041-1	NUM
ijassa-1251	370	29	11	11	NUM
ijassa-1251	370	30	.	.	PUNCT
ijassa-1251	371	1	dosso	dosso	PROPN
ijassa-1251	371	2	,	,	PUNCT
ijassa-1251	371	3	m.	m.	NOUN
ijassa-1251	371	4	&	&	CCONJ
ijassa-1251	371	5	vezzani	vezzani	PROPN
ijassa-1251	371	6	,	,	PUNCT
ijassa-1251	371	7	a.	a.	NOUN
ijassa-1251	371	8	(	(	PUNCT
ijassa-1251	371	9	2020	2020	NUM
ijassa-1251	371	10	)	)	PUNCT
ijassa-1251	371	11	.	.	PUNCT
ijassa-1251	372	1	firm	firm	ADJ
ijassa-1251	372	2	market	market	NOUN
ijassa-1251	372	3	valuation	valuation	NOUN
ijassa-1251	372	4	and	and	CCONJ
ijassa-1251	372	5	intellectual	intellectual	ADJ
ijassa-1251	372	6	property	property	NOUN
ijassa-1251	372	7	assets	asset	NOUN
ijassa-1251	372	8	,	,	PUNCT
ijassa-1251	372	9	industry	industry	NOUN
ijassa-1251	372	10	and	and	CCONJ
ijassa-1251	372	11	innovation	innovation	NOUN
ijassa-1251	372	12	,	,	PUNCT
ijassa-1251	372	13	27(7	27(7	NUM
ijassa-1251	372	14	)	)	PUNCT
ijassa-1251	372	15	,	,	PUNCT
ijassa-1251	372	16	705–729	705–729	NUM
ijassa-1251	372	17	https://doi.org/10.1080/13662716.2019.1685374	https://doi.org/10.1080/13662716.2019.1685374	ADJ
ijassa-1251	372	18	12	12	NUM
ijassa-1251	372	19	.	.	X
ijassa-1251	372	20	grieco	grieco	PROPN
ijassa-1251	372	21	,	,	PUNCT
ijassa-1251	372	22	d.	d.	PROPN
ijassa-1251	372	23	(	(	PUNCT
ijassa-1251	372	24	2018	2018	NUM
ijassa-1251	372	25	)	)	PUNCT
ijassa-1251	372	26	.	.	PUNCT
ijassa-1251	373	1	innovation	innovation	NOUN
ijassa-1251	373	2	and	and	CCONJ
ijassa-1251	373	3	stock	stock	NOUN
ijassa-1251	373	4	market	market	NOUN
ijassa-1251	373	5	performance	performance	NOUN
ijassa-1251	373	6	:	:	PUNCT
ijassa-1251	373	7	a	a	DET
ijassa-1251	373	8	model	model	NOUN
ijassa-1251	373	9	with	with	ADP
ijassa-1251	373	10	ambiguityaverse	ambiguityaverse	ADJ
ijassa-1251	373	11	agents	agent	NOUN
ijassa-1251	373	12	,	,	PUNCT
ijassa-1251	373	13	journal	journal	NOUN
ijassa-1251	373	14	of	of	ADP
ijassa-1251	373	15	evolutionary	evolutionary	ADJ
ijassa-1251	373	16	economics	economic	NOUN
ijassa-1251	373	17	,	,	PUNCT
ijassa-1251	373	18	28(2	28(2	NUM
ijassa-1251	373	19	)	)	PUNCT
ijassa-1251	373	20	,	,	PUNCT
ijassa-1251	373	21	287–303	287–303	NUM
ijassa-1251	373	22	https://doi.org/10.1007/s00191-017-0537-1	https://doi.org/10.1007/s00191-017-0537-1	NOUN
ijassa-1251	373	23	13	13	NUM
ijassa-1251	373	24	.	.	PUNCT
ijassa-1251	374	1	hyndman	hyndman	NOUN
ijassa-1251	374	2	,	,	PUNCT
ijassa-1251	374	3	r.	r.	PROPN
ijassa-1251	374	4	j.	j.	PROPN
ijassa-1251	374	5	&	&	CCONJ
ijassa-1251	374	6	athanasopoulos	athanasopoulos	PROPN
ijassa-1251	374	7	,	,	PUNCT
ijassa-1251	374	8	g.	g.	PROPN
ijassa-1251	374	9	(	(	PUNCT
ijassa-1251	374	10	2018	2018	NUM
ijassa-1251	374	11	)	)	PUNCT
ijassa-1251	374	12	.	.	PUNCT
ijassa-1251	375	1	forecasting	forecasting	NOUN
ijassa-1251	375	2	:	:	PUNCT
ijassa-1251	376	1	principles	principle	NOUN
ijassa-1251	376	2	and	and	CCONJ
ijassa-1251	376	3	practice	practice	NOUN
ijassa-1251	376	4	.	.	PUNCT
ijassa-1251	377	1	online	online	ADJ
ijassa-1251	377	2	:	:	PUNCT
ijassa-1251	378	1	otexts	otext	NOUN
ijassa-1251	378	2	.	.	PUNCT
ijassa-1251	379	1	14	14	NUM
ijassa-1251	379	2	.	.	PUNCT
ijassa-1251	379	3	industrial	industrial	ADJ
ijassa-1251	379	4	-	-	PUNCT
ijassa-1251	379	5	strength	strength	NOUN
ijassa-1251	379	6	natural	natural	ADJ
ijassa-1251	379	7	language	language	NOUN
ijassa-1251	379	8	processing	processing	NOUN
ijassa-1251	379	9	.	.	PUNCT
ijassa-1251	380	1	(	(	PUNCT
ijassa-1251	380	2	2022	2022	NUM
ijassa-1251	380	3	)	)	PUNCT
ijassa-1251	380	4	.	.	PUNCT
ijassa-1251	381	1	[	[	X
ijassa-1251	381	2	online	online	X
ijassa-1251	381	3	]	]	X
ijassa-1251	381	4	available	available	ADJ
ijassa-1251	381	5	https://spacy.io/	https://spacy.io/	PROPN
ijassa-1251	381	6	15	15	NUM
ijassa-1251	381	7	.	.	PUNCT
ijassa-1251	382	1	ji	ji	PROPN
ijassa-1251	382	2	,	,	PUNCT
ijassa-1251	382	3	x.	x.	PROPN
ijassa-1251	382	4	,	,	PUNCT
ijassa-1251	382	5	wang	wang	PROPN
ijassa-1251	382	6	,	,	PUNCT
ijassa-1251	382	7	j.	j.	PROPN
ijassa-1251	382	8	&	&	CCONJ
ijassa-1251	382	9	yan	yan	PROPN
ijassa-1251	382	10	,	,	PUNCT
ijassa-1251	382	11	z.	z.	PROPN
ijassa-1251	382	12	(	(	PUNCT
ijassa-1251	382	13	2021	2021	NUM
ijassa-1251	382	14	)	)	PUNCT
ijassa-1251	382	15	.	.	PUNCT
ijassa-1251	383	1	a	a	DET
ijassa-1251	383	2	stock	stock	NOUN
ijassa-1251	383	3	price	price	NOUN
ijassa-1251	383	4	prediction	prediction	NOUN
ijassa-1251	383	5	method	method	NOUN
ijassa-1251	383	6	based	base	VERB
ijassa-1251	383	7	on	on	ADP
ijassa-1251	383	8	deep	deep	ADJ
ijassa-1251	383	9	learning	learning	NOUN
ijassa-1251	383	10	technology	technology	NOUN
ijassa-1251	383	11	.	.	PUNCT
ijassa-1251	384	1	international	international	ADJ
ijassa-1251	384	2	journal	journal	PROPN
ijassa-1251	384	3	of	of	ADP
ijassa-1251	384	4	crowd	crowd	NOUN
ijassa-1251	384	5	science	science	NOUN
ijassa-1251	384	6	,	,	PUNCT
ijassa-1251	384	7	5(1	5(1	NUM
ijassa-1251	384	8	)	)	PUNCT
ijassa-1251	384	9	,	,	PUNCT
ijassa-1251	384	10	55–72	55–72	NUM
ijassa-1251	384	11	https://doi.org/10.1108/ijcs-05-2020-0012	https://doi.org/10.1108/ijcs-05-2020-0012	NOUN
ijassa-1251	384	12	16	16	NUM
ijassa-1251	384	13	.	.	PUNCT
ijassa-1251	385	1	jiang	jiang	PROPN
ijassa-1251	385	2	,	,	PUNCT
ijassa-1251	385	3	w.	w.	PROPN
ijassa-1251	385	4	(	(	PUNCT
ijassa-1251	385	5	2021	2021	NUM
ijassa-1251	385	6	)	)	PUNCT
ijassa-1251	385	7	.	.	PUNCT
ijassa-1251	386	1	applications	application	NOUN
ijassa-1251	386	2	of	of	ADP
ijassa-1251	386	3	deep	deep	ADJ
ijassa-1251	386	4	learning	learning	NOUN
ijassa-1251	386	5	in	in	ADP
ijassa-1251	386	6	stock	stock	NOUN
ijassa-1251	386	7	market	market	NOUN
ijassa-1251	386	8	prediction	prediction	NOUN
ijassa-1251	386	9	:	:	PUNCT
ijassa-1251	386	10	recent	recent	ADJ
ijassa-1251	386	11	progress	progress	NOUN
ijassa-1251	386	12	,	,	PUNCT
ijassa-1251	386	13	expert	expert	NOUN
ijassa-1251	386	14	systems	system	NOUN
ijassa-1251	386	15	with	with	ADP
ijassa-1251	386	16	applications	application	NOUN
ijassa-1251	386	17	,	,	PUNCT
ijassa-1251	386	18	184	184	NUM
ijassa-1251	386	19	https://doi.org/10.1016/j.eswa.2021.115	https://doi.org/10.1016/j.eswa.2021.115	NOUN
ijassa-1251	386	20	537	537	NUM
ijassa-1251	386	21	17	17	NUM
ijassa-1251	386	22	.	.	PUNCT
ijassa-1251	387	1	keybert	keybert	NOUN
ijassa-1251	387	2	–	–	PUNCT
ijassa-1251	387	3	quickstart	quickstart	NOUN
ijassa-1251	387	4	.	.	PUNCT
ijassa-1251	388	1	(	(	PUNCT
ijassa-1251	388	2	2022	2022	NUM
ijassa-1251	388	3	)	)	PUNCT
ijassa-1251	388	4	.	.	PUNCT
ijassa-1251	389	1	[	[	X
ijassa-1251	389	2	online	online	X
ijassa-1251	389	3	]	]	X
ijassa-1251	389	4	available	available	ADJ
ijassa-1251	389	5	https://maartengr.github.io/	https://maartengr.github.io/	PROPN
ijassa-1251	389	6	88	88	NUM
ijassa-1251	389	7	n.	n.	NOUN
ijassa-1251	389	8	t.	t.	PROPN
ijassa-1251	389	9	viet	viet	PROPN
ijassa-1251	389	10	,	,	PUNCT
ijassa-1251	389	11	a.	a.	NOUN
ijassa-1251	389	12	kravets	kravet	NOUN
ijassa-1251	389	13	copyright	copyright	NOUN
ijassa-1251	389	14	©	©	PROPN
ijassa-1251	389	15	2023	2023	NUM
ijassa-1251	389	16	assa	assa	PROPN
ijassa-1251	389	17	adv	adv	PROPN
ijassa-1251	389	18	.	.	PUNCT
ijassa-1251	390	1	in	in	ADP
ijassa-1251	390	2	systems	system	NOUN
ijassa-1251	390	3	science	science	NOUN
ijassa-1251	390	4	and	and	CCONJ
ijassa-1251	390	5	appl	appl	NOUN
ijassa-1251	390	6	.	.	PUNCT
ijassa-1251	391	1	(	(	PUNCT
ijassa-1251	391	2	2023	2023	NUM
ijassa-1251	391	3	)	)	PUNCT
ijassa-1251	391	4	keybert	keybert	NOUN
ijassa-1251	391	5	/	/	SYM
ijassa-1251	391	6	guides	guide	NOUN
ijassa-1251	391	7	/	/	SYM
ijassa-1251	391	8	quickstart.html	quickstart.html	PROPN
ijassa-1251	391	9	18	18	NUM
ijassa-1251	391	10	.	.	PUNCT
ijassa-1251	392	1	kravets	kravet	NOUN
ijassa-1251	392	2	,	,	PUNCT
ijassa-1251	392	3	a.	a.	NOUN
ijassa-1251	392	4	,	,	PUNCT
ijassa-1251	392	5	gneushev	gneushev	NOUN
ijassa-1251	392	6	,	,	PUNCT
ijassa-1251	392	7	v.	v.	PROPN
ijassa-1251	392	8	,	,	PUNCT
ijassa-1251	392	9	biryukov	biryukov	PROPN
ijassa-1251	392	10	,	,	PUNCT
ijassa-1251	392	11	s.	s.	PROPN
ijassa-1251	392	12	,	,	PUNCT
ijassa-1251	392	13	skorikov	skorikov	PROPN
ijassa-1251	392	14	,	,	PUNCT
ijassa-1251	392	15	d.	d.	PROPN
ijassa-1251	392	16	&	&	CCONJ
ijassa-1251	392	17	marinkin	marinkin	PROPN
ijassa-1251	392	18	,	,	PUNCT
ijassa-1251	392	19	d.	d.	PROPN
ijassa-1251	392	20	(	(	PUNCT
ijassa-1251	392	21	2020	2020	NUM
ijassa-1251	392	22	)	)	PUNCT
ijassa-1251	392	23	.	.	PUNCT
ijassa-1251	393	1	research	research	NOUN
ijassa-1251	393	2	of	of	ADP
ijassa-1251	393	3	the	the	DET
ijassa-1251	393	4	lda	lda	PROPN
ijassa-1251	393	5	algorithm	algorithm	NOUN
ijassa-1251	393	6	processing	processing	NOUN
ijassa-1251	393	7	results	result	NOUN
ijassa-1251	393	8	on	on	ADP
ijassa-1251	393	9	high	high	ADJ
ijassa-1251	393	10	-	-	PUNCT
ijassa-1251	393	11	level	level	NOUN
ijassa-1251	393	12	classes	class	NOUN
ijassa-1251	393	13	of	of	ADP
ijassa-1251	393	14	patents	patent	NOUN
ijassa-1251	393	15	,	,	PUNCT
ijassa-1251	393	16	ceur	ceur	NOUN
ijassa-1251	393	17	workshop	workshop	NOUN
ijassa-1251	393	18	proceedings	proceeding	NOUN
ijassa-1251	393	19	(	(	PUNCT
ijassa-1251	393	20	samara	samara	PROPN
ijassa-1251	393	21	,	,	PUNCT
ijassa-1251	393	22	russia	russia	PROPN
ijassa-1251	393	23	)	)	PUNCT
ijassa-1251	393	24	,	,	PUNCT
ijassa-1251	393	25	314–318	314–318	NUM
ijassa-1251	393	26	.	.	PUNCT
ijassa-1251	394	1	19	19	NUM
ijassa-1251	394	2	.	.	X
ijassa-1251	394	3	lam	lam	PROPN
ijassa-1251	394	4	,	,	PUNCT
ijassa-1251	394	5	h.	h.	PROPN
ijassa-1251	394	6	k.	k.	PROPN
ijassa-1251	394	7	s.	s.	PROPN
ijassa-1251	394	8	,	,	PUNCT
ijassa-1251	394	9	ding	ding	PROPN
ijassa-1251	394	10	,	,	PUNCT
ijassa-1251	394	11	l.	l.	PROPN
ijassa-1251	394	12	,	,	PUNCT
ijassa-1251	394	13	cheng	cheng	PROPN
ijassa-1251	394	14	,	,	PUNCT
ijassa-1251	394	15	t.	t.	PROPN
ijassa-1251	394	16	c.	c.	PROPN
ijassa-1251	394	17	e.	e.	PROPN
ijassa-1251	394	18	&	&	CCONJ
ijassa-1251	394	19	zhou	zhou	PROPN
ijassa-1251	394	20	,	,	PUNCT
ijassa-1251	394	21	h.	h.	PROPN
ijassa-1251	394	22	(	(	PUNCT
ijassa-1251	394	23	2019	2019	NUM
ijassa-1251	394	24	)	)	PUNCT
ijassa-1251	394	25	.	.	PUNCT
ijassa-1251	395	1	the	the	DET
ijassa-1251	395	2	impact	impact	NOUN
ijassa-1251	395	3	of	of	ADP
ijassa-1251	395	4	3d	3d	NUM
ijassa-1251	395	5	printing	printing	NOUN
ijassa-1251	395	6	implementation	implementation	NOUN
ijassa-1251	395	7	on	on	ADP
ijassa-1251	395	8	stock	stock	NOUN
ijassa-1251	395	9	returns	return	NOUN
ijassa-1251	395	10	,	,	PUNCT
ijassa-1251	395	11	international	international	ADJ
ijassa-1251	395	12	journal	journal	NOUN
ijassa-1251	395	13	of	of	ADP
ijassa-1251	395	14	operations	operation	NOUN
ijassa-1251	395	15	&	&	CCONJ
ijassa-1251	395	16	production	production	NOUN
ijassa-1251	395	17	management	management	NOUN
ijassa-1251	395	18	,	,	PUNCT
ijassa-1251	395	19	39(6/7/8	39(6/7/8	NUM
ijassa-1251	395	20	)	)	PUNCT
ijassa-1251	395	21	,	,	PUNCT
ijassa-1251	395	22	935–961	935–961	NUM
ijassa-1251	395	23	https://doi.org/10.1108/ijopm-01-2019-0075	https://doi.org/10.1108/ijopm-01-2019-0075	NUM
ijassa-1251	395	24	20	20	NUM
ijassa-1251	395	25	.	.	PUNCT
ijassa-1251	396	1	lee	lee	PROPN
ijassa-1251	396	2	,	,	PUNCT
ijassa-1251	396	3	b.	b.	PROPN
ijassa-1251	396	4	(	(	PUNCT
ijassa-1251	396	5	2018	2018	NUM
ijassa-1251	396	6	)	)	PUNCT
ijassa-1251	396	7	.	.	PUNCT
ijassa-1251	397	1	the	the	DET
ijassa-1251	397	2	relationship	relationship	NOUN
ijassa-1251	397	3	between	between	ADP
ijassa-1251	397	4	technology	technology	NOUN
ijassa-1251	397	5	life	life	NOUN
ijassa-1251	397	6	cycle	cycle	NOUN
ijassa-1251	397	7	and	and	CCONJ
ijassa-1251	397	8	korean	korean	ADJ
ijassa-1251	397	9	stock	stock	NOUN
ijassa-1251	397	10	market	market	NOUN
ijassa-1251	397	11	performance	performance	NOUN
ijassa-1251	397	12	,	,	PUNCT
ijassa-1251	397	13	international	international	ADJ
ijassa-1251	397	14	journal	journal	NOUN
ijassa-1251	397	15	of	of	ADP
ijassa-1251	397	16	financial	financial	ADJ
ijassa-1251	397	17	studies	study	NOUN
ijassa-1251	397	18	,	,	PUNCT
ijassa-1251	397	19	6(4	6(4	NOUN
ijassa-1251	397	20	)	)	PUNCT
ijassa-1251	397	21	,	,	PUNCT
ijassa-1251	397	22	88	88	NUM
ijassa-1251	397	23	https://doi.org/10.3390/ijfs6040088	https://doi.org/10.3390/ijfs6040088	NOUN
ijassa-1251	397	24	21	21	NUM
ijassa-1251	397	25	.	.	PUNCT
ijassa-1251	398	1	li	li	PROPN
ijassa-1251	398	2	,	,	PUNCT
ijassa-1251	398	3	a.	a.	PROPN
ijassa-1251	398	4	w.	w.	PROPN
ijassa-1251	398	5	&	&	CCONJ
ijassa-1251	398	6	bastos	bastos	PROPN
ijassa-1251	398	7	,	,	PUNCT
ijassa-1251	398	8	g.	g.	PROPN
ijassa-1251	398	9	s.	s.	PROPN
ijassa-1251	398	10	(	(	PUNCT
ijassa-1251	398	11	2020	2020	NUM
ijassa-1251	398	12	)	)	PUNCT
ijassa-1251	398	13	.	.	PUNCT
ijassa-1251	399	1	stock	stock	NOUN
ijassa-1251	399	2	market	market	NOUN
ijassa-1251	399	3	forecasting	forecasting	NOUN
ijassa-1251	399	4	using	use	VERB
ijassa-1251	399	5	deep	deep	ADJ
ijassa-1251	399	6	learning	learning	NOUN
ijassa-1251	399	7	and	and	CCONJ
ijassa-1251	399	8	technical	technical	ADJ
ijassa-1251	399	9	analysis	analysis	NOUN
ijassa-1251	399	10	:	:	PUNCT
ijassa-1251	399	11	a	a	DET
ijassa-1251	399	12	systematic	systematic	ADJ
ijassa-1251	399	13	review	review	NOUN
ijassa-1251	399	14	,	,	PUNCT
ijassa-1251	399	15	ieee	ieee	NOUN
ijassa-1251	399	16	access	access	NOUN
ijassa-1251	399	17	,	,	PUNCT
ijassa-1251	399	18	8	8	NUM
ijassa-1251	399	19	,	,	PUNCT
ijassa-1251	399	20	185232–185242	185232–185242	NUM
ijassa-1251	399	21	https://doi.org/10.1109/access.2020.3030226	https://doi.org/10.1109/access.2020.3030226	PROPN
ijassa-1251	399	22	22	22	NUM
ijassa-1251	399	23	.	.	PUNCT
ijassa-1251	400	1	lin	lin	PROPN
ijassa-1251	400	2	,	,	PUNCT
ijassa-1251	400	3	y.	y.	PROPN
ijassa-1251	400	4	,	,	PUNCT
ijassa-1251	400	5	liu	liu	PROPN
ijassa-1251	400	6	,	,	PUNCT
ijassa-1251	400	7	s.	s.	PROPN
ijassa-1251	400	8	,	,	PUNCT
ijassa-1251	400	9	yang	yang	PROPN
ijassa-1251	400	10	,	,	PUNCT
ijassa-1251	400	11	h.	h.	PROPN
ijassa-1251	400	12	&	&	CCONJ
ijassa-1251	400	13	wu	wu	PROPN
ijassa-1251	400	14	,	,	PUNCT
ijassa-1251	400	15	h.	h.	PROPN
ijassa-1251	400	16	(	(	PUNCT
ijassa-1251	400	17	2021	2021	NUM
ijassa-1251	400	18	)	)	PUNCT
ijassa-1251	400	19	.	.	PUNCT
ijassa-1251	401	1	stock	stock	NOUN
ijassa-1251	401	2	trend	trend	NOUN
ijassa-1251	401	3	prediction	prediction	NOUN
ijassa-1251	401	4	using	use	VERB
ijassa-1251	401	5	candlestick	candlestick	NOUN
ijassa-1251	401	6	charting	charting	NOUN
ijassa-1251	401	7	and	and	CCONJ
ijassa-1251	401	8	ensemble	ensemble	ADJ
ijassa-1251	401	9	machine	machine	NOUN
ijassa-1251	401	10	learning	learn	VERB
ijassa-1251	401	11	techniques	technique	NOUN
ijassa-1251	401	12	with	with	ADP
ijassa-1251	401	13	a	a	DET
ijassa-1251	401	14	novelty	novelty	NOUN
ijassa-1251	401	15	feature	feature	NOUN
ijassa-1251	401	16	engineering	engineering	NOUN
ijassa-1251	401	17	scheme	scheme	NOUN
ijassa-1251	401	18	,	,	PUNCT
ijassa-1251	401	19	ieee	ieee	NOUN
ijassa-1251	401	20	access	access	NOUN
ijassa-1251	401	21	,	,	PUNCT
ijassa-1251	401	22	9	9	NUM
ijassa-1251	401	23	,	,	PUNCT
ijassa-1251	401	24	101433–101446	101433–101446	NUM
ijassa-1251	401	25	https://doi.org/10.1109/	https://doi.org/10.1109/	PROPN
ijassa-1251	401	26	access.2021.3096825	access.2021.3096825	PROPN
ijassa-1251	401	27	23	23	NUM
ijassa-1251	401	28	.	.	PUNCT
ijassa-1251	402	1	liu	liu	PROPN
ijassa-1251	402	2	,	,	PUNCT
ijassa-1251	402	3	y.	y.	PROPN
ijassa-1251	402	4	,	,	PUNCT
ijassa-1251	402	5	zhang	zhang	PROPN
ijassa-1251	402	6	,	,	PUNCT
ijassa-1251	402	7	r.	r.	PROPN
ijassa-1251	402	8	,	,	PUNCT
ijassa-1251	402	9	wang	wang	PROPN
ijassa-1251	402	10	,	,	PUNCT
ijassa-1251	402	11	j.	j.	PROPN
ijassa-1251	402	12	&	&	CCONJ
ijassa-1251	402	13	wang	wang	PROPN
ijassa-1251	402	14	,	,	PUNCT
ijassa-1251	402	15	y.	y.	PROPN
ijassa-1251	402	16	(	(	PUNCT
ijassa-1251	402	17	2021	2021	NUM
ijassa-1251	402	18	)	)	PUNCT
ijassa-1251	402	19	.	.	PUNCT
ijassa-1251	403	1	current	current	ADJ
ijassa-1251	403	2	and	and	CCONJ
ijassa-1251	403	3	future	future	ADJ
ijassa-1251	403	4	lithium	lithium	NOUN
ijassa-1251	403	5	-	-	PUNCT
ijassa-1251	403	6	ion	ion	NOUN
ijassa-1251	403	7	battery	battery	NOUN
ijassa-1251	403	8	manufacturing	manufacturing	NOUN
ijassa-1251	403	9	,	,	PUNCT
ijassa-1251	403	10	iscience	iscience	NOUN
ijassa-1251	403	11	,	,	PUNCT
ijassa-1251	403	12	24(4	24(4	NUM
ijassa-1251	403	13	)	)	PUNCT
ijassa-1251	403	14	,	,	PUNCT
ijassa-1251	403	15	102332	102332	NUM
ijassa-1251	403	16	https://doi.org/10.1016/j.isci.2021.102332	https://doi.org/10.1016/j.isci.2021.102332	PROPN
ijassa-1251	403	17	24	24	NUM
ijassa-1251	403	18	.	.	PUNCT
ijassa-1251	404	1	lstm	lstm	ADJ
ijassa-1251	404	2	layer	layer	NOUN
ijassa-1251	404	3	.	.	PUNCT
ijassa-1251	405	1	(	(	PUNCT
ijassa-1251	405	2	2022	2022	NUM
ijassa-1251	405	3	)	)	PUNCT
ijassa-1251	405	4	.	.	PUNCT
ijassa-1251	406	1	[	[	X
ijassa-1251	406	2	online	online	X
ijassa-1251	406	3	]	]	X
ijassa-1251	406	4	available	available	ADJ
ijassa-1251	406	5	https://keras.io/api/layers/recurrent_layers/lstm/	https://keras.io/api/layers/recurrent_layers/lstm/	ADP
ijassa-1251	406	6	25	25	NUM
ijassa-1251	406	7	.	.	PUNCT
ijassa-1251	406	8	mazzucato	mazzucato	PROPN
ijassa-1251	406	9	,	,	PUNCT
ijassa-1251	406	10	m.	m.	NOUN
ijassa-1251	406	11	(	(	PUNCT
ijassa-1251	406	12	2006	2006	NUM
ijassa-1251	406	13	)	)	PUNCT
ijassa-1251	406	14	.	.	PUNCT
ijassa-1251	407	1	innovation	innovation	NOUN
ijassa-1251	407	2	and	and	CCONJ
ijassa-1251	407	3	stock	stock	NOUN
ijassa-1251	407	4	prices	price	NOUN
ijassa-1251	407	5	:	:	PUNCT
ijassa-1251	407	6	a	a	DET
ijassa-1251	407	7	review	review	NOUN
ijassa-1251	407	8	of	of	ADP
ijassa-1251	407	9	some	some	DET
ijassa-1251	407	10	recent	recent	ADJ
ijassa-1251	407	11	work	work	NOUN
ijassa-1251	407	12	,	,	PUNCT
ijassa-1251	407	13	revue	revue	NOUN
ijassa-1251	407	14	de	de	X
ijassa-1251	407	15	l’ofce	l’ofce	NOUN
ijassa-1251	407	16	,	,	PUNCT
ijassa-1251	407	17	97(5	97(5	NOUN
ijassa-1251	407	18	)	)	PUNCT
ijassa-1251	407	19	,	,	PUNCT
ijassa-1251	407	20	159–179	159–179	NUM
ijassa-1251	407	21	https://doi.org/10.3917/reof.073.0159	https://doi.org/10.3917/reof.073.0159	ADP
ijassa-1251	407	22	26	26	NUM
ijassa-1251	407	23	.	.	PUNCT
ijassa-1251	408	1	metal	metal	NOUN
ijassa-1251	408	2	-	-	PUNCT
ijassa-1251	408	3	air	air	NOUN
ijassa-1251	408	4	battery	battery	NOUN
ijassa-1251	408	5	market	market	NOUN
ijassa-1251	408	6	trends	trend	NOUN
ijassa-1251	408	7	,	,	PUNCT
ijassa-1251	408	8	business	business	NOUN
ijassa-1251	408	9	overview	overview	NOUN
ijassa-1251	408	10	,	,	PUNCT
ijassa-1251	408	11	key	key	ADJ
ijassa-1251	408	12	players	player	NOUN
ijassa-1251	408	13	,	,	PUNCT
ijassa-1251	408	14	demand	demand	NOUN
ijassa-1251	408	15	and	and	CCONJ
ijassa-1251	408	16	forecast	forecast	VERB
ijassa-1251	408	17	to	to	ADP
ijassa-1251	408	18	2028	2028	NUM
ijassa-1251	408	19	.	.	PUNCT
ijassa-1251	409	1	(	(	PUNCT
ijassa-1251	409	2	2022	2022	NUM
ijassa-1251	409	3	)	)	PUNCT
ijassa-1251	409	4	.	.	PUNCT
ijassa-1251	410	1	[	[	X
ijassa-1251	410	2	online	online	X
ijassa-1251	410	3	]	]	X
ijassa-1251	410	4	available	available	ADJ
ijassa-1251	410	5	https://www.marketwatch.com/pressrelease/metal-air-battery-market-trends-business-overview-key-players-demand-andforecast-to-2028-2022-02-09	https://www.marketwatch.com/pressrelease/metal-air-battery-market-trends-business-overview-key-players-demand-andforecast-to-2028-2022-02-09	PROPN
ijassa-1251	410	6	27	27	NUM
ijassa-1251	410	7	.	.	PUNCT
ijassa-1251	410	8	natural	natural	ADJ
ijassa-1251	410	9	language	language	NOUN
ijassa-1251	410	10	processing	processing	NOUN
ijassa-1251	410	11	market	market	NOUN
ijassa-1251	410	12	2022	2022	NUM
ijassa-1251	410	13	growth	growth	NOUN
ijassa-1251	410	14	analysis	analysis	NOUN
ijassa-1251	410	15	by	by	ADP
ijassa-1251	410	16	key	key	ADJ
ijassa-1251	410	17	players	player	NOUN
ijassa-1251	410	18	,	,	PUNCT
ijassa-1251	410	19	globally	globally	ADV
ijassa-1251	410	20	effective	effective	ADJ
ijassa-1251	410	21	factors	factor	NOUN
ijassa-1251	410	22	,	,	PUNCT
ijassa-1251	410	23	trends	trend	NOUN
ijassa-1251	410	24	,	,	PUNCT
ijassa-1251	410	25	business	business	NOUN
ijassa-1251	410	26	plans	plan	NOUN
ijassa-1251	410	27	,	,	PUNCT
ijassa-1251	410	28	and	and	CCONJ
ijassa-1251	410	29	forecast	forecast	VERB
ijassa-1251	410	30	to	to	ADP
ijassa-1251	410	31	2030	2030	NUM
ijassa-1251	410	32	.	.	PUNCT
ijassa-1251	411	1	(	(	PUNCT
ijassa-1251	411	2	2022	2022	NUM
ijassa-1251	411	3	)	)	PUNCT
ijassa-1251	411	4	.	.	PUNCT
ijassa-1251	412	1	[	[	X
ijassa-1251	412	2	online	online	X
ijassa-1251	412	3	]	]	X
ijassa-1251	412	4	available	available	ADJ
ijassa-1251	412	5	https://www.taiwannews.com.tw/en/news/4399824	https://www.taiwannews.com.tw/en/news/4399824	PROPN
ijassa-1251	412	6	28	28	NUM
ijassa-1251	412	7	.	.	PUNCT
ijassa-1251	412	8	natural	natural	ADJ
ijassa-1251	412	9	language	language	NOUN
ijassa-1251	412	10	toolkit	toolkit	NOUN
ijassa-1251	412	11	.	.	PUNCT
ijassa-1251	413	1	(	(	PUNCT
ijassa-1251	413	2	2022	2022	NUM
ijassa-1251	413	3	)	)	PUNCT
ijassa-1251	413	4	.	.	PUNCT
ijassa-1251	414	1	[	[	X
ijassa-1251	414	2	online	online	X
ijassa-1251	414	3	]	]	X
ijassa-1251	414	4	available	available	ADJ
ijassa-1251	414	5	https://www.nltk.org/index.html	https://www.nltk.org/index.html	PROPN
ijassa-1251	414	6	29	29	NUM
ijassa-1251	414	7	.	.	PUNCT
ijassa-1251	415	1	nguyen	nguyen	NOUN
ijassa-1251	415	2	,	,	PUNCT
ijassa-1251	415	3	t.-t	t.-t	PROPN
ijassa-1251	415	4	.	.	PUNCT
ijassa-1251	416	1	&	&	CCONJ
ijassa-1251	416	2	yoon	yoon	PROPN
ijassa-1251	416	3	,	,	PUNCT
ijassa-1251	416	4	s.	s.	PROPN
ijassa-1251	416	5	(	(	PUNCT
ijassa-1251	416	6	2019	2019	NUM
ijassa-1251	416	7	)	)	PUNCT
ijassa-1251	416	8	.	.	PUNCT
ijassa-1251	417	1	a	a	DET
ijassa-1251	417	2	novel	novel	ADJ
ijassa-1251	417	3	approach	approach	NOUN
ijassa-1251	417	4	to	to	ADP
ijassa-1251	417	5	short	short	ADJ
ijassa-1251	417	6	-	-	PUNCT
ijassa-1251	417	7	term	term	NOUN
ijassa-1251	417	8	stock	stock	NOUN
ijassa-1251	417	9	price	price	NOUN
ijassa-1251	417	10	movement	movement	NOUN
ijassa-1251	417	11	prediction	prediction	NOUN
ijassa-1251	417	12	using	use	VERB
ijassa-1251	417	13	transfer	transfer	NOUN
ijassa-1251	417	14	learning	learning	NOUN
ijassa-1251	417	15	,	,	PUNCT
ijassa-1251	417	16	applied	apply	VERB
ijassa-1251	417	17	sciences	science	NOUN
ijassa-1251	417	18	,	,	PUNCT
ijassa-1251	417	19	9(22	9(22	NUM
ijassa-1251	417	20	)	)	PUNCT
ijassa-1251	417	21	,	,	PUNCT
ijassa-1251	417	22	4745	4745	NUM
ijassa-1251	417	23	https://doi.org/10.3390/app9224745	https://doi.org/10.3390/app9224745	NOUN
ijassa-1251	417	24	30	30	NUM
ijassa-1251	417	25	.	.	PUNCT
ijassa-1251	418	1	o’malley	o’malley	PROPN
ijassa-1251	418	2	,	,	PUNCT
ijassa-1251	418	3	t.	t.	PROPN
ijassa-1251	418	4	,	,	PUNCT
ijassa-1251	418	5	bursztein	bursztein	PROPN
ijassa-1251	418	6	,	,	PUNCT
ijassa-1251	418	7	e.	e.	PROPN
ijassa-1251	418	8	,	,	PUNCT
ijassa-1251	418	9	long	long	ADV
ijassa-1251	418	10	,	,	PUNCT
ijassa-1251	418	11	j.	j.	PROPN
ijassa-1251	418	12	&	&	CCONJ
ijassa-1251	418	13	chollet	chollet	PROPN
ijassa-1251	418	14	,	,	PUNCT
ijassa-1251	418	15	f.	f.	PROPN
ijassa-1251	418	16	(	(	PUNCT
ijassa-1251	418	17	2019	2019	NUM
ijassa-1251	418	18	)	)	PUNCT
ijassa-1251	418	19	.	.	PUNCT
ijassa-1251	419	1	keras	keras	PROPN
ijassa-1251	419	2	tuner	tuner	NOUN
ijassa-1251	419	3	.	.	PUNCT
ijassa-1251	420	1	[	[	X
ijassa-1251	420	2	online	online	X
ijassa-1251	420	3	]	]	X
ijassa-1251	420	4	available	available	ADJ
ijassa-1251	420	5	https://keras.io/keras_tuner/	https://keras.io/keras_tuner/	ADP
ijassa-1251	420	6	31	31	NUM
ijassa-1251	420	7	.	.	PUNCT
ijassa-1251	421	1	parray	parray	PROPN
ijassa-1251	421	2	,	,	PUNCT
ijassa-1251	421	3	i.	i.	PROPN
ijassa-1251	421	4	r.	r.	PROPN
ijassa-1251	421	5	,	,	PUNCT
ijassa-1251	421	6	khurana	khurana	PROPN
ijassa-1251	421	7	,	,	PUNCT
ijassa-1251	421	8	s.	s.	PROPN
ijassa-1251	421	9	s.	s.	PROPN
ijassa-1251	421	10	,	,	PUNCT
ijassa-1251	421	11	kumar	kumar	PROPN
ijassa-1251	421	12	,	,	PUNCT
ijassa-1251	421	13	m.	m.	NOUN
ijassa-1251	421	14	&	&	CCONJ
ijassa-1251	421	15	altalbe	altalbe	NOUN
ijassa-1251	421	16	,	,	PUNCT
ijassa-1251	421	17	a.	a.	NOUN
ijassa-1251	421	18	a.	a.	NOUN
ijassa-1251	421	19	(	(	PUNCT
ijassa-1251	421	20	2020	2020	NUM
ijassa-1251	421	21	)	)	PUNCT
ijassa-1251	421	22	.	.	PUNCT
ijassa-1251	422	1	time	time	PROPN
ijassa-1251	422	2	series	series	PROPN
ijassa-1251	422	3	data	data	VERB
ijassa-1251	422	4	analysis	analysis	NOUN
ijassa-1251	422	5	of	of	ADP
ijassa-1251	422	6	stock	stock	NOUN
ijassa-1251	422	7	price	price	NOUN
ijassa-1251	422	8	movement	movement	NOUN
ijassa-1251	422	9	using	use	VERB
ijassa-1251	422	10	machine	machine	NOUN
ijassa-1251	422	11	learning	learning	NOUN
ijassa-1251	422	12	techniques	technique	NOUN
ijassa-1251	422	13	,	,	PUNCT
ijassa-1251	422	14	soft	soft	ADJ
ijassa-1251	422	15	computing	computing	NOUN
ijassa-1251	422	16	,	,	PUNCT
ijassa-1251	422	17	24(21	24(21	NUM
ijassa-1251	422	18	)	)	PUNCT
ijassa-1251	422	19	,	,	PUNCT
ijassa-1251	422	20	16509–16517	16509–16517	NUM
ijassa-1251	422	21	https://doi.org/10.1007/s00500-020-04957-x	https://doi.org/10.1007/s00500-020-04957-x	NOUN
ijassa-1251	422	22	32	32	NUM
ijassa-1251	422	23	.	.	PUNCT
ijassa-1251	422	24	proximity	proximity	NOUN
ijassa-1251	422	25	sensor	sensor	NOUN
ijassa-1251	422	26	market	market	NOUN
ijassa-1251	422	27	growth	growth	NOUN
ijassa-1251	422	28	,	,	PUNCT
ijassa-1251	422	29	trends	trend	NOUN
ijassa-1251	422	30	,	,	PUNCT
ijassa-1251	422	31	covid-19	covid-19	PROPN
ijassa-1251	422	32	impact	impact	NOUN
ijassa-1251	422	33	,	,	PUNCT
ijassa-1251	422	34	and	and	CCONJ
ijassa-1251	422	35	forecasts	forecast	NOUN
ijassa-1251	422	36	(	(	PUNCT
ijassa-1251	422	37	2022	2022	NUM
ijassa-1251	422	38	2027	2027	NUM
ijassa-1251	422	39	)	)	PUNCT
ijassa-1251	422	40	.	.	PUNCT
ijassa-1251	423	1	(	(	PUNCT
ijassa-1251	423	2	2022	2022	NUM
ijassa-1251	423	3	)	)	PUNCT
ijassa-1251	423	4	.	.	PUNCT
ijassa-1251	424	1	[	[	X
ijassa-1251	424	2	online	online	X
ijassa-1251	424	3	]	]	X
ijassa-1251	424	4	available	available	ADJ
ijassa-1251	424	5	https://www.mordorintelligence.com/industry-reports/globalproximity-sensors-market-industry	https://www.mordorintelligence.com/industry-reports/globalproximity-sensors-market-industry	PROPN
ijassa-1251	424	6	33	33	NUM
ijassa-1251	424	7	.	.	PUNCT
ijassa-1251	425	1	samsung	samsung	PROPN
ijassa-1251	425	2	electronics	electronics	PROPN
ijassa-1251	425	3	co.	co.	PROPN
ijassa-1251	425	4	,	,	PUNCT
ijassa-1251	425	5	ltd	ltd	PROPN
ijassa-1251	425	6	.	.	PROPN
ijassa-1251	425	7	(	(	PUNCT
ijassa-1251	425	8	2022	2022	NUM
ijassa-1251	425	9	)	)	PUNCT
ijassa-1251	425	10	.	.	PUNCT
ijassa-1251	426	1	[	[	X
ijassa-1251	426	2	online	online	X
ijassa-1251	426	3	]	]	X
ijassa-1251	426	4	available	available	ADJ
ijassa-1251	426	5	https://finance.yahoo.com/	https://finance.yahoo.com/	PROPN
ijassa-1251	426	6	quote/005930.ks	quote/005930.ks	PROPN
ijassa-1251	426	7	/	/	SYM
ijassa-1251	426	8	history?p=005930.ks	history?p=005930.ks	NOUN
ijassa-1251	426	9	34	34	NUM
ijassa-1251	426	10	.	.	PUNCT
ijassa-1251	427	1	scikit	scikit	NOUN
ijassa-1251	427	2	-	-	PUNCT
ijassa-1251	427	3	optimize	optimize	NOUN
ijassa-1251	427	4	.	.	PUNCT
ijassa-1251	428	1	sequential	sequential	ADJ
ijassa-1251	428	2	model	model	NOUN
ijassa-1251	428	3	-	-	PUNCT
ijassa-1251	428	4	based	base	VERB
ijassa-1251	428	5	optimization	optimization	NOUN
ijassa-1251	428	6	in	in	ADP
ijassa-1251	428	7	python	python	PROPN
ijassa-1251	428	8	.	.	PUNCT
ijassa-1251	429	1	(	(	PUNCT
ijassa-1251	429	2	2020	2020	NUM
ijassa-1251	429	3	)	)	PUNCT
ijassa-1251	429	4	.	.	PUNCT
ijassa-1251	430	1	[	[	X
ijassa-1251	430	2	online	online	X
ijassa-1251	430	3	]	]	X
ijassa-1251	430	4	available	available	ADJ
ijassa-1251	430	5	https://scikit-optimize.github.io/stable/	https://scikit-optimize.github.io/stable/	PROPN
ijassa-1251	430	6	35	35	NUM
ijassa-1251	430	7	.	.	PUNCT
ijassa-1251	431	1	senarathne	senarathne	PROPN
ijassa-1251	431	2	,	,	PUNCT
ijassa-1251	431	3	c.	c.	PROPN
ijassa-1251	431	4	w.	w.	PROPN
ijassa-1251	431	5	&	&	CCONJ
ijassa-1251	431	6	wei	wei	PROPN
ijassa-1251	431	7	,	,	PUNCT
ijassa-1251	431	8	j.	j.	PROPN
ijassa-1251	431	9	(	(	PUNCT
ijassa-1251	431	10	2018	2018	NUM
ijassa-1251	431	11	)	)	PUNCT
ijassa-1251	431	12	.	.	PUNCT
ijassa-1251	432	1	the	the	DET
ijassa-1251	432	2	impact	impact	NOUN
ijassa-1251	432	3	of	of	ADP
ijassa-1251	432	4	patent	patent	NOUN
ijassa-1251	432	5	citation	citation	NOUN
ijassa-1251	432	6	information	information	NOUN
ijassa-1251	432	7	flow	flow	NOUN
ijassa-1251	432	8	regarding	regard	VERB
ijassa-1251	432	9	economic	economic	ADJ
ijassa-1251	432	10	innovation	innovation	NOUN
ijassa-1251	432	11	on	on	ADP
ijassa-1251	432	12	common	common	ADJ
ijassa-1251	432	13	stock	stock	NOUN
ijassa-1251	432	14	returns	return	NOUN
ijassa-1251	432	15	:	:	PUNCT
ijassa-1251	432	16	volume	volume	NOUN
ijassa-1251	432	17	vs.	vs.	ADP
ijassa-1251	432	18	patent	patent	NOUN
ijassa-1251	432	19	citations	citation	NOUN
ijassa-1251	432	20	,	,	PUNCT
ijassa-1251	432	21	international	international	ADJ
ijassa-1251	432	22	journal	journal	NOUN
ijassa-1251	432	23	of	of	ADP
ijassa-1251	432	24	innovation	innovation	NOUN
ijassa-1251	432	25	studies	study	NOUN
ijassa-1251	432	26	,	,	PUNCT
ijassa-1251	432	27	2(4	2(4	NUM
ijassa-1251	432	28	)	)	PUNCT
ijassa-1251	432	29	,	,	PUNCT
ijassa-1251	432	30	137–152	137–152	NUM
ijassa-1251	432	31	https://doi.org/10.1016/j.ijis.2019.02.001	https://doi.org/10.1016/j.ijis.2019.02.001	NOUN
ijassa-1251	432	32	36	36	NUM
ijassa-1251	432	33	.	.	PUNCT
ijassa-1251	433	1	sentencetransformers	sentencetransformer	NOUN
ijassa-1251	433	2	documentation	documentation	NOUN
ijassa-1251	433	3	.	.	PUNCT
ijassa-1251	434	1	(	(	PUNCT
ijassa-1251	434	2	2022	2022	NUM
ijassa-1251	434	3	)	)	PUNCT
ijassa-1251	434	4	.	.	PUNCT
ijassa-1251	435	1	[	[	X
ijassa-1251	435	2	online	online	X
ijassa-1251	435	3	]	]	X
ijassa-1251	435	4	available	available	ADJ
ijassa-1251	435	5	https://www.sbert.net/	https://www.sbert.net/	VERB
ijassa-1251	435	6	37	37	NUM
ijassa-1251	435	7	.	.	PUNCT
ijassa-1251	436	1	sklearn.linear_model.elasticnet	sklearn.linear_model.elasticnet	NOUN
ijassa-1251	436	2	.	.	PUNCT
ijassa-1251	437	1	(	(	PUNCT
ijassa-1251	437	2	2022	2022	NUM
ijassa-1251	437	3	)	)	PUNCT
ijassa-1251	437	4	.	.	PUNCT
ijassa-1251	438	1	[	[	X
ijassa-1251	438	2	online	online	X
ijassa-1251	438	3	]	]	AUX
ijassa-1251	438	4	available	available	ADJ
ijassa-1251	438	5	https://scikit-learn.org/	https://scikit-learn.org/	PROPN
ijassa-1251	438	6	stable	stable	ADJ
ijassa-1251	438	7	/	/	SYM
ijassa-1251	438	8	modules	module	NOUN
ijassa-1251	438	9	/	/	SYM
ijassa-1251	438	10	generated	generate	VERB
ijassa-1251	438	11	/	/	SYM
ijassa-1251	438	12	sklearn.linear_model.elasticnet.html	sklearn.linear_model.elasticnet.html	NOUN
ijassa-1251	438	13	a	a	DET
ijassa-1251	438	14	novel	novel	ADJ
ijassa-1251	438	15	method	method	NOUN
ijassa-1251	438	16	for	for	ADP
ijassa-1251	438	17	predicting	predict	VERB
ijassa-1251	438	18	technology	technology	NOUN
ijassa-1251	438	19	trends	trend	NOUN
ijassa-1251	438	20	…	…	PUNCT
ijassa-1251	438	21	89	89	NUM
ijassa-1251	438	22	copyright	copyright	NOUN
ijassa-1251	438	23	©	©	PROPN
ijassa-1251	438	24	2023	2023	NUM
ijassa-1251	438	25	assa	assa	NOUN
ijassa-1251	438	26	.	.	PUNCT
ijassa-1251	439	1	adv	adv	PROPN
ijassa-1251	439	2	.	.	PUNCT
ijassa-1251	440	1	in	in	ADP
ijassa-1251	440	2	systems	system	NOUN
ijassa-1251	440	3	science	science	NOUN
ijassa-1251	440	4	and	and	CCONJ
ijassa-1251	440	5	appl	appl	NOUN
ijassa-1251	440	6	.	.	PUNCT
ijassa-1251	441	1	(	(	PUNCT
ijassa-1251	441	2	2023	2023	NUM
ijassa-1251	441	3	)	)	PUNCT
ijassa-1251	441	4	38	38	NUM
ijassa-1251	441	5	.	.	PUNCT
ijassa-1251	442	1	sklearn.metrics.silhouette_score	sklearn.metrics.silhouette_score	PROPN
ijassa-1251	442	2	.	.	PUNCT
ijassa-1251	443	1	(	(	PUNCT
ijassa-1251	443	2	2022	2022	NUM
ijassa-1251	443	3	)	)	PUNCT
ijassa-1251	443	4	.	.	PUNCT
ijassa-1251	444	1	[	[	X
ijassa-1251	444	2	online	online	X
ijassa-1251	444	3	]	]	AUX
ijassa-1251	444	4	available	available	ADJ
ijassa-1251	444	5	https://scikit-learn.org/	https://scikit-learn.org/	PROPN
ijassa-1251	444	6	stable	stable	ADJ
ijassa-1251	444	7	/	/	SYM
ijassa-1251	444	8	modules	module	NOUN
ijassa-1251	444	9	/	/	SYM
ijassa-1251	444	10	generated	generate	VERB
ijassa-1251	444	11	/	/	SYM
ijassa-1251	444	12	sklearn.metrics.silhouette_score.html	sklearn.metrics.silhouette_score.html	ADJ
ijassa-1251	444	13	39	39	NUM
ijassa-1251	444	14	.	.	PUNCT
ijassa-1251	445	1	the	the	DET
ijassa-1251	445	2	global	global	ADJ
ijassa-1251	445	3	neuromorphic	neuromorphic	ADJ
ijassa-1251	445	4	computing	computing	NOUN
ijassa-1251	445	5	trends	trend	NOUN
ijassa-1251	445	6	are	be	AUX
ijassa-1251	445	7	set	set	VERB
ijassa-1251	445	8	to	to	PART
ijassa-1251	445	9	dominate	dominate	VERB
ijassa-1251	445	10	computer	computer	NOUN
ijassa-1251	445	11	systems	system	NOUN
ijassa-1251	445	12	in	in	ADP
ijassa-1251	445	13	2022	2022	NUM
ijassa-1251	445	14	.	.	PUNCT
ijassa-1251	446	1	(	(	PUNCT
ijassa-1251	446	2	2022	2022	NUM
ijassa-1251	446	3	)	)	PUNCT
ijassa-1251	446	4	.	.	PUNCT
ijassa-1251	447	1	[	[	X
ijassa-1251	447	2	online	online	X
ijassa-1251	447	3	]	]	X
ijassa-1251	447	4	available	available	ADJ
ijassa-1251	447	5	https://www.analyticsinsight.net/know-neuromorphiccomputing-trends-to-leverage-in-2022/	https://www.analyticsinsight.net/know-neuromorphiccomputing-trends-to-leverage-in-2022/	PROPN
ijassa-1251	447	6	40	40	NUM
ijassa-1251	447	7	.	.	PUNCT
ijassa-1251	448	1	the	the	DET
ijassa-1251	448	2	sequential	sequential	ADJ
ijassa-1251	448	3	model	model	NOUN
ijassa-1251	448	4	.	.	PUNCT
ijassa-1251	449	1	(	(	PUNCT
ijassa-1251	449	2	2020	2020	NUM
ijassa-1251	449	3	)	)	PUNCT
ijassa-1251	449	4	.	.	PUNCT
ijassa-1251	450	1	[	[	X
ijassa-1251	450	2	online	online	X
ijassa-1251	450	3	]	]	X
ijassa-1251	450	4	available	available	ADJ
ijassa-1251	450	5	https://keras.io/guides/	https://keras.io/guides/	PROPN
ijassa-1251	450	6	sequential_model/	sequential_model/	PROPN
ijassa-1251	450	7	41	41	NUM
ijassa-1251	450	8	.	.	PUNCT
ijassa-1251	451	1	thu	thu	PROPN
ijassa-1251	451	2	,	,	PUNCT
ijassa-1251	451	3	h.	h.	PROPN
ijassa-1251	451	4	g.	g.	PROPN
ijassa-1251	451	5	t.	t.	PROPN
ijassa-1251	451	6	,	,	PUNCT
ijassa-1251	451	7	thanh	thanh	ADJ
ijassa-1251	451	8	,	,	PUNCT
ijassa-1251	451	9	t.	t.	PROPN
ijassa-1251	451	10	n.	n.	PROPN
ijassa-1251	451	11	&	&	CCONJ
ijassa-1251	451	12	quy	quy	PROPN
ijassa-1251	451	13	,	,	PUNCT
ijassa-1251	451	14	t.	t.	PROPN
ijassa-1251	451	15	le	le	X
ijassa-1251	451	16	.	.	PUNCT
ijassa-1251	451	17	(	(	PUNCT
ijassa-1251	451	18	2021	2021	NUM
ijassa-1251	451	19	)	)	PUNCT
ijassa-1251	451	20	.	.	PUNCT
ijassa-1251	452	1	a	a	DET
ijassa-1251	452	2	neighborhood	neighborhood	NOUN
ijassa-1251	452	3	deep	deep	ADJ
ijassa-1251	452	4	neural	neural	ADJ
ijassa-1251	452	5	network	network	NOUN
ijassa-1251	452	6	model	model	NOUN
ijassa-1251	452	7	using	use	VERB
ijassa-1251	452	8	sliding	slide	VERB
ijassa-1251	452	9	window	window	NOUN
ijassa-1251	452	10	for	for	ADP
ijassa-1251	452	11	stock	stock	NOUN
ijassa-1251	452	12	price	price	NOUN
ijassa-1251	452	13	prediction	prediction	NOUN
ijassa-1251	452	14	,	,	PUNCT
ijassa-1251	452	15	2021	2021	NUM
ijassa-1251	452	16	ieee	ieee	PROPN
ijassa-1251	452	17	international	international	ADJ
ijassa-1251	452	18	conference	conference	NOUN
ijassa-1251	452	19	on	on	ADP
ijassa-1251	452	20	big	big	ADJ
ijassa-1251	452	21	data	datum	NOUN
ijassa-1251	452	22	and	and	CCONJ
ijassa-1251	452	23	smart	smart	ADJ
ijassa-1251	452	24	computing	computing	NOUN
ijassa-1251	452	25	(	(	PUNCT
ijassa-1251	452	26	bigcomp	bigcomp	NOUN
ijassa-1251	452	27	)	)	PUNCT
ijassa-1251	452	28	,	,	PUNCT
ijassa-1251	452	29	69–74	69–74	NUM
ijassa-1251	452	30	https://doi.org/10.1109/bigcomp51126.2021.00022	https://doi.org/10.1109/bigcomp51126.2021.00022	NOUN
ijassa-1251	452	31	42	42	NUM
ijassa-1251	452	32	.	.	PUNCT
ijassa-1251	452	33	time	time	PROPN
ijassa-1251	452	34	series	series	PROPN
ijassa-1251	452	35	intelligence	intelligence	PROPN
ijassa-1251	452	36	software	software	NOUN
ijassa-1251	452	37	market	market	NOUN
ijassa-1251	452	38	2022	2022	NUM
ijassa-1251	452	39	:	:	PUNCT
ijassa-1251	452	40	booming	boom	VERB
ijassa-1251	452	41	across	across	ADP
ijassa-1251	452	42	the	the	DET
ijassa-1251	452	43	globe	globe	NOUN
ijassa-1251	452	44	by	by	ADP
ijassa-1251	452	45	share	share	NOUN
ijassa-1251	452	46	,	,	PUNCT
ijassa-1251	452	47	growth	growth	NOUN
ijassa-1251	452	48	size	size	NOUN
ijassa-1251	452	49	,	,	PUNCT
ijassa-1251	452	50	key	key	ADJ
ijassa-1251	452	51	segments	segment	NOUN
ijassa-1251	452	52	and	and	CCONJ
ijassa-1251	452	53	regional	regional	ADJ
ijassa-1251	452	54	forecast	forecast	NOUN
ijassa-1251	452	55	by	by	ADP
ijassa-1251	452	56	2027	2027	NUM
ijassa-1251	452	57	.	.	PUNCT
ijassa-1251	453	1	(	(	PUNCT
ijassa-1251	453	2	2022	2022	NUM
ijassa-1251	453	3	)	)	PUNCT
ijassa-1251	453	4	.	.	PUNCT
ijassa-1251	454	1	[	[	X
ijassa-1251	454	2	online	online	X
ijassa-1251	454	3	]	]	X
ijassa-1251	454	4	available	available	ADJ
ijassa-1251	454	5	https://www.marketwatch.com/press-release/time-series-intelligence-software-market2022-booming-across-the-globe-by-share-growth-size-key-segments-and-regionalforecast-by-2027-2021-12-16	https://www.marketwatch.com/press-release/time-series-intelligence-software-market2022-booming-across-the-globe-by-share-growth-size-key-segments-and-regionalforecast-by-2027-2021-12-16	PROPN
ijassa-1251	454	6	43	43	NUM
ijassa-1251	454	7	.	.	PUNCT
ijassa-1251	455	1	top	top	ADJ
ijassa-1251	455	2	10	10	NUM
ijassa-1251	455	3	electronics	electronic	NOUN
ijassa-1251	455	4	manufacturing	manufacturing	NOUN
ijassa-1251	455	5	trends	trend	NOUN
ijassa-1251	455	6	,	,	PUNCT
ijassa-1251	455	7	technologies	technology	NOUN
ijassa-1251	455	8	&	&	CCONJ
ijassa-1251	455	9	innovations	innovation	NOUN
ijassa-1251	455	10	for	for	ADP
ijassa-1251	455	11	2022	2022	NUM
ijassa-1251	455	12	.	.	PUNCT
ijassa-1251	456	1	(	(	PUNCT
ijassa-1251	456	2	2022	2022	NUM
ijassa-1251	456	3	)	)	PUNCT
ijassa-1251	456	4	.	.	PUNCT
ijassa-1251	457	1	[	[	X
ijassa-1251	457	2	online	online	X
ijassa-1251	457	3	]	]	X
ijassa-1251	457	4	available	available	ADJ
ijassa-1251	457	5	https://www.startus-insights.com/innovatorsguide/electronics-manufacturing-trends	https://www.startus-insights.com/innovatorsguide/electronics-manufacturing-trend	NOUN
ijassa-1251	457	6	44	44	NUM
ijassa-1251	457	7	.	.	PUNCT
ijassa-1251	458	1	top	top	ADJ
ijassa-1251	458	2	10	10	NUM
ijassa-1251	458	3	renewable	renewable	ADJ
ijassa-1251	458	4	energy	energy	NOUN
ijassa-1251	458	5	trends	trend	NOUN
ijassa-1251	458	6	&	&	CCONJ
ijassa-1251	458	7	innovations	innovation	NOUN
ijassa-1251	458	8	in	in	ADP
ijassa-1251	458	9	2022	2022	NUM
ijassa-1251	458	10	.	.	PUNCT
ijassa-1251	459	1	(	(	PUNCT
ijassa-1251	459	2	2022	2022	NUM
ijassa-1251	459	3	)	)	PUNCT
ijassa-1251	459	4	.	.	PUNCT
ijassa-1251	460	1	[	[	X
ijassa-1251	460	2	online	online	X
ijassa-1251	460	3	]	]	X
ijassa-1251	460	4	available	available	ADJ
ijassa-1251	460	5	https://www.startus-insights.com/innovators-guide/top-10-renewable-energy-trends2022/	https://www.startus-insights.com/innovators-guide/top-10-renewable-energy-trends2022/	VERB
ijassa-1251	460	6	45	45	NUM
ijassa-1251	460	7	.	.	PUNCT
ijassa-1251	461	1	trendforce	trendforce	NOUN
ijassa-1251	461	2	2022	2022	NUM
ijassa-1251	461	3	infrared	infrared	ADJ
ijassa-1251	461	4	sensing	sense	VERB
ijassa-1251	461	5	application	application	NOUN
ijassa-1251	461	6	market	market	NOUN
ijassa-1251	461	7	and	and	CCONJ
ijassa-1251	461	8	branding	branding	NOUN
ijassa-1251	461	9	strategiesopen	strategiesopen	VERB
ijassa-1251	461	10	up	up	ADP
ijassa-1251	461	11	new	new	ADJ
ijassa-1251	461	12	horizons	horizon	NOUN
ijassa-1251	461	13	.	.	PUNCT
ijassa-1251	462	1	(	(	PUNCT
ijassa-1251	462	2	2022	2022	NUM
ijassa-1251	462	3	)	)	PUNCT
ijassa-1251	462	4	.	.	PUNCT
ijassa-1251	463	1	[	[	X
ijassa-1251	463	2	online	online	X
ijassa-1251	463	3	]	]	X
ijassa-1251	463	4	available	available	ADJ
ijassa-1251	463	5	https://www.ledinside.com/node/32494	https://www.ledinside.com/node/32494	PROPN
ijassa-1251	463	6	46	46	NUM
ijassa-1251	463	7	.	.	PUNCT
ijassa-1251	464	1	viet	viet	PROPN
ijassa-1251	464	2	,	,	PUNCT
ijassa-1251	464	3	n.	n.	PROPN
ijassa-1251	464	4	t.	t.	PROPN
ijassa-1251	464	5	&	&	CCONJ
ijassa-1251	464	6	gneushev	gneushev	PROPN
ijassa-1251	464	7	,	,	PUNCT
ijassa-1251	464	8	v.	v.	PROPN
ijassa-1251	464	9	(	(	PUNCT
ijassa-1251	464	10	2021	2021	NUM
ijassa-1251	464	11	)	)	PUNCT
ijassa-1251	464	12	.	.	PUNCT
ijassa-1251	465	1	analyzing	analyze	VERB
ijassa-1251	465	2	and	and	CCONJ
ijassa-1251	465	3	forecasting	forecast	VERB
ijassa-1251	465	4	emerging	emerge	VERB
ijassa-1251	465	5	technology	technology	NOUN
ijassa-1251	465	6	trends	trend	NOUN
ijassa-1251	465	7	by	by	ADP
ijassa-1251	465	8	mining	mining	NOUN
ijassa-1251	465	9	web	web	NOUN
ijassa-1251	465	10	news	news	NOUN
ijassa-1251	465	11	.	.	PUNCT
ijassa-1251	466	1	in	in	ADP
ijassa-1251	466	2	communications	communication	NOUN
ijassa-1251	466	3	in	in	ADP
ijassa-1251	466	4	computer	computer	NOUN
ijassa-1251	466	5	and	and	CCONJ
ijassa-1251	466	6	information	information	NOUN
ijassa-1251	466	7	science	science	NOUN
ijassa-1251	466	8	,	,	PUNCT
ijassa-1251	466	9	55–69	55–69	NUM
ijassa-1251	466	10	https://doi.org/10.1007/978-3-030-87034-8_5	https://doi.org/10.1007/978-3-030-87034-8_5	NUM
ijassa-1251	466	11	47	47	NUM
ijassa-1251	466	12	.	.	PUNCT
ijassa-1251	467	1	viet	viet	PROPN
ijassa-1251	467	2	,	,	PUNCT
ijassa-1251	467	3	n.	n.	PROPN
ijassa-1251	467	4	t.	t.	PROPN
ijassa-1251	467	5	,	,	PUNCT
ijassa-1251	467	6	kravets	kravet	NOUN
ijassa-1251	467	7	,	,	PUNCT
ijassa-1251	467	8	a.	a.	NOUN
ijassa-1251	467	9	&	&	CCONJ
ijassa-1251	467	10	duong	duong	PROPN
ijassa-1251	467	11	,	,	PUNCT
ijassa-1251	467	12	q.	q.	PROPN
ijassa-1251	467	13	h.	h.	PROPN
ijassa-1251	467	14	t.	t.	PROPN
ijassa-1251	467	15	(	(	PUNCT
ijassa-1251	467	16	2021	2021	NUM
ijassa-1251	467	17	)	)	PUNCT
ijassa-1251	467	18	.	.	PUNCT
ijassa-1251	468	1	data	datum	NOUN
ijassa-1251	468	2	mining	mining	NOUN
ijassa-1251	468	3	methods	method	NOUN
ijassa-1251	468	4	for	for	ADP
ijassa-1251	468	5	analysis	analysis	NOUN
ijassa-1251	468	6	and	and	CCONJ
ijassa-1251	468	7	forecast	forecast	NOUN
ijassa-1251	468	8	of	of	ADP
ijassa-1251	468	9	an	an	DET
ijassa-1251	468	10	emerging	emerge	VERB
ijassa-1251	468	11	technology	technology	NOUN
ijassa-1251	468	12	trend	trend	NOUN
ijassa-1251	468	13	:	:	PUNCT
ijassa-1251	468	14	a	a	DET
ijassa-1251	468	15	systematic	systematic	ADJ
ijassa-1251	468	16	mapping	mapping	NOUN
ijassa-1251	468	17	study	study	NOUN
ijassa-1251	468	18	from	from	ADP
ijassa-1251	468	19	scopus	scopus	NOUN
ijassa-1251	468	20	papers	paper	NOUN
ijassa-1251	468	21	.	.	PUNCT
ijassa-1251	469	1	in	in	ADP
ijassa-1251	469	2	lecture	lecture	NOUN
ijassa-1251	469	3	notes	note	NOUN
ijassa-1251	469	4	in	in	ADP
ijassa-1251	469	5	computer	computer	NOUN
ijassa-1251	469	6	science	science	NOUN
ijassa-1251	469	7	(	(	PUNCT
ijassa-1251	469	8	including	include	VERB
ijassa-1251	469	9	subseries	subserie	NOUN
ijassa-1251	469	10	lecture	lecture	VERB
ijassa-1251	469	11	notes	note	NOUN
ijassa-1251	469	12	in	in	ADP
ijassa-1251	469	13	artificial	artificial	ADJ
ijassa-1251	469	14	intelligence	intelligence	NOUN
ijassa-1251	469	15	and	and	CCONJ
ijassa-1251	469	16	lecture	lecture	NOUN
ijassa-1251	469	17	notes	note	NOUN
ijassa-1251	469	18	in	in	ADP
ijassa-1251	469	19	bioinformatics	bioinformatics	NOUN
ijassa-1251	469	20	)	)	PUNCT
ijassa-1251	469	21	81–101	81–101	PROPN
ijassa-1251	469	22	https://doi.org/10.1007/978-3-030-86855-0_7	https://doi.org/10.1007/978-3-030-86855-0_7	X
ijassa-1251	469	23	48	48	NUM
ijassa-1251	469	24	.	.	PUNCT
ijassa-1251	470	1	viet	viet	PROPN
ijassa-1251	470	2	,	,	PUNCT
ijassa-1251	470	3	n.	n.	PROPN
ijassa-1251	470	4	t.	t.	PROPN
ijassa-1251	470	5	&	&	CCONJ
ijassa-1251	470	6	kravets	kravet	NOUN
ijassa-1251	470	7	,	,	PUNCT
ijassa-1251	470	8	a.	a.	NOUN
ijassa-1251	470	9	g.	g.	PROPN
ijassa-1251	470	10	(	(	PUNCT
ijassa-1251	470	11	2019	2019	NUM
ijassa-1251	470	12	)	)	PUNCT
ijassa-1251	470	13	.	.	PUNCT
ijassa-1251	471	1	analyzing	analyze	VERB
ijassa-1251	471	2	recent	recent	ADJ
ijassa-1251	471	3	research	research	NOUN
ijassa-1251	471	4	trends	trend	NOUN
ijassa-1251	471	5	of	of	ADP
ijassa-1251	471	6	computer	computer	NOUN
ijassa-1251	471	7	science	science	NOUN
ijassa-1251	471	8	from	from	ADP
ijassa-1251	471	9	academic	academic	ADJ
ijassa-1251	471	10	open	open	ADJ
ijassa-1251	471	11	-	-	PUNCT
ijassa-1251	471	12	access	access	NOUN
ijassa-1251	471	13	digital	digital	ADJ
ijassa-1251	471	14	library	library	NOUN
ijassa-1251	471	15	.	.	PUNCT
ijassa-1251	472	1	2019	2019	NUM
ijassa-1251	472	2	8th	8th	ADJ
ijassa-1251	472	3	international	international	ADJ
ijassa-1251	472	4	conference	conference	NOUN
ijassa-1251	472	5	system	system	NOUN
ijassa-1251	472	6	modeling	modeling	NOUN
ijassa-1251	472	7	and	and	CCONJ
ijassa-1251	472	8	advancement	advancement	NOUN
ijassa-1251	472	9	in	in	ADP
ijassa-1251	472	10	research	research	NOUN
ijassa-1251	472	11	trends	trend	NOUN
ijassa-1251	472	12	(	(	PUNCT
ijassa-1251	472	13	smart	smart	ADJ
ijassa-1251	472	14	)	)	PUNCT
ijassa-1251	472	15	,	,	PUNCT
ijassa-1251	472	16	31–36	31–36	NUM
ijassa-1251	472	17	https://doi.org/10.1109/smart46866.2019.9117215	https://doi.org/10.1109/smart46866.2019.9117215	NOUN
ijassa-1251	472	18	49	49	NUM
ijassa-1251	472	19	.	.	PUNCT
ijassa-1251	473	1	vitt	vitt	VERB
ijassa-1251	473	2	,	,	PUNCT
ijassa-1251	473	3	c.	c.	PROPN
ijassa-1251	473	4	a.	a.	PROPN
ijassa-1251	473	5	&	&	CCONJ
ijassa-1251	473	6	xiong	xiong	PROPN
ijassa-1251	473	7	,	,	PUNCT
ijassa-1251	473	8	h.	h.	PROPN
ijassa-1251	473	9	(	(	PUNCT
ijassa-1251	473	10	2015	2015	NUM
ijassa-1251	473	11	)	)	PUNCT
ijassa-1251	473	12	.	.	PUNCT
ijassa-1251	474	1	the	the	DET
ijassa-1251	474	2	impact	impact	NOUN
ijassa-1251	474	3	of	of	ADP
ijassa-1251	474	4	patent	patent	NOUN
ijassa-1251	474	5	activities	activity	NOUN
ijassa-1251	474	6	on	on	ADP
ijassa-1251	474	7	stock	stock	NOUN
ijassa-1251	474	8	dynamics	dynamic	NOUN
ijassa-1251	474	9	in	in	ADP
ijassa-1251	474	10	the	the	DET
ijassa-1251	474	11	high	high	ADJ
ijassa-1251	474	12	-	-	PUNCT
ijassa-1251	474	13	tech	tech	NOUN
ijassa-1251	474	14	sector	sector	NOUN
ijassa-1251	474	15	.	.	PUNCT
ijassa-1251	475	1	2015	2015	NUM
ijassa-1251	475	2	ieee	ieee	PROPN
ijassa-1251	475	3	international	international	ADJ
ijassa-1251	475	4	conference	conference	NOUN
ijassa-1251	475	5	on	on	ADP
ijassa-1251	475	6	data	datum	NOUN
ijassa-1251	475	7	mining	mining	NOUN
ijassa-1251	475	8	,	,	PUNCT
ijassa-1251	475	9	399–408	399–408	NUM
ijassa-1251	475	10	https://doi.org/10.1109/icdm.2015.95	https://doi.org/10.1109/icdm.2015.95	PROPN
ijassa-1251	475	11	50	50	NUM
ijassa-1251	475	12	.	.	PUNCT
ijassa-1251	476	1	vo	vo	NOUN
ijassa-1251	476	2	,	,	PUNCT
ijassa-1251	476	3	n.	n.	PROPN
ijassa-1251	476	4	n.	n.	PROPN
ijassa-1251	476	5	y.	y.	PROPN
ijassa-1251	476	6	,	,	PUNCT
ijassa-1251	476	7	he	he	PRON
ijassa-1251	476	8	,	,	PUNCT
ijassa-1251	476	9	x.	x.	PROPN
ijassa-1251	476	10	,	,	PUNCT
ijassa-1251	476	11	liu	liu	PROPN
ijassa-1251	476	12	,	,	PUNCT
ijassa-1251	476	13	s.	s.	PROPN
ijassa-1251	476	14	&	&	CCONJ
ijassa-1251	476	15	xu	xu	PROPN
ijassa-1251	476	16	,	,	PUNCT
ijassa-1251	476	17	g.	g.	PROPN
ijassa-1251	476	18	(	(	PUNCT
ijassa-1251	476	19	2019	2019	NUM
ijassa-1251	476	20	)	)	PUNCT
ijassa-1251	476	21	.	.	PUNCT
ijassa-1251	477	1	deep	deep	ADJ
ijassa-1251	477	2	learning	learning	NOUN
ijassa-1251	477	3	for	for	ADP
ijassa-1251	477	4	decision	decision	NOUN
ijassa-1251	477	5	making	making	NOUN
ijassa-1251	477	6	and	and	CCONJ
ijassa-1251	477	7	the	the	DET
ijassa-1251	477	8	optimization	optimization	NOUN
ijassa-1251	477	9	of	of	ADP
ijassa-1251	477	10	socially	socially	ADV
ijassa-1251	477	11	responsible	responsible	ADJ
ijassa-1251	477	12	investments	investment	NOUN
ijassa-1251	477	13	and	and	CCONJ
ijassa-1251	477	14	portfolio	portfolio	NOUN
ijassa-1251	477	15	,	,	PUNCT
ijassa-1251	477	16	decision	decision	NOUN
ijassa-1251	477	17	support	support	NOUN
ijassa-1251	477	18	systems	system	NOUN
ijassa-1251	477	19	,	,	PUNCT
ijassa-1251	477	20	124	124	NUM
ijassa-1251	477	21	https://doi.org/10.1016/j.dss.2019.113097	https://doi.org/10.1016/j.dss.2019.113097	PROPN
ijassa-1251	477	22	51	51	NUM
ijassa-1251	477	23	.	.	PUNCT
ijassa-1251	478	1	water	water	NOUN
ijassa-1251	478	2	purifier	purifier	NOUN
ijassa-1251	478	3	market	market	NOUN
ijassa-1251	478	4	:	:	PUNCT
ijassa-1251	478	5	global	global	ADJ
ijassa-1251	478	6	industry	industry	NOUN
ijassa-1251	478	7	trends	trend	NOUN
ijassa-1251	478	8	,	,	PUNCT
ijassa-1251	478	9	share	share	NOUN
ijassa-1251	478	10	,	,	PUNCT
ijassa-1251	478	11	size	size	NOUN
ijassa-1251	478	12	,	,	PUNCT
ijassa-1251	478	13	growth	growth	NOUN
ijassa-1251	478	14	,	,	PUNCT
ijassa-1251	478	15	opportunity	opportunity	NOUN
ijassa-1251	478	16	and	and	CCONJ
ijassa-1251	478	17	forecast	forecast	VERB
ijassa-1251	478	18	2022	2022	NUM
ijassa-1251	478	19	-	-	SYM
ijassa-1251	478	20	2027	2027	NUM
ijassa-1251	478	21	.	.	PUNCT
ijassa-1251	479	1	(	(	PUNCT
ijassa-1251	479	2	2022	2022	NUM
ijassa-1251	479	3	)	)	PUNCT
ijassa-1251	479	4	.	.	PUNCT
ijassa-1251	480	1	[	[	X
ijassa-1251	480	2	online	online	X
ijassa-1251	480	3	]	]	X
ijassa-1251	480	4	available	available	ADJ
ijassa-1251	480	5	https://www.researchandmarkets.com/	https://www.researchandmarkets.com/	NOUN
ijassa-1251	480	6	reports/5530617	reports/5530617	NOUN
ijassa-1251	480	7	/	/	SYM
ijassa-1251	480	8	water	water	NOUN
ijassa-1251	480	9	-	-	PUNCT
ijassa-1251	480	10	purifier	purifier	NOUN
ijassa-1251	480	11	-	-	PUNCT
ijassa-1251	480	12	market	market	NOUN
ijassa-1251	480	13	-	-	PUNCT
ijassa-1251	480	14	global	global	ADJ
ijassa-1251	480	15	-	-	PUNCT
ijassa-1251	480	16	industry	industry	NOUN
ijassa-1251	480	17	-	-	PUNCT
ijassa-1251	480	18	trends	trend	NOUN
ijassa-1251	480	19	52	52	NUM
ijassa-1251	480	20	.	.	PUNCT
ijassa-1251	481	1	wu	wu	PROPN
ijassa-1251	481	2	,	,	PUNCT
ijassa-1251	481	3	j.	j.	PROPN
ijassa-1251	481	4	,	,	PUNCT
ijassa-1251	481	5	chen	chen	PROPN
ijassa-1251	481	6	,	,	PUNCT
ijassa-1251	481	7	x.	x.	PROPN
ijassa-1251	481	8	y.	y.	PROPN
ijassa-1251	481	9	,	,	PUNCT
ijassa-1251	481	10	zhang	zhang	PROPN
ijassa-1251	481	11	,	,	PUNCT
ijassa-1251	481	12	h.	h.	PROPN
ijassa-1251	481	13	,	,	PUNCT
ijassa-1251	481	14	xiong	xiong	PROPN
ijassa-1251	481	15	,	,	PUNCT
ijassa-1251	481	16	l.	l.	PROPN
ijassa-1251	481	17	d.	d.	PROPN
ijassa-1251	481	18	,	,	PUNCT
ijassa-1251	481	19	lei	lei	PROPN
ijassa-1251	481	20	,	,	PUNCT
ijassa-1251	481	21	h.	h.	PROPN
ijassa-1251	481	22	&	&	CCONJ
ijassa-1251	481	23	deng	deng	PROPN
ijassa-1251	481	24	,	,	PUNCT
ijassa-1251	481	25	s.	s.	PROPN
ijassa-1251	481	26	h.	h.	PROPN
ijassa-1251	481	27	(	(	PUNCT
ijassa-1251	481	28	2019	2019	NUM
ijassa-1251	481	29	)	)	PUNCT
ijassa-1251	481	30	.	.	PUNCT
ijassa-1251	482	1	hyperparameter	hyperparameter	NOUN
ijassa-1251	482	2	optimization	optimization	NOUN
ijassa-1251	482	3	for	for	ADP
ijassa-1251	482	4	machine	machine	NOUN
ijassa-1251	482	5	learning	learning	NOUN
ijassa-1251	482	6	models	model	NOUN
ijassa-1251	482	7	based	base	VERB
ijassa-1251	482	8	on	on	ADP
ijassa-1251	482	9	bayesian	bayesian	NOUN
ijassa-1251	482	10	optimization	optimization	NOUN
ijassa-1251	482	11	,	,	PUNCT
ijassa-1251	482	12	journal	journal	NOUN
ijassa-1251	482	13	of	of	ADP
ijassa-1251	482	14	electronic	electronic	ADJ
ijassa-1251	482	15	science	science	NOUN
ijassa-1251	482	16	and	and	CCONJ
ijassa-1251	482	17	technology	technology	NOUN
ijassa-1251	482	18	,	,	PUNCT
ijassa-1251	482	19	17(1	17(1	NUM
ijassa-1251	482	20	)	)	PUNCT
ijassa-1251	482	21	,	,	PUNCT
ijassa-1251	482	22	26–40	26–40	NUM
ijassa-1251	483	1	https://doi.org/10.11989/jest.1674-862x.80904120	https://doi.org/10.11989/jest.1674-862x.80904120	NUM
ijassa-1251	483	2	53	53	NUM
ijassa-1251	483	3	.	.	PUNCT
ijassa-1251	484	1	xiao	xiao	PROPN
ijassa-1251	484	2	,	,	PUNCT
ijassa-1251	484	3	c.	c.	PROPN
ijassa-1251	484	4	,	,	PUNCT
ijassa-1251	484	5	xia	xia	PROPN
ijassa-1251	484	6	,	,	PUNCT
ijassa-1251	484	7	w.	w.	PROPN
ijassa-1251	484	8	&	&	CCONJ
ijassa-1251	484	9	jiang	jiang	PROPN
ijassa-1251	484	10	,	,	PUNCT
ijassa-1251	484	11	j.	j.	PROPN
ijassa-1251	484	12	(	(	PUNCT
ijassa-1251	484	13	2020	2020	NUM
ijassa-1251	484	14	)	)	PUNCT
ijassa-1251	484	15	.	.	PUNCT
ijassa-1251	485	1	stock	stock	NOUN
ijassa-1251	485	2	price	price	NOUN
ijassa-1251	485	3	forecast	forecast	NOUN
ijassa-1251	485	4	based	base	VERB
ijassa-1251	485	5	on	on	ADP
ijassa-1251	485	6	combined	combined	ADJ
ijassa-1251	485	7	model	model	NOUN
ijassa-1251	485	8	of	of	ADP
ijassa-1251	485	9	ari	ari	PROPN
ijassa-1251	485	10	-	-	PUNCT
ijassa-1251	485	11	ma	ma	PROPN
ijassa-1251	485	12	-	-	PUNCT
ijassa-1251	485	13	ls	ls	ADJ
ijassa-1251	485	14	-	-	PUNCT
ijassa-1251	485	15	svm	svm	ADJ
ijassa-1251	485	16	,	,	PUNCT
ijassa-1251	485	17	neural	neural	ADJ
ijassa-1251	485	18	computing	computing	NOUN
ijassa-1251	485	19	and	and	CCONJ
ijassa-1251	485	20	applications	application	NOUN
ijassa-1251	485	21	,	,	PUNCT
ijassa-1251	485	22	32(10	32(10	NUM
ijassa-1251	485	23	)	)	PUNCT
ijassa-1251	485	24	,	,	PUNCT
ijassa-1251	485	25	5379–5388	5379–5388	NUM
ijassa-1251	485	26	https://doi.org/10.1007/s00521-019-04698-5	https://doi.org/10.1007/s00521-019-04698-5	NUM
ijassa-1251	485	27	90	90	NUM
ijassa-1251	485	28	n.	n.	NOUN
ijassa-1251	485	29	t.	t.	PROPN
ijassa-1251	485	30	viet	viet	PROPN
ijassa-1251	485	31	,	,	PUNCT
ijassa-1251	485	32	a.	a.	NOUN
ijassa-1251	485	33	kravets	kravet	NOUN
ijassa-1251	485	34	copyright	copyright	NOUN
ijassa-1251	486	1	©	©	PROPN
ijassa-1251	486	2	2023	2023	NUM
ijassa-1251	486	3	assa	assa	PROPN
ijassa-1251	486	4	adv	adv	PROPN
ijassa-1251	486	5	.	.	PUNCT
ijassa-1251	487	1	in	in	ADP
ijassa-1251	487	2	systems	system	NOUN
ijassa-1251	487	3	science	science	NOUN
ijassa-1251	487	4	and	and	CCONJ
ijassa-1251	487	5	appl	appl	NOUN
ijassa-1251	487	6	.	.	PUNCT
ijassa-1251	488	1	(	(	PUNCT
ijassa-1251	488	2	2023	2023	NUM
ijassa-1251	488	3	)	)	PUNCT
ijassa-1251	488	4	54	54	NUM
ijassa-1251	488	5	.	.	PUNCT
ijassa-1251	489	1	xu	xu	PROPN
ijassa-1251	489	2	,	,	PUNCT
ijassa-1251	489	3	m.	m.	NOUN
ijassa-1251	489	4	(	(	PUNCT
ijassa-1251	489	5	2021	2021	NUM
ijassa-1251	489	6	)	)	PUNCT
ijassa-1251	489	7	.	.	PUNCT
ijassa-1251	490	1	the	the	DET
ijassa-1251	490	2	impact	impact	NOUN
ijassa-1251	490	3	of	of	ADP
ijassa-1251	490	4	blockchain	blockchain	PROPN
ijassa-1251	490	5	technology	technology	PROPN
ijassa-1251	490	6	on	on	ADP
ijassa-1251	490	7	stock	stock	NOUN
ijassa-1251	490	8	price	price	NOUN
ijassa-1251	490	9	:	:	PUNCT
ijassa-1251	490	10	an	an	DET
ijassa-1251	490	11	emprical	emprical	ADJ
ijassa-1251	490	12	study	study	NOUN
ijassa-1251	490	13	,	,	PUNCT
ijassa-1251	490	14	shs	shs	PROPN
ijassa-1251	490	15	web	web	NOUN
ijassa-1251	490	16	of	of	ADP
ijassa-1251	490	17	conferences	conference	NOUN
ijassa-1251	490	18	,	,	PUNCT
ijassa-1251	490	19	96	96	NUM
ijassa-1251	490	20	,	,	PUNCT
ijassa-1251	490	21	1–5	1–5	PROPN
ijassa-1251	490	22	https://doi.org/10.1051/shsconf/20219604008	https://doi.org/10.1051/shsconf/20219604008	PROPN
ijassa-1251	490	23	55	55	NUM
ijassa-1251	490	24	.	.	PUNCT
ijassa-1251	491	1	yang	yang	PROPN
ijassa-1251	491	2	,	,	PUNCT
ijassa-1251	491	3	c.	c.	PROPN
ijassa-1251	491	4	,	,	PUNCT
ijassa-1251	491	5	zhai	zhai	PROPN
ijassa-1251	491	6	,	,	PUNCT
ijassa-1251	491	7	j.	j.	PROPN
ijassa-1251	491	8	&	&	CCONJ
ijassa-1251	491	9	tao	tao	PROPN
ijassa-1251	491	10	,	,	PUNCT
ijassa-1251	491	11	g.	g.	PROPN
ijassa-1251	491	12	(	(	PUNCT
ijassa-1251	491	13	2020	2020	NUM
ijassa-1251	491	14	)	)	PUNCT
ijassa-1251	491	15	.	.	PUNCT
ijassa-1251	492	1	deep	deep	ADJ
ijassa-1251	492	2	learning	learning	NOUN
ijassa-1251	492	3	for	for	ADP
ijassa-1251	492	4	price	price	NOUN
ijassa-1251	492	5	movement	movement	NOUN
ijassa-1251	492	6	prediction	prediction	NOUN
ijassa-1251	492	7	using	use	VERB
ijassa-1251	492	8	convolutional	convolutional	ADJ
ijassa-1251	492	9	neural	neural	ADJ
ijassa-1251	492	10	network	network	NOUN
ijassa-1251	492	11	and	and	CCONJ
ijassa-1251	492	12	long	long	ADJ
ijassa-1251	492	13	short	short	ADJ
ijassa-1251	492	14	-	-	PUNCT
ijassa-1251	492	15	term	term	NOUN
ijassa-1251	492	16	memory	memory	NOUN
ijassa-1251	492	17	,	,	PUNCT
ijassa-1251	492	18	mathematical	mathematical	ADJ
ijassa-1251	492	19	problems	problem	NOUN
ijassa-1251	492	20	in	in	ADP
ijassa-1251	492	21	engineering	engineering	NOUN
ijassa-1251	492	22	,	,	PUNCT
ijassa-1251	492	23	2020(6	2020(6	NOUN
ijassa-1251	492	24	)	)	PUNCT
ijassa-1251	492	25	,	,	PUNCT
ijassa-1251	492	26	1–13	1–13	NOUN
ijassa-1251	492	27	.	.	PUNCT
ijassa-1251	493	1	https://doi.org/10.1155/2020/2746845	https://doi.org/10.1155/2020/2746845	PROPN
ijassa-1251	493	2	56	56	NUM
ijassa-1251	493	3	.	.	PUNCT
ijassa-1251	494	1	zhao	zhao	PROPN
ijassa-1251	494	2	,	,	PUNCT
ijassa-1251	494	3	j.	j.	PROPN
ijassa-1251	494	4	,	,	PUNCT
ijassa-1251	494	5	zeng	zeng	PROPN
ijassa-1251	494	6	,	,	PUNCT
ijassa-1251	494	7	d.	d.	PROPN
ijassa-1251	494	8	,	,	PUNCT
ijassa-1251	494	9	liang	liang	PROPN
ijassa-1251	494	10	,	,	PUNCT
ijassa-1251	494	11	s.	s.	PROPN
ijassa-1251	494	12	,	,	PUNCT
ijassa-1251	494	13	kang	kang	PROPN
ijassa-1251	494	14	,	,	PUNCT
ijassa-1251	494	15	h.	h.	PROPN
ijassa-1251	494	16	&	&	CCONJ
ijassa-1251	494	17	liu	liu	PROPN
ijassa-1251	494	18	,	,	PUNCT
ijassa-1251	494	19	q.	q.	PROPN
ijassa-1251	494	20	(	(	PUNCT
ijassa-1251	494	21	2021	2021	NUM
ijassa-1251	494	22	)	)	PUNCT
ijassa-1251	494	23	.	.	PUNCT
ijassa-1251	495	1	prediction	prediction	NOUN
ijassa-1251	495	2	model	model	NOUN
ijassa-1251	495	3	for	for	ADP
ijassa-1251	495	4	stock	stock	NOUN
ijassa-1251	495	5	price	price	NOUN
ijassa-1251	495	6	trend	trend	NOUN
ijassa-1251	495	7	based	base	VERB
ijassa-1251	495	8	on	on	ADP
ijassa-1251	495	9	recurrent	recurrent	ADJ
ijassa-1251	495	10	neural	neural	ADJ
ijassa-1251	495	11	network	network	NOUN
ijassa-1251	495	12	,	,	PUNCT
ijassa-1251	495	13	journal	journal	NOUN
ijassa-1251	495	14	of	of	ADP
ijassa-1251	495	15	ambient	ambient	ADJ
ijassa-1251	495	16	intelligence	intelligence	NOUN
ijassa-1251	495	17	and	and	CCONJ
ijassa-1251	495	18	humanized	humanize	VERB
ijassa-1251	495	19	computing	computing	NOUN
ijassa-1251	495	20	,	,	PUNCT
ijassa-1251	495	21	12(1	12(1	NUM
ijassa-1251	495	22	)	)	PUNCT
ijassa-1251	495	23	,	,	PUNCT
ijassa-1251	495	24	745–753	745–753	NUM
ijassa-1251	495	25	https://doi.org/10.1007/s12652-020-02057-0	https://doi.org/10.1007/s12652-020-02057-0	NUM